{"meta":{"query_hash":"d3da2331d872","filters":{"topic":"Global Health Workforce Issues"},"cohort_total":3522,"direct_labels_cover":18,"predictions_cover":3522,"exported":3522,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/d3da2331d872","api":"https://metacan.xera.ac/api/v1/cohort?topic=Global+Health+Workforce+Issues"},"results":[{"id":"W112581231","doi":"","title":"What is the financial state of medical students from rural backgrounds during tuition fee deregulation?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Graduation (instrument); Debt; Metropolitan area; Student debt; Confidence interval; Demographic economics; Demography; Deregulation; Medicine; Business; Psychology; Economics; Finance; Sociology; Internal medicine","score_opus":0.02915311007631661,"score_gpt":0.3872990127974455,"score_spread":0.3581459027211289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W112581231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981833,0.00025000147,0.000018939936,0.011937229,0.0040288325,0.0014967443,0.000030141118,0.000061873376,0.0003432312],"genre_scores_gemma":[0.99454623,0.00030285172,0.00003563549,0.002038908,0.0007823943,0.0010079152,0.000035672976,0.000020012556,0.0012303926],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965904,0.00030493736,0.0006873725,0.00021842895,0.0014829921,0.0007158941],"domain_scores_gemma":[0.9983924,0.00043179875,0.0003085713,0.0004224154,0.00015731435,0.0002875195],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014750352,0.00014511835,0.0002532057,0.000049870603,0.00062322814,0.000054349566,0.0006885325,0.00027456845,0.0010207744],"category_scores_gemma":[0.00030515948,0.000106165804,0.00006227243,0.00020747336,0.00012519045,0.00038884106,0.0003217292,0.00084482355,0.000104582796],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004018283,0.00025195675,0.7550868,0.00031735533,0.0000746515,0.000009806912,0.017550776,0.000007502226,0.0000712233,0.0014012689,0.009662717,0.21516414],"study_design_scores_gemma":[0.0010280352,0.0000071626887,0.9874684,0.00018799404,0.000014692597,8.144583e-7,0.0020795502,0.00005147857,0.00008929699,0.0032072342,0.0057693333,0.00009596082],"about_ca_topic_score_codex":0.001328424,"about_ca_topic_score_gemma":0.0040537086,"teacher_disagreement_score":0.23238167,"about_ca_system_score_codex":0.00012181233,"about_ca_system_score_gemma":0.0001454965,"threshold_uncertainty_score":0.9998924},"labels":[],"label_agreement":null},{"id":"W1129396188","doi":"10.17483/2368-6669.1029","title":"Rural-Focused Nursing Education: A Summative Evaluation of RNs’ Experiences of the Rural Nursing Certificate Program","year":2015,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Summative assessment; Nursing; Competence (human resources); Curriculum; Certificate; Nurse education; Formative assessment; Teamwork; Rural health; Medicine; Workload; Rural area; Medical education; Psychology; Pedagogy; Political science; Computer science","score_opus":0.22278869119821681,"score_gpt":0.5557740059819117,"score_spread":0.3329853147836949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1129396188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9583013,0.0015771323,0.0006417082,0.0060371985,0.006950993,0.005417978,0.0000151523145,0.0001123596,0.020946197],"genre_scores_gemma":[0.99257,0.0000729438,0.004405856,0.0001470621,0.00024241679,0.0019612748,0.00022826438,0.00002820713,0.0003440057],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9921353,0.0028769597,0.002513594,0.00030795112,0.0015570266,0.00060921104],"domain_scores_gemma":[0.9939719,0.00036047518,0.002427562,0.0007397721,0.0022993078,0.00020099767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00354288,0.00032064284,0.0005286685,0.0003625243,0.0005542249,0.00003098476,0.0004524236,0.0002286423,0.00014131839],"category_scores_gemma":[0.00097432744,0.0002817784,0.000107735206,0.0012846809,0.00051061023,0.001542308,0.000032405198,0.00044606449,0.00002484331],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022611367,0.0028179267,0.005789906,0.00050892145,0.000010457668,9.521074e-9,0.511918,0.0010980114,0.00013145647,0.018231567,0.0026427063,0.4566249],"study_design_scores_gemma":[0.0014402015,0.00019122404,0.016553326,0.02475042,0.00008031283,0.0000026255116,0.92533034,0.0024906464,0.0018276799,0.02350873,0.0034857334,0.00033873942],"about_ca_topic_score_codex":0.0002627,"about_ca_topic_score_gemma":0.00006571683,"teacher_disagreement_score":0.45628613,"about_ca_system_score_codex":0.00434131,"about_ca_system_score_gemma":0.0034322063,"threshold_uncertainty_score":0.99996346},"labels":[],"label_agreement":null},{"id":"W1135257820","doi":"","title":"CME needs of rural physicians: how do we compare to our urban colleagues?","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine","score_opus":0.036936212255592335,"score_gpt":0.37314795141351215,"score_spread":0.3362117391579198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1135257820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79293144,0.009873521,0.000008633249,0.18896478,0.002529379,0.0006930618,0.00009221346,0.000018300096,0.0048886924],"genre_scores_gemma":[0.97833276,0.0006331301,0.00009801952,0.0053074877,0.0030436479,0.000008703499,0.000013146732,0.0000383652,0.012524736],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966642,0.0003800205,0.0012010658,0.00008795455,0.0005415885,0.0011251237],"domain_scores_gemma":[0.99568045,0.0002001334,0.00068268785,0.00035949683,0.00074188045,0.002335352],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006808634,0.0002898595,0.0010991583,0.00065836497,0.0004816319,0.000011044562,0.00058501255,0.00016582795,0.0026208933],"category_scores_gemma":[0.00029209346,0.00022540223,0.00012853494,0.0011458244,0.00015651833,0.00019065737,0.000016913631,0.000907226,0.00016388902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020436935,0.000015984033,0.038137272,0.00019805123,0.000057309273,0.00006827364,0.033174783,0.000045854158,0.00009376892,0.00044425848,0.9039722,0.023587871],"study_design_scores_gemma":[0.00272721,0.0013116306,0.015920915,0.019945541,0.000104784616,0.00007201496,0.3840352,0.000013474217,0.000023378321,0.0003124034,0.57525563,0.00027782054],"about_ca_topic_score_codex":0.024846908,"about_ca_topic_score_gemma":0.025791802,"teacher_disagreement_score":0.35086042,"about_ca_system_score_codex":0.00069665286,"about_ca_system_score_gemma":0.0015992587,"threshold_uncertainty_score":0.99829084},"labels":[],"label_agreement":null},{"id":"W113810671","doi":"10.1136/bmj.325.7357.219","title":"Brain drain and health professionals","year":2002,"lang":"en","type":"letter","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Osteoporosis Society; Osteoporosis Australia","keywords":"Intellect; Intellectual property; State (computer science); Nothing; Public relations; Political science; Medicine; Law; Epistemology; Philosophy","score_opus":0.12577638497531435,"score_gpt":0.5074124305023202,"score_spread":0.38163604552700586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W113810671","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012587164,0.0039077033,0.00000781135,0.9455496,0.002678672,0.005025167,0.00018000304,0.00030599203,0.042219166],"genre_scores_gemma":[0.00010509963,0.00024271496,0.0007218404,0.745038,0.010535027,0.00064315443,0.00039227473,0.00011014621,0.24221177],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920599,0.0026301714,0.0016802102,0.00082577317,0.0008252802,0.001978688],"domain_scores_gemma":[0.9956367,0.0016449756,0.0012507217,0.0008934975,0.00017442252,0.00039967132],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0028301445,0.00054849,0.0011427654,0.00022777288,0.0014430683,0.000017993461,0.00039426645,0.0022248873,0.0033488928],"category_scores_gemma":[0.00042565062,0.00047165452,0.00010970798,0.00028427597,0.00011001339,0.00009196656,0.00035168414,0.006066533,0.0025581964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008246032,0.000020335667,0.0018020187,0.0026168472,0.000023400695,0.00010961994,0.001798933,1.01963934e-7,1.2042221e-7,0.000287332,0.9908348,0.0024982465],"study_design_scores_gemma":[0.00056836405,0.00010545106,0.0018741594,0.0055793794,0.000010621772,0.000016981221,0.00063552835,0.000019232653,8.0968114e-8,0.0006683661,0.990117,0.00040483056],"about_ca_topic_score_codex":0.0010840123,"about_ca_topic_score_gemma":0.00022538609,"teacher_disagreement_score":0.20051163,"about_ca_system_score_codex":0.00059633504,"about_ca_system_score_gemma":0.0011039547,"threshold_uncertainty_score":0.9998569},"labels":[],"label_agreement":null},{"id":"W1167661812","doi":"","title":"Come from Away: Nurses Who Immigrated to Newfoundland and Labrador","year":2014,"lang":"en","type":"article","venue":"Nursing History Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Genealogy; Political science; History; Geography; Sociology","score_opus":0.052362904020366224,"score_gpt":0.41302575451617823,"score_spread":0.36066285049581204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1167661812","genre_codex":"review","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09613826,0.8030587,0.0001721184,0.019021664,0.007825325,0.0032788825,0.000044838995,0.0005031991,0.06995702],"genre_scores_gemma":[0.24576159,0.2218339,0.012798989,0.32692388,0.006242138,0.0012503649,0.0006472376,0.00069771893,0.1838442],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970642,0.00091669516,0.00068905565,0.00046620032,0.00025714622,0.00060671876],"domain_scores_gemma":[0.99806446,0.00042151634,0.00027606415,0.0005736149,0.0001626829,0.000501643],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006268793,0.00025706092,0.0008442535,0.00007690605,0.0004938231,0.000007010521,0.00021417733,0.0001782738,0.001333658],"category_scores_gemma":[0.00036038682,0.00023801252,0.000060637158,0.00023089167,0.00013394092,0.00010581353,0.000032615924,0.0004575392,0.0012231536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044456327,0.00004916954,0.0073992154,0.0026373698,0.00001092076,0.0000026607452,0.0046801805,3.450473e-7,0.00002779852,0.0017210367,0.86351275,0.1199141],"study_design_scores_gemma":[0.00033382126,0.00009725845,0.012080058,0.049886838,0.000083296116,0.0000020109715,0.0002006301,0.000026157717,3.4800286e-7,0.00023377799,0.9368336,0.00022215837],"about_ca_topic_score_codex":0.0046619037,"about_ca_topic_score_gemma":0.0015117893,"teacher_disagreement_score":0.5812248,"about_ca_system_score_codex":0.0021362614,"about_ca_system_score_gemma":0.00021422052,"threshold_uncertainty_score":0.99957925},"labels":[],"label_agreement":null},{"id":"W1232930034","doi":"10.71781/1474","title":"Analyse des facteurs influençant le choix de programme de résidence des leaders étudiants en médecine du Québec : le rôle des GIMF","year":2012,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Forestry; Geography; Art","score_opus":0.11122674178860063,"score_gpt":0.43979387736688386,"score_spread":0.3285671355782832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1232930034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9761454,0.011539907,0.00028712815,0.003723696,0.00054044405,0.0036443023,0.000102896374,0.000032150572,0.003984068],"genre_scores_gemma":[0.9455329,0.0012897617,0.033089116,0.00017462042,0.00046302148,0.0006319379,0.00039033403,0.00019194513,0.018236343],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9899509,0.0023894391,0.0018155093,0.0011200873,0.0005669456,0.004157141],"domain_scores_gemma":[0.99365956,0.0014579091,0.0011360993,0.00088825927,0.0008590731,0.0019991323],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003809082,0.0010192877,0.0014310007,0.00033844996,0.004161767,0.00029891782,0.0018843162,0.0015039617,0.0036128748],"category_scores_gemma":[0.0030144928,0.001038021,0.0002871382,0.0011563941,0.0015006249,0.002117566,0.0004873638,0.0018656817,0.0023271593],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041980008,0.00088520965,0.7716888,0.0015983765,0.00021459538,0.000057355774,0.10687606,0.00026459267,0.0009975872,0.00010085685,0.0009826373,0.115914084],"study_design_scores_gemma":[0.0022772176,0.00031445493,0.6778887,0.0077170157,0.00042881246,0.00004541014,0.29175088,0.00016180628,0.0025582442,0.0012251972,0.01468337,0.00094887073],"about_ca_topic_score_codex":0.697857,"about_ca_topic_score_gemma":0.8988174,"teacher_disagreement_score":0.2009604,"about_ca_system_score_codex":0.0037544726,"about_ca_system_score_gemma":0.021732077,"threshold_uncertainty_score":0.9997923},"labels":[],"label_agreement":null},{"id":"W123886844","doi":"","title":"Geographical location of residence and uniformity of access to cardiac revascularization services after catheterization.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cardiac catheterization; Revascularization; Residence; Odds ratio; Odds; Population; Cardiology; Internal medicine; Emergency medicine; Demography; Logistic regression; Environmental health; Myocardial infarction","score_opus":0.029529062973159374,"score_gpt":0.3446429553004912,"score_spread":0.31511389232733183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W123886844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946407,0.0005640115,0.0010112317,0.0011241218,0.00018596898,0.0021522318,0.000020046493,0.000033198045,0.0002685111],"genre_scores_gemma":[0.9975249,0.0002680415,0.00040677158,0.00047151386,0.000050924547,0.0012084767,0.000021589813,0.000011268152,0.000036476158],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998531,0.00018179782,0.00050488854,0.00020879509,0.0002639143,0.00030961135],"domain_scores_gemma":[0.99868864,0.00007370299,0.00023442083,0.00029510903,0.0005444582,0.00016369045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060707144,0.00009308371,0.0002407038,0.00013762625,0.0001222529,0.000008231627,0.0001635468,0.00014410567,0.000008047851],"category_scores_gemma":[0.0001653511,0.00008612534,0.000030105448,0.00091518083,0.00005631697,0.00029627528,0.00014754385,0.00011203497,0.00000346093],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011442887,0.000032199816,0.99130714,0.0019721277,0.000014509641,2.7479257e-7,0.0015730246,0.0003030978,0.000022082948,0.0012366718,0.000015660618,0.0034088034],"study_design_scores_gemma":[0.00025468325,0.000019312609,0.99723125,0.00053766154,0.000026576066,1.4247925e-7,0.00023441296,0.000009000379,0.00030373095,0.001068918,0.00024288766,0.00007142404],"about_ca_topic_score_codex":0.0021657895,"about_ca_topic_score_gemma":0.0004104242,"teacher_disagreement_score":0.005924132,"about_ca_system_score_codex":0.000073395706,"about_ca_system_score_gemma":0.000085488784,"threshold_uncertainty_score":0.35120896},"labels":[],"label_agreement":null},{"id":"W132640757","doi":"","title":"EDUCATIONAL NEEDS TO SUPPORT THE INTEGRATION OF INTERNATIONALLY EDUCATED NURSES IN CANADA","year":2014,"lang":"en","type":"article","venue":"ICERI2014 Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic growth; Political science; Public relations; Pedagogy; Sociology; Economics","score_opus":0.028820952247494296,"score_gpt":0.39812781748532583,"score_spread":0.3693068652378315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W132640757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9207801,0.000018500314,0.0000146895145,0.023554511,0.002165075,0.00078038994,0.00001530905,0.000022122444,0.052649274],"genre_scores_gemma":[0.9866317,0.000007674193,0.00027480957,0.0048171524,0.0003939991,0.00026039334,0.000038522732,0.000019931493,0.0075558005],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981829,0.000057266243,0.00070837623,0.0002003094,0.0004239255,0.0004272044],"domain_scores_gemma":[0.9982329,0.00041244284,0.00032805803,0.00013394303,0.00073320046,0.00015946997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067115837,0.000149469,0.0002327531,0.00020192764,0.00019172265,0.000011555974,0.0004275072,0.000081770624,0.0008413564],"category_scores_gemma":[0.0008230578,0.00011367967,0.000025310874,0.0006872998,0.000038715236,0.00015513848,0.00007511856,0.00035883655,0.00012417589],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013354242,0.00008632122,0.5230864,0.0002433327,0.000014740577,1.4193346e-7,0.021872837,0.000015922365,0.0020072307,0.08190747,0.36204347,0.008588538],"study_design_scores_gemma":[0.0005391505,0.00018212087,0.5160861,0.0009493098,0.000014804909,0.000003617873,0.037488494,0.00045906776,0.00036048927,0.0026496754,0.44100976,0.00025744303],"about_ca_topic_score_codex":0.70489955,"about_ca_topic_score_gemma":0.7508864,"teacher_disagreement_score":0.0792578,"about_ca_system_score_codex":0.0010716432,"about_ca_system_score_gemma":0.0031696293,"threshold_uncertainty_score":0.92122626},"labels":[],"label_agreement":null},{"id":"W133251954","doi":"10.1155/2009/898647","title":"Allocation of Gastroenterology Training Positions in Ontario: Supply or Demand?","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University Hospital; HealthForceOntario","funders":"","keywords":"Training (meteorology); Supply and demand; Business; Medicine; Operations management; Economics; Geography; Microeconomics","score_opus":0.04371715585763241,"score_gpt":0.3482317855366222,"score_spread":0.3045146296789898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W133251954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880622,0.00006341458,0.0004895101,0.009484776,0.00076472724,0.00032635697,0.000022580418,0.0000065932713,0.0007798336],"genre_scores_gemma":[0.99191123,0.000022500026,0.0014528293,0.0061886553,0.00012863858,0.000008667195,0.000019556308,0.000014001629,0.00025392705],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962333,0.00076217856,0.0014755992,0.00018490429,0.00014518153,0.0011988733],"domain_scores_gemma":[0.9977833,0.00012811559,0.00077601196,0.00020597003,0.00033096754,0.00077563606],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008982775,0.00018519015,0.00072294776,0.0007256109,0.00020462781,0.0000051521547,0.00035495643,0.00022590825,0.0012189524],"category_scores_gemma":[0.0001495992,0.00016961616,0.00010310738,0.00016308975,0.00014186412,0.00016441318,0.00001430758,0.0010789603,0.000011438575],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002443221,0.00004974372,0.98684555,0.000022584589,0.000029532826,0.00022127051,0.006160343,0.0002580327,0.0000825902,0.00034341204,0.0032913361,0.00025235175],"study_design_scores_gemma":[0.0029190625,0.007757102,0.9816623,0.00066315767,0.00003939436,0.0005517259,0.0025298635,0.000028978908,0.0000037274738,0.000554558,0.003224108,0.00006603658],"about_ca_topic_score_codex":0.09902084,"about_ca_topic_score_gemma":0.9826681,"teacher_disagreement_score":0.88364726,"about_ca_system_score_codex":0.0010098736,"about_ca_system_score_gemma":0.002881135,"threshold_uncertainty_score":0.99969405},"labels":[],"label_agreement":null},{"id":"W136575451","doi":"10.1093/pch/5.7.385","title":"Notes on setting up residency electives","year":2000,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Residency training; Medicine; Psychology; Family medicine; Medical physics","score_opus":0.02756913189704691,"score_gpt":0.3975047871509655,"score_spread":0.3699356552539186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W136575451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48473763,0.022747943,0.00013658544,0.18492559,0.0050510215,0.0063714837,0.00023795992,0.0019196728,0.29387212],"genre_scores_gemma":[0.91487026,0.018541837,0.00232914,0.05141204,0.005409654,0.0002080115,0.00011826961,0.00015977964,0.006950985],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932356,0.0014891367,0.0014235999,0.00080616184,0.00075683335,0.002288671],"domain_scores_gemma":[0.9951433,0.002542353,0.00057735044,0.00073261815,0.00018586798,0.0008185033],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002298906,0.00043194555,0.00068421796,0.00030604485,0.0036802324,0.000020889964,0.00041628905,0.00039096447,0.0026878805],"category_scores_gemma":[0.0010190089,0.00038938763,0.00014218921,0.0012245683,0.00005674574,0.00017560279,0.00008196095,0.0022128315,0.004320227],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066421647,0.00040565978,0.405963,0.0019986304,0.00004510485,0.00002111328,0.025438718,0.0002407607,0.0000019395586,0.026974855,0.28285378,0.25539222],"study_design_scores_gemma":[0.0033975192,0.0015028457,0.43622574,0.0025320665,0.000047118596,0.00001328083,0.0031742153,0.00022984226,0.000016309847,0.012583204,0.53912175,0.0011560906],"about_ca_topic_score_codex":0.002841665,"about_ca_topic_score_gemma":0.0009459404,"teacher_disagreement_score":0.43013266,"about_ca_system_score_codex":0.0009560131,"about_ca_system_score_gemma":0.0017392026,"threshold_uncertainty_score":0.9998558},"labels":[],"label_agreement":null},{"id":"W1466198445","doi":"","title":"Transforming Ontario’s healthcare system: To regionalize or not to regionalize: Ontario needs a different path to health and economic wellness","year":2011,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Healthcare system; Path (computing); Medicine; Environmental health; Environmental resource management; Economic growth; Computer science; Environmental science; Economics","score_opus":0.10175042874892291,"score_gpt":0.3624125210167866,"score_spread":0.2606620922678637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1466198445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9577073,0.00037693526,0.0005535124,0.020917917,0.0026881907,0.007240102,0.00008566778,0.000373848,0.010056547],"genre_scores_gemma":[0.9402168,0.000088604764,0.0012340681,0.033562325,0.00046826003,0.0012944236,0.00006177389,0.00013583814,0.022937922],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930646,0.0007960159,0.0020854915,0.0012564778,0.00069143,0.0021060284],"domain_scores_gemma":[0.9939111,0.0004016931,0.0004779892,0.0011180566,0.00024879695,0.0038423578],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000789919,0.00082169246,0.0016087074,0.00069426413,0.0019089424,0.000050763694,0.0007010952,0.00052614557,0.0008168887],"category_scores_gemma":[0.000048337013,0.00064603426,0.00015811002,0.0005319536,0.000069780406,0.00029954108,0.00034333317,0.0011177473,0.0009180143],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0065893414,0.00023957119,0.038017623,0.0038571975,0.000105461106,0.00013833378,0.7466631,0.00002061852,0.000015194812,0.16320252,0.037711788,0.0034392402],"study_design_scores_gemma":[0.0027817502,0.002625369,0.03173209,0.011742014,0.00006078936,0.00009606762,0.04702774,0.000013725287,0.000088156645,0.0016244613,0.90076685,0.0014409667],"about_ca_topic_score_codex":0.80684084,"about_ca_topic_score_gemma":0.9760696,"teacher_disagreement_score":0.8630551,"about_ca_system_score_codex":0.010668038,"about_ca_system_score_gemma":0.0056069666,"threshold_uncertainty_score":0.99985987},"labels":[],"label_agreement":null},{"id":"W146902868","doi":"10.3138/9781442662513-005","title":"3. Closing the Gap: Rural Women’s Organizations and Rural Women’s Health in Canada","year":2012,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Closing (real estate); Geography; Socioeconomics; Political science; Sociology; Law","score_opus":0.02283503572366595,"score_gpt":0.27874269480929836,"score_spread":0.2559076590856324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W146902868","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031142773,0.01539822,0.000013077549,0.001126253,0.0011864487,0.002912339,0.0006728929,0.00010971371,0.9474383],"genre_scores_gemma":[0.12241093,0.0053231656,0.000111467496,0.0014484297,0.00025943905,0.000009777522,0.00007035231,0.000091125716,0.8702753],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975523,0.000277604,0.00051751983,0.00024753157,0.0003374755,0.0010676187],"domain_scores_gemma":[0.9978522,0.0002591746,0.0006783489,0.00048905204,0.00022379322,0.0004974441],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004064696,0.0003325572,0.00069731474,0.00003605944,0.000986053,0.0000072024022,0.00044567572,0.00030927508,0.0017903419],"category_scores_gemma":[0.000020845637,0.0003248148,0.000035155375,0.000005705068,0.00018117629,0.00013673285,0.00046693088,0.00070710137,0.0000073682486],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006692463,0.000058071306,0.008161241,0.0028285258,0.00037405785,0.000033897722,0.65741783,0.000030199482,0.000008078387,0.21593563,0.07899642,0.03548679],"study_design_scores_gemma":[0.0007703219,0.00006208035,0.0022416275,0.0011968606,0.00002705462,0.0000022540335,0.04307816,0.0000136078015,4.0233323e-7,0.0003894933,0.9519155,0.00030265533],"about_ca_topic_score_codex":0.9940155,"about_ca_topic_score_gemma":0.993927,"teacher_disagreement_score":0.8729191,"about_ca_system_score_codex":0.01652116,"about_ca_system_score_gemma":0.0036425237,"threshold_uncertainty_score":0.99992037},"labels":[],"label_agreement":null},{"id":"W1479835297","doi":"10.1002/oti.1352","title":"Global Partnerships for International Fieldwork in Occupational Therapy: Reflection and Innovation","year":2013,"lang":"en","type":"article","venue":"Occupational Therapy International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University Health Network; Vancouver Coastal Health; Centre for Disability Prevention and Rehabilitation; University of Toronto","funders":"","keywords":"Debriefing; General partnership; Occupational therapy; Medical education; Psychology; Capacity building; Qualitative research; Medicine; Nursing; Sociology; Political science","score_opus":0.2662948437821285,"score_gpt":0.5256871572111014,"score_spread":0.2593923134289729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1479835297","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573935,0.0002814503,0.0044621807,0.012600082,0.005645155,0.0026773256,0.00027626634,0.00016222625,0.016501779],"genre_scores_gemma":[0.9788665,0.0005042523,0.0052333223,0.00707573,0.0019320637,0.00204336,0.0015990529,0.000032334156,0.0027133496],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968789,0.00023719724,0.0011221804,0.00054203597,0.00071135245,0.00050829264],"domain_scores_gemma":[0.99651027,0.0007414033,0.0004903779,0.0002061652,0.0019462864,0.0001055262],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000838048,0.00029050538,0.00026465577,0.0005265615,0.00043221517,0.000082382445,0.00039386514,0.00033933125,0.0038309672],"category_scores_gemma":[0.0006364378,0.00027851947,0.00007705947,0.0008373077,0.000085661246,0.00073798356,0.0000778602,0.0003404597,0.00013462894],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016742094,0.00016755631,0.8433968,0.000014792607,0.0000844581,6.48778e-7,0.00031933983,0.00009731755,0.00012841019,0.09247213,0.03793174,0.023712624],"study_design_scores_gemma":[0.0039453735,0.00013905532,0.67708576,0.00013316667,0.0000026938278,0.0000039796496,0.00043367204,0.0026585753,0.000034569144,0.025950227,0.2893258,0.0002871528],"about_ca_topic_score_codex":0.0005242449,"about_ca_topic_score_gemma":0.00034770125,"teacher_disagreement_score":0.25139406,"about_ca_system_score_codex":0.0007285211,"about_ca_system_score_gemma":0.00038583187,"threshold_uncertainty_score":0.9999667},"labels":[],"label_agreement":null},{"id":"W1480294081","doi":"10.36834/cmej.36609","title":"Family medicine residents' risk of adverse motor vehicle events: comparison between rural and urban placements.","year":2013,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Adverse effect; Medicine; Environmental health; Physical medicine and rehabilitation; Traditional medicine; Family medicine; Internal medicine","score_opus":0.029475859192616194,"score_gpt":0.4103145120933085,"score_spread":0.3808386529006923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1480294081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9722764,0.0018070864,0.000018722028,0.020046735,0.001973145,0.00068860967,0.000025096828,0.00001496118,0.0031492473],"genre_scores_gemma":[0.98557585,0.0005785515,0.00020419309,0.009955707,0.0017386528,0.00004634287,0.000034310557,0.000020739955,0.0018456675],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99630505,0.000776016,0.0012142333,0.00016787153,0.00084163644,0.0006951735],"domain_scores_gemma":[0.98982394,0.0003899695,0.00063317275,0.00022264161,0.00056069996,0.008369567],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014869065,0.00016296041,0.00042163857,0.0003065404,0.00079153007,0.0000053017307,0.00032036353,0.00030652373,0.025592493],"category_scores_gemma":[0.0073919594,0.0001354592,0.000040679606,0.0002471421,0.00020202894,0.00021233068,0.000037900554,0.0013986538,0.00026431776],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000105751715,0.000021508038,0.68803394,0.000055392215,0.000025404936,0.0000010451755,0.0021310116,3.2465425e-7,0.0000034616455,0.000077726036,0.30049384,0.009145809],"study_design_scores_gemma":[0.001111315,0.00015457603,0.8917479,0.0017837901,0.00005292858,0.0000059676922,0.033315018,0.000084270134,6.200931e-7,0.00060269935,0.07102971,0.00011119332],"about_ca_topic_score_codex":0.26967812,"about_ca_topic_score_gemma":0.016622614,"teacher_disagreement_score":0.25305548,"about_ca_system_score_codex":0.0007105093,"about_ca_system_score_gemma":0.014082164,"threshold_uncertainty_score":0.99150705},"labels":[],"label_agreement":null},{"id":"W1481511865","doi":"10.5195/ijms.2014.105","title":"Cross-Cultural Training: The Importance of Volunteering Abroad in Medical School","year":2014,"lang":"en","type":"article","venue":"International Journal of Medical Students","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Medicine; Geography","score_opus":0.048181081872223384,"score_gpt":0.5382466097671643,"score_spread":0.49006552789494096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481511865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.970257,0.00032397822,0.00016632273,0.022745913,0.0035876366,0.00015478722,0.0000032208213,0.000010056054,0.0027511204],"genre_scores_gemma":[0.9902159,0.00029865676,0.00008813729,0.007283178,0.00176293,0.000010019039,0.00000259826,0.000011412774,0.0003271608],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98831344,0.00042164847,0.0018684563,0.0001439205,0.008851255,0.00040129965],"domain_scores_gemma":[0.9964797,0.0009763128,0.0008895157,0.00014140959,0.0008428553,0.00067021884],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008565708,0.00013105982,0.0003952475,0.00010448902,0.00010403076,0.00004064547,0.0037713437,0.00028645844,0.0065731253],"category_scores_gemma":[0.015178691,0.00007891557,0.000117269075,0.00015622185,0.00024357889,0.0002026964,0.00043600536,0.001686906,0.00004888982],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013882098,0.000119825636,0.98313916,0.000028378701,0.000075987075,0.00010855786,0.003265307,0.00001710135,0.000004163591,0.0008079302,0.0050565437,0.007238206],"study_design_scores_gemma":[0.004439139,0.00012852644,0.86581576,0.0036574479,0.000010832901,0.00011102207,0.00429517,0.0007559656,0.000005397161,0.0005788318,0.12009529,0.000106625856],"about_ca_topic_score_codex":0.0003482698,"about_ca_topic_score_gemma":0.00062426133,"teacher_disagreement_score":0.11732343,"about_ca_system_score_codex":0.00033633682,"about_ca_system_score_gemma":0.000763103,"threshold_uncertainty_score":0.994335},"labels":[],"label_agreement":null},{"id":"W1481659691","doi":"","title":"An IPE Course about Health Care Collaboration","year":2009,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Health care; Medical education; Computer science; Medicine; Political science; Engineering","score_opus":0.026969393058416984,"score_gpt":0.5052260272828561,"score_spread":0.47825663422443915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481659691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5863145,0.010337004,0.00089642796,0.09799579,0.0031789592,0.0059934524,0.00015323254,0.0021753046,0.29295534],"genre_scores_gemma":[0.9495873,0.00021636148,0.0043598036,0.04148731,0.00051854027,0.000042416017,0.00020111109,0.000019443316,0.0035677261],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997313,0.00057605194,0.0006278171,0.00032639422,0.00031272369,0.0008439841],"domain_scores_gemma":[0.99810445,0.00007201055,0.00024240291,0.0005242444,0.0005202772,0.0005365863],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00045802182,0.00016939393,0.00030517048,0.00005674364,0.0012610079,0.000018654207,0.00019250982,0.00021505042,0.0010241782],"category_scores_gemma":[0.00003762399,0.00014976543,0.00002693785,0.00045777654,0.00002468585,0.00027335962,0.000015167399,0.00037298273,0.0006985972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023243413,0.00036906276,0.040433746,0.00045734947,0.000011436072,0.000009957682,0.071281545,0.00012447035,0.00009041108,0.10271708,0.6847813,0.099491194],"study_design_scores_gemma":[0.0016349088,0.001865324,0.13478325,0.00057318446,0.00001476757,0.0000014422508,0.14298396,0.00036330524,0.00003239292,0.0010758922,0.7162591,0.00041244933],"about_ca_topic_score_codex":0.0010405034,"about_ca_topic_score_gemma":0.005424365,"teacher_disagreement_score":0.3632728,"about_ca_system_score_codex":0.0005916249,"about_ca_system_score_gemma":0.0016048147,"threshold_uncertainty_score":0.999889},"labels":[],"label_agreement":null},{"id":"W1481837659","doi":"","title":"The impact of the Northern Family Medicine (NorFam) program","year":2014,"lang":"pt","type":"article","venue":"ANAIS DO CONGRESSO SUL-BRASILEIRO DE MEDICINA DE FAMÍLIA E COMUNIDADE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Population; Medicine; Family medicine; Graduation (instrument); Metropolitan area; Medical education; Gerontology; Environmental health","score_opus":0.0456079409722899,"score_gpt":0.426351565721228,"score_spread":0.3807436247489381,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481837659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.935321,0.02237809,0.00014326979,0.017777063,0.004670612,0.005516975,0.00016240326,0.00037435736,0.013656268],"genre_scores_gemma":[0.9844169,0.0044315252,0.00009671782,0.0032953706,0.0018250325,0.00040410925,0.0000623213,0.00027323473,0.005194815],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98008716,0.008469653,0.0034582764,0.0012124483,0.002319554,0.004452936],"domain_scores_gemma":[0.9803916,0.008554547,0.003053111,0.0046937987,0.001397894,0.0019090145],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.008714339,0.0015438324,0.002526403,0.0003675407,0.0043053455,0.00014322964,0.0048671532,0.0015676529,0.00075035455],"category_scores_gemma":[0.007714099,0.000853549,0.0009406555,0.0025289748,0.0043108747,0.00024158417,0.001171777,0.004799827,0.00026081083],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053364824,0.00041432653,0.81886226,0.00073589134,0.00047226495,0.000038339924,0.018483203,0.00011287264,0.00023240154,0.0017354105,0.12257509,0.0358043],"study_design_scores_gemma":[0.0049910024,0.002997972,0.87205815,0.009915755,0.00061386166,0.000054405744,0.027648475,0.005797761,0.00004517434,0.001999466,0.07305776,0.00082020974],"about_ca_topic_score_codex":0.043050393,"about_ca_topic_score_gemma":0.012080487,"teacher_disagreement_score":0.05319591,"about_ca_system_score_codex":0.0021851468,"about_ca_system_score_gemma":0.003412862,"threshold_uncertainty_score":0.999731},"labels":[],"label_agreement":null},{"id":"W1483094655","doi":"","title":"Building a scholarly research program for rural and remote family medicine faculty","year":2014,"lang":"pt","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical education; Academic medicine; Sociology; Medicine; Library science; Computer science","score_opus":0.07442568183683643,"score_gpt":0.4299350055232747,"score_spread":0.3555093236864383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1483094655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94187397,0.001587786,0.0412127,0.011190397,0.0016109215,0.0016160874,0.00009297574,0.000032908116,0.0007822677],"genre_scores_gemma":[0.9854192,0.0029739428,0.006584319,0.00013719406,0.0017143158,3.4746733e-7,0.00004243134,0.000037005568,0.0030912296],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99095744,0.0043545817,0.0014870184,0.0003755724,0.0016851148,0.0011402696],"domain_scores_gemma":[0.9889115,0.0040840833,0.0024493355,0.00069468876,0.0032295897,0.0006307925],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.018190803,0.00039709176,0.0018520749,0.0012896829,0.0026745251,0.00007479613,0.0015524888,0.0005342186,0.00014135984],"category_scores_gemma":[0.0017884369,0.00029805026,0.00056870293,0.0026462371,0.0011736684,0.0006011812,0.00050051697,0.0023718413,0.000011144541],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.09767134,0.0021642637,0.084972024,0.008078735,0.038180236,0.00022691871,0.14084722,0.01566732,0.006733736,0.025892744,0.07732177,0.5022437],"study_design_scores_gemma":[0.035410076,0.014848766,0.18802403,0.009441699,0.034616657,0.0001101943,0.2063221,0.27668566,0.0000025676527,0.022016538,0.21113199,0.0013897093],"about_ca_topic_score_codex":0.03057533,"about_ca_topic_score_gemma":0.015290646,"teacher_disagreement_score":0.500854,"about_ca_system_score_codex":0.0009852459,"about_ca_system_score_gemma":0.000626936,"threshold_uncertainty_score":0.9999472},"labels":[],"label_agreement":null},{"id":"W1483182150","doi":"10.1017/cbo9780511607363.013","title":"Working in rural and remote settings","year":2006,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Economic shortage; Quarter (Canadian coin); Specialty; Rural area; Curriculum; Work (physics); Population; Psychology; Sociology; Geography; Medical education; Public relations; Pedagogy; Political science; Medicine; Engineering; Psychiatry","score_opus":0.03214128347586896,"score_gpt":0.29642650476927174,"score_spread":0.26428522129340276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1483182150","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022997714,0.00083132525,0.000029769588,0.00009323496,0.0005203771,0.0011604965,0.000054310032,0.00019992644,0.99481076],"genre_scores_gemma":[0.0032074323,0.00031866322,0.00027920038,0.00040533807,0.00028645326,8.321837e-7,0.000072877505,0.000069915775,0.9953593],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99773777,0.0001739696,0.0004927241,0.0005280106,0.00027571907,0.00079180574],"domain_scores_gemma":[0.9984063,0.00029849767,0.00046795676,0.0004624983,0.0001203234,0.00024445937],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030281776,0.00043278225,0.00064652285,0.00027596383,0.000596096,0.000014384728,0.00033709043,0.0009533617,0.000011240917],"category_scores_gemma":[0.000018491553,0.0005224008,0.00009618537,0.00001843555,0.00020312543,0.00006659174,0.0005997525,0.0017158758,0.00003444642],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033369358,0.000008440861,0.0009406757,0.0008441231,0.000053198135,0.00074241275,0.00055366947,0.0000034856785,0.000006646457,0.70673674,0.27088717,0.018889775],"study_design_scores_gemma":[0.00089364726,0.000026618101,0.00031491622,0.0058604158,0.000062680556,0.0000057701513,0.00039607196,0.000096731324,0.0000020743553,0.000044373035,0.9918736,0.00042308992],"about_ca_topic_score_codex":0.0047015105,"about_ca_topic_score_gemma":0.00024865428,"teacher_disagreement_score":0.7209865,"about_ca_system_score_codex":0.0007562605,"about_ca_system_score_gemma":0.00019627163,"threshold_uncertainty_score":0.9997228},"labels":[],"label_agreement":null},{"id":"W1484494522","doi":"","title":"Rant and roar, like a true Newfoundlander","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal Columbian Hospital","funders":"","keywords":"World Wide Web; Computer science; Medicine; Data science","score_opus":0.03031551092805351,"score_gpt":0.323455340103454,"score_spread":0.2931398291754005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1484494522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8605583,0.0024603105,0.0000135573855,0.0046476196,0.0016141605,0.0017334536,0.000022583436,0.00036784014,0.1285822],"genre_scores_gemma":[0.87245923,0.00797775,0.0004583694,0.008898221,0.0015814989,0.00027903216,0.00003765994,0.00012506878,0.10818317],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953203,0.0007346801,0.0006643258,0.00054533104,0.00034534672,0.002389989],"domain_scores_gemma":[0.9980104,0.00022546574,0.0001360981,0.00052514806,0.00008951213,0.00101335],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006261119,0.0003037097,0.00040011012,0.00006612127,0.00068587356,0.000034938672,0.00027069668,0.00019084173,0.0052328203],"category_scores_gemma":[0.000115801675,0.00025520922,0.000056494326,0.00043344317,0.00010633808,0.00019146044,0.000092208924,0.00071114075,0.0015498581],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012005792,0.00029030192,0.44472185,0.00059725804,0.00010372192,0.00025984814,0.045150124,0.00003246399,0.00003212558,0.0030013467,0.2005641,0.3040463],"study_design_scores_gemma":[0.0013488063,0.000039081773,0.24681628,0.00012762388,0.000021800062,0.000011284625,0.00030623953,0.00003674058,0.0000032514536,0.00012550947,0.75096,0.00020339023],"about_ca_topic_score_codex":0.0006745319,"about_ca_topic_score_gemma":0.00033368933,"teacher_disagreement_score":0.5503959,"about_ca_system_score_codex":0.00023665566,"about_ca_system_score_gemma":0.00022058397,"threshold_uncertainty_score":0.99999},"labels":[],"label_agreement":null},{"id":"W1484611045","doi":"","title":"How is rural defined and used in Canada","year":2014,"lang":"pt","type":"article","venue":"ANAIS DO CONGRESSO SUL-BRASILEIRO DE MEDICINA DE FAMÍLIA E COMUNIDADE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Rural management; Rural history; Rural area; Operationalization; Rural sociology; Rural community; Inclusion (mineral); Population; Medical education; Geography; Medicine; Rural development; Socioeconomics; Sociology; Environmental health; Social science","score_opus":0.02612631546839146,"score_gpt":0.3287025350299547,"score_spread":0.3025762195615633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1484611045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93331724,0.012604711,0.00015078626,0.04679098,0.002642882,0.0019226092,0.00025821666,0.00014888673,0.0021636754],"genre_scores_gemma":[0.97287923,0.0027626324,0.00022926091,0.017526997,0.00054878247,0.00015814391,0.00010762439,0.00019529741,0.0055920104],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9875015,0.0035828645,0.0019261374,0.0012265517,0.0014845717,0.0042784],"domain_scores_gemma":[0.9896388,0.004430299,0.0010912496,0.0019015884,0.00036928448,0.0025688005],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002623685,0.0012916316,0.0023660946,0.0005942777,0.0012657141,0.00023860372,0.0014636677,0.0012779206,0.0011505133],"category_scores_gemma":[0.002865133,0.0012851359,0.00017736704,0.0013503652,0.00066026766,0.00042231756,0.00066700974,0.003661425,0.00007758827],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00023657415,0.00009396447,0.8716155,0.0011756327,0.00009151903,0.00032467494,0.015556227,0.000011314118,0.00009137918,0.0015024494,0.103446215,0.0058545414],"study_design_scores_gemma":[0.008209193,0.00056446873,0.7961575,0.009241508,0.00027721564,0.00009346438,0.09259546,0.010689102,0.00012980562,0.0009852324,0.07956604,0.0014910331],"about_ca_topic_score_codex":0.918954,"about_ca_topic_score_gemma":0.9530424,"teacher_disagreement_score":0.07703923,"about_ca_system_score_codex":0.0045580715,"about_ca_system_score_gemma":0.006680976,"threshold_uncertainty_score":0.99998355},"labels":[],"label_agreement":null},{"id":"W1484916377","doi":"","title":"Psychiatric training in rural and remote areas: increasing skills and building partnerships.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"General partnership; Curriculum; Rural area; Medical education; Psychology; Medicine; Sociology; Political science; Pedagogy","score_opus":0.0573311898200518,"score_gpt":0.3776834917573632,"score_spread":0.3203523019373114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1484916377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98448706,0.0028099837,0.00001869205,0.004387924,0.0002860597,0.0012756832,0.0000033375154,0.000113625334,0.006617656],"genre_scores_gemma":[0.9916888,0.00056187675,0.005082065,0.0015321907,0.000577319,0.00020878592,0.000003469611,0.000027416292,0.00031807675],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9972486,0.0005354055,0.0005706231,0.00030377798,0.00017908156,0.0011625462],"domain_scores_gemma":[0.99852633,0.00066889846,0.00017690207,0.00017626825,0.000033683402,0.0004179221],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017839129,0.00018170239,0.0003286407,0.00021653807,0.00042981788,0.000022019514,0.00009881213,0.0002065496,0.000018590092],"category_scores_gemma":[0.0006267914,0.00017429107,0.000023063862,0.00037923577,0.0000628013,0.00023025635,0.00009512375,0.0005574864,0.000008936167],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055279193,0.00001646792,0.3513371,0.00011618084,0.000004994436,0.0000031859374,0.0032895745,0.0000028653983,0.0000017434254,0.0009212606,0.00018136702,0.64406997],"study_design_scores_gemma":[0.0014492986,0.000014737065,0.96690184,0.000497043,0.00001759539,0.000023416338,0.0071450206,0.00039241707,0.0000032102644,0.002267243,0.02104085,0.00024730398],"about_ca_topic_score_codex":0.00069484743,"about_ca_topic_score_gemma":0.0015787091,"teacher_disagreement_score":0.64382267,"about_ca_system_score_codex":0.00022355554,"about_ca_system_score_gemma":0.00007910665,"threshold_uncertainty_score":0.71073836},"labels":[],"label_agreement":null},{"id":"W1486083663","doi":"10.36834/cmej.36580","title":"Bridging the Gap for International Medical Graduates","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bridging (networking); Computer science; Data science; Computer security","score_opus":0.060061915864541925,"score_gpt":0.47098465029615827,"score_spread":0.41092273443161637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486083663","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036758706,0.002465515,0.000893107,0.88439363,0.04882164,0.00073325326,0.000018297384,0.000040033716,0.025875788],"genre_scores_gemma":[0.69830763,0.00046542432,0.0006134905,0.2598405,0.034808394,0.0002179588,0.000058349964,0.00003527237,0.005653005],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99671906,0.0003697637,0.00065871445,0.00012131832,0.0010904627,0.001040664],"domain_scores_gemma":[0.98619556,0.00059238484,0.00021843378,0.0001687041,0.00072094,0.012103997],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043912325,0.00011799026,0.00015505667,0.00016093616,0.0016155193,0.000029863886,0.0006537219,0.00030749192,0.06982005],"category_scores_gemma":[0.051639877,0.000081800594,0.000074588286,0.00017178903,0.00012835882,0.0001905737,0.00003451875,0.0014894636,0.00038758534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068804557,0.000034074248,0.020037495,0.00002216297,0.00001651524,0.0000021623853,0.0020367475,2.509361e-7,1.4753664e-7,0.010234197,0.8825674,0.08504199],"study_design_scores_gemma":[0.0003435036,0.000012244702,0.00567097,0.0005085853,0.000011354293,0.00015303501,0.004936796,0.00044431616,5.497442e-7,0.0011264179,0.9867033,0.00008897302],"about_ca_topic_score_codex":0.009682566,"about_ca_topic_score_gemma":0.024382092,"teacher_disagreement_score":0.6615489,"about_ca_system_score_codex":0.0009069866,"about_ca_system_score_gemma":0.051877532,"threshold_uncertainty_score":0.9996842},"labels":[],"label_agreement":null},{"id":"W148652188","doi":"","title":"Healthy minds/healthy children outreach service: lessons learned after eight years.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Outreach; Mental health; Service (business); Multidisciplinary approach; Nursing; Professional development; Medical education; Medicine; Service delivery framework; Psychology; Business; Psychiatry; Political science","score_opus":0.09111895469073271,"score_gpt":0.4109402630591943,"score_spread":0.31982130836846157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W148652188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91686606,0.005713603,0.000010094164,0.052871928,0.0030603367,0.005267937,0.00020986545,0.00044621518,0.015553941],"genre_scores_gemma":[0.95095205,0.0004576585,0.00031996693,0.0318161,0.0024720393,0.008173554,0.00018995865,0.00012579498,0.0054928497],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9922511,0.0011179991,0.00112539,0.00068247714,0.00067117333,0.004151856],"domain_scores_gemma":[0.9958778,0.00039590363,0.00047361493,0.0010403701,0.000208896,0.0020033857],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022476495,0.000444273,0.00070436177,0.00024565862,0.0008394932,0.00002464913,0.0005248467,0.0006845033,0.0010534655],"category_scores_gemma":[0.00019375524,0.0004223077,0.00013630597,0.00085678406,0.000078076744,0.00043572424,0.0003452406,0.0014927016,0.0040943474],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00082867395,0.00037700022,0.86460894,0.00042296163,0.00005550366,0.0000058045857,0.0049154656,0.0000010150909,4.679401e-7,0.00095410633,0.041169733,0.08666032],"study_design_scores_gemma":[0.0013136854,0.000038356986,0.76337487,0.00007739646,0.000038093618,0.0000056503404,0.00061687717,0.0000038039598,0.0000020720038,0.00014994081,0.23407592,0.00030333534],"about_ca_topic_score_codex":0.0024733362,"about_ca_topic_score_gemma":0.0012324643,"teacher_disagreement_score":0.19290619,"about_ca_system_score_codex":0.000939786,"about_ca_system_score_gemma":0.0003626794,"threshold_uncertainty_score":0.9998597},"labels":[],"label_agreement":null},{"id":"W1486592914","doi":"10.1136/bmj.322.7280.189/a","title":"Canada asked to recruit fewer South African doctors","year":2001,"lang":"en","type":"editorial","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Appeal; Health care; Political science; Select committee; Public administration; Health professionals; Medicine; Economic growth; Law","score_opus":0.051856052785160874,"score_gpt":0.43846056513117015,"score_spread":0.3866045123460093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1486592914","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005196947,0.0001318568,0.000004629625,0.007994623,0.874443,0.0037816267,0.001345013,0.00021328854,0.11156629],"genre_scores_gemma":[0.0009412903,0.000048654605,0.00029967903,0.0028917608,0.77949893,0.0008831963,0.0005403273,0.00014398359,0.21475218],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99224824,0.00089506723,0.0016676071,0.00093403814,0.0020904345,0.0021646197],"domain_scores_gemma":[0.99332076,0.0022760048,0.00088835286,0.0013436544,0.00089301006,0.001278202],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0013831052,0.00064491015,0.0011650919,0.00019482458,0.00093311537,0.000024844003,0.00092987024,0.0018877304,0.00330016],"category_scores_gemma":[0.005504691,0.00060248486,0.00012346922,0.0007792618,0.000041235366,0.000051826733,0.0003990192,0.0030463762,0.0019892352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00016336018,0.000013906723,0.000905149,0.00033370036,0.000035111065,0.00008481854,0.0016513225,0.000008144912,1.510733e-7,0.000038565024,0.9963269,0.0004388178],"study_design_scores_gemma":[0.0005223585,0.00009212229,0.00031742596,0.0016457402,0.000046760648,4.8939876e-7,0.003047144,0.0000017426776,3.1856425e-7,0.000040819214,0.99368227,0.0006028135],"about_ca_topic_score_codex":0.9182094,"about_ca_topic_score_gemma":0.94395196,"teacher_disagreement_score":0.10318589,"about_ca_system_score_codex":0.004333764,"about_ca_system_score_gemma":0.021851037,"threshold_uncertainty_score":0.99964267},"labels":[],"label_agreement":null},{"id":"W1488786993","doi":"","title":"Family physician work force projections in Saskatchewan","year":2008,"lang":"en","type":"article","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Medicine; Engineering","score_opus":0.021718824660921923,"score_gpt":0.24474896457214554,"score_spread":0.2230301399112236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1488786993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97049356,0.00020767236,0.0011811055,0.0013458618,0.00039937714,0.0016725212,0.00051082694,0.0005982806,0.023590773],"genre_scores_gemma":[0.87674034,0.00044867132,0.010040125,0.00039812998,0.00010024403,1.7193142e-7,0.00020963557,0.00007336891,0.111989334],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99449426,0.0010404747,0.00070643413,0.0012652349,0.00087990303,0.0016136868],"domain_scores_gemma":[0.99573934,0.00060789153,0.0012038304,0.0012575522,0.00042347112,0.00076790305],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041769832,0.0007408693,0.001623687,0.0013868642,0.002558144,0.000008988374,0.0021946405,0.0010298721,0.0013170998],"category_scores_gemma":[0.000017796508,0.0011023702,0.0006848161,0.0040759486,0.001894897,0.0029371087,0.0013725685,0.0017272185,0.00030723988],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0045076725,0.0012876171,0.18150008,0.000975503,0.0004426383,0.0015564502,0.7885585,0.00047624754,0.0010598719,0.00015615058,0.015789209,0.0036900868],"study_design_scores_gemma":[0.0047367434,0.00031673457,0.048417345,0.0010521618,0.00017597622,0.0000061560686,0.91473275,0.00008199834,0.000097931465,0.00023726169,0.029302819,0.00084213953],"about_ca_topic_score_codex":0.096197024,"about_ca_topic_score_gemma":0.055609643,"teacher_disagreement_score":0.13308273,"about_ca_system_score_codex":0.00096422445,"about_ca_system_score_gemma":0.004513184,"threshold_uncertainty_score":0.9995958},"labels":[],"label_agreement":null},{"id":"W1489325341","doi":"10.2307/20460650","title":"Student Affairs: Experiencing Higher Education","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Sociology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Student affairs; Sociology; Higher education; Pedagogy; Political science; Law","score_opus":0.06450359676720374,"score_gpt":0.47007667805991094,"score_spread":0.4055730812927072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1489325341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9249342,0.0033274419,0.000019001278,0.018200414,0.0060640452,0.00024133643,0.0000013475841,0.000008441409,0.047203735],"genre_scores_gemma":[0.98792166,0.000021441516,0.00015289699,0.0069942437,0.0018042449,0.000006626685,0.0000012310817,0.0000122417005,0.0030854004],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980968,0.00042671335,0.0005999918,0.00007830637,0.000134865,0.00066331576],"domain_scores_gemma":[0.9980429,0.00044648367,0.000436486,0.0001637728,0.00035125096,0.0005591412],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021824052,0.00008796836,0.00020668715,0.00012621071,0.0011521253,0.000005621509,0.00035154546,0.00022778045,0.0016236892],"category_scores_gemma":[0.00010483198,0.000059791993,0.000054536395,0.00010606222,0.00028789116,0.00006205009,0.000017904542,0.0008293582,0.00013072143],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057827237,0.000032392545,0.43963978,0.00004394566,0.00006387594,0.00006416635,0.26848474,0.000016015783,0.000051720905,0.14770393,0.14019287,0.0036487225],"study_design_scores_gemma":[0.00031040324,0.00013566374,0.34579346,0.00017999491,0.000019436606,0.000032126274,0.21883617,2.457539e-7,0.000005602515,0.008033546,0.42656186,0.000091487345],"about_ca_topic_score_codex":0.015389954,"about_ca_topic_score_gemma":0.12503372,"teacher_disagreement_score":0.286369,"about_ca_system_score_codex":0.0013850038,"about_ca_system_score_gemma":0.004587048,"threshold_uncertainty_score":0.999289},"labels":[],"label_agreement":null},{"id":"W1490346180","doi":"","title":"Fifty years at Western","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Ethnic group; Medical education; Medicine; Computer science; Family medicine; Sociology; Anthropology","score_opus":0.047529980599213824,"score_gpt":0.35136235528262194,"score_spread":0.3038323746834081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1490346180","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90451,0.000788798,0.000017721763,0.002639269,0.0027387394,0.0012353421,0.000021752543,0.00042070384,0.087627664],"genre_scores_gemma":[0.8529195,0.0018166268,0.0001579307,0.004582756,0.0011960953,0.00017053845,0.00004070277,0.00009974499,0.1390161],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949024,0.0006612884,0.000671576,0.0005111715,0.0004400177,0.0028135725],"domain_scores_gemma":[0.9977806,0.0002084734,0.00023862491,0.00068286865,0.000115898845,0.0009734889],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00060472795,0.0002635606,0.0003460489,0.00007399779,0.00052275177,0.000018125447,0.00044723458,0.00019378518,0.0022659856],"category_scores_gemma":[0.00028911082,0.0002494739,0.00007702772,0.000547879,0.000075409625,0.0001600669,0.00034859387,0.00065790676,0.00921506],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014280043,0.00005600662,0.90987855,0.00007091365,0.000015566167,0.00021453004,0.0072783562,0.000009322027,0.000018543373,0.00024203896,0.07209947,0.009973921],"study_design_scores_gemma":[0.0004695571,0.000018068036,0.46606803,0.00009279262,0.000009237314,0.000008122675,0.00014769961,0.0000033715583,0.0000092595865,0.000025259973,0.5330171,0.00013147546],"about_ca_topic_score_codex":0.00027053896,"about_ca_topic_score_gemma":0.0007266943,"teacher_disagreement_score":0.46091765,"about_ca_system_score_codex":0.0006749952,"about_ca_system_score_gemma":0.00016941734,"threshold_uncertainty_score":0.99999577},"labels":[],"label_agreement":null},{"id":"W1491085379","doi":"10.4321/s1132-12962009000200008","title":"Cultural diversity is not simply about diversity within recipients of care but also concerns the diversity of care givers","year":2009,"lang":"en","type":"article","venue":"Index de Enfermería","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Diversity (politics); Cultural diversity; Psychology; Sociology; Medicine; Anthropology","score_opus":0.06720575082843967,"score_gpt":0.40483397119912273,"score_spread":0.3376282203706831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1491085379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887736,0.0003559516,0.00001774863,0.00087061885,0.0008691717,0.0010260321,0.00094754156,0.00009229356,0.0070470436],"genre_scores_gemma":[0.99576324,0.00020476447,0.00008511875,0.0028670968,0.00014551818,0.0000038122962,0.000043914588,0.000012992143,0.0008735417],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963341,0.0005964108,0.0006340379,0.00049354695,0.0010336014,0.0009083274],"domain_scores_gemma":[0.99663955,0.000340164,0.0007934375,0.0006685813,0.0012098474,0.0003484085],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00042758638,0.00034211972,0.00068261346,0.00010500053,0.004877739,0.000008874429,0.0012610224,0.0004965874,0.00045747554],"category_scores_gemma":[0.00022507184,0.0002800216,0.00027150183,0.0004055397,0.00044738702,0.00028745842,0.0037559466,0.0009407755,0.000056982084],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058564905,0.000040222076,0.7532878,0.00024678593,0.000055735327,0.000012512642,0.23893869,0.00010042198,0.000036551774,0.0002694174,0.0056823897,0.00074383337],"study_design_scores_gemma":[0.0015551074,0.00036232045,0.8091021,0.0006324332,0.00016264344,0.0000011398548,0.18491063,0.000033823126,0.00054495817,0.00018211633,0.0022276102,0.00028512505],"about_ca_topic_score_codex":0.035924263,"about_ca_topic_score_gemma":0.002858685,"teacher_disagreement_score":0.055814296,"about_ca_system_score_codex":0.0012124229,"about_ca_system_score_gemma":0.00035595355,"threshold_uncertainty_score":0.9999652},"labels":[],"label_agreement":null},{"id":"W1491540220","doi":"","title":"Considering place in community health nursing.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Conceptualization; Meaning (existential); Nursing; Community health; Power (physics); Sociology; Nursing practice; Nursing research; Health care; Psychology; Medicine; Public health; Political science","score_opus":0.10499141669956163,"score_gpt":0.4461559011625461,"score_spread":0.3411644844629845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1491540220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86265224,0.0012768037,0.00014400642,0.005771352,0.0012510456,0.0029066612,0.000007513792,0.00027977728,0.12571058],"genre_scores_gemma":[0.9914595,0.00006402368,0.0005509614,0.005727984,0.00015305335,0.00051914115,0.000010112218,0.00002719406,0.0014880336],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99560195,0.0012605302,0.00085108244,0.00019106784,0.00023678671,0.001858563],"domain_scores_gemma":[0.9971659,0.0015532265,0.000250844,0.00045708878,0.00006376659,0.0005091677],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00753062,0.00015182943,0.00035707897,0.00018116759,0.0009976849,0.0000061461255,0.00022462253,0.0001925597,0.00005899396],"category_scores_gemma":[0.0005808376,0.0001571519,0.000030671898,0.00046620812,0.000099697085,0.000099969075,0.00008738867,0.0017507058,0.000094745745],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003522305,0.0003246687,0.55886835,0.0007709684,0.000011010775,0.000024952165,0.02973784,0.000046622667,0.0000015270854,0.006170815,0.043808367,0.35988268],"study_design_scores_gemma":[0.0010701142,0.00002893136,0.91845226,0.0007329728,0.0000022784525,0.0000040085392,0.019262249,0.000019841713,0.0000089862815,0.0012813333,0.058984615,0.00015242927],"about_ca_topic_score_codex":0.012312444,"about_ca_topic_score_gemma":0.03372784,"teacher_disagreement_score":0.35973024,"about_ca_system_score_codex":0.0026553,"about_ca_system_score_gemma":0.0003483375,"threshold_uncertainty_score":0.99426466},"labels":[],"label_agreement":null},{"id":"W1492868570","doi":"10.1787/228478636331","title":"International Mobility of Health Professionals and Health Workforce Management in Canada","year":2008,"lang":"en","type":"paratext","venue":"OECD health working papers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Immigration; Workforce planning; Business; Demographic economics; Nursing; Medicine; Economic growth; Political science; Economics","score_opus":0.0828678157111382,"score_gpt":0.4405280301491026,"score_spread":0.35766021443796436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1492868570","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006104221,0.10707194,0.000045959554,0.18104874,0.034112673,0.021250913,0.0009629216,0.00022115084,0.6491815],"genre_scores_gemma":[0.26601675,0.39349005,0.0045367745,0.1431387,0.0016988075,0.0022755815,0.0033572272,0.00050785363,0.18497825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98440593,0.0032438124,0.0055854805,0.0016279499,0.0017872378,0.0033495794],"domain_scores_gemma":[0.991757,0.00083754794,0.0050421963,0.000991763,0.00015556955,0.0012159209],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0051794047,0.00096642534,0.0031209658,0.0006202561,0.0018967356,0.000013807465,0.00088638486,0.00062027137,0.0027009714],"category_scores_gemma":[0.000049695376,0.0009674043,0.00015700705,0.0007632502,0.00018724037,0.00008157818,0.0006886671,0.0032857484,0.00026555095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017151637,0.00022665643,0.036415987,0.010420021,0.00011250579,0.00001551583,0.00399729,0.00020687791,1.1331565e-7,0.0005419875,0.7472582,0.20063332],"study_design_scores_gemma":[0.0015428878,0.0001578138,0.03215868,0.023356847,0.000006251553,0.000006229232,0.009291832,0.0000520873,1.7897268e-7,0.000025067387,0.932878,0.0005240989],"about_ca_topic_score_codex":0.8684684,"about_ca_topic_score_gemma":0.7845868,"teacher_disagreement_score":0.46420324,"about_ca_system_score_codex":0.01947337,"about_ca_system_score_gemma":0.035614736,"threshold_uncertainty_score":0.99940264},"labels":[],"label_agreement":null},{"id":"W1494460251","doi":"10.1111/j.1440-1584.2007.00947.x","title":"How do registered nurses define rurality?","year":2008,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Health; Western University; Laurentian University; University of Saskatchewan; University of Northern British Columbia; University of Lethbridge","funders":"","keywords":"Rurality; Thematic analysis; Sample (material); Rural area; Nursing; Medicine; Geography; Medical education; Qualitative research; Sociology","score_opus":0.16719719210535175,"score_gpt":0.4631476803481346,"score_spread":0.2959504882427828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1494460251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86636245,0.0029298484,0.000040828385,0.12452842,0.0037697796,0.0008544429,0.00004496267,0.00008777615,0.0013814715],"genre_scores_gemma":[0.94215465,0.0027685764,0.0019239337,0.0033092801,0.0013615424,0.000010588541,0.000016055106,0.000050172675,0.048405197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99390537,0.0012256555,0.0021256064,0.0002184671,0.0008746404,0.00165028],"domain_scores_gemma":[0.99418086,0.00032552573,0.0028183446,0.00058779976,0.0007169619,0.0013705081],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0015382237,0.00037582393,0.0011243412,0.00025861192,0.0013818282,0.000030544852,0.0005985446,0.0003000112,0.0005180701],"category_scores_gemma":[0.0003227353,0.00029842692,0.00028583288,0.00055208476,0.00026166302,0.00065080915,0.00006405096,0.0017158978,0.00019486809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055809994,0.00015952488,0.1843577,0.0009296845,0.000070989074,0.00025195148,0.008655384,0.00001097885,0.00004471276,0.0031450244,0.7918494,0.009966556],"study_design_scores_gemma":[0.004420183,0.0025347888,0.14304863,0.006055765,0.00004801563,0.0021997178,0.04595969,0.0000024758822,0.000058014884,0.0018843714,0.79320186,0.0005864745],"about_ca_topic_score_codex":0.0011074536,"about_ca_topic_score_gemma":0.0001800763,"teacher_disagreement_score":0.12121914,"about_ca_system_score_codex":0.0007654436,"about_ca_system_score_gemma":0.0016146998,"threshold_uncertainty_score":0.9999468},"labels":[],"label_agreement":null},{"id":"W1495760302","doi":"","title":"Use of the Health of the Nation Outcome Scales in Nova Scotia","year":2003,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Outcome (game theory); Nova (rocket); Geography; Environmental science; Economics; Engineering; Aeronautics","score_opus":0.05967220459435211,"score_gpt":0.3213993699369924,"score_spread":0.2617271653426403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1495760302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97381693,0.00016473369,0.00015761699,0.0015956244,0.0011176774,0.0009720356,0.0001399612,0.000021010854,0.022014435],"genre_scores_gemma":[0.9974939,0.000024568539,0.00013908409,0.00021136351,0.000039383303,6.3721194e-7,0.0000117172385,0.000008765345,0.0020705818],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997258,0.0006942537,0.00082600623,0.00023984724,0.00062966754,0.0003522033],"domain_scores_gemma":[0.9975122,0.00058149575,0.00089158496,0.00055019686,0.00037641963,0.000088059736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046469187,0.00017906923,0.000406593,0.0001026044,0.000822919,0.00000959103,0.000510096,0.00017869158,0.000027459797],"category_scores_gemma":[0.00047725468,0.00011074466,0.00021410968,0.0005426921,0.0009734613,0.00035812226,0.00019381473,0.00049048034,0.000016693353],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012815448,0.00011414252,0.95910877,0.00021309176,0.000028700839,0.0000032345013,0.0009353512,0.0009339822,0.000033617187,0.036371317,0.0020005284,0.00012911217],"study_design_scores_gemma":[0.00093052693,0.000075952055,0.9676635,0.0011188934,0.000020991749,0.000017202383,0.0016120294,0.00007473724,0.00014088118,0.000857627,0.0273497,0.00013795418],"about_ca_topic_score_codex":0.0097545665,"about_ca_topic_score_gemma":0.009389819,"teacher_disagreement_score":0.03551369,"about_ca_system_score_codex":0.00044813115,"about_ca_system_score_gemma":0.0011373004,"threshold_uncertainty_score":0.9968396},"labels":[],"label_agreement":null},{"id":"W1496408925","doi":"","title":"Growing dissatisfaction among Canada's rural MDs","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Patient satisfaction; Medicine; Psychology; Family medicine; Nursing","score_opus":0.01775446884622351,"score_gpt":0.29802360356664653,"score_spread":0.28026913472042303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1496408925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93018365,0.00032443381,0.000006815878,0.0025974235,0.0026616377,0.0011132103,0.000037288803,0.00029091575,0.06278464],"genre_scores_gemma":[0.9652657,0.00046851888,0.00006884501,0.0022142185,0.0008897032,0.0001542977,0.00005566541,0.0000742259,0.030808823],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99486804,0.0007313366,0.0007517029,0.00039899975,0.00056530756,0.0026846123],"domain_scores_gemma":[0.9980358,0.00019035308,0.00018505567,0.0004840336,0.00010568557,0.0009991063],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004562921,0.00030248685,0.00034204643,0.00005061307,0.0009774778,0.00002536487,0.00031823394,0.0001563636,0.005521807],"category_scores_gemma":[0.0002020491,0.00028212366,0.00005995135,0.0005223754,0.00006873438,0.00041214965,0.00006658063,0.0008690712,0.0004962028],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010058316,0.000026077278,0.8578365,0.00011646272,0.00002552469,0.00007284606,0.0036349874,0.00012187339,0.000018106126,0.00041090578,0.0660327,0.07160343],"study_design_scores_gemma":[0.00038164033,0.000012655525,0.62508094,0.00019089496,0.000015268482,0.000002585511,0.0009135276,0.000032433567,0.00003013963,0.000024173914,0.37312415,0.0001915747],"about_ca_topic_score_codex":0.5201511,"about_ca_topic_score_gemma":0.4032431,"teacher_disagreement_score":0.30709144,"about_ca_system_score_codex":0.0012597938,"about_ca_system_score_gemma":0.00075506826,"threshold_uncertainty_score":0.9999631},"labels":[],"label_agreement":null},{"id":"W1497445525","doi":"10.36834/cmej.36541","title":"Effectiveness of a Clinically Relevant Educational Program for Improving Medical Communication and Clinical Skills of International Medical Graduates","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Practicum; Multivariate analysis of variance; Medical education; Test (biology); Objective structured clinical examination; Active listening; Medicine; Psychology; Computer science","score_opus":0.022754917798061762,"score_gpt":0.49844565459631845,"score_spread":0.4756907367982567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1497445525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8696991,0.00073967845,0.00027335578,0.11245934,0.012040248,0.0020926122,0.000051789044,0.00003509677,0.0026087512],"genre_scores_gemma":[0.9759333,0.001574397,0.01372865,0.005745667,0.002258799,0.00033128908,0.00018334504,0.00004038206,0.00020417785],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99274683,0.0015607111,0.002996185,0.00034227478,0.0017611518,0.00059283996],"domain_scores_gemma":[0.977486,0.009705836,0.0012709135,0.00042923843,0.0024406775,0.008667311],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.019756565,0.0001943696,0.00059731485,0.00031223445,0.0005222012,0.000020870833,0.0010961388,0.0011987868,0.01350525],"category_scores_gemma":[0.23021902,0.00016885858,0.00017858419,0.0002497671,0.0010250865,0.00016218293,0.00013155569,0.003310159,0.000014670811],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026624827,0.0018568859,0.3870826,0.0010941355,0.00014145984,0.0000055531227,0.00089509564,2.2396944e-7,0.000015440139,0.022754515,0.02668997,0.55919784],"study_design_scores_gemma":[0.010186913,0.0015696973,0.64672345,0.01626541,0.00023938516,0.0008449987,0.004117352,0.0048957667,0.000022131362,0.024412287,0.28993103,0.0007915558],"about_ca_topic_score_codex":0.007726187,"about_ca_topic_score_gemma":0.029594308,"teacher_disagreement_score":0.5584063,"about_ca_system_score_codex":0.00025065232,"about_ca_system_score_gemma":0.10788757,"threshold_uncertainty_score":0.9989892},"labels":[],"label_agreement":null},{"id":"W1497798821","doi":"","title":"Studying medicine abroad","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","score_opus":0.052918878944668575,"score_gpt":0.3779446831228684,"score_spread":0.3250258041781998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1497798821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6167101,0.0018000406,0.00001132194,0.0049812403,0.0020572732,0.0016656303,0.00001117193,0.00056590856,0.3721973],"genre_scores_gemma":[0.824596,0.0035477532,0.00026244353,0.0075356746,0.0027194219,0.00028399698,0.00003383208,0.00011437576,0.16090651],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939757,0.00097401405,0.0009811696,0.0005717141,0.00059045537,0.002906941],"domain_scores_gemma":[0.9975715,0.00033183704,0.00020546558,0.00070640934,0.00015522006,0.0010295478],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011873113,0.00032919878,0.0004971924,0.000091882575,0.00087452435,0.000011891688,0.00048933283,0.00016404527,0.024275925],"category_scores_gemma":[0.0004968267,0.00026470333,0.00005692214,0.0008136805,0.0001437762,0.00017225234,0.00010451227,0.00093323464,0.005193534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040926944,0.00016793795,0.28792816,0.0004083309,0.00007613728,0.00020552284,0.06569487,0.000079108584,0.000055193057,0.0023639377,0.42994806,0.21266346],"study_design_scores_gemma":[0.0011712229,0.0000653473,0.21299918,0.0004273468,0.00002701685,0.0000040602963,0.0011262881,0.000018357978,0.000009474368,0.00010349047,0.7838508,0.00019745254],"about_ca_topic_score_codex":0.0008385583,"about_ca_topic_score_gemma":0.000103503015,"teacher_disagreement_score":0.3539027,"about_ca_system_score_codex":0.00051320577,"about_ca_system_score_gemma":0.00024186667,"threshold_uncertainty_score":0.9999805},"labels":[],"label_agreement":null},{"id":"W1502884194","doi":"","title":"Diary of a Medical Student on the S.S. Kyle, 1945","year":2011,"lang":"en","type":"article","venue":"Newfoundland and Labrador Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"History; Computer science","score_opus":0.1128572204644179,"score_gpt":0.4524648350608979,"score_spread":0.33960761459648003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1502884194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9545772,0.0064485488,0.000004055073,0.007832713,0.0007786783,0.00053863216,0.000009900024,0.000052013937,0.02975824],"genre_scores_gemma":[0.9869831,0.0073022223,0.000043086668,0.003660373,0.00023388834,0.00009403103,0.0000014026385,0.000012938606,0.001668916],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997959,0.00042758184,0.00044164347,0.00021124721,0.0005655334,0.00039499917],"domain_scores_gemma":[0.99785495,0.0014779469,0.00015863072,0.00025153995,0.00010844607,0.0001484674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012536993,0.00016063267,0.00038677326,0.00004142869,0.00072114944,0.000003873009,0.00024759994,0.00013477728,0.00070458924],"category_scores_gemma":[0.00041206565,0.000083019346,0.00004163444,0.0001430587,0.00029392395,0.000036999532,0.0002857566,0.00042287676,0.00007575834],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017436834,0.00024056112,0.77643925,0.0005035229,0.00027095323,0.000027302616,0.08676748,1.09313014e-7,0.0000022146348,0.09108979,0.028335268,0.01614918],"study_design_scores_gemma":[0.0017946055,0.00065504265,0.77351505,0.0023954844,0.00008566831,0.000004388594,0.104233816,0.00001781027,0.000007527244,0.004808542,0.11221468,0.00026741842],"about_ca_topic_score_codex":0.0034371382,"about_ca_topic_score_gemma":0.005878467,"teacher_disagreement_score":0.086281255,"about_ca_system_score_codex":0.000057499317,"about_ca_system_score_gemma":0.000084091014,"threshold_uncertainty_score":0.7714758},"labels":[],"label_agreement":null},{"id":"W1503736622","doi":"","title":"Number of medical school applicants drops on both sides of border.","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medicine; Medical education; Family medicine","score_opus":0.033721526960883985,"score_gpt":0.38856447609076883,"score_spread":0.35484294912988484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1503736622","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8768534,0.00035276054,0.0000433875,0.003614639,0.00092055975,0.0014158547,0.000040786275,0.00014453591,0.11661407],"genre_scores_gemma":[0.9869634,0.002798482,0.00030369966,0.0027273078,0.000591671,0.00014805772,0.00001724334,0.00007848564,0.0063716844],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940957,0.0007742957,0.0012975188,0.0004743565,0.0014028063,0.001955322],"domain_scores_gemma":[0.9963283,0.00049966207,0.0005504666,0.00073163194,0.00023068636,0.0016592726],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013625625,0.00029162466,0.0006419291,0.00008333359,0.00022718523,0.0000065041795,0.00071942934,0.00032913912,0.010994691],"category_scores_gemma":[0.0022165293,0.00024706358,0.00009860543,0.00079686206,0.00020472477,0.00009423792,0.00022961036,0.0009902439,0.0009835798],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005333078,0.0005120162,0.92589957,0.0005834904,0.000060156657,0.000097072545,0.0024873188,0.000011835216,0.000059479986,0.0098243905,0.042450614,0.017480755],"study_design_scores_gemma":[0.0020207819,0.000107139385,0.4095402,0.0013785996,0.000033811782,0.000013862939,0.0009901245,0.000042397034,0.0002987022,0.0003786634,0.5849029,0.00029279923],"about_ca_topic_score_codex":0.0010220979,"about_ca_topic_score_gemma":0.00016264728,"teacher_disagreement_score":0.5424523,"about_ca_system_score_codex":0.0002250068,"about_ca_system_score_gemma":0.0008669077,"threshold_uncertainty_score":0.99999815},"labels":[],"label_agreement":null},{"id":"W1504292869","doi":"","title":"The greying of Canada‚s medical workforce continues","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Family medicine; Gerontology; Political science","score_opus":0.02693261936731804,"score_gpt":0.323110850458603,"score_spread":0.29617823109128494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1504292869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72940415,0.003713905,0.000008573605,0.012370204,0.0023669018,0.0012862628,0.000024934176,0.0001430257,0.25068206],"genre_scores_gemma":[0.88508844,0.003938826,0.00007017725,0.0034750223,0.0008671815,0.00013229459,0.000011216031,0.0000638736,0.106352985],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940565,0.00097340345,0.0010238469,0.00032199908,0.0010479236,0.0025763046],"domain_scores_gemma":[0.99687576,0.0010809763,0.00028027192,0.0005722737,0.00019360626,0.0009970994],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016274074,0.00022556803,0.00037013716,0.000023883993,0.0011041661,0.000014460587,0.00074650865,0.00016004455,0.0031256604],"category_scores_gemma":[0.0015704065,0.00015540648,0.00005941634,0.00047810178,0.00018753404,0.00007873559,0.000111299654,0.00085862965,0.00012945627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043526717,0.00006937145,0.20781095,0.00022878671,0.000066503235,0.00013965496,0.0097675165,0.000042955373,0.000005964358,0.006871856,0.42549792,0.34906325],"study_design_scores_gemma":[0.00049634895,0.000016142389,0.10156314,0.00043593557,0.000011475958,0.0000040378704,0.0007196456,0.000043432454,0.000028624927,0.00007210417,0.8964734,0.00013571465],"about_ca_topic_score_codex":0.060201716,"about_ca_topic_score_gemma":0.20763387,"teacher_disagreement_score":0.47097546,"about_ca_system_score_codex":0.00036188264,"about_ca_system_score_gemma":0.0021837063,"threshold_uncertainty_score":0.9977856},"labels":[],"label_agreement":null},{"id":"W1507823242","doi":"10.1503/cmaj.109-5086","title":"Proposed reforms delay Quebec’s Bill 20","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Face (sociological concept); Family doctors; Medicine; Family medicine; Sociology","score_opus":0.03367058021462365,"score_gpt":0.3749596986874984,"score_spread":0.34128911847287474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1507823242","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15649882,0.00081763335,0.000119233366,0.6544528,0.0129174115,0.0012437503,0.00009261485,0.00021657962,0.17364118],"genre_scores_gemma":[0.6651942,0.00031911605,0.0009883255,0.19564971,0.016453583,0.00006374822,0.00012586566,0.00012338189,0.12108207],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99450606,0.00089196867,0.0009641933,0.0001874171,0.0020654495,0.0013849229],"domain_scores_gemma":[0.9913329,0.0002568992,0.00053102284,0.00017557645,0.0009025082,0.0068011214],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0057007596,0.00016250767,0.00032754807,0.00019274921,0.0010219389,0.00003893783,0.0003787843,0.0009702568,0.0062244725],"category_scores_gemma":[0.0053472593,0.000108062486,0.000076846336,0.00040451853,0.00004319294,0.0002373897,0.000036422392,0.0026150793,0.0026475312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001416429,0.000013058973,0.08660456,0.00001291798,0.000027163935,0.00021842241,0.0019277682,0.000003515594,4.174663e-7,0.00059033994,0.8995826,0.011005022],"study_design_scores_gemma":[0.0012362376,0.00006178467,0.0065145316,0.00025314343,0.000010647949,0.00006492432,0.0050903596,0.0001410165,7.249475e-7,0.0010242155,0.9854557,0.00014669895],"about_ca_topic_score_codex":0.18697104,"about_ca_topic_score_gemma":0.8143818,"teacher_disagreement_score":0.62741077,"about_ca_system_score_codex":0.010861229,"about_ca_system_score_gemma":0.026272247,"threshold_uncertainty_score":0.99968594},"labels":[],"label_agreement":null},{"id":"W1508610347","doi":"10.1111/j.1365-2834.2011.01302.x","title":"Opportunities and challenges facing the future global nursing and midwifery workforce","year":2011,"lang":"en","type":"letter","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Nursing management; Medicine; Obstetrics; Political science","score_opus":0.21137668681603056,"score_gpt":0.41951743919739565,"score_spread":0.2081407523813651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1508610347","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009824194,0.1315238,0.00009998145,0.79728085,0.0059158592,0.0007716059,0.000012869066,0.000045331173,0.06336727],"genre_scores_gemma":[0.005394547,0.46566635,0.003673768,0.48988238,0.02532397,0.000045382138,0.000026469728,0.00017944176,0.0098076975],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957441,0.0008911512,0.0012225263,0.00037441892,0.0007543746,0.0010134168],"domain_scores_gemma":[0.99714303,0.00027473745,0.001590232,0.00045370628,0.00030264884,0.00023562998],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013017964,0.00050879834,0.0008341794,0.00024450317,0.0011571663,0.00007309119,0.00048398747,0.00079115754,0.000056434816],"category_scores_gemma":[0.00002517381,0.0003571752,0.00013847616,0.00014634652,0.00039376164,0.00025639415,0.00013724771,0.0029097716,0.000007886067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095512245,0.000035325815,0.000081182356,0.0014088646,0.00014218717,0.00041277596,0.004791814,0.0000014058933,4.9856308e-8,0.008346269,0.6896412,0.29504344],"study_design_scores_gemma":[0.0005090909,0.0001706235,0.0017447687,0.030107431,0.0005111919,0.00028312206,0.056950957,0.000007351744,1.0032983e-7,0.010598562,0.89882994,0.0002868802],"about_ca_topic_score_codex":0.0000093664485,"about_ca_topic_score_gemma":0.0000059129543,"teacher_disagreement_score":0.33414254,"about_ca_system_score_codex":0.000941133,"about_ca_system_score_gemma":0.00013444877,"threshold_uncertainty_score":0.999888},"labels":[],"label_agreement":null},{"id":"W1512332077","doi":"","title":"Tuition fees continue to rise","year":2002,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Demographic economics; Medicine; Economics","score_opus":0.05291100481111692,"score_gpt":0.35963437250922425,"score_spread":0.3067233676981073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1512332077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9079351,0.00079373165,0.00011712325,0.01031017,0.0035865165,0.0024336178,0.00004983661,0.00035424178,0.0744197],"genre_scores_gemma":[0.97344923,0.00012510215,0.0004451963,0.0045016175,0.0014373307,0.0007695996,0.000013733896,0.000027576418,0.019230615],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99581504,0.0002735465,0.00043969584,0.000283899,0.00027064455,0.0029171556],"domain_scores_gemma":[0.9981904,0.0001406117,0.000108220214,0.00028521987,0.00006820795,0.001207355],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00046027236,0.00015329519,0.00023229337,0.000069891255,0.000475132,0.000014330123,0.00019647561,0.00016642961,0.0032767663],"category_scores_gemma":[0.00039103327,0.00014524879,0.000053625667,0.00028028875,0.00003195918,0.0001288253,0.00007354625,0.00038153824,0.003153188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076847675,0.000119220764,0.3688414,0.00012931308,0.000014593439,0.000017375301,0.0069688368,0.000023645052,0.000018825827,0.003349395,0.56492275,0.055517755],"study_design_scores_gemma":[0.0005556649,0.000025399486,0.3995382,0.00011168356,0.000009500792,0.0000013324849,0.00082770217,0.000088381865,0.000030478574,0.00021153106,0.59845734,0.00014281784],"about_ca_topic_score_codex":0.00036537764,"about_ca_topic_score_gemma":0.00044277473,"teacher_disagreement_score":0.06551416,"about_ca_system_score_codex":0.0006315753,"about_ca_system_score_gemma":0.000048281872,"threshold_uncertainty_score":0.99763435},"labels":[],"label_agreement":null},{"id":"W1513257206","doi":"","title":"Alberta steps up recruitment of foreign professionals.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citizenship; General partnership; Immigration; Code (set theory); Health care; Computer science; Political science; Public administration; Public relations; Law; Programming language","score_opus":0.15420270343484035,"score_gpt":0.42541451874129205,"score_spread":0.27121181530645166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1513257206","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27386433,0.0017431057,0.000043079777,0.0022850968,0.003797745,0.014630147,0.000024512057,0.00012638379,0.7034856],"genre_scores_gemma":[0.892768,0.00011091129,0.00043944395,0.0017101307,0.000112193564,0.0146606965,0.000017949516,0.000036365753,0.0901443],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.996393,0.00087859965,0.0008684869,0.0003177319,0.0004049924,0.0011371586],"domain_scores_gemma":[0.9976293,0.0008686312,0.00041508884,0.00050583703,0.00021075853,0.00037036985],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014289687,0.00019036989,0.00040566683,0.000091663285,0.0003815816,0.0000039203233,0.00022604542,0.00025779268,0.0009165593],"category_scores_gemma":[0.0009180201,0.0001535123,0.000080561615,0.0003434264,0.00005782011,0.00013055792,0.00008750107,0.0004060784,0.00023977044],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034913098,0.000551198,0.23796563,0.0015912256,0.00012052944,0.0000067656456,0.0054949983,0.0000068189916,0.00000982716,0.43886113,0.22509149,0.08995127],"study_design_scores_gemma":[0.0018427724,0.000050588536,0.087279364,0.0006607503,0.00003430456,0.0000023217522,0.00784359,0.000006449948,0.00041649304,0.008481751,0.8931099,0.0002716705],"about_ca_topic_score_codex":0.0006296172,"about_ca_topic_score_gemma":0.00037746868,"teacher_disagreement_score":0.66801846,"about_ca_system_score_codex":0.00027601066,"about_ca_system_score_gemma":0.00025905418,"threshold_uncertainty_score":0.9999967},"labels":[],"label_agreement":null},{"id":"W1513694849","doi":"10.1007/bf03403729","title":"Bridging Place-based Research and Action for Health","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Neighbourhood (mathematics); Action research; Bridging (networking); Community health; Public relations; Poverty; Political science; Population health; Social determinants of health; Economic growth; Sociology; Population; Health care; Economics","score_opus":0.4575113457992927,"score_gpt":0.5673478534357684,"score_spread":0.10983650763647573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1513694849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47348598,0.007416172,0.039275374,0.47210264,0.0025945797,0.002915058,0.00011651471,0.00005288732,0.0020407944],"genre_scores_gemma":[0.97241426,0.0002586402,0.0038578168,0.020454362,0.0015630315,0.000020764834,0.000022689264,0.000050339637,0.0013580755],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99302936,0.0013000424,0.0015515004,0.0002562076,0.0005264903,0.0033363826],"domain_scores_gemma":[0.9880809,0.0016959301,0.0009327134,0.0002524633,0.0015517743,0.0074862232],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04425073,0.00015975662,0.0005245065,0.0014839084,0.003380438,0.00005801025,0.00027549587,0.0002165877,0.00015550456],"category_scores_gemma":[0.0023681028,0.00015502334,0.00006091546,0.00085307873,0.00019157746,0.0002853017,0.000017025857,0.0015977945,0.000013612509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00016444726,0.000060318504,0.11974708,0.0019257555,0.00002888307,0.00003105415,0.009756361,0.000015616104,0.000003661506,0.009824555,0.5886121,0.2698302],"study_design_scores_gemma":[0.0015530138,0.0013451944,0.03406812,0.0010164859,0.0000018955784,0.000036900114,0.013322678,0.00022959348,0.0000022464112,0.00049810257,0.94780165,0.00012413003],"about_ca_topic_score_codex":0.070959896,"about_ca_topic_score_gemma":0.49048114,"teacher_disagreement_score":0.4989283,"about_ca_system_score_codex":0.0065077064,"about_ca_system_score_gemma":0.06243245,"threshold_uncertainty_score":0.997917},"labels":[],"label_agreement":null},{"id":"W1514150392","doi":"","title":"Integrating workforce planning, human resources and service planning","year":2001,"lang":"en","type":"book-chapter","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Strategic human resource planning; Workforce; Workforce planning; Human resources; Knowledge management; Business; Management science; Process management; Public relations; Human resource management; Political science; Computer science; Engineering; Economics; Management; Economic growth","score_opus":0.04371982190247229,"score_gpt":0.3176445195494293,"score_spread":0.273924697646957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1514150392","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051669788,0.0018007744,0.00023257502,0.0005796572,0.00046622343,0.0008018062,0.00016780944,0.00021214377,0.9440692],"genre_scores_gemma":[0.32555726,0.0002257878,0.000251139,0.00083162537,0.0011475126,0.000003982747,0.0005096845,0.000099178425,0.67137384],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968265,0.0001509922,0.0008835676,0.00071077683,0.0007657462,0.00066239515],"domain_scores_gemma":[0.9967025,0.00072301266,0.0011193894,0.0005786035,0.00054106396,0.00033545255],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000302378,0.00062257604,0.00084178895,0.0002503395,0.0039551975,0.000070017144,0.0006705741,0.0008810812,0.00019038911],"category_scores_gemma":[0.000073751806,0.00054305606,0.00021433414,0.00013971457,0.000953228,0.00042843042,0.00051505136,0.0017516981,0.00012687697],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025290414,0.00018802527,0.33925137,0.0030263953,0.0012683056,0.0034689587,0.04183718,0.0027729073,0.00005875417,0.47500125,0.12536246,0.005235364],"study_design_scores_gemma":[0.0009968873,0.00017055834,0.0093078725,0.01003676,0.00016410425,0.00016196538,0.004777934,0.00010493457,0.0000016474039,0.005082333,0.9685742,0.0006207752],"about_ca_topic_score_codex":0.0012815788,"about_ca_topic_score_gemma":0.00033073203,"teacher_disagreement_score":0.84321177,"about_ca_system_score_codex":0.00046331447,"about_ca_system_score_gemma":0.00050536625,"threshold_uncertainty_score":0.9997021},"labels":[],"label_agreement":null},{"id":"W1517339965","doi":"","title":"Australian named dean of Canada's first rural medical school.","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medicine; Library science; Medical education; Computer science","score_opus":0.03244643308461324,"score_gpt":0.3105067765081762,"score_spread":0.27806034342356295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1517339965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87186545,0.0010730427,0.000005151548,0.049568065,0.0046034823,0.0018861946,0.000106150175,0.00026033522,0.07063214],"genre_scores_gemma":[0.9526931,0.00078878447,0.00012539494,0.0032565263,0.0008736561,0.000112457914,0.0000259443,0.0000716106,0.042052504],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99305195,0.0006907841,0.0012472788,0.00041079204,0.0013379514,0.0032612626],"domain_scores_gemma":[0.9946347,0.00036123124,0.00040132954,0.00067059917,0.00025946606,0.0036726692],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00082888635,0.00034014118,0.0005545918,0.00008321252,0.0006363591,0.000012097777,0.00079302926,0.00029407773,0.022333043],"category_scores_gemma":[0.0034493513,0.00030403942,0.000083586936,0.0006685675,0.0001527824,0.00012411711,0.00020189818,0.0012618274,0.00049969956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006416517,0.000102084276,0.26786795,0.00037748637,0.000040827093,0.0001699913,0.003074593,0.000014982202,0.000004368123,0.00068744866,0.72439045,0.003205648],"study_design_scores_gemma":[0.0010708849,0.00003815071,0.24198368,0.0006423615,0.000020901163,0.000009279309,0.0009866416,0.000071394075,0.000038735856,0.000021844367,0.75485927,0.00025683967],"about_ca_topic_score_codex":0.1502696,"about_ca_topic_score_gemma":0.3646211,"teacher_disagreement_score":0.2143515,"about_ca_system_score_codex":0.0010527961,"about_ca_system_score_gemma":0.0017785494,"threshold_uncertainty_score":0.9999412},"labels":[],"label_agreement":null},{"id":"W1521341520","doi":"","title":"New Ontario panel to look at physician shortage","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"George (robot); Economic shortage; Management; Operations research; Medicine; Data science; Computer science; Artificial intelligence; Economics; Engineering; Philosophy; Government (linguistics)","score_opus":0.0467454015363554,"score_gpt":0.32293340362968076,"score_spread":0.27618800209332534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1521341520","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7189576,0.00027996147,0.000021403275,0.002319962,0.0015259816,0.0021372228,0.000027348122,0.00034777663,0.27438274],"genre_scores_gemma":[0.27191716,0.00021639607,0.0009427086,0.018796442,0.0018502567,0.00019901538,0.000065373606,0.00014000996,0.70587265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938556,0.0004594128,0.00082872616,0.00077157526,0.00055832445,0.0035263437],"domain_scores_gemma":[0.9964033,0.00013326421,0.00015445532,0.00092093257,0.00009596382,0.0022921334],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040566028,0.00042305343,0.0005090194,0.000075202326,0.0007767049,0.000029250401,0.00061378104,0.00019378963,0.026198126],"category_scores_gemma":[0.000080434475,0.00039750704,0.000113009606,0.000613472,0.000041538544,0.00018694981,0.0002285179,0.0008863251,0.022571677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046631426,0.00011209131,0.20535088,0.00009407079,0.000040384668,0.0001245602,0.046870302,0.00010241843,0.000062823434,0.00049545156,0.63844717,0.107833505],"study_design_scores_gemma":[0.000545168,0.00005137705,0.3031265,0.00018038727,0.000021976835,0.0000018953364,0.00022362334,0.000002429593,0.000060983963,0.000049166054,0.6954655,0.00027098425],"about_ca_topic_score_codex":0.02791631,"about_ca_topic_score_gemma":0.09036756,"teacher_disagreement_score":0.44704044,"about_ca_system_score_codex":0.0020977738,"about_ca_system_score_gemma":0.0008840556,"threshold_uncertainty_score":0.9998477},"labels":[],"label_agreement":null},{"id":"W1522921384","doi":"","title":"Ontario to train 40 more medical students","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Parade; Medical school; Medical education; Library science; Geography; Optometry; Medicine; Computer science; Archaeology","score_opus":0.035702616325521554,"score_gpt":0.374389569375299,"score_spread":0.3386869530497774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1522921384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89318264,0.00017270829,0.000013975278,0.012018054,0.0018307798,0.0023034038,0.000025275993,0.00029241864,0.09016077],"genre_scores_gemma":[0.6877395,0.0003685345,0.0004559754,0.035569552,0.0014652016,0.00054144324,0.000053853604,0.00012274603,0.2736832],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920588,0.00083210657,0.0010213631,0.00070713396,0.0020133757,0.0033672212],"domain_scores_gemma":[0.9957761,0.00020639981,0.00012472073,0.0007103174,0.00012443567,0.003058004],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017235053,0.00036861264,0.0005044141,0.000090861904,0.0006082378,0.000040670762,0.0014312492,0.00030750138,0.04623785],"category_scores_gemma":[0.00053807185,0.00032619236,0.000092359194,0.0006441139,0.00008646512,0.00013641082,0.0002926257,0.0014119846,0.009654872],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005755507,0.00038789207,0.5960283,0.00011570784,0.000055602002,0.0004075209,0.09185266,0.000022733848,0.0000031273787,0.00027941822,0.22493155,0.08533993],"study_design_scores_gemma":[0.0007978876,0.00004409791,0.43110707,0.00025129478,0.000012510014,0.000004628641,0.00041924234,0.0000033355457,0.000003421382,0.000019031402,0.56715953,0.00017793565],"about_ca_topic_score_codex":0.011164984,"about_ca_topic_score_gemma":0.033546392,"teacher_disagreement_score":0.342228,"about_ca_system_score_codex":0.0012328082,"about_ca_system_score_gemma":0.0010847207,"threshold_uncertainty_score":0.999919},"labels":[],"label_agreement":null},{"id":"W1523001259","doi":"","title":"Nursing shortage more urgent than expected","year":2003,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Economic shortage; Portfolio; Nursing shortage; Medicine; Nursing; Business; Finance; Geography; Nurse education; Government (linguistics)","score_opus":0.04711905743925815,"score_gpt":0.3624691083332271,"score_spread":0.31535005089396895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1523001259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83843267,0.0022673924,0.0001732201,0.002276292,0.005005191,0.00251409,0.000030033887,0.0006694909,0.1486316],"genre_scores_gemma":[0.9783762,0.0005246098,0.00081653445,0.0019815832,0.0006471157,0.00029155886,0.000047150013,0.0001356729,0.01717955],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928447,0.0013888351,0.0009334278,0.000686546,0.0005876647,0.0035588462],"domain_scores_gemma":[0.9966944,0.00021118119,0.00029730704,0.0008280431,0.00021558712,0.0017534685],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007544711,0.00040778032,0.00047145993,0.00012600182,0.00087888516,0.000027598026,0.00039627054,0.00023699098,0.002469473],"category_scores_gemma":[0.0012913189,0.00037349132,0.000116052615,0.00089143054,0.0001296208,0.00017925278,0.00006724858,0.0009542748,0.00079195475],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027972242,0.0007061507,0.7040151,0.00039095114,0.00010282546,0.0003533785,0.09486925,0.00006147267,0.00032656934,0.033065166,0.15518497,0.010644488],"study_design_scores_gemma":[0.0011002738,0.000049639053,0.29342377,0.0008542186,0.00005179958,0.000013234362,0.0072896197,0.000021988191,0.00050297973,0.00026384878,0.6959066,0.0005220504],"about_ca_topic_score_codex":0.00009307043,"about_ca_topic_score_gemma":0.000047163398,"teacher_disagreement_score":0.5407216,"about_ca_system_score_codex":0.0008379131,"about_ca_system_score_gemma":0.0005779067,"threshold_uncertainty_score":0.99998605},"labels":[],"label_agreement":null},{"id":"W1523060541","doi":"","title":"Influence of Education Portability and Geographical Mobility on Nursing Retention in Canada","year":2011,"lang":"en","type":"article","venue":"Journal of Global Health Care Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Software portability; Salary; Workforce; Economic shortage; Nursing research; Nursing; Business; Nursing shortage; Nurse education; Medicine; Political science; Economic growth; Economics; Computer science","score_opus":0.02803529517564562,"score_gpt":0.4094947556218599,"score_spread":0.38145946044621426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1523060541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98841614,0.0062589417,0.000008127767,0.00046517965,0.0021485954,0.0011048212,0.00006400573,0.000008435406,0.0015257694],"genre_scores_gemma":[0.99917513,0.00016414498,0.00012939596,0.00038382877,0.00011469238,0.00001630948,0.0000040856203,0.0000075607354,0.000004848031],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99498504,0.0012771882,0.002348436,0.00023823217,0.0006162084,0.00053489296],"domain_scores_gemma":[0.99600804,0.00015872315,0.0019073072,0.0003015407,0.0011311267,0.00049328135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019169063,0.000163714,0.0006862596,0.00009959149,0.00020007488,0.0000033238678,0.00017683838,0.00017699103,0.000009222465],"category_scores_gemma":[0.0002737606,0.00014262393,0.000059103346,0.00049433525,0.00008617044,0.00015578717,0.000023586692,0.000613288,0.0000010325101],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00036546908,0.00014764513,0.987093,0.0022248295,0.0000066738608,0.0000037773423,0.0022320098,0.00008556971,8.958375e-7,0.0027804375,0.0009752485,0.0040844423],"study_design_scores_gemma":[0.0004313966,0.00050362473,0.9530608,0.007113818,0.0000096735175,0.000026058166,0.037807927,0.000013402663,8.566924e-7,0.00037770855,0.0005731413,0.00008159155],"about_ca_topic_score_codex":0.91862166,"about_ca_topic_score_gemma":0.7586694,"teacher_disagreement_score":0.15995225,"about_ca_system_score_codex":0.008980692,"about_ca_system_score_gemma":0.016024424,"threshold_uncertainty_score":0.99482363},"labels":[],"label_agreement":null},{"id":"W1525246016","doi":"10.14574/ojrnhc.v5i1.207","title":"More Similarities than Differences","year":2005,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Surprise; Mandate; Rural area; Government (linguistics); Work (physics); Health care; Medicine; Nursing; Economic growth; Political science; Psychology","score_opus":0.05412712693646677,"score_gpt":0.4719933777619813,"score_spread":0.41786625082551454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1525246016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78944474,0.058061104,0.000021869248,0.14998274,0.0012288024,0.000269313,0.00006332172,0.000043666936,0.00088445214],"genre_scores_gemma":[0.9782559,0.009060959,0.0040775193,0.005419768,0.0025667194,0.0000023726316,0.000027543427,0.000023547535,0.0005656607],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9973797,0.00028517278,0.0010848866,0.00011390615,0.00040788332,0.00072842423],"domain_scores_gemma":[0.99786425,0.00016321264,0.000795072,0.00014620532,0.00048467683,0.0005465635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046299098,0.00020061736,0.0006249997,0.0001615336,0.0010283713,0.000016776925,0.00017899313,0.00017898319,0.000074434305],"category_scores_gemma":[0.00005283165,0.00015186521,0.00008953843,0.00014423471,0.00013879035,0.00020899592,0.000028723629,0.0010510681,0.0000057459833],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004376939,0.0002720152,0.27056864,0.0017727903,0.000040477826,0.000009621857,0.119874015,0.00003805466,0.000009426695,0.0011996524,0.106074356,0.49970326],"study_design_scores_gemma":[0.0020420214,0.0013701128,0.3564588,0.025610736,0.000052101535,0.00011826205,0.5406762,0.00013415383,0.000004083076,0.0006128769,0.07262531,0.00029536645],"about_ca_topic_score_codex":0.00029994527,"about_ca_topic_score_gemma":0.0007731185,"teacher_disagreement_score":0.4994079,"about_ca_system_score_codex":0.0006582024,"about_ca_system_score_gemma":0.00074554066,"threshold_uncertainty_score":0.7909505},"labels":[],"label_agreement":null},{"id":"W1525292950","doi":"","title":"Rural Women's Health Issues in Canada: An Overview and Implications for Policy and Research","year":2005,"lang":"en","type":"article","venue":"Canadian women's studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic growth; Political science; Socioeconomics; Regional science; Environmental planning; Geography; Sociology; Economics","score_opus":0.16272481499786653,"score_gpt":0.5225835455643361,"score_spread":0.35985873056646955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1525292950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.848973,0.029312309,1.4189733e-7,0.11908902,0.00010882349,0.0016986668,0.00031008993,0.000025432779,0.00048256016],"genre_scores_gemma":[0.9544295,0.019628711,0.00021125274,0.020396963,0.0005463396,0.0025575636,0.000020482375,0.000038631606,0.0021705348],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955505,0.0005150031,0.00059690216,0.00040753104,0.00019594822,0.0027341174],"domain_scores_gemma":[0.9965178,0.00080653233,0.000111143076,0.0003600693,0.0003598451,0.0018446308],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001815018,0.00021980044,0.00059339846,0.0004823456,0.0022561366,0.000019862211,0.00019296959,0.00009614686,0.000045329605],"category_scores_gemma":[0.00066454575,0.0002157905,0.000011803519,0.0006656902,0.00021063616,0.00018136868,0.00012941378,0.00044140368,0.000008899726],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00010606735,0.00006147111,0.28616703,0.0036714997,0.00014166255,0.000007694771,0.26968208,0.000013798534,0.000004918814,0.29128554,0.07945015,0.06940809],"study_design_scores_gemma":[0.00074015866,0.0002384205,0.101213045,0.00043753683,0.0000022784488,0.0000023996827,0.40588138,0.000017337321,2.3434309e-7,0.018416645,0.47281313,0.00023742909],"about_ca_topic_score_codex":0.9721775,"about_ca_topic_score_gemma":0.99939585,"teacher_disagreement_score":0.393363,"about_ca_system_score_codex":0.02838405,"about_ca_system_score_gemma":0.017242448,"threshold_uncertainty_score":0.9990428},"labels":[],"label_agreement":null},{"id":"W1528487287","doi":"10.1136/bmj.320.7248.1494/b","title":"Irish juniors defer their strike","year":2000,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overtime; Irish; Interim; Industrial action; Quarter (Canadian coin); Action (physics); Political science; Medicine; History; Law","score_opus":0.06895895880236898,"score_gpt":0.45562769529837627,"score_spread":0.3866687364960073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1528487287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57365364,0.00032953173,0.0000119697415,0.007126053,0.0006259115,0.0009951906,0.000028520148,0.00023938586,0.4169898],"genre_scores_gemma":[0.786476,0.0002654009,0.0006900864,0.009358889,0.0012122935,0.00019899278,0.000032670207,0.00004448507,0.20172118],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99779934,0.00042234708,0.0005496638,0.00024387574,0.00021423897,0.00077055406],"domain_scores_gemma":[0.99877244,0.00028386366,0.00010942124,0.0005043454,0.000082569524,0.00024736312],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00060331234,0.0001554346,0.00024376661,0.000042970423,0.0005822399,0.000009842538,0.00024231174,0.00024373345,0.018944338],"category_scores_gemma":[0.00008698808,0.00012464279,0.00006215144,0.00025973565,0.00004296354,0.00012718145,0.000053445365,0.0004960469,0.007840308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006776102,0.000030584837,0.02762002,0.000064748776,0.000009124845,0.0000074365703,0.0014305412,0.000017377568,0.00000452723,0.00060679147,0.9440075,0.026133552],"study_design_scores_gemma":[0.00044489175,0.000039342296,0.027703186,0.00023843869,0.000006277638,0.000002239374,0.0018960593,0.000037667636,0.000009384309,0.00061357225,0.9688694,0.0001395602],"about_ca_topic_score_codex":0.0005577657,"about_ca_topic_score_gemma":0.00020685684,"teacher_disagreement_score":0.21526863,"about_ca_system_score_codex":0.00013411959,"about_ca_system_score_gemma":0.00022041672,"threshold_uncertainty_score":0.9929322},"labels":[],"label_agreement":null},{"id":"W1530821962","doi":"10.35493/medu.39.16","title":"Healthcare Disparities","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Medicine; Health care; Health equity; Socioeconomic status; Prejudice (legal term); Indigenous; Race and health; Institutional racism; Race (biology); Polity; Gender studies; Criminology; Nursing; Public health; Population; Political science; Politics; Sociology; Environmental health; Law","score_opus":0.06875119147414459,"score_gpt":0.46544568731281594,"score_spread":0.39669449583867133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1530821962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6621764,0.010156684,0.000011064026,0.28981417,0.005347271,0.0006046123,0.000031322244,0.00019356317,0.031664934],"genre_scores_gemma":[0.9188891,0.00047619786,0.00035635344,0.030449988,0.001177843,0.00022588442,0.000027837119,0.00002987783,0.04836691],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997586,0.0008551487,0.00037061042,0.00021423772,0.00024606078,0.00072791375],"domain_scores_gemma":[0.998085,0.00069132535,0.000104213,0.00064201234,0.00022459439,0.00025283618],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00051501056,0.00012270703,0.0002218437,0.000021404221,0.001273451,0.000009994129,0.00025580233,0.00011664623,0.0024290122],"category_scores_gemma":[0.00037636663,0.000081681115,0.000053678486,0.00028983227,0.00008708989,0.000048902737,0.0001524188,0.00062574405,0.001959205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048598835,0.000110126806,0.17539728,0.000960364,0.000033622724,0.000022575641,0.022284642,0.0000011224656,0.000076479795,0.20959151,0.5871706,0.004303103],"study_design_scores_gemma":[0.00025461623,0.000023751443,0.0401383,0.00043969252,0.000016877406,0.000010406074,0.046110924,0.0000051042616,0.00015230535,0.008956826,0.90374345,0.0001477809],"about_ca_topic_score_codex":0.0017606233,"about_ca_topic_score_gemma":0.0013628117,"teacher_disagreement_score":0.31657284,"about_ca_system_score_codex":0.00021090466,"about_ca_system_score_gemma":0.0014279437,"threshold_uncertainty_score":0.99881786},"labels":[],"label_agreement":null},{"id":"W1533807580","doi":"10.3917/spub.253.0305","title":"L'influence des technologies de l'information et des communications sur le maintien en poste des infirmières","year":2013,"lang":"fr","type":"article","venue":"Santé Publique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.03395056696860843,"score_gpt":0.3788401873544888,"score_spread":0.3448896203858804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1533807580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89492434,0.018195594,0.0021658244,0.06261979,0.0002736086,0.0025925233,0.0001407326,0.0011670329,0.017920533],"genre_scores_gemma":[0.9176956,0.023040663,0.053699847,0.0028357485,0.000057623834,0.0008768567,0.000106145126,0.000053166943,0.0016343774],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9935199,0.0026009006,0.0013017645,0.00032713288,0.0003245434,0.001925761],"domain_scores_gemma":[0.99293107,0.0022719044,0.0005901569,0.0016784137,0.0021299147,0.00039856837],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0027263502,0.00045545763,0.00049817696,0.00044482347,0.0023843294,0.00035742065,0.0018476624,0.0012164382,0.00035373107],"category_scores_gemma":[0.0074031,0.00045845303,0.00011911821,0.0012024652,0.0028707536,0.0081211245,0.0014895218,0.001876998,0.0014944545],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006236224,0.0004167621,0.36502212,0.005133515,0.00010993782,0.000005614501,0.09089955,0.0006637123,0.0002595739,0.21859732,0.034801733,0.28402779],"study_design_scores_gemma":[0.0008210472,0.0002692426,0.42028627,0.0047747646,0.000040675826,0.000058581907,0.08861909,0.0015805615,0.00047015861,0.21385534,0.26858637,0.00063790893],"about_ca_topic_score_codex":0.10849874,"about_ca_topic_score_gemma":0.020420654,"teacher_disagreement_score":0.2833899,"about_ca_system_score_codex":0.0015395525,"about_ca_system_score_gemma":0.0025538418,"threshold_uncertainty_score":0.9998429},"labels":[],"label_agreement":null},{"id":"W1534331211","doi":"","title":"Foreign Trained Doctors in Canada: Cultural Contingency and Cultural Democracy in the Medical Profession","year":2008,"lang":"en","type":"article","venue":"International journal of criminology and sociological theory","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Face (sociological concept); Disadvantage; Devaluation; Contingency; Public relations; Economic shortage; Foreign policy; Political science; Contingency plan; Medicine; Psychology; Sociology; Business; Law; Social science; Management; Politics; Economics","score_opus":0.13137633982030156,"score_gpt":0.44486738235915163,"score_spread":0.3134910425388501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1534331211","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982293,0.0014507703,0.0000119303095,0.013374957,0.0006054703,0.00017843736,0.000002939839,0.0000053109666,0.002077167],"genre_scores_gemma":[0.99259156,0.0023119703,0.000074706375,0.0046491013,0.0002872542,0.000010318885,0.000004358988,0.0000033028152,0.000067426365],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99626184,0.0020822214,0.0008059748,0.00013478156,0.0003707725,0.00034444046],"domain_scores_gemma":[0.99663866,0.002647152,0.00032363232,0.000049414222,0.00022975593,0.000111414985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019485852,0.00012221276,0.00033813473,0.000065800734,0.0002973433,0.0000035314486,0.00038206181,0.00032634338,0.00021741122],"category_scores_gemma":[0.0022931483,0.00006167164,0.00004201299,0.00003431315,0.0005116452,0.0001315957,0.00009359431,0.0014453016,0.00000182984],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00090150686,0.000082511906,0.7410098,0.000025952319,0.000044543893,0.0014383706,0.025822472,0.000002224044,0.00002199155,0.222307,0.0023864536,0.005957238],"study_design_scores_gemma":[0.0017648465,0.00013022483,0.77653015,0.00025163157,0.000009000269,0.000732383,0.065524116,0.000026022291,0.0000028517795,0.15402502,0.0009085829,0.00009519772],"about_ca_topic_score_codex":0.013908408,"about_ca_topic_score_gemma":0.015304125,"teacher_disagreement_score":0.06828197,"about_ca_system_score_codex":0.00026793228,"about_ca_system_score_gemma":0.0006800467,"threshold_uncertainty_score":0.9926581},"labels":[],"label_agreement":null},{"id":"W1534766688","doi":"10.5195/ijms.2015.112","title":"A Pilot Study of the Effect of a Change in the Scheduling of Canadian Medical Licensing Examinations on Two Cohorts of Students Studying in Ireland","year":2015,"lang":"en","type":"article","venue":"International Journal of Medical Students","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Timeline; Family medicine; Cohort; Medicine; Physical examination; Disadvantaged; Medical history; Disadvantage; Medical education; Surgery; Geography; Political science; Pathology","score_opus":0.158890778088491,"score_gpt":0.5229022881921758,"score_spread":0.36401151010368477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1534766688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99413997,0.00019538705,0.000003362103,0.0025821838,0.0015313429,0.0012352746,0.000007752998,0.0000018980644,0.00030281927],"genre_scores_gemma":[0.9990374,0.0000752245,0.000014288095,0.00059404306,0.00023075967,0.0000291098,0.000001236219,0.000011146172,0.0000067822557],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.983698,0.0024154503,0.001985056,0.00014823451,0.011438599,0.00031464727],"domain_scores_gemma":[0.9952693,0.0021525815,0.001259313,0.00020619667,0.0007333142,0.00037927052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01614876,0.00014836488,0.0006487125,0.0007550941,0.000076648634,0.000009984675,0.003004012,0.00011890808,0.000086239226],"category_scores_gemma":[0.00603632,0.00008678075,0.00006763695,0.00073007314,0.00013060575,0.00008477999,0.00043647632,0.0012238288,0.0000018693833],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003861747,0.0019061556,0.9730683,0.00006310182,0.0001506864,0.0001258223,0.022793962,0.00006846975,0.000004079941,0.0000704151,0.00010256611,0.0012602704],"study_design_scores_gemma":[0.010203307,0.0029017506,0.96267617,0.0080976095,0.000046699843,0.000016136233,0.015724363,0.00015939966,0.0000130037415,0.000024485595,0.00008014457,0.000056953544],"about_ca_topic_score_codex":0.15668201,"about_ca_topic_score_gemma":0.2820155,"teacher_disagreement_score":0.1253335,"about_ca_system_score_codex":0.0004540621,"about_ca_system_score_gemma":0.0008779118,"threshold_uncertainty_score":0.8489337},"labels":[],"label_agreement":null},{"id":"W1535911881","doi":"","title":"Remote versus urban medical training.","year":2001,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Scope (computer science); Training (meteorology); Set (abstract data type); Computer science; Medical education; Medical information; Rural area; Medicine; Geography; Knowledge management; Pathology","score_opus":0.1601422790412362,"score_gpt":0.41272995552100455,"score_spread":0.2525876764797683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1535911881","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00020498254,0.00091216806,0.000018703375,0.68560386,0.012901993,0.0026387125,0.000050885756,0.00053045654,0.2971382],"genre_scores_gemma":[0.0005646215,0.0005339619,0.00014743741,0.8219629,0.044424,0.00203349,0.0005265865,0.00017978798,0.12962723],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909363,0.0012406333,0.0013127064,0.0008803086,0.001906767,0.0037232842],"domain_scores_gemma":[0.99476147,0.0024389192,0.00060079683,0.0010462478,0.00019137954,0.0009612036],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0018951286,0.0005849121,0.001055802,0.00024139375,0.0006996369,0.000018358978,0.0010909517,0.0049302173,0.0049566748],"category_scores_gemma":[0.002768187,0.000537476,0.0002251721,0.0005013021,0.00019758716,0.000081600716,0.0002843617,0.010269731,0.0020071147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011314798,0.00000753173,0.0002553435,0.00035318776,0.000053937172,0.00083194,0.0005991247,8.701745e-8,1.5305245e-9,0.00003673375,0.86862123,0.12912777],"study_design_scores_gemma":[0.0018962588,0.000031802843,0.0014349847,0.00055519876,0.000068627516,0.000013133081,0.0003224617,0.000018674338,4.095658e-8,0.00024384342,0.99496627,0.00044867606],"about_ca_topic_score_codex":0.0011594256,"about_ca_topic_score_gemma":0.00038375083,"teacher_disagreement_score":0.167511,"about_ca_system_score_codex":0.0010564115,"about_ca_system_score_gemma":0.0010601628,"threshold_uncertainty_score":0.9997077},"labels":[],"label_agreement":null},{"id":"W1536589146","doi":"","title":"The Challenges South Asian Immigrants Face in Accessing the Education and Employment Opportunities in the Greater Toronto Area (GTA) Needed for Their Human Development","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Immigration; Unemployment; Population; Sample (material); Economic growth; Demographic economics; Geography; Psychology; Political science; Medicine; Environmental health; Economics","score_opus":0.11129190121812427,"score_gpt":0.3945563497708063,"score_spread":0.283264448552682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1536589146","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9441285,0.017266193,0.000033779525,0.034482997,0.0001973587,0.0018922115,0.0000011536205,0.000015995915,0.0019817795],"genre_scores_gemma":[0.98979884,0.0065359296,0.000019773022,0.0010123731,0.00019639434,0.00081518653,0.0000043830646,0.000024082923,0.0015930501],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99603623,0.0007423671,0.0006539856,0.00019468552,0.00024755052,0.002125171],"domain_scores_gemma":[0.9989145,0.000308489,0.00032443798,0.0002519829,0.00011633602,0.0000842686],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004037057,0.00021586812,0.0002137742,0.000058003516,0.002491379,0.000114612885,0.00051654316,0.00011504471,0.000024962319],"category_scores_gemma":[0.000045318135,0.000099640936,0.000040604646,0.00007297173,0.00006733352,0.00028531585,0.000072128605,0.001276669,0.0000048556844],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116387746,0.00013674142,0.02254412,0.00009698838,0.000083904146,7.415765e-7,0.47292605,0.0000031285076,0.000013589236,0.03836273,0.0012364509,0.46447918],"study_design_scores_gemma":[0.0006331714,0.00012469936,0.0811765,0.0003811,0.000008554333,0.000015722937,0.8846781,0.000016049149,0.000004677405,0.02554289,0.007293666,0.00012486878],"about_ca_topic_score_codex":0.0042696013,"about_ca_topic_score_gemma":0.19975376,"teacher_disagreement_score":0.4643543,"about_ca_system_score_codex":0.0017066125,"about_ca_system_score_gemma":0.0024939643,"threshold_uncertainty_score":0.99880725},"labels":[],"label_agreement":null},{"id":"W1537136251","doi":"","title":"Tuition fees: the two solitudes","year":2003,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Medicine; Library science; Computer science","score_opus":0.047129188709180994,"score_gpt":0.3615794763571195,"score_spread":0.31445028764793853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1537136251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6421002,0.0023836386,0.0003151103,0.006517264,0.005542454,0.0034416215,0.00003053395,0.00056563126,0.33910352],"genre_scores_gemma":[0.9778435,0.000768732,0.00034953383,0.0052583036,0.00078740914,0.00037981416,0.000017945495,0.00006955457,0.014525161],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99389005,0.0020727604,0.0006772803,0.00042681946,0.00043368025,0.0024994325],"domain_scores_gemma":[0.9978228,0.000462561,0.0002536324,0.0007006645,0.00019376058,0.00056655484],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015902797,0.00026711196,0.00027979776,0.00005302221,0.001231904,0.000034168752,0.0004206571,0.00011644568,0.0013337745],"category_scores_gemma":[0.001122341,0.0001833734,0.00008082627,0.00057788054,0.00012447445,0.00016625834,0.00009471029,0.00083137763,0.0019833778],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021557498,0.00039916526,0.43528977,0.0005274659,0.00011654838,0.0000977833,0.051197197,0.00017097751,0.00018000156,0.26335695,0.2306192,0.017829338],"study_design_scores_gemma":[0.0008450783,0.000027279923,0.100710906,0.00017684976,0.000026148184,0.0000069944776,0.0018855069,0.000011750196,0.00012830396,0.0015385498,0.89443564,0.00020700664],"about_ca_topic_score_codex":0.00021771107,"about_ca_topic_score_gemma":0.00018029423,"teacher_disagreement_score":0.6638164,"about_ca_system_score_codex":0.00037825468,"about_ca_system_score_gemma":0.00034258366,"threshold_uncertainty_score":0.99957913},"labels":[],"label_agreement":null},{"id":"W153802172","doi":"","title":"Does a rural residence predict the development of depressive symptoms in older adults?","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"","keywords":"Residence; Gerontology; Center for Epidemiologic Studies Depression Scale; Depression (economics); Rural area; Depressive symptoms; Population; Demography; Psychological intervention; Medicine; Psychology; Psychiatry; Cognition; Environmental health","score_opus":0.019306514673065128,"score_gpt":0.3379893837081874,"score_spread":0.3186828690351222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W153802172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98817647,0.00055288395,0.000018492075,0.0030260235,0.00046070866,0.0034533897,0.000006375558,0.00007108172,0.0042345775],"genre_scores_gemma":[0.9946565,0.000048515736,0.00019459573,0.0008757121,0.000121793084,0.0028195516,0.0000055040114,0.000010437841,0.0012673851],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973025,0.00035109717,0.0008496599,0.00022927653,0.00037113903,0.000896325],"domain_scores_gemma":[0.9985862,0.00043783672,0.00031743888,0.00036861675,0.00012996499,0.00015996103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084226317,0.00014942145,0.00026394287,0.00007943044,0.00032287874,0.000005579294,0.00038990824,0.00015632536,0.000066066445],"category_scores_gemma":[0.0003825701,0.00007527584,0.000033632125,0.00032845183,0.000061856364,0.000121155004,0.00010140371,0.00042582364,0.000020634481],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031472545,0.00010396846,0.7121805,0.00022531248,0.000014014209,0.0000051727807,0.026168289,0.000010579307,0.0000030784765,0.0004257388,0.0024224205,0.25812623],"study_design_scores_gemma":[0.00090460543,0.0000131938405,0.99162096,0.0011817134,0.0000062677404,4.0378603e-7,0.004454582,0.000016449068,0.00012285225,0.0005022074,0.0010807555,0.00009600266],"about_ca_topic_score_codex":0.00024796595,"about_ca_topic_score_gemma":0.0010897579,"teacher_disagreement_score":0.2794405,"about_ca_system_score_codex":0.00022847166,"about_ca_system_score_gemma":0.00021278739,"threshold_uncertainty_score":0.30696598},"labels":[],"label_agreement":null},{"id":"W1538491721","doi":"","title":"Bring them and (maybe) they'll come back","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Launched; Economic shortage; Work (physics); Face (sociological concept); Rural health; Medical education; Medicine; Public relations; Rural area; Political science; Engineering; Sociology; Government (linguistics); Social science","score_opus":0.061355876794227035,"score_gpt":0.3394767468680512,"score_spread":0.27812087007382413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1538491721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8012748,0.0008892456,0.000026568754,0.003531844,0.001353997,0.0012733442,0.000016499971,0.00026194996,0.19137175],"genre_scores_gemma":[0.95472944,0.0039553614,0.00041118634,0.0028761206,0.0008430597,0.00006253712,0.000015645672,0.000094207266,0.037012443],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99514294,0.0007191956,0.00067984563,0.0005275923,0.0003429853,0.0025874716],"domain_scores_gemma":[0.99777836,0.00036156343,0.00023322548,0.0005698344,0.00012798607,0.00092903624],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00083783636,0.0003128375,0.00040725383,0.000059826118,0.0006434582,0.00003730612,0.0003446679,0.00017380304,0.0018985308],"category_scores_gemma":[0.0002988289,0.00026843805,0.00005634422,0.00038690487,0.00009059892,0.00021034542,0.00030322676,0.0007912353,0.0040049935],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019800055,0.00010074252,0.9256326,0.00032863292,0.000038093414,0.00013047375,0.02543868,0.000011968112,0.000050344548,0.0040470613,0.025532436,0.018490985],"study_design_scores_gemma":[0.0008804811,0.000024660021,0.37595326,0.00029032634,0.000017067337,0.000023618153,0.0012184621,0.000029450352,0.00002263924,0.00034179763,0.62096137,0.00023690594],"about_ca_topic_score_codex":0.00045469246,"about_ca_topic_score_gemma":0.00012527972,"teacher_disagreement_score":0.5954289,"about_ca_system_score_codex":0.00025733985,"about_ca_system_score_gemma":0.00012723194,"threshold_uncertainty_score":0.99997675},"labels":[],"label_agreement":null},{"id":"W1538599729","doi":"10.4000/anthropologiesante.973","title":"L’intégration professionnelle de médecins diplômés à l’étranger au Québec : un enjeu d’envergure en santé mondiale","year":2012,"lang":"fr","type":"article","venue":"Anthropologie et santé","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"École Nationale d'Administration Publique; Université de Montréal; HEC Montréal","funders":"","keywords":"Political science; Humanities; Philosophy","score_opus":0.0563209385293144,"score_gpt":0.48256475787426584,"score_spread":0.4262438193449514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1538599729","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7221675,0.061382163,0.0027803048,0.15603463,0.027567301,0.0031198326,0.00037746746,0.0007595741,0.02581124],"genre_scores_gemma":[0.9400624,0.029685525,0.0044035455,0.005992643,0.0053480277,0.00027175256,0.00017781806,0.0001924956,0.013865772],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98366547,0.008225655,0.0017290236,0.00096882373,0.00077493495,0.0046361205],"domain_scores_gemma":[0.9915373,0.00466853,0.0008414045,0.0012978459,0.00032155978,0.0013333726],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0048485417,0.0010067605,0.0012218537,0.00027816993,0.0034645034,0.00004134632,0.0008535172,0.0027017253,0.03193052],"category_scores_gemma":[0.0026691672,0.0009093601,0.00036811782,0.00087327644,0.0015471131,0.0011578503,0.0007042419,0.0031975494,0.0050040144],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004062539,0.0023612662,0.4965929,0.001247108,0.0002152403,0.00009959937,0.1068138,0.000046864843,0.00056618656,0.019035293,0.2738363,0.09877916],"study_design_scores_gemma":[0.0026695176,0.0008620184,0.53758854,0.0030556659,0.0004291894,0.00007826298,0.17077751,0.0002918447,0.0026443442,0.0034582703,0.27660313,0.0015417236],"about_ca_topic_score_codex":0.17215458,"about_ca_topic_score_gemma":0.09125293,"teacher_disagreement_score":0.21789494,"about_ca_system_score_codex":0.0043206275,"about_ca_system_score_gemma":0.0048719053,"threshold_uncertainty_score":0.9995016},"labels":[],"label_agreement":null},{"id":"W1539128827","doi":"","title":"Is medical school only for the rich","year":2000,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dozen; Face (sociological concept); Medical education; Medical school; Data science; Computer science; Medicine; Sociology","score_opus":0.04440305268893543,"score_gpt":0.3964342608253632,"score_spread":0.3520312081364278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1539128827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72438323,0.0032902693,0.00024073047,0.16742931,0.0064253435,0.008245724,0.00016817615,0.0004641558,0.08935303],"genre_scores_gemma":[0.7999234,0.0018759711,0.00043826154,0.08596359,0.0068002976,0.0030456823,0.000044375145,0.000070674214,0.101837754],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99513346,0.00023204737,0.00052339,0.00029102995,0.0005803294,0.003239722],"domain_scores_gemma":[0.9966582,0.00093034137,0.00008700043,0.00040729315,0.000067314424,0.0018498269],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014332519,0.00016221743,0.00022672706,0.000024347244,0.0010326547,0.000014857618,0.00050504715,0.00030479697,0.04171472],"category_scores_gemma":[0.0012559542,0.00010586186,0.00009538656,0.00022404813,0.00008488502,0.00009011212,0.00005103665,0.0007441952,0.001431777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019397843,0.000060346723,0.16902333,0.00011121917,0.00003659922,0.000004061621,0.0015571835,0.0000057509615,1.2604602e-7,0.0022012128,0.68056005,0.14624612],"study_design_scores_gemma":[0.00080741674,0.000016610658,0.26826525,0.000070289454,0.000020528254,0.0000029732935,0.00047951823,0.00026256082,0.000002506209,0.00043043582,0.72954994,0.00009196729],"about_ca_topic_score_codex":0.0004301775,"about_ca_topic_score_gemma":0.0005072408,"teacher_disagreement_score":0.14615415,"about_ca_system_score_codex":0.000461368,"about_ca_system_score_gemma":0.0015049414,"threshold_uncertainty_score":0.9993457},"labels":[],"label_agreement":null},{"id":"W1540595291","doi":"10.1186/1478-4491-4-22","title":"Managing health professional migration from sub-Saharan Africa to Canada: a stakeholder inquiry into policy options","year":2006,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Health; University of Regina; Institute of Population and Public Health; University of Ottawa","funders":"Canadian Institutes of Health Research; Saskatchewan Health Research Foundation; Government of Canada","keywords":"Health policy; Stakeholder; Health administration; Health services research; Social policy; Economic growth; Medicine; Health care; Political science; Public relations; Economics","score_opus":0.09812740294563585,"score_gpt":0.4268881183862789,"score_spread":0.328760715440643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1540595291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77919203,0.0053607645,0.0009866164,0.20475557,0.0013320285,0.0063123987,0.0005992573,0.0003970273,0.0010643173],"genre_scores_gemma":[0.91603184,0.0005937626,0.005776906,0.052870505,0.007125955,0.0027228897,0.00230252,0.00025725225,0.01231839],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927273,0.0011180638,0.0019883483,0.000919988,0.00088237616,0.0023639298],"domain_scores_gemma":[0.996247,0.00056037615,0.00096838066,0.0007557092,0.00029311574,0.0011754499],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0014233167,0.00047385902,0.0008633863,0.0005122629,0.006309101,0.000043590633,0.00049482286,0.00024690473,0.00013709422],"category_scores_gemma":[0.0001220717,0.00046570692,0.00011135647,0.00083875784,0.00009154562,0.0001287462,0.00019821677,0.00080174167,0.00006579252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002116605,0.00021584831,0.006688548,0.0012442245,0.000026703654,0.0000034576683,0.041566588,0.00038872307,0.000058973157,0.00730043,0.9360012,0.0062936367],"study_design_scores_gemma":[0.0012544052,0.00038264153,0.10170816,0.0016588093,0.00001035343,8.4135644e-7,0.00865966,0.0001440813,0.0000036588158,0.008162153,0.8776121,0.00040310217],"about_ca_topic_score_codex":0.9460395,"about_ca_topic_score_gemma":0.9788457,"teacher_disagreement_score":0.15188506,"about_ca_system_score_codex":0.0054253475,"about_ca_system_score_gemma":0.006621376,"threshold_uncertainty_score":0.99977946},"labels":[],"label_agreement":null},{"id":"W1541297403","doi":"10.1503/cmaj.109-5066","title":"Should HPV vaccination be gender neutral?","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Vaccination; Human papillomavirus; Medicine; Family medicine; Virology; Political science; Gynecology; History; Ethnology; Internal medicine","score_opus":0.11438189016799213,"score_gpt":0.43356457896309,"score_spread":0.3191826887950978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1541297403","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16193415,0.0010531956,0.0002917069,0.4074274,0.012991761,0.00087105145,0.00007087501,0.00017982894,0.41518],"genre_scores_gemma":[0.8259391,0.00025582744,0.0003449679,0.15453167,0.0077379965,0.00003879234,0.00005062881,0.000050165694,0.011050858],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99515736,0.0009856714,0.00080348935,0.00017901904,0.0017193566,0.0011550825],"domain_scores_gemma":[0.99259764,0.00036410193,0.00042189754,0.00013963359,0.0013120705,0.0051646605],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0053003184,0.00014613144,0.0002652783,0.00020753102,0.0009440422,0.00003834183,0.00030858628,0.00095275854,0.023900358],"category_scores_gemma":[0.004611175,0.0001338187,0.00007061008,0.00037122192,0.000014301656,0.0002444887,0.000028518194,0.002428843,0.0012710815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000078567255,0.000011859645,0.091485135,0.000014764736,0.000024367993,0.00008666565,0.002091527,0.000010813461,1.5726005e-7,0.002145547,0.89120996,0.012911329],"study_design_scores_gemma":[0.0011807407,0.000038804723,0.06534416,0.00004382037,0.000015270643,0.00004438097,0.00512912,0.00024498178,8.7975076e-7,0.0018758646,0.9259442,0.00013778087],"about_ca_topic_score_codex":0.009924019,"about_ca_topic_score_gemma":0.12913536,"teacher_disagreement_score":0.6640049,"about_ca_system_score_codex":0.0057715527,"about_ca_system_score_gemma":0.010947686,"threshold_uncertainty_score":0.99987257},"labels":[],"label_agreement":null},{"id":"W1541362926","doi":"10.3138/cbmh.30.1.167","title":"Too Many Doctors? Foreign Medical Graduates and the Debate over Health Care Accessibility in Canada, c.1976–1991","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Health History","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University","funders":"University of British Columbia; McMaster University; University of Northern British Columbia","keywords":"Charter; Immigration; Context (archaeology); Health care; Political science; Economic shortage; Medicine; Economic growth; Public administration; Law; Government (linguistics); History; Economics","score_opus":0.033118488296474624,"score_gpt":0.3471770025578234,"score_spread":0.3140585142613488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1541362926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.694005,0.21215819,0.000010197303,0.08363031,0.003936595,0.002247982,0.000046229205,0.000016869104,0.0039486033],"genre_scores_gemma":[0.93717813,0.0013317085,0.000109739536,0.060553778,0.00029147672,0.00006041238,0.000013292532,0.00003655872,0.0004249252],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99161536,0.002814923,0.0026300438,0.00034094846,0.0007933293,0.0018053773],"domain_scores_gemma":[0.99280167,0.0008914792,0.0015325,0.00046063654,0.00040649166,0.0039072027],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0047310665,0.00029983363,0.0011113508,0.00034249327,0.0012503115,0.00001584913,0.0006701116,0.00022304132,0.00212988],"category_scores_gemma":[0.00076976925,0.0002168357,0.000091421214,0.00022294676,0.0004476677,0.0002704081,0.000054994915,0.0020627896,0.000021845382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00007067852,0.00001069633,0.27999052,0.00093865994,0.000017160724,0.000078730554,0.020604352,0.000003186886,5.137952e-8,0.0022634673,0.6803837,0.015638808],"study_design_scores_gemma":[0.0026494607,0.00014013184,0.4368636,0.0013213306,0.000006751989,0.00004242058,0.020786779,0.00009683993,7.425886e-8,0.0008722977,0.53700864,0.00021164482],"about_ca_topic_score_codex":0.99865127,"about_ca_topic_score_gemma":0.9993647,"teacher_disagreement_score":0.24317308,"about_ca_system_score_codex":0.03594523,"about_ca_system_score_gemma":0.13277462,"threshold_uncertainty_score":0.99878234},"labels":[],"label_agreement":null},{"id":"W1541847461","doi":"","title":"Falling through the Cracks: Academic and Career Challenges Faced by Immigrant Graduate Students.","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Graduate students; Falling (accident); Career counseling; Graduate education; Medical education; Pedagogy; Psychology; Career development; Sociology; Political science; Medicine","score_opus":0.1926891992867696,"score_gpt":0.4161159350574079,"score_spread":0.2234267357706383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1541847461","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68939346,0.30229765,0.0016929448,0.0048108357,0.00095654046,0.00036782885,0.000020458634,0.000012986957,0.00044727023],"genre_scores_gemma":[0.44625,0.5507093,0.000088446664,0.002480288,0.00020480147,0.000007282813,8.715495e-7,0.000025847796,0.00023316836],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99779594,0.00034600074,0.00068239763,0.00020598675,0.00032682528,0.00064282125],"domain_scores_gemma":[0.99831516,0.00026221166,0.00043685944,0.00019450363,0.0002090413,0.0005822376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012166272,0.00021270062,0.00035121135,0.00008685802,0.0009024227,0.000026877899,0.00038497048,0.00024357968,0.000095412615],"category_scores_gemma":[0.0000037865261,0.00014587927,0.000053607135,0.00011553219,0.00017867427,0.00014937163,5.7864514e-7,0.0012415443,0.0000084948415],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041914426,0.00003158476,0.015630152,0.00021115779,0.00028081203,0.00004110798,0.9257768,0.000010812511,0.000113433875,0.003758744,0.02283949,0.03088679],"study_design_scores_gemma":[0.0023300897,0.0004947442,0.003575708,0.002094636,0.000077857374,0.000076095654,0.029290363,0.00002454341,0.000040487175,0.090871565,0.87070143,0.00042246465],"about_ca_topic_score_codex":0.007868177,"about_ca_topic_score_gemma":0.017286582,"teacher_disagreement_score":0.8964864,"about_ca_system_score_codex":0.000025985373,"about_ca_system_score_gemma":0.00018807438,"threshold_uncertainty_score":0.9987385},"labels":[],"label_agreement":null},{"id":"W1546679762","doi":"","title":"A drug by any other name","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Montreal Clinical Research Institute","funders":"","keywords":"Drug; Medicine; Common name; Brand names; Computer science; Correct name; World Wide Web; Pharmacology; Advertising; Business","score_opus":0.030027688655663843,"score_gpt":0.3343751246331771,"score_spread":0.30434743597751324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1546679762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7910728,0.0035082474,0.000066075714,0.009328492,0.0027359223,0.001995229,0.00008370033,0.000659814,0.19054973],"genre_scores_gemma":[0.76509553,0.0022000538,0.00030330144,0.013304726,0.0013505041,0.00035051262,0.0000427053,0.0001793108,0.21717334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937802,0.0009493926,0.000754319,0.00057108665,0.0004645372,0.0034804586],"domain_scores_gemma":[0.99756795,0.00022910484,0.00027380738,0.000682152,0.00015181751,0.0010951442],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009151324,0.0003336322,0.00039009764,0.00006914351,0.00061114144,0.00002594392,0.00051397074,0.00017223175,0.0045440365],"category_scores_gemma":[0.00035245376,0.0002941676,0.00008043812,0.0006323766,0.00009155802,0.00019236057,0.00016283651,0.0008532904,0.0052230293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013258444,0.00013094822,0.35138044,0.00010164826,0.00002485223,0.00006025331,0.010028269,0.0000038098399,0.00005285771,0.0010144514,0.6299976,0.007072271],"study_design_scores_gemma":[0.0008964286,0.000022848613,0.05351573,0.00020001746,0.00001657792,0.0000058302253,0.0007651024,0.000016524833,0.000046069545,0.00011430152,0.9441283,0.0002723029],"about_ca_topic_score_codex":0.00081323076,"about_ca_topic_score_gemma":0.00021664001,"teacher_disagreement_score":0.31413063,"about_ca_system_score_codex":0.00043209584,"about_ca_system_score_gemma":0.00021759521,"threshold_uncertainty_score":0.99995106},"labels":[],"label_agreement":null},{"id":"W1547622365","doi":"","title":"International ‚poaching” of nurses bound to get worse","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poaching; Economic shortage; Executive director; Medicine; Business; Nursing; Management; Economics; Government (linguistics); Environmental health","score_opus":0.031823869181780026,"score_gpt":0.36130405104055185,"score_spread":0.3294801818587718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1547622365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7747349,0.00018725287,0.000014553829,0.003484072,0.003303102,0.0010654425,0.00006612056,0.00014939033,0.21699513],"genre_scores_gemma":[0.9222956,0.00055489334,0.0008034661,0.00317345,0.0010834151,0.00014603953,0.00004377222,0.00006548627,0.0718339],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961756,0.0005108505,0.0008118667,0.00041386072,0.000501063,0.001586791],"domain_scores_gemma":[0.9982054,0.00019406142,0.00019953029,0.00048496993,0.00018795626,0.0007280697],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005971696,0.00022712458,0.00032813,0.00011893031,0.00031476057,0.000020876601,0.00061502703,0.000117915355,0.008664131],"category_scores_gemma":[0.00044796237,0.00021000714,0.00007222576,0.0004876512,0.000074658084,0.00017346058,0.00011916283,0.00051932014,0.0021157877],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001179717,0.0005631761,0.43399104,0.000303493,0.00013065424,0.0000834325,0.06630684,0.0004991954,0.00017391561,0.0052612657,0.24416374,0.24734354],"study_design_scores_gemma":[0.00052650506,0.000041121424,0.16665463,0.00027045174,0.0000135563005,0.0000025258953,0.0005181539,0.000019499668,0.00007169976,0.00009885242,0.8316234,0.00015964238],"about_ca_topic_score_codex":0.00042726606,"about_ca_topic_score_gemma":0.00010510555,"teacher_disagreement_score":0.5874596,"about_ca_system_score_codex":0.000309317,"about_ca_system_score_gemma":0.0001992957,"threshold_uncertainty_score":0.99866116},"labels":[],"label_agreement":null},{"id":"W1548116079","doi":"10.1111/j.1365-2753.2011.01695.x","title":"Rural surgeons’ attitudes towards and usage of evidence‐based medicine in rural surgical practice","year":2011,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; The Wilson Centre; St. Michael's Hospital","funders":"Royal Australasian College of Surgeons","keywords":"Context (archaeology); Medicine; Rural area; Evidence-based medicine; Situated; Continuing medical education; Medical education; Modalities; Ambivalence; Nursing; Alternative medicine; Continuing education; Psychology; Sociology","score_opus":0.5500273655333078,"score_gpt":0.6513053609638585,"score_spread":0.10127799543055072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1548116079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92944133,0.006321397,0.000082808154,0.04663026,0.0023829846,0.0012824021,0.0000027576978,0.000013439133,0.0138426265],"genre_scores_gemma":[0.9837034,0.006214357,0.0068738884,0.002636768,0.00046231766,0.000023158424,0.0000021946782,0.000016865739,0.00006706169],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.97482175,0.016881896,0.005606272,0.00023929571,0.0019761936,0.0004745972],"domain_scores_gemma":[0.91075057,0.079293646,0.0053101107,0.00034178942,0.003946199,0.0003577171],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.101283535,0.00020036484,0.0010133111,0.00036821348,0.00012876673,0.000009157984,0.00026328603,0.0004299044,0.0017593207],"category_scores_gemma":[0.27067417,0.00013950918,0.00012210915,0.00070861,0.00032826533,0.0023633079,0.000106163294,0.0023845816,0.000026023856],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011470309,0.0013426199,0.94333446,0.00034042407,0.00007408823,0.00026720754,0.0038254755,0.000088577886,0.000010205552,0.0008746044,0.0027177448,0.035654265],"study_design_scores_gemma":[0.008361422,0.0021730564,0.94401133,0.009517301,0.00041317233,0.00016093896,0.017910644,0.0014898991,0.0000045387706,0.0012213588,0.01455015,0.00018621614],"about_ca_topic_score_codex":0.0048026154,"about_ca_topic_score_gemma":0.00051205483,"teacher_disagreement_score":0.16939063,"about_ca_system_score_codex":0.00038476143,"about_ca_system_score_gemma":0.0019829182,"threshold_uncertainty_score":0.999917},"labels":[],"label_agreement":null},{"id":"W1548361628","doi":"10.1007/bf03405568","title":"Physician Retention in Rural Alberta: Key Community Factors","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Recreation; Reciprocity (cultural anthropology); Typology; Nursing; Psychology; Qualitative research; Community health; Medicine; Family medicine; Public health; Political science; Sociology; Social psychology","score_opus":0.10561666477341478,"score_gpt":0.40703540831891666,"score_spread":0.3014187435455019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1548361628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95698184,0.00018280477,0.000022773336,0.026518388,0.0032364503,0.00044099035,0.000030665833,0.000013469443,0.01257262],"genre_scores_gemma":[0.99212176,0.000033300435,0.00019400692,0.006327738,0.00047571052,0.000006547598,0.000040626863,0.000030608837,0.0007696753],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9936872,0.0027147294,0.0014018635,0.00011361474,0.00029318163,0.0017894258],"domain_scores_gemma":[0.9935378,0.00069549395,0.0009859366,0.0004306195,0.00050921337,0.0038409648],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0062892195,0.0001980964,0.0005638764,0.0006827077,0.0016275675,0.000040048573,0.0005962036,0.00030654971,0.00064590224],"category_scores_gemma":[0.0020592136,0.00017898195,0.000107705746,0.00072107726,0.00014615075,0.0005419932,0.00003060412,0.0049060066,0.00007712179],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008482224,0.00006323292,0.91612047,0.00020170583,0.000015944026,0.0000118201915,0.03369856,0.0000019796391,0.000018747656,0.011874274,0.02332749,0.014657277],"study_design_scores_gemma":[0.00078172924,0.00023145044,0.61575884,0.0005558913,0.0000037520604,0.00001233104,0.05915519,0.000020017667,0.0000011454741,0.0010709445,0.32224488,0.00016382335],"about_ca_topic_score_codex":0.7536943,"about_ca_topic_score_gemma":0.972955,"teacher_disagreement_score":0.30036163,"about_ca_system_score_codex":0.0018872318,"about_ca_system_score_gemma":0.020379577,"threshold_uncertainty_score":0.9996722},"labels":[],"label_agreement":null},{"id":"W1549126981","doi":"","title":"Trainees sponsored by foreign governments fill growing share of residency slots.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medical school; Residency training; Political science; Medicine; Family medicine","score_opus":0.03973972723642454,"score_gpt":0.33827258724899717,"score_spread":0.2985328600125726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1549126981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7739888,0.001242642,0.0000045373436,0.0012842914,0.0002560026,0.0024735474,0.00055840507,0.00016867874,0.22002311],"genre_scores_gemma":[0.9549247,0.00027524904,0.00018927461,0.0015297683,0.0001626489,0.001859667,0.00008841509,0.0000453513,0.040924933],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9966619,0.00038313627,0.0008482455,0.0003528274,0.0005744124,0.0011794477],"domain_scores_gemma":[0.99846953,0.00044388926,0.00024599384,0.00042024945,0.00007672241,0.0003436378],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007936686,0.0002126982,0.00040825614,0.0000532081,0.00036166748,0.0000066418625,0.0003631782,0.00024546034,0.005442372],"category_scores_gemma":[0.00041560008,0.00019766817,0.00009227496,0.0003096098,0.000057373538,0.00031067323,0.00006614952,0.0003655262,0.00022284915],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012649419,0.00029651567,0.15331651,0.0014186681,0.00011446335,0.000031993248,0.0044004056,0.000020621095,0.00008724097,0.0076366113,0.62226963,0.2091424],"study_design_scores_gemma":[0.00266868,0.00009424543,0.65956247,0.00076862535,0.000054561653,0.0000033453662,0.0055320505,0.000058448983,0.00051131274,0.003473759,0.32678592,0.00048661517],"about_ca_topic_score_codex":0.0006279214,"about_ca_topic_score_gemma":0.00006553089,"teacher_disagreement_score":0.5062459,"about_ca_system_score_codex":0.00037381324,"about_ca_system_score_gemma":0.000096653304,"threshold_uncertainty_score":0.99546677},"labels":[],"label_agreement":null},{"id":"W1550620467","doi":"10.1503/cmaj.109-5085","title":"Doctors of BC will vote again for president-elect","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Political science","score_opus":0.037555441136702394,"score_gpt":0.40019020308543785,"score_spread":0.36263476194873545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550620467","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79898745,0.0017957962,0.0010679564,0.15291728,0.012121818,0.0023960918,0.0002692182,0.00010642369,0.030337991],"genre_scores_gemma":[0.9450552,0.00020367112,0.0011354865,0.02655081,0.007464665,0.00009187124,0.000053972115,0.0000654953,0.019378843],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958468,0.0006948621,0.0009971065,0.00014291344,0.0013303985,0.0009879065],"domain_scores_gemma":[0.9934529,0.0009054535,0.0006736244,0.000121325356,0.0014400448,0.0034066418],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005413999,0.00011995907,0.00034265043,0.00017407998,0.00048356212,0.000015444999,0.00029744752,0.00063006073,0.0012655945],"category_scores_gemma":[0.012112205,0.00010884797,0.00009730498,0.00026698058,0.000032748052,0.00016337464,0.000020818385,0.0011020574,0.00011439557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026938289,0.000012250592,0.20691207,0.00004690666,0.00004357843,0.000020318803,0.0015271534,0.000008622272,0.0000013910754,0.0008562768,0.78633696,0.004207507],"study_design_scores_gemma":[0.0017703035,0.00013927334,0.009570318,0.00041733315,0.00002375997,0.000011556332,0.0022775081,0.0003230284,0.0000059290956,0.002793794,0.98254204,0.00012514481],"about_ca_topic_score_codex":0.03026851,"about_ca_topic_score_gemma":0.17226203,"teacher_disagreement_score":0.19734176,"about_ca_system_score_codex":0.003174656,"about_ca_system_score_gemma":0.012661371,"threshold_uncertainty_score":0.9996474},"labels":[],"label_agreement":null},{"id":"W1550653698","doi":"","title":"A curriculum framework for rural medical education","year":2011,"lang":"en","type":"article","venue":"eCite Digital Repository (University of Tasmania)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Workforce; Context (archaeology); Work (physics); Medical education; Rural health; Rural area; Medicine; Pedagogy; Sociology; Political science; Engineering; Geography","score_opus":0.02767255832417859,"score_gpt":0.33479531914972505,"score_spread":0.30712276082554646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550653698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89694196,0.00018413836,0.002865733,0.0003425927,0.0018496654,0.00083236553,0.000031484924,0.00014819595,0.096803896],"genre_scores_gemma":[0.9836788,0.000027374892,0.0059237513,0.00023577541,0.00023142992,0.0000059569106,0.000043539425,0.000020011159,0.009833338],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99852926,0.000089238136,0.0003161253,0.0002526569,0.0003797934,0.00043290146],"domain_scores_gemma":[0.99833053,0.00019570599,0.0003655269,0.00034647595,0.00036560334,0.00039613913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015166232,0.0001445339,0.00027913778,0.00008243733,0.0007020167,0.000010383224,0.00038320626,0.0003652697,0.0004879452],"category_scores_gemma":[0.0003402534,0.0001665026,0.0001489324,0.00021092127,0.00015899085,0.00052625564,0.0001759142,0.00035407298,0.00015759238],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000510277,0.0012822165,0.7466984,0.00097125996,0.0001272405,0.00007003608,0.016365033,8.670753e-7,0.00002068845,0.13613354,0.081511825,0.016308634],"study_design_scores_gemma":[0.0037188663,0.0015600905,0.2064303,0.00895421,0.00026853848,0.000110121124,0.39538616,0.0010661789,0.00006842154,0.054173384,0.32676402,0.0014997105],"about_ca_topic_score_codex":0.0010860488,"about_ca_topic_score_gemma":0.00011022648,"teacher_disagreement_score":0.54026806,"about_ca_system_score_codex":0.00019489967,"about_ca_system_score_gemma":0.00079534686,"threshold_uncertainty_score":0.6789779},"labels":[],"label_agreement":null},{"id":"W1551388594","doi":"","title":"Tackling the issue of access: Situating place within immigrant women's experiences of health and health care (Ontario)","year":2004,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Health care; Sociology; Political science","score_opus":0.03684939264946473,"score_gpt":0.3472603240320514,"score_spread":0.3104109313825867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1551388594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98741186,0.003262614,0.000076098084,0.005209532,0.0004352171,0.001212924,0.000038187078,0.00007792437,0.0022756588],"genre_scores_gemma":[0.9955525,0.00024423265,0.0012955026,0.0019601895,0.00003921713,0.000021022688,0.000020303443,0.000026484175,0.00084058015],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99590427,0.0011376945,0.0010214549,0.00046033855,0.0005042098,0.00097205176],"domain_scores_gemma":[0.9968655,0.00031108077,0.0013493128,0.0006641343,0.00031633984,0.0004936127],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0019089883,0.00029517757,0.0008061233,0.0003420251,0.002758031,0.00003039601,0.0009162202,0.00017768095,0.00016361983],"category_scores_gemma":[0.00013960604,0.0002555938,0.00008353768,0.0011190928,0.00040645266,0.00070632144,0.0006176706,0.001243806,0.0000068910927],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021730922,0.000079771926,0.05195303,0.00076609006,0.000050103936,0.0000096279055,0.9408243,0.00042649417,0.000008080913,0.0038132132,0.00069010694,0.0011618931],"study_design_scores_gemma":[0.0014598625,0.0005008305,0.002964119,0.0015013966,0.000013492707,0.0000028667064,0.9359587,0.000008798021,0.000090040114,0.00017576673,0.057100452,0.00022367072],"about_ca_topic_score_codex":0.08779279,"about_ca_topic_score_gemma":0.12299166,"teacher_disagreement_score":0.056410346,"about_ca_system_score_codex":0.0020470528,"about_ca_system_score_gemma":0.0046301624,"threshold_uncertainty_score":0.9999896},"labels":[],"label_agreement":null},{"id":"W1551981396","doi":"10.6017/ihe.2014.75.5435","title":"Canada’s Immigration Policies to Attract International Students","year":2014,"lang":"en","type":"article","venue":"International Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Immigration; Economic shortage; Immigration policy; Government (linguistics); Political science; Economic growth; Bolster; Public administration; Development economics; Business; Economics; Geography; Law","score_opus":0.03032765543490082,"score_gpt":0.4719973851795673,"score_spread":0.44166972974466645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1551981396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6729242,0.00004696536,0.00021714845,0.1262182,0.036174856,0.00075726886,0.0000694575,0.00012454469,0.16346733],"genre_scores_gemma":[0.87003505,0.0000149001025,0.0004778928,0.024425732,0.0033428655,0.00023246427,0.00031393897,0.00002471328,0.10113245],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974745,0.00017997957,0.00061291724,0.00033363487,0.0010135958,0.00038540154],"domain_scores_gemma":[0.99821097,0.00022943181,0.00026839352,0.0002764302,0.000758358,0.00025640844],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00037006263,0.00017964693,0.00016336233,0.00020487243,0.00031817684,0.000047895956,0.0007676513,0.000115669376,0.0032697045],"category_scores_gemma":[0.00017482787,0.00018067827,0.00003918048,0.00018401827,0.000018388815,0.00024824875,0.00014711983,0.0002770427,0.00088473404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060327526,0.00017604652,0.3597672,0.00002061443,0.000043528064,4.4536188e-7,0.0009938272,0.00007203063,0.00014347892,0.04605441,0.58709806,0.00557004],"study_design_scores_gemma":[0.0001620635,0.000016506629,0.4003592,0.000115374314,0.000004731593,7.071768e-7,0.000413432,0.000028053924,0.000020588599,0.0004675942,0.5983108,0.000100899866],"about_ca_topic_score_codex":0.58570623,"about_ca_topic_score_gemma":0.36991906,"teacher_disagreement_score":0.21578714,"about_ca_system_score_codex":0.0020242676,"about_ca_system_score_gemma":0.0015936942,"threshold_uncertainty_score":0.9998932},"labels":[],"label_agreement":null},{"id":"W1552478019","doi":"10.1111/j.1467-9566.2009.01231.x","title":"Practising medicine in two countries: South African physicians in Canada","year":2010,"lang":"en","type":"article","venue":"Sociology of Health & Illness","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Red Deer Polytechnic","funders":"","keywords":"Autonomy; Insider; Context (archaeology); Sociology; Health care; Work (physics); Qualitative research; Public relations; Political science; Social science; Law","score_opus":0.02902881693044224,"score_gpt":0.42890619627800936,"score_spread":0.3998773793475671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1552478019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9441317,0.00095611875,0.000017875218,0.047834724,0.0033253238,0.0011494169,0.00004836884,0.000037194935,0.0024993303],"genre_scores_gemma":[0.98882306,0.00014741653,0.00014444304,0.010274498,0.0003276001,0.00012051159,0.000030957657,0.00003216087,0.00009938536],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9940065,0.0018664531,0.001762272,0.00044530578,0.00034912836,0.0015702966],"domain_scores_gemma":[0.99554926,0.0023209648,0.0012819819,0.00044823493,0.00019533341,0.0002042318],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0034716325,0.00024942253,0.0012318819,0.00019818213,0.00070932833,8.985443e-7,0.00033788488,0.00026485496,0.00037580333],"category_scores_gemma":[0.000756241,0.0002312372,0.000030464662,0.000451979,0.0008646548,0.00009060666,0.00008305394,0.0023902883,0.000021859676],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013034252,0.000050354683,0.8069467,0.00086007867,0.000010810184,0.00002015919,0.17537758,0.000050270188,0.000024887016,0.0073644184,0.0050813337,0.0040830607],"study_design_scores_gemma":[0.0036705812,0.00017303188,0.43021727,0.0018705244,0.000009555349,0.0000038387716,0.51131433,0.00010361928,0.000007564426,0.0044814483,0.047769282,0.00037896316],"about_ca_topic_score_codex":0.98310614,"about_ca_topic_score_gemma":0.99340814,"teacher_disagreement_score":0.37672943,"about_ca_system_score_codex":0.0019180839,"about_ca_system_score_gemma":0.010893669,"threshold_uncertainty_score":0.99991125},"labels":[],"label_agreement":null},{"id":"W1554969928","doi":"","title":"The implications of being an international medical graduate (IMG) in Canadian society : a qualitative study of foreign-trained physicians' resettlement, sense of identity and health status","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Identity (music); Qualitative research; Political science; Medical education; Medicine; Sociology; Gerontology; Social science; Computer science","score_opus":0.13183116161912106,"score_gpt":0.5784826352990672,"score_spread":0.4466514736799461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1554969928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865941,0.00015115182,0.000031185424,0.001991094,0.0002909533,0.002578555,0.00047992097,0.000014885988,0.0078682015],"genre_scores_gemma":[0.9962158,0.0010319973,0.00035109444,0.00042776685,0.000059252554,0.00013333654,0.0012978871,0.000028182929,0.0004546397],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9943685,0.0011940302,0.002143176,0.00037710203,0.0010552346,0.00086194614],"domain_scores_gemma":[0.99552846,0.0011032876,0.0015399042,0.00041679194,0.0009548318,0.0004567163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067951605,0.00022256977,0.0006640263,0.00028772518,0.0005674913,0.0000075946746,0.00036335544,0.00027748002,0.000073425814],"category_scores_gemma":[0.00047135176,0.00018813577,0.000084767285,0.0006150607,0.00015533029,0.00019404622,0.000065486944,0.00080282195,8.377881e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021369441,0.0005380129,0.13092543,0.0012575554,0.00023678252,0.0000016932862,0.76480454,0.0000027977858,0.000011260961,0.093987145,0.0022866689,0.0057344344],"study_design_scores_gemma":[0.0008522122,0.00026494986,0.3389489,0.00084140716,0.000018683331,1.3850905e-7,0.6535757,0.00007550395,0.0000044747403,0.0051495507,0.00017709119,0.00009136905],"about_ca_topic_score_codex":0.84174174,"about_ca_topic_score_gemma":0.9900947,"teacher_disagreement_score":0.20802346,"about_ca_system_score_codex":0.0008052584,"about_ca_system_score_gemma":0.0036100165,"threshold_uncertainty_score":0.7671954},"labels":[],"label_agreement":null},{"id":"W155588357","doi":"","title":"Tackling Health Inequities in Rural Ukraine: Evidence-Based Approach","year":2014,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Economic growth; Economics","score_opus":0.049962224179620436,"score_gpt":0.335255433683559,"score_spread":0.28529320950393855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W155588357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9309974,0.0014459299,0.0049413294,0.0070272735,0.00097314554,0.002110577,0.000038062884,0.0005998037,0.051866516],"genre_scores_gemma":[0.98765093,0.0004157434,0.0016735449,0.0040909774,0.00025940232,0.000009808349,0.0000730014,0.000039253795,0.0057873353],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955012,0.0016329185,0.0006536172,0.0004899587,0.00041922153,0.001303056],"domain_scores_gemma":[0.9974057,0.0009945108,0.0003888738,0.0005714494,0.00018633838,0.00045311512],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015509299,0.00031189137,0.0006419917,0.00068590627,0.0008964223,0.000016832159,0.00060995284,0.0003189295,0.00034316734],"category_scores_gemma":[0.00037178895,0.00033342745,0.00010777137,0.001434017,0.00014281139,0.0005294207,0.00021804807,0.0009771665,0.0002827362],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027561307,0.000095869924,0.9563459,0.0008456926,0.000010153437,0.000015698151,0.00032660493,0.0013957015,9.2022475e-7,0.007346704,0.030886734,0.0024543803],"study_design_scores_gemma":[0.0044593653,0.00046763575,0.012160857,0.005917559,0.000031535747,7.0216313e-9,0.18268707,0.011990657,0.000023133212,0.00031525965,0.78120065,0.0007462503],"about_ca_topic_score_codex":0.0070111193,"about_ca_topic_score_gemma":0.049444627,"teacher_disagreement_score":0.9441851,"about_ca_system_score_codex":0.0012702793,"about_ca_system_score_gemma":0.0009258964,"threshold_uncertainty_score":0.9999118},"labels":[],"label_agreement":null},{"id":"W1557429025","doi":"","title":"Developing an on-line curriculum to teach culturally appropriate communication skills to international medical graduates","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Curriculum; Medical education; Pedagogy; Medicine; Psychology","score_opus":0.03656382480293742,"score_gpt":0.3794763889613463,"score_spread":0.3429125641584089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1557429025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95281005,0.000030691634,0.01982196,0.024680005,0.0011485695,0.00034769974,0.000016995076,0.00002589216,0.0011181127],"genre_scores_gemma":[0.98878026,0.0002681591,0.00813349,0.0009836404,0.0006704047,4.1444815e-7,0.00007134808,0.000012194034,0.0010800819],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9960728,0.001335188,0.0008142905,0.00018815196,0.0012388353,0.0003507139],"domain_scores_gemma":[0.99593544,0.00042846755,0.00093130185,0.0004577122,0.0016331455,0.000613956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038983969,0.00018409609,0.00062382047,0.00047195875,0.00055056566,0.00001683702,0.0018238215,0.0001662897,0.00020784617],"category_scores_gemma":[0.0008520904,0.00013209443,0.00018274879,0.0011053804,0.00009910222,0.0002421145,0.00041277666,0.0007095339,0.00009044463],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016835902,0.0031931296,0.34573835,0.0002203956,0.010310692,0.0002233953,0.17446235,0.34120527,0.00038932188,0.023537768,0.057708796,0.026174644],"study_design_scores_gemma":[0.0303166,0.0071137543,0.18101381,0.0061246282,0.009647485,0.000171023,0.35246548,0.16248691,0.00002663923,0.017195255,0.23046285,0.0029755551],"about_ca_topic_score_codex":0.008247455,"about_ca_topic_score_gemma":0.026888039,"teacher_disagreement_score":0.17871836,"about_ca_system_score_codex":0.0012066949,"about_ca_system_score_gemma":0.0006430962,"threshold_uncertainty_score":0.9983567},"labels":[],"label_agreement":null},{"id":"W1558359952","doi":"","title":"Licensing international medical graduates","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Selection (genetic algorithm); Medical education; Computer science; Data science; Family medicine; Medicine; Artificial intelligence","score_opus":0.03900897680472199,"score_gpt":0.35914936555375027,"score_spread":0.3201403887490283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1558359952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7339539,0.00047116232,0.000019247193,0.021286538,0.0040429477,0.0007451781,0.000017717077,0.00043208612,0.23903123],"genre_scores_gemma":[0.9324193,0.003411582,0.0005453643,0.010531989,0.0030216859,0.000095399,0.00007268906,0.00008544536,0.049816534],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952821,0.0006342349,0.00075757643,0.00044510816,0.00089391123,0.0019870629],"domain_scores_gemma":[0.9979135,0.0003068667,0.00014466184,0.0003779813,0.00016839117,0.0010886027],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00090700336,0.00023173197,0.00027857363,0.00007259594,0.00049478887,0.000026534366,0.0005836227,0.00020396135,0.025100585],"category_scores_gemma":[0.000935249,0.00020429879,0.00006842635,0.0003997633,0.00010586161,0.0001859421,0.00013482168,0.00092268636,0.005234514],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035690423,0.00026575345,0.307348,0.00015230868,0.00009413757,0.0003830622,0.017664978,0.00003087071,0.000023329372,0.0043164333,0.25273553,0.41662866],"study_design_scores_gemma":[0.00073495024,0.000016505423,0.12397171,0.00034663445,0.000010853643,0.000012259104,0.00026370527,0.00016878797,0.00002496772,0.00014331035,0.8741263,0.00018000418],"about_ca_topic_score_codex":0.00025451457,"about_ca_topic_score_gemma":0.00010510466,"teacher_disagreement_score":0.62139076,"about_ca_system_score_codex":0.00031311956,"about_ca_system_score_gemma":0.00033531076,"threshold_uncertainty_score":0.99554},"labels":[],"label_agreement":null},{"id":"W1558405689","doi":"","title":"Australia's first rural medical school prepares to graduate first MDs.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Workforce; Legislation; Medical school; Reputation; Family medicine; Medicine; Political science; Medical education; Geography; Law","score_opus":0.16727136200810458,"score_gpt":0.41127635262939205,"score_spread":0.24400499062128747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1558405689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80832183,0.0005550537,0.000015559679,0.1352498,0.0037672268,0.0065577463,0.000063667474,0.00082916784,0.04463993],"genre_scores_gemma":[0.94082016,0.00031100606,0.00014012534,0.005721105,0.0011981997,0.0074100844,0.000016490114,0.00004807294,0.044334766],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949044,0.0003015101,0.00094872713,0.0004839077,0.0011237673,0.0022377041],"domain_scores_gemma":[0.99510014,0.0005553515,0.00019192771,0.00068656617,0.00017631576,0.003289723],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000889952,0.0003143636,0.00046462385,0.00014438921,0.0011620828,0.00003048064,0.0006729996,0.00043291328,0.014882311],"category_scores_gemma":[0.003809299,0.00027563766,0.00010511387,0.0005649535,0.000097381846,0.0001966652,0.0003331507,0.0009879136,0.010377125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006633589,0.00009333206,0.10665949,0.00027916214,0.000023990446,0.000044961344,0.0015422433,0.000013926156,8.0704766e-8,0.00031336184,0.88281536,0.008147764],"study_design_scores_gemma":[0.0008455634,0.000044360055,0.36595201,0.00043357676,0.000018476596,0.000009569534,0.0007268935,0.00009306194,0.000003917995,0.00017162142,0.63140297,0.0002979563],"about_ca_topic_score_codex":0.0032770196,"about_ca_topic_score_gemma":0.006489729,"teacher_disagreement_score":0.2592925,"about_ca_system_score_codex":0.00060063397,"about_ca_system_score_gemma":0.00008792675,"threshold_uncertainty_score":0.9999696},"labels":[],"label_agreement":null},{"id":"W1559559813","doi":"","title":"Training aboriginal health care professionals in Manitoba.","year":2000,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Health professionals; Medicine; Health care; Family medicine; Gerontology; Medical education; Nursing; Political science; Geography; Law","score_opus":0.09676255580916394,"score_gpt":0.434256535759338,"score_spread":0.33749397995017405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1559559813","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005473258,0.009010719,0.0000011636604,0.87943554,0.0056817043,0.012222348,0.00046596635,0.000473032,0.0872363],"genre_scores_gemma":[0.0063108047,0.0004584861,0.0002261658,0.9353539,0.01182646,0.022033231,0.0016085882,0.00020423265,0.021978175],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98888725,0.002454257,0.0020064188,0.0010936355,0.0010875269,0.004470919],"domain_scores_gemma":[0.99678475,0.0007684852,0.0009039743,0.0008435528,0.00018678598,0.00051243283],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0014391905,0.00072733965,0.0015220536,0.00058715395,0.0009695712,0.000024132434,0.00078935374,0.002325927,0.00093798246],"category_scores_gemma":[0.0000931055,0.00068214664,0.00017233893,0.00071643747,0.00009372023,0.00016724585,0.00009858988,0.009549044,0.0007190527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005506049,0.000023408295,0.001800662,0.0022740848,0.000016015465,0.00023128673,0.0122518465,9.3103284e-7,2.5429245e-9,0.00004118155,0.84698695,0.13631855],"study_design_scores_gemma":[0.0008527963,0.000029446093,0.018227834,0.002522609,0.000014914169,0.0000061934456,0.016668081,8.877267e-7,9.2623225e-8,0.0001139645,0.9610567,0.0005064562],"about_ca_topic_score_codex":0.0052854987,"about_ca_topic_score_gemma":0.0066778893,"teacher_disagreement_score":0.1358121,"about_ca_system_score_codex":0.0039195833,"about_ca_system_score_gemma":0.0035138335,"threshold_uncertainty_score":0.9999753},"labels":[],"label_agreement":null},{"id":"W1560846114","doi":"10.5430/jha.v4n3p79","title":"Hiring internationally educated nurses in hospitals: role of competition and resource availability","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Staffing; Competition (biology); Economic shortage; Nursing; Logistic regression; Sample (material); Health care; Business; Resource (disambiguation); Test (biology); Medicine; Family medicine; Economic growth; Government (linguistics); Economics","score_opus":0.02258140945259017,"score_gpt":0.3896794033162711,"score_spread":0.3670979938636809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1560846114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912126,0.0006068207,0.000012132922,0.0018553404,0.0009089582,0.00033875683,0.000010607111,0.000011350032,0.0050434237],"genre_scores_gemma":[0.9988551,0.00003981152,0.0005639369,0.000062924766,0.00021846523,0.000007297892,0.000016828082,0.000009671196,0.00022596715],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99789613,0.00026180514,0.0011286108,0.00012990368,0.00038515212,0.0001983643],"domain_scores_gemma":[0.9977873,0.00021464168,0.0009882189,0.000111888185,0.00070963847,0.00018830775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112007,0.0001086599,0.0002878662,0.00013997655,0.00006603496,0.0000121069725,0.00013131765,0.000119643315,0.000044951033],"category_scores_gemma":[0.0007831973,0.000099525656,0.00004102457,0.00016812973,0.00008001487,0.00036825432,0.000036700792,0.00037221672,0.000009544554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004737311,0.0006350511,0.981163,0.00014743561,0.000018636505,0.000011629843,0.009205794,0.000025422749,0.00023778438,0.004420048,0.0018310107,0.0018304217],"study_design_scores_gemma":[0.0025359238,0.009630497,0.8868259,0.0022605287,0.000037598526,0.000033530578,0.071560994,0.00026759357,0.0007450931,0.013527883,0.0122988755,0.0002755653],"about_ca_topic_score_codex":0.0001047583,"about_ca_topic_score_gemma":0.00015514976,"teacher_disagreement_score":0.09433711,"about_ca_system_score_codex":0.0003058244,"about_ca_system_score_gemma":0.00064489525,"threshold_uncertainty_score":0.40585384},"labels":[],"label_agreement":null},{"id":"W1560942815","doi":"","title":"Rural medical students at urban medical schools: Too few and far between?","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residence; Rurality; Medicine; Physician supply; Rural area; Test (biology); Population; Institution; Family medicine; Health care; Demography; Gerontology; Environmental health; Economic growth","score_opus":0.04622922667312834,"score_gpt":0.42957537771849696,"score_spread":0.3833461510453686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1560942815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701272,0.0020720277,0.00006272432,0.013242692,0.0013944563,0.0020738884,0.000015575602,0.00027043372,0.010740982],"genre_scores_gemma":[0.977809,0.0005149422,0.00006051922,0.010681093,0.0018891367,0.00066845905,0.000039781426,0.00004264912,0.008294387],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99259865,0.00051239505,0.001141836,0.00042926642,0.0032082472,0.0021095928],"domain_scores_gemma":[0.99478287,0.0011870203,0.00022098451,0.0004001205,0.0001155552,0.0032934293],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007888003,0.0002686385,0.000549152,0.00012465831,0.00086782954,0.000023596913,0.0008546826,0.0008869708,0.001183203],"category_scores_gemma":[0.0027722153,0.00022390063,0.00006361463,0.00033874367,0.00019628627,0.00013516333,0.0010966028,0.0016115432,0.0006081011],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000758447,0.000047165653,0.8590409,0.00010780493,0.00003278353,0.00006221864,0.0004133124,1.4573229e-8,8.586789e-8,0.00034979923,0.0658566,0.07401348],"study_design_scores_gemma":[0.0015548873,0.000027041575,0.7917011,0.00023252273,0.000023545883,0.0000082887655,0.001029583,0.0000034782072,0.0000021361698,0.00013455271,0.20511246,0.0001704356],"about_ca_topic_score_codex":0.000627569,"about_ca_topic_score_gemma":0.0011128645,"teacher_disagreement_score":0.13925587,"about_ca_system_score_codex":0.00065934955,"about_ca_system_score_gemma":0.00026866826,"threshold_uncertainty_score":0.9997299},"labels":[],"label_agreement":null},{"id":"W1563183271","doi":"10.1111/cag.12103","title":"A Spatial Assessment of Dentist Supply in Ontario, Canada","year":2014,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Metropolitan area; Downtown; Windsor; Geography; Census; Jurisdiction; Socioeconomics; Medicine; Environmental health; Archaeology; Political science; Population; Sociology","score_opus":0.012072639580694426,"score_gpt":0.2858324259176082,"score_spread":0.2737597863369138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1563183271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9633842,0.00037786557,0.000007534466,0.0013316084,0.0024220739,0.0010969654,0.00027582614,0.000049825045,0.031054081],"genre_scores_gemma":[0.99601495,0.00018213294,0.00030691596,0.0016464732,0.0001266366,0.0002365891,0.00020717015,0.000058106663,0.001220996],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99442345,0.0004974397,0.0013263321,0.00066355563,0.0005293448,0.0025598549],"domain_scores_gemma":[0.99602365,0.00053471245,0.00042893822,0.0008228674,0.00039080076,0.0017990153],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00076010893,0.00049287843,0.00090697204,0.003019336,0.0009424025,0.000021793152,0.0007085053,0.0003467966,0.0015302569],"category_scores_gemma":[0.0001826809,0.00053539086,0.00018226163,0.0033390883,0.00070478476,0.00015935714,0.00009050966,0.001026443,0.000005664093],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017207503,0.000016906612,0.96503294,0.00017718083,0.000049670314,0.00006304523,0.0009691313,0.000029828834,0.0000032446242,0.009416188,0.022641908,0.0015827508],"study_design_scores_gemma":[0.0006353806,0.00010283016,0.767096,0.00042385556,0.000026974794,0.000005332543,0.0064811073,0.000049870127,0.0000015647898,0.0005494729,0.22424546,0.00038218198],"about_ca_topic_score_codex":0.9999976,"about_ca_topic_score_gemma":1,"teacher_disagreement_score":0.20160355,"about_ca_system_score_codex":0.0024989708,"about_ca_system_score_gemma":0.0095609,"threshold_uncertainty_score":0.9997098},"labels":[],"label_agreement":null},{"id":"W1563749150","doi":"","title":"The nursing crisis: “Physicians should ponder what this will mean”","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Nursing; Medicine; Computer science","score_opus":0.06301710183884221,"score_gpt":0.3518965205703652,"score_spread":0.288879418731523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1563749150","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2234193,0.06648774,0.00023339562,0.2865844,0.032096166,0.007975938,0.00006591356,0.0022018887,0.38093525],"genre_scores_gemma":[0.8830382,0.027318802,0.00025441227,0.025852537,0.002828041,0.00037303564,0.00001818257,0.00024351582,0.06007326],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9922159,0.0014436669,0.0009460966,0.0006840601,0.00081655604,0.0038937558],"domain_scores_gemma":[0.9968606,0.00059717766,0.0003989351,0.0011310218,0.00029081423,0.0007214573],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00095485704,0.0004406706,0.00044808196,0.00007928954,0.0025695025,0.00018943289,0.00083379744,0.0002585188,0.0014821913],"category_scores_gemma":[0.0003380036,0.00032389298,0.00015719012,0.00086543855,0.00021348208,0.00097391335,0.00015193819,0.0014773412,0.0024421148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008897877,0.00021199146,0.00346572,0.00009748781,0.000060039703,0.00004185134,0.0931754,0.000020812306,0.000020146692,0.005234858,0.7878251,0.10975761],"study_design_scores_gemma":[0.0006822719,0.000049668233,0.007265995,0.0011589195,0.0000697775,0.0000055991527,0.023685697,0.0001727971,0.000058742844,0.000609927,0.96584827,0.0003923657],"about_ca_topic_score_codex":0.0001468536,"about_ca_topic_score_gemma":0.00012647077,"teacher_disagreement_score":0.6596189,"about_ca_system_score_codex":0.000740697,"about_ca_system_score_gemma":0.00010430725,"threshold_uncertainty_score":0.9999213},"labels":[],"label_agreement":null},{"id":"W1565593552","doi":"","title":"Room at the Top: Strategies for Increasing the Number of Graduate Students in Canada","year":2007,"lang":"en","type":"article","venue":"C.D. Howe Institute Commentary","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Medical education; Computer science; Psychology; Medicine","score_opus":0.07808477621591858,"score_gpt":0.44878969884522996,"score_spread":0.3707049226293114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1565593552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755953,0.00034506008,0.00007915857,0.016963826,0.002051227,0.0018355828,0.0000945563,0.000020490332,0.0030148113],"genre_scores_gemma":[0.9789561,0.000080384576,0.00027414688,0.020056965,0.00021895953,0.00010721645,0.00008970938,0.000019490186,0.00019700287],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972909,0.00035722446,0.00080828427,0.0002184701,0.0005132004,0.00081190903],"domain_scores_gemma":[0.9973638,0.0015856185,0.00029632042,0.00051326165,0.0001173219,0.00012365727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022098557,0.0001979273,0.00030366294,0.000036633395,0.0012361193,0.000013772637,0.0006943316,0.00007923127,0.0001375065],"category_scores_gemma":[0.0000857063,0.00012395444,0.000052804447,0.00027640638,0.0001416152,0.00020356811,0.00042104357,0.000533315,0.00001374767],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003630217,0.00005556464,0.90601444,0.0001542569,0.000039028764,0.00001441735,0.0025109397,0.00008265543,0.000010165552,0.0015369757,0.087542966,0.0016755672],"study_design_scores_gemma":[0.001997216,0.000033847657,0.6034197,0.00076616264,0.000042137264,0.000005997883,0.055246837,0.000029959392,0.000070551854,0.0015491351,0.3366073,0.0002311479],"about_ca_topic_score_codex":0.9345645,"about_ca_topic_score_gemma":0.98802626,"teacher_disagreement_score":0.30259475,"about_ca_system_score_codex":0.002082532,"about_ca_system_score_gemma":0.0011461214,"threshold_uncertainty_score":0.9507355},"labels":[],"label_agreement":null},{"id":"W1566258022","doi":"","title":"D is for drug addiction--and disability.","year":2001,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Praise; Government (linguistics); Addiction; Drug; Welfare; Law and economics; Psychology; Psychiatry; Political science; Law; Sociology; Social psychology; Philosophy; Linguistics","score_opus":0.07104703306556275,"score_gpt":0.3887099464957654,"score_spread":0.31766291343020264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1566258022","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018538082,0.0016610131,0.000013620873,0.96224767,0.0036167656,0.00939003,0.0008116436,0.00029244844,0.020112975],"genre_scores_gemma":[0.0012285259,0.00047142658,0.00014653213,0.79437226,0.013621123,0.032839745,0.0005473427,0.000106789696,0.15666628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99582964,0.0003898046,0.00084694324,0.0007436411,0.00036731412,0.0018226558],"domain_scores_gemma":[0.9965466,0.0019052849,0.0003909569,0.00068970944,0.00018124371,0.0002861829],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00084398634,0.00038440595,0.0006554746,0.00007709449,0.00088365574,0.000020819813,0.00029244754,0.0013477958,0.0008299584],"category_scores_gemma":[0.00036861596,0.00034781446,0.00016033917,0.00019691886,0.00018300903,0.00009569625,0.0001412063,0.0024512056,0.00017807713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033764307,0.000013996228,0.017928213,0.0009147071,0.00003972815,0.0000048474726,0.00037041496,6.297638e-8,3.3736414e-9,0.00003058961,0.94667816,0.03398549],"study_design_scores_gemma":[0.00057404046,0.000010191995,0.040176023,0.00021388795,0.00008944741,0.0000018274684,0.00015760698,0.0000061447836,2.6037785e-7,0.0012349738,0.95725614,0.00027947963],"about_ca_topic_score_codex":0.001304439,"about_ca_topic_score_gemma":0.0002729114,"teacher_disagreement_score":0.16787545,"about_ca_system_score_codex":0.00065146113,"about_ca_system_score_gemma":0.00010658316,"threshold_uncertainty_score":0.9999487},"labels":[],"label_agreement":null},{"id":"W1566822205","doi":"10.3747/co.v12i4.79","title":"Access to radiation therapy: modeling the geographic distribution of demand","year":2005,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Distribution (mathematics); Data science; Computational biology; Medical physics; Cartography; Computer science; Geography; Internal medicine; Biology","score_opus":0.20821910826145265,"score_gpt":0.5439118782570502,"score_spread":0.3356927699955976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1566822205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9728482,0.0061460263,0.0060711163,0.01105538,0.0016133619,0.0013960326,0.00002652758,0.000057487545,0.00078590267],"genre_scores_gemma":[0.99479157,0.0031738018,0.0000487988,0.0009733227,0.00065218104,0.0002384813,0.00008663123,0.000009743778,0.000025476815],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980095,0.0006007333,0.0005695193,0.00019649495,0.00017396918,0.00044977927],"domain_scores_gemma":[0.9987849,0.00035076158,0.00024221624,0.00025546475,0.00024185725,0.00012482019],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088436436,0.00011094175,0.00024560565,0.000070296344,0.0004688833,0.0000058931887,0.00032350534,0.00016135586,0.00014602422],"category_scores_gemma":[0.00014841389,0.00007713826,0.000053922042,0.00036170817,0.00004557521,0.00012388366,0.000118158474,0.0004041592,0.00008602965],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028581402,0.00030733558,0.30223286,0.00014018749,0.000022996232,3.0362062e-7,0.0039480003,0.009912516,0.000022619122,0.0037580463,0.027108662,0.65226066],"study_design_scores_gemma":[0.0009994353,0.00019425634,0.05716654,0.00017910404,0.000019494975,6.490123e-7,0.00050170085,0.021442138,0.000023066836,0.0008430167,0.9185175,0.000113122536],"about_ca_topic_score_codex":0.00015738787,"about_ca_topic_score_gemma":0.00032061758,"teacher_disagreement_score":0.8914088,"about_ca_system_score_codex":0.0003282459,"about_ca_system_score_gemma":0.00022362935,"threshold_uncertainty_score":0.36063188},"labels":[],"label_agreement":null},{"id":"W1568440817","doi":"","title":"Residency at the Island Clinic","year":2004,"lang":"en","type":"article","venue":"Canadian women's studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medical education; Medicine","score_opus":0.06784595053780242,"score_gpt":0.4268400315607283,"score_spread":0.3589940810229259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1568440817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90882796,0.006787034,5.789105e-7,0.01504719,0.0017132945,0.00091525353,0.00007158271,0.000075399694,0.06656169],"genre_scores_gemma":[0.8438726,0.0014027857,0.000034935925,0.020748178,0.0005626976,0.0005392947,0.000008545577,0.000036063193,0.13279489],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971381,0.0002541725,0.000523618,0.00031472574,0.00021596786,0.0015534102],"domain_scores_gemma":[0.997886,0.00062779785,0.0001512789,0.00050984434,0.00020274053,0.0006223633],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007754421,0.00020225665,0.0003647973,0.00009945559,0.0035778075,0.000007787457,0.0002781651,0.00014740886,0.0029319313],"category_scores_gemma":[0.0006854825,0.00013722797,0.000048950533,0.00034350995,0.0002646644,0.00006197559,0.00016636116,0.0004881965,0.0064788233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011249393,0.00002634397,0.09760631,0.00062609167,0.00034213165,0.00020470578,0.19219191,0.000054389497,0.0000040321083,0.020099562,0.68832165,0.00041040778],"study_design_scores_gemma":[0.0012359681,0.00018384309,0.011743339,0.00064042927,0.000028131839,0.0000048324073,0.3213988,5.8583504e-7,0.0000028304114,0.0480635,0.61637056,0.00032719804],"about_ca_topic_score_codex":0.015748404,"about_ca_topic_score_gemma":0.816984,"teacher_disagreement_score":0.8012356,"about_ca_system_score_codex":0.0053658714,"about_ca_system_score_gemma":0.00212671,"threshold_uncertainty_score":0.99845237},"labels":[],"label_agreement":null},{"id":"W1568560664","doi":"","title":"Ranking the CanMEDS roles: Comparing perceptions of undergraduate health sciences students","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ranking (information retrieval); Undergraduate research; Perception; Psychology; Medical education; Mathematics education; Data science; Medicine; Computer science; Information retrieval","score_opus":0.04388087596684284,"score_gpt":0.3793866669968601,"score_spread":0.3355057910300172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1568560664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98535234,0.00038309972,0.0057362453,0.0061364244,0.0007584782,0.0003033232,0.000013490017,0.000012274337,0.0013043078],"genre_scores_gemma":[0.9978818,0.000817511,0.0003234765,0.00013656507,0.00027263726,1.11005136e-7,0.000005845819,0.000007796065,0.00055419956],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99498385,0.002132017,0.00095920364,0.00015306765,0.0013108967,0.0004609511],"domain_scores_gemma":[0.99553746,0.0007766427,0.0023746854,0.00036872702,0.00070384535,0.0002386596],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0071033775,0.00016583619,0.0009148426,0.0004113637,0.0016704487,0.000015292078,0.0016021682,0.00008713886,0.000075495765],"category_scores_gemma":[0.00013172918,0.00010638283,0.00032261698,0.0016393487,0.00067848776,0.00019662078,0.00032379304,0.0006294491,0.000011693763],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010557271,0.0001438827,0.8911732,0.00008309418,0.0014533753,0.00000589586,0.029934673,0.071888216,0.000031900992,0.0012601002,0.0025749446,0.00039502402],"study_design_scores_gemma":[0.0098354155,0.0014265716,0.48004517,0.0014492787,0.0068460125,0.000038888506,0.45215568,0.03860197,0.0000010543943,0.0057133324,0.003426876,0.00045974742],"about_ca_topic_score_codex":0.036998488,"about_ca_topic_score_gemma":0.10715802,"teacher_disagreement_score":0.422221,"about_ca_system_score_codex":0.0009637347,"about_ca_system_score_gemma":0.0011766724,"threshold_uncertainty_score":0.99962926},"labels":[],"label_agreement":null},{"id":"W1569733021","doi":"","title":"Newfoundland boosts re-entry positions","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Wish; Computer science; Medical education; Data science; Medicine; World Wide Web; Family medicine; Sociology","score_opus":0.031114993254055933,"score_gpt":0.33753081406644175,"score_spread":0.30641582081238583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1569733021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5320299,0.0011452448,0.000015164265,0.005809933,0.0017220016,0.0015282399,0.000072738556,0.00048651887,0.45719022],"genre_scores_gemma":[0.78631276,0.0032649764,0.00045899017,0.0093941605,0.0019496364,0.00030921018,0.00014787202,0.00012297466,0.19803944],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943446,0.00087804656,0.0008190356,0.00057319825,0.00045617064,0.0029289734],"domain_scores_gemma":[0.99748623,0.00025977104,0.00018076279,0.0007499078,0.0001502964,0.001173045],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005156539,0.00032946415,0.00037475902,0.000085246924,0.0012025692,0.000042892214,0.0004413486,0.00022780252,0.01554276],"category_scores_gemma":[0.000198231,0.00030513754,0.000096181124,0.00067705516,0.000099665755,0.0002690825,0.00010033353,0.00094647054,0.00866805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053141935,0.00037393955,0.43451604,0.00028943102,0.000077216144,0.00024158068,0.017042847,0.00008674568,0.000036789726,0.0037096064,0.49232534,0.050769072],"study_design_scores_gemma":[0.00085670874,0.00004217524,0.28773847,0.0002669675,0.000028187178,0.000008481835,0.0002872809,0.000015159691,0.000008103814,0.00019369075,0.71032375,0.00023100295],"about_ca_topic_score_codex":0.000827125,"about_ca_topic_score_gemma":0.00073927135,"teacher_disagreement_score":0.25915077,"about_ca_system_score_codex":0.0005749771,"about_ca_system_score_gemma":0.00032167195,"threshold_uncertainty_score":0.9999401},"labels":[],"label_agreement":null},{"id":"W1571586284","doi":"10.1002/psp.1780","title":"NAFTA, Skilled Migration, and Continental Nursing Markets","year":2013,"lang":"en","type":"article","venue":"Population Space and Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"","keywords":"Rhetoric; Narrative; Corporate governance; Political science; Economics; Business; International trade; Management","score_opus":0.017782969945944947,"score_gpt":0.3746013508763948,"score_spread":0.3568183809304498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1571586284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98023695,0.00085267314,0.00005003034,0.012049539,0.0002906384,0.0008338313,0.0000055196115,0.00007328512,0.0056075556],"genre_scores_gemma":[0.98718613,0.0002285155,0.00095833663,0.0005923827,0.00014154028,0.000046510195,0.0000641676,0.000013400359,0.010769003],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99882317,0.00023221248,0.00029512763,0.00020358128,0.00013496347,0.00031092705],"domain_scores_gemma":[0.999189,0.00027939392,0.00015019481,0.000115233386,0.000092834474,0.0001733002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002539407,0.00012020443,0.0001803571,0.000056503643,0.00057874754,0.000025613384,0.000031334785,0.00014372023,0.00064698287],"category_scores_gemma":[0.00011650151,0.0001086636,0.000014424322,0.00010247549,0.000033338547,0.00025796285,0.000022873726,0.00018014418,0.00014794488],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058149573,0.00001638526,0.94675815,0.000084119136,0.0000050600493,5.842334e-7,0.003455437,0.0000059810436,0.000033108317,0.0024407874,0.043399513,0.003742742],"study_design_scores_gemma":[0.00081145787,0.000027173022,0.9626054,0.0004947906,0.000013072418,0.0000050117446,0.004897281,0.003968722,0.0000047222925,0.0010857062,0.025938004,0.0001486205],"about_ca_topic_score_codex":0.004808914,"about_ca_topic_score_gemma":0.0011446944,"teacher_disagreement_score":0.017461507,"about_ca_system_score_codex":0.00007048056,"about_ca_system_score_gemma":0.000022551907,"threshold_uncertainty_score":0.72696716},"labels":[],"label_agreement":null},{"id":"W1572300613","doi":"","title":"BC seeks upper hand in national recruiting for rural MDs.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Columbia university; Medicine; Political science; Public administration; Operations research; Sociology; Media studies; Engineering; Economics","score_opus":0.10625278153058909,"score_gpt":0.41766293864090787,"score_spread":0.3114101571103188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572300613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78824645,0.00067290687,0.0001330734,0.0044164564,0.0020081166,0.0068544266,0.00005197267,0.00012365874,0.19749296],"genre_scores_gemma":[0.9732396,0.000024838331,0.000941747,0.0022889771,0.00024861726,0.009830926,0.000029473778,0.000025293126,0.013370505],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976834,0.00031459518,0.00051065267,0.0002023672,0.00025215186,0.0010368025],"domain_scores_gemma":[0.998543,0.0007926348,0.00014120433,0.00012456175,0.00021343655,0.00018516157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001811993,0.0001201272,0.00020941618,0.000108335626,0.00053387525,0.000013630883,0.00010545187,0.00018972726,0.00019585315],"category_scores_gemma":[0.0020438137,0.00011361023,0.000048067326,0.00023865844,0.000036698893,0.00012245387,0.000028393202,0.0003338722,0.0000928848],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002490605,0.000112699454,0.77317905,0.0007187055,0.000035327936,0.0000044214494,0.0049250424,0.0000626668,0.000020966963,0.09365404,0.07750412,0.049533878],"study_design_scores_gemma":[0.0023643144,0.000017313452,0.38000262,0.00021869376,0.000008060896,0.0000020506727,0.0036380938,0.00012462916,0.00006446772,0.012548432,0.6007831,0.00022819478],"about_ca_topic_score_codex":0.00027213342,"about_ca_topic_score_gemma":0.0005124521,"teacher_disagreement_score":0.523279,"about_ca_system_score_codex":0.00050829636,"about_ca_system_score_gemma":0.0002283652,"threshold_uncertainty_score":0.46328905},"labels":[],"label_agreement":null},{"id":"W1572828853","doi":"","title":"The next round of services negotiations: identifying priorities and options; commentary","year":2000,"lang":"en","type":"article","venue":"Canadian parliamentary review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Negotiation; Business; International trade; Process management; Economics; Political science; Law","score_opus":0.06572715369307046,"score_gpt":0.39889319570420095,"score_spread":0.3331660420111305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572828853","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11223599,0.83322453,7.6368275e-7,0.046701714,0.00046796087,0.0024157718,0.00017473893,0.000037723512,0.0047408077],"genre_scores_gemma":[0.0343707,0.87870044,0.00031452792,0.084147006,0.00019091477,0.00026416485,0.00015963212,0.000026540516,0.0018260967],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997696,0.00051417685,0.0008021447,0.00021231154,0.00018551093,0.00058984867],"domain_scores_gemma":[0.99850297,0.0003736192,0.00019898711,0.000423894,0.00008150441,0.0004190076],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006790879,0.0001677048,0.00035281797,0.0000543005,0.0017628215,0.000033639542,0.00029078423,0.000070357804,0.003402006],"category_scores_gemma":[0.000016473585,0.00013531478,0.0000565594,0.00026017133,0.00012711415,0.00035810666,0.00004184552,0.00028942362,0.000202857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029590306,0.00003352322,0.12394733,0.0265215,0.00017743587,0.000016536098,0.0036635443,0.0000048153165,0.0000039271176,0.003148176,0.5163587,0.32609496],"study_design_scores_gemma":[0.00019456187,0.000026711603,0.007786636,0.013056207,0.0000846837,0.000004658964,0.006922192,0.000014174669,5.5162116e-7,0.00046511588,0.9713191,0.0001254093],"about_ca_topic_score_codex":0.39802554,"about_ca_topic_score_gemma":0.615548,"teacher_disagreement_score":0.45496044,"about_ca_system_score_codex":0.00044991737,"about_ca_system_score_gemma":0.00033747853,"threshold_uncertainty_score":0.99953675},"labels":[],"label_agreement":null},{"id":"W1576025138","doi":"10.4103/1357-6283.101462","title":"Canadian and Australian Licensing Policies for International Medical Graduates: A Web-based Comparison","year":2011,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Order (exchange); Government (linguistics); Business; Licensure; Public relations; Economic shortage; IMG; Identification (biology); Political science; Computer science; Finance; Law","score_opus":0.1457379010115087,"score_gpt":0.5116713900973805,"score_spread":0.36593348908587175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1576025138","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29575062,0.0006627784,0.000888507,0.66873974,0.014954808,0.007215077,0.00049064273,0.000276495,0.011021357],"genre_scores_gemma":[0.94574976,0.000061592014,0.013512725,0.03479759,0.0010845264,0.0006459298,0.00042091229,0.000038012775,0.0036889291],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978946,0.00015031574,0.00069385994,0.00026184475,0.00021036188,0.000789026],"domain_scores_gemma":[0.9975323,0.00034431607,0.00030737082,0.0001775697,0.0004807845,0.0011576584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010045765,0.00014090296,0.00026586602,0.00024843664,0.0010377646,0.000013105814,0.00018189393,0.00019118903,0.00042116482],"category_scores_gemma":[0.0007034204,0.00014120126,0.000041475152,0.00014332635,0.000058034104,0.000079049874,0.000016224849,0.0002566219,0.00003573638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000099553705,0.00015569277,0.15875173,0.0007623439,0.000013979665,1.0349902e-7,0.014774441,9.893529e-7,8.594897e-7,0.018046023,0.793804,0.013590305],"study_design_scores_gemma":[0.0009323951,0.000185353,0.03505605,0.00075248413,0.000008780718,0.0000011276096,0.010452707,0.0014600953,0.000005592515,0.0014077731,0.94959414,0.00014347969],"about_ca_topic_score_codex":0.30776244,"about_ca_topic_score_gemma":0.4394644,"teacher_disagreement_score":0.64999914,"about_ca_system_score_codex":0.0010957984,"about_ca_system_score_gemma":0.013335065,"threshold_uncertainty_score":0.9922584},"labels":[],"label_agreement":null},{"id":"W1578148372","doi":"10.1503/cmaj.109-5123","title":"Online tool helps future MDs plan their careers","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Medical education; Medical school; Computer science; Data science; Medicine","score_opus":0.03948198930509938,"score_gpt":0.3665777555013023,"score_spread":0.3270957661962029,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1578148372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.665603,0.0016301395,0.00004184812,0.29378954,0.015826339,0.0005913559,0.00051711,0.00013051943,0.02187019],"genre_scores_gemma":[0.719441,0.00094417797,0.0007173092,0.20836325,0.056414224,0.000045785666,0.0004212601,0.000108539185,0.013544463],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99515855,0.00090314785,0.0008158127,0.0001834683,0.0016685043,0.0012705015],"domain_scores_gemma":[0.9929844,0.00034332584,0.00041775612,0.00017357578,0.0010533741,0.0050275736],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0035760028,0.0001811319,0.00034825157,0.00016680133,0.00092940836,0.00003288817,0.00041152662,0.001051184,0.0049639535],"category_scores_gemma":[0.0030393575,0.0001476353,0.00008564058,0.0003463373,0.000031031577,0.00014923186,0.000035744833,0.0030560968,0.0007949849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001278945,0.000018598248,0.14181088,0.000015048875,0.00003673481,0.00014578641,0.0037099696,0.0000040044656,2.601304e-7,0.0004006003,0.8387607,0.015084682],"study_design_scores_gemma":[0.0010885885,0.000059648806,0.016273046,0.00022521704,0.000010577518,0.00005895103,0.033694863,0.00011794031,3.4397652e-7,0.00038660702,0.947934,0.00015025337],"about_ca_topic_score_codex":0.012036854,"about_ca_topic_score_gemma":0.2804947,"teacher_disagreement_score":0.26845783,"about_ca_system_score_codex":0.0053154887,"about_ca_system_score_gemma":0.014799079,"threshold_uncertainty_score":0.999983},"labels":[],"label_agreement":null},{"id":"W1583746609","doi":"","title":"NB physician recruiter off to Ontario","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irony; Vice president; Health informatics; Informatics; Medicine; Administration (probate law); Family medicine; Medical education; Political science; Nursing; Management; Law; Public health; Art","score_opus":0.058023399965656725,"score_gpt":0.3505778027018983,"score_spread":0.29255440273624156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1583746609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7450373,0.00028124923,0.000042464322,0.0056820856,0.0031687368,0.0024208415,0.000015602707,0.00033269348,0.24301898],"genre_scores_gemma":[0.67366236,0.0005570719,0.0010919302,0.04218593,0.0029262542,0.00072654226,0.000060151135,0.00018775839,0.278602],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99403286,0.000632891,0.0007950554,0.00066167867,0.00048790412,0.0033896365],"domain_scores_gemma":[0.9971318,0.00017145423,0.00021942094,0.0008311519,0.00022816015,0.001418016],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00065244397,0.0003609148,0.00045868653,0.00011670985,0.00063222763,0.000031912925,0.00054768927,0.00017671738,0.002383101],"category_scores_gemma":[0.00025512042,0.00032938836,0.00009731015,0.00086869,0.000047464153,0.00021340717,0.00026071686,0.0009921005,0.008032486],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004963862,0.00023138279,0.53889143,0.00010491761,0.000045753328,0.00020611734,0.060273867,0.000037506143,0.000081459075,0.0013463083,0.30942687,0.08885799],"study_design_scores_gemma":[0.00051319186,0.000052469677,0.309483,0.00023113441,0.000014931149,0.000002720247,0.00043121498,0.000002921624,0.000024475927,0.00007798014,0.688938,0.00022794712],"about_ca_topic_score_codex":0.0076710014,"about_ca_topic_score_gemma":0.034148205,"teacher_disagreement_score":0.37951115,"about_ca_system_score_codex":0.001416237,"about_ca_system_score_gemma":0.0005163505,"threshold_uncertainty_score":0.99991584},"labels":[],"label_agreement":null},{"id":"W1584123051","doi":"10.3138/cbmh.31.2.232","title":"Comrades in Health: U.S. Health Internationalists Abroad and at Home Anne-Emanuelle Birn and Theodore M. Brown, editors","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Health History","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Political science","score_opus":0.034212969709102856,"score_gpt":0.36128234162599837,"score_spread":0.3270693719168955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1584123051","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3707555,0.4059647,0.00008605182,0.19836466,0.020527853,0.0017287842,0.00013517779,0.000060698294,0.0023765832],"genre_scores_gemma":[0.9303319,0.008750955,0.0007258232,0.05342211,0.0031591638,0.000028031893,0.00004319972,0.00010408638,0.003434723],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99308836,0.0022602673,0.0023418348,0.00038811154,0.0004339516,0.0014874995],"domain_scores_gemma":[0.99342453,0.0006040058,0.002099423,0.00031128063,0.00026621437,0.003294536],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005921372,0.0003075442,0.0010913316,0.00096327515,0.0013933904,0.000012831521,0.00032560524,0.00023148196,0.00040417106],"category_scores_gemma":[0.0003975063,0.00030424132,0.00006698501,0.0002246368,0.00034889925,0.00023589979,0.000060437804,0.0012605278,0.000029931067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006175998,0.000024288951,0.121174306,0.0016822367,0.000012508696,0.000019940235,0.018836308,0.0000120752475,5.6139186e-7,0.0025639078,0.8455513,0.010060775],"study_design_scores_gemma":[0.0012256408,0.0005489757,0.10840456,0.002450711,0.0000022126833,0.000077835,0.0016404493,0.000062815714,8.663902e-8,0.0006553665,0.88475007,0.00018126013],"about_ca_topic_score_codex":0.19003394,"about_ca_topic_score_gemma":0.43510407,"teacher_disagreement_score":0.55957645,"about_ca_system_score_codex":0.013407686,"about_ca_system_score_gemma":0.011810701,"threshold_uncertainty_score":0.999941},"labels":[],"label_agreement":null},{"id":"W1585168414","doi":"10.1186/1472-6955-5-9","title":"The financial losses from the migration of nurses from Malawi","year":2006,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Developing country; Investment (military); Emigration; Medicine; Nursing; Training (meteorology); Economic growth; Business; Economics; Political science; Geography","score_opus":0.04121440926908019,"score_gpt":0.41073266463662444,"score_spread":0.36951825536754423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1585168414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97939277,0.004707063,0.0006578021,0.004519655,0.0028835193,0.00066224294,0.000084487634,0.00006901895,0.0070234244],"genre_scores_gemma":[0.99485475,0.00006766157,0.0014051322,0.00023913078,0.0020153772,0.0000391286,0.0000883256,0.000019947911,0.0012705592],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99798685,0.0005174497,0.0005677322,0.00020012891,0.0002817344,0.00044610424],"domain_scores_gemma":[0.996486,0.0025866244,0.00033718947,0.00041639197,0.00012890821,0.000044884633],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00027483134,0.00013334157,0.00019690541,0.000016165306,0.0014694192,0.000019860125,0.00027406274,0.0001614264,0.0001413141],"category_scores_gemma":[0.00029350244,0.000079632715,0.00006512292,0.00018214814,0.00021314344,0.000086313456,0.00002501455,0.0002945473,0.00010520949],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061554764,0.00020386699,0.5842633,0.00006706277,0.000013837334,0.0000019353943,0.018579895,0.00020810908,0.00073966786,0.029256448,0.33309874,0.032951586],"study_design_scores_gemma":[0.00061369117,0.000047641355,0.76624984,0.0021961466,0.000058769514,3.363876e-7,0.020299936,0.0007383615,0.0005128438,0.05064941,0.15846857,0.00016446078],"about_ca_topic_score_codex":0.028731246,"about_ca_topic_score_gemma":0.03816267,"teacher_disagreement_score":0.18198653,"about_ca_system_score_codex":0.00016109491,"about_ca_system_score_gemma":0.00026408726,"threshold_uncertainty_score":0.99983054},"labels":[],"label_agreement":null},{"id":"W1585433942","doi":"","title":"Australia eyeing Canada's rural MDs","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pound (networking); Economic shortage; Liberian dollar; Medicine; Computer science; Business; World Wide Web; Finance","score_opus":0.03681496950494105,"score_gpt":0.3402558595822817,"score_spread":0.30344089007734065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1585433942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.912704,0.00038274404,0.000003483939,0.003936858,0.0029196783,0.0012297595,0.00006511609,0.0002737945,0.07848457],"genre_scores_gemma":[0.8566129,0.00037279635,0.00017361884,0.0030820903,0.0011293096,0.00012559694,0.0000491313,0.00007174035,0.13838279],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936191,0.0007323205,0.00086775445,0.00044516425,0.000606696,0.0037289741],"domain_scores_gemma":[0.99756944,0.00018020316,0.00018776699,0.00062091794,0.00013798875,0.0013036544],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000529441,0.00035510157,0.0004079788,0.000051137464,0.0008337037,0.000026366459,0.0005317215,0.00017936017,0.014438148],"category_scores_gemma":[0.00020904352,0.0003289203,0.00006659395,0.00059956906,0.000069907386,0.0001702269,0.0000897198,0.0010084219,0.0020559705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025255515,0.000084952015,0.45438018,0.00031304872,0.000057374506,0.0002715884,0.008077177,0.00017348015,0.00004575363,0.0015667063,0.49226937,0.04250781],"study_design_scores_gemma":[0.0004900708,0.000017406068,0.31436968,0.00020552511,0.000016260543,0.0000047581034,0.00048358066,0.000010489133,0.000029218796,0.000032484382,0.6841027,0.0002378379],"about_ca_topic_score_codex":0.45427552,"about_ca_topic_score_gemma":0.31506714,"teacher_disagreement_score":0.19183333,"about_ca_system_score_codex":0.0011560183,"about_ca_system_score_gemma":0.0011041745,"threshold_uncertainty_score":0.99991626},"labels":[],"label_agreement":null},{"id":"W1586219941","doi":"","title":"Return-to-work guide now available online","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Compensation (psychology); Computer science; Data science; Workers' compensation; Medical education; Medicine; Psychology; Engineering","score_opus":0.05252528697861798,"score_gpt":0.354548013597536,"score_spread":0.30202272661891805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1586219941","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65533495,0.001894598,0.00012247538,0.02163151,0.0074443775,0.0037411596,0.00010458924,0.0010386356,0.30868775],"genre_scores_gemma":[0.124179944,0.004518886,0.006107454,0.025446985,0.0045120367,0.00040787723,0.00019327604,0.00028632593,0.8343472],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920867,0.0008803184,0.0012885905,0.00083974696,0.0006464261,0.004258185],"domain_scores_gemma":[0.9958126,0.0002998304,0.0003261328,0.0011785048,0.0004137126,0.0019692043],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012312667,0.0004479932,0.0005703656,0.00016008614,0.000798143,0.000036095204,0.0008160796,0.00027727702,0.0076138685],"category_scores_gemma":[0.0013112536,0.00040565603,0.000104417675,0.0019885912,0.00007157301,0.00020188591,0.00040004717,0.0011952374,0.0300921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020495654,0.00012356653,0.26034868,0.000076503566,0.000017660228,0.00013102547,0.0022881257,0.000019293437,0.000025556372,0.00015614869,0.7320436,0.0045648376],"study_design_scores_gemma":[0.0007638338,0.00004681585,0.116048604,0.00048157104,0.00002414918,0.000008831667,0.00037913182,0.000018415101,0.000031906446,0.000038401315,0.8818102,0.00034812608],"about_ca_topic_score_codex":0.00037108126,"about_ca_topic_score_gemma":0.0006785432,"teacher_disagreement_score":0.531155,"about_ca_system_score_codex":0.000792024,"about_ca_system_score_gemma":0.00048389283,"threshold_uncertainty_score":0.99983954},"labels":[],"label_agreement":null},{"id":"W1586807942","doi":"","title":"National family medicine resident survey. Part 2: Future practice profile.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Data science; Family medicine; Alternative medicine; Medicine; Computer science; World Wide Web; Pathology","score_opus":0.1520701479713656,"score_gpt":0.45150821852964546,"score_spread":0.29943807055827987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1586807942","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0862063,0.0051392717,0.00003936105,0.11888581,0.0103605455,0.006548066,0.00012421412,0.00050299376,0.77219343],"genre_scores_gemma":[0.70465344,0.006636786,0.0006928737,0.06795143,0.02196649,0.015226086,0.0007773865,0.00014114662,0.18195434],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99438983,0.0019382511,0.000876089,0.00043236002,0.001172735,0.0011907489],"domain_scores_gemma":[0.9950387,0.002376239,0.00047225543,0.00037682548,0.0012613928,0.0004746124],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006815931,0.00021841355,0.00035449179,0.00012728236,0.0007228695,0.000010419623,0.00029399432,0.00030525593,0.0011771445],"category_scores_gemma":[0.0066589755,0.00017643007,0.000037193848,0.0005932279,0.000088940295,0.00032455623,0.00011105273,0.0008076607,0.00081334304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041287224,0.000056684563,0.09875622,0.000081116654,0.000028745411,0.000025506686,0.00090533966,0.0000032184637,5.71283e-7,0.0028473695,0.88527167,0.011610683],"study_design_scores_gemma":[0.00053284713,0.000017672752,0.47544897,0.00006482933,0.0000107295355,0.000005258342,0.0027949903,0.0000050657036,3.1767516e-7,0.00026591466,0.5207637,0.00008974279],"about_ca_topic_score_codex":0.0028631045,"about_ca_topic_score_gemma":0.0020443096,"teacher_disagreement_score":0.6184472,"about_ca_system_score_codex":0.00059609045,"about_ca_system_score_gemma":0.00042430617,"threshold_uncertainty_score":0.99996465},"labels":[],"label_agreement":null},{"id":"W1589125090","doi":"","title":"Birth of Nova Scotia midwifery program delayed","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Legislation; Legislature; Medicine; Plan (archaeology); Nova (rocket); Political science; Obstetrics; Nursing; Engineering; Geography; Law","score_opus":0.03721818627652686,"score_gpt":0.3498062157321947,"score_spread":0.3125880294556679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589125090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.916224,0.0010453068,0.000009366777,0.0010320576,0.0016066869,0.0031131722,0.00007524528,0.0005319023,0.07636226],"genre_scores_gemma":[0.97517616,0.0009346312,0.0017565051,0.001114768,0.00064015714,0.00015188589,0.00005814864,0.00011007743,0.020057673],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940021,0.0008506281,0.0012250663,0.0005554618,0.0005305804,0.0028361436],"domain_scores_gemma":[0.99751735,0.0002193736,0.00034672784,0.0007865832,0.00026005178,0.00086991873],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00079192803,0.00035105486,0.000548335,0.00011045568,0.0002980358,0.000016198563,0.00055424584,0.00024232097,0.0091998335],"category_scores_gemma":[0.00025634392,0.00031215162,0.00012174524,0.0011004395,0.00017278608,0.00018762947,0.00011226079,0.00082299346,0.0032895044],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012453444,0.000967367,0.6241849,0.0010860503,0.00013521394,0.00010689829,0.012933558,0.000102244376,0.00009281064,0.0012354575,0.07667695,0.28123322],"study_design_scores_gemma":[0.0011595254,0.00019155644,0.3214776,0.0004009137,0.000034942605,0.000005606686,0.00031608742,0.000035403948,0.00016481384,0.0000515749,0.6758822,0.00027976139],"about_ca_topic_score_codex":0.0014445798,"about_ca_topic_score_gemma":0.00072899414,"teacher_disagreement_score":0.59920526,"about_ca_system_score_codex":0.00023437702,"about_ca_system_score_gemma":0.00042609716,"threshold_uncertainty_score":0.99993306},"labels":[],"label_agreement":null},{"id":"W1589242889","doi":"10.5195/ijms.2015.187","title":"Challenges Faced by International Medical Students Due to Changes in Canadian Entrance Exam Policy","year":2014,"lang":"en","type":"article","venue":"International Journal of Medical Students","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Alberta Innovates; National University of Ireland","keywords":"Physical exam; Medical education; Mathematics education; Psychology; Political science; Medicine; Internal medicine","score_opus":0.0415799312590821,"score_gpt":0.5045529574578264,"score_spread":0.46297302619874425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589242889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5529672,0.00067988154,0.00019784157,0.4298067,0.00832619,0.00047330678,0.000044383163,0.000026284073,0.007478232],"genre_scores_gemma":[0.9530861,0.003577443,0.00007083631,0.038840543,0.0036783593,0.000049088478,0.000020465583,0.000030499816,0.0006466765],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98106647,0.0007182391,0.0014238778,0.00035810817,0.01542688,0.0010064275],"domain_scores_gemma":[0.99508595,0.00067613716,0.0004982859,0.00019748474,0.0007074088,0.0028347326],"candidate_categories":["open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008882485,0.00026276754,0.00057001936,0.0007701162,0.00015554529,0.000093158,0.00839271,0.00051831244,0.0034171205],"category_scores_gemma":[0.006905036,0.00022832247,0.000087765286,0.00025316712,0.0000829354,0.00016083925,0.00082702626,0.0014716825,0.00032748346],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003806256,0.0009855772,0.7556925,0.00007004952,0.0004314751,0.0011793639,0.006867147,0.000013683902,0.0000136197,0.0036997902,0.08219203,0.14847417],"study_design_scores_gemma":[0.0040466404,0.0002023776,0.2773913,0.002751327,0.000008380976,0.000090694295,0.001230977,0.000093725015,0.000008695082,0.00023444682,0.71374583,0.00019560187],"about_ca_topic_score_codex":0.07814131,"about_ca_topic_score_gemma":0.42709205,"teacher_disagreement_score":0.63155377,"about_ca_system_score_codex":0.0021597634,"about_ca_system_score_gemma":0.0015639679,"threshold_uncertainty_score":0.99749386},"labels":[],"label_agreement":null},{"id":"W1589336490","doi":"10.1111/j.1365-2648.2011.05858.x","title":"Migration: a concept analysis from a nursing perspective","year":2011,"lang":"en","type":"review","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"Perspective (graphical); Nursing; Inclusion (mineral); Politics; Nursing literature; Psychology; Sociology; Medicine; Political science; Social psychology; Law; Computer science; Alternative medicine","score_opus":0.09883426225062096,"score_gpt":0.5298812785435328,"score_spread":0.43104701629291187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589336490","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000068433306,0.9851897,0.0021866336,0.000385414,0.0037113097,0.0009561588,0.00008630132,0.000052208205,0.007363885],"genre_scores_gemma":[0.00014171815,0.9830522,0.013525631,0.00011213012,0.0024658963,0.000021633829,0.000057585785,0.00009134832,0.00053187594],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935768,0.0015260951,0.00293675,0.00051308936,0.000569855,0.00087736954],"domain_scores_gemma":[0.9905212,0.0011691077,0.005899033,0.00055982766,0.001352336,0.000498521],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00058413873,0.00062099466,0.0042432547,0.0010591507,0.0006952,0.000024773935,0.0005707496,0.0007380611,0.0007625345],"category_scores_gemma":[0.0004211543,0.000502154,0.001560963,0.0021059564,0.00023082209,0.00047157094,0.000029615936,0.0027391782,0.00007496041],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001409059,0.0001628964,0.000024784804,0.00082691445,0.001090364,0.00003843031,0.028156728,0.000044872024,2.753079e-7,0.0012349708,0.0031741883,0.9651047],"study_design_scores_gemma":[0.0005371344,0.00021505094,0.000033545504,0.19160998,0.0100748595,0.00003442825,0.04200943,0.000012822122,4.8800337e-7,0.004025189,0.7510615,0.00038558664],"about_ca_topic_score_codex":0.00023991379,"about_ca_topic_score_gemma":0.000082395905,"teacher_disagreement_score":0.96471906,"about_ca_system_score_codex":0.0057228915,"about_ca_system_score_gemma":0.001647964,"threshold_uncertainty_score":0.999743},"labels":[],"label_agreement":null},{"id":"W1589942091","doi":"","title":"Nurse practitioners and physician attrition.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Legislation; Attrition; Workload; Economic shortage; Workforce; Physician assistants; Nurse practitioners; Family medicine; Medicine; Nursing; Management; Political science; Health care; Law","score_opus":0.05123405046924857,"score_gpt":0.39015072245357896,"score_spread":0.3389166719843304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1589942091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55532444,0.0016617579,0.00004706204,0.061492033,0.0009794331,0.0036536723,0.000040932242,0.00044037803,0.3763603],"genre_scores_gemma":[0.97385496,0.00015865853,0.0006203145,0.012045313,0.0011056844,0.0026797063,0.000021788124,0.000019241586,0.009494322],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99859416,0.00017249155,0.00026613064,0.00019596549,0.00015588316,0.0006153698],"domain_scores_gemma":[0.99918675,0.00018927013,0.00012711264,0.00016978591,0.00007706164,0.00024999335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033869952,0.00009619215,0.00014514905,0.000051496485,0.0005021897,0.000008470006,0.00006559399,0.00010851367,0.0001274813],"category_scores_gemma":[0.00010522797,0.0000921899,0.000022629334,0.00015815701,0.000053968935,0.00027090457,0.000024934103,0.0002950046,0.00044245692],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011167901,0.00019370446,0.033568215,0.00025102423,0.000027617521,0.0000052062833,0.0022230325,0.000011789946,0.000009379824,0.017943421,0.3352765,0.6103784],"study_design_scores_gemma":[0.0006160367,0.000008219328,0.24150608,0.000057382298,0.000012272022,0.0000014246104,0.0019813976,0.000022212222,0.000012721494,0.0006207194,0.7550559,0.000105634725],"about_ca_topic_score_codex":0.000095885,"about_ca_topic_score_gemma":0.00012323487,"teacher_disagreement_score":0.61027277,"about_ca_system_score_codex":0.00020112068,"about_ca_system_score_gemma":0.000038857506,"threshold_uncertainty_score":0.56870365},"labels":[],"label_agreement":null},{"id":"W1590574522","doi":"","title":"Rural Health Issues - Rural Hospital Focus","year":2000,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural health; Rural area; Focus (optics); Family medicine; Economic growth","score_opus":0.030544682119863227,"score_gpt":0.40010050453227447,"score_spread":0.36955582241241125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1590574522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4711372,0.013385648,0.00005625709,0.08799495,0.0025431646,0.003623729,0.00028137193,0.0013646769,0.419613],"genre_scores_gemma":[0.9463027,0.0016582799,0.003313112,0.020386307,0.001422978,0.00025163346,0.000063023974,0.0001224069,0.026479525],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923803,0.0022774052,0.0013785326,0.0005922403,0.00097034144,0.002401157],"domain_scores_gemma":[0.9952924,0.0012887415,0.0009391436,0.0010362028,0.00043629305,0.0010072093],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018525218,0.00052557344,0.0007943308,0.0001469605,0.0020412854,0.00007037583,0.0006411948,0.0003529884,0.00281699],"category_scores_gemma":[0.0011129775,0.00048806175,0.00016539964,0.00090739154,0.0002072242,0.001078491,0.00016752922,0.0017683356,0.012898367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025520094,0.0010089374,0.031973988,0.00053435867,0.0002642165,0.00014157922,0.2757252,0.00006318349,0.000021533695,0.009708756,0.51706415,0.16094206],"study_design_scores_gemma":[0.0011311127,0.0006590542,0.008606921,0.00037663948,0.000045711087,0.0000066815664,0.30462188,0.000026232228,0.0000012174489,0.00047417838,0.6836174,0.00043299573],"about_ca_topic_score_codex":0.016700586,"about_ca_topic_score_gemma":0.00013526465,"teacher_disagreement_score":0.47516555,"about_ca_system_score_codex":0.00074819906,"about_ca_system_score_gemma":0.0010662486,"threshold_uncertainty_score":0.9997571},"labels":[],"label_agreement":null},{"id":"W1594953407","doi":"","title":"Rural Medical Lives and Time","year":2008,"lang":"en","type":"article","venue":"Newfoundland and Labrador Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Rural population; Human settlement; Rural area; Population; Geography; Socioeconomics; Rural settlement; Health care; Health services; Rural health; Subject (documents); Medicine; Environmental health; Demography; Economic growth; Sociology; Archaeology; Library science","score_opus":0.045454607518400365,"score_gpt":0.4014762664744293,"score_spread":0.35602165895602894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1594953407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9567182,0.027104463,0.0000014233042,0.0046532513,0.00033949333,0.0002699704,0.0000070228716,0.00011312808,0.010793055],"genre_scores_gemma":[0.9413616,0.037327442,0.00016076486,0.0027610979,0.0005912566,0.000041389863,0.000006224754,0.000017121263,0.017733121],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99854803,0.00017820594,0.00032111132,0.0002116198,0.00027413593,0.00046690277],"domain_scores_gemma":[0.9987187,0.0007228478,0.00007795898,0.00011993747,0.00008724889,0.00027335127],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002849942,0.00016946194,0.00041291575,0.00004287802,0.0015926021,0.0000056971526,0.00007374223,0.0001265481,0.00041451925],"category_scores_gemma":[0.00028046474,0.00011750183,0.000022497326,0.00010064071,0.00042225272,0.00009298531,0.00020724125,0.00032107614,0.00019013474],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010640834,0.000044809265,0.9051177,0.0004534226,0.00012641304,0.0001089454,0.03264939,1.1104309e-7,0.000009463451,0.002846663,0.045281243,0.013255415],"study_design_scores_gemma":[0.0037420667,0.00048812595,0.6192448,0.001966172,0.000065747845,0.00023220427,0.038923077,0.00013167628,0.0000012883019,0.0021742147,0.33248883,0.0005417939],"about_ca_topic_score_codex":0.0013100066,"about_ca_topic_score_gemma":0.0015497196,"teacher_disagreement_score":0.28720757,"about_ca_system_score_codex":0.00005282787,"about_ca_system_score_gemma":0.00009181639,"threshold_uncertainty_score":0.99970716},"labels":[],"label_agreement":null},{"id":"W1595064987","doi":"10.1111/j.1440-1584.2012.01298.x","title":"Rural physicians' skills enrichment program: A cohort control study of retention in Alberta","year":2012,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Medicine; Psychological intervention; Family medicine; Rural area; Program evaluation; Rural health; Nursing; Gerontology","score_opus":0.034250552787756766,"score_gpt":0.43032486654727603,"score_spread":0.3960743137595193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1595064987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877932,0.00045595714,0.0000077352925,0.0054886416,0.0017063185,0.004256325,0.000016762036,0.000023841909,0.00025122685],"genre_scores_gemma":[0.9963225,0.00020109334,0.00029033897,0.00068820413,0.0005995493,0.00009757618,0.0000119212045,0.000032697346,0.0017561102],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99250406,0.0019358153,0.0029474369,0.00014719376,0.00082188746,0.001643579],"domain_scores_gemma":[0.99537116,0.00037642024,0.0028042446,0.00035495547,0.00039542123,0.00069780037],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003305239,0.00030836847,0.0012314784,0.00028684404,0.00030435584,0.000009116952,0.00034549332,0.0001949423,0.00022333433],"category_scores_gemma":[0.00011908656,0.00025468422,0.00018296915,0.0006300477,0.00007095803,0.00052876206,0.00004532661,0.0012097543,0.000053820764],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003743723,0.0026445002,0.9583265,0.00037935734,0.00009175995,0.000005828687,0.01627894,0.00002880447,0.000018813766,0.00018042035,0.0069705946,0.014700066],"study_design_scores_gemma":[0.0053558084,0.004231838,0.91490215,0.0029752296,0.00007967387,0.000021881033,0.069454044,0.0000071359536,0.000007048877,0.00009031981,0.002681667,0.00019318744],"about_ca_topic_score_codex":0.014033225,"about_ca_topic_score_gemma":0.0023400108,"teacher_disagreement_score":0.053175107,"about_ca_system_score_codex":0.0009352067,"about_ca_system_score_gemma":0.00043905046,"threshold_uncertainty_score":0.9999905},"labels":[],"label_agreement":null},{"id":"W1598724283","doi":"","title":"Reflections of a Rural Practitioner","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Objectivity (philosophy); Confidentiality; Engineering ethics; Sociology; Ethical standards; Psychology; Public relations; Nursing; Medical education; Medicine; Political science; Law; Epistemology; Engineering","score_opus":0.0391599784542813,"score_gpt":0.4443717561233593,"score_spread":0.40521177766907795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1598724283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96816874,0.007460969,0.008291638,0.0052322214,0.0045323716,0.00024511488,0.000023270155,0.000011644012,0.0060340525],"genre_scores_gemma":[0.90638614,0.084773466,0.0018227968,0.003327616,0.0013384763,0.000007220653,0.0000029727319,0.000036112528,0.002305224],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989182,0.00011260452,0.0004986791,0.000055623477,0.00012373526,0.00029116275],"domain_scores_gemma":[0.9982809,0.00019652232,0.00043508442,0.00013177322,0.00045934293,0.00049641356],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006819441,0.00008243334,0.0001996235,0.00020149647,0.00045954643,0.000010415596,0.00010031957,0.00015527991,0.0010349611],"category_scores_gemma":[0.0000052150845,0.000070895796,0.000047799378,0.00018418978,0.00009733378,0.00010281917,5.5146657e-8,0.00078272185,0.000012167856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017699507,0.0002394044,0.04998735,0.00068703375,0.00054566795,0.00007785186,0.28217146,0.00021602881,0.031077474,0.24041538,0.31316435,0.07964805],"study_design_scores_gemma":[0.00057024887,0.0001452727,0.00035283438,0.00034339083,0.000011326252,0.0000611553,0.0010654405,0.000010178431,0.0000341334,0.05404024,0.94329256,0.0000731999],"about_ca_topic_score_codex":0.003392209,"about_ca_topic_score_gemma":0.09247667,"teacher_disagreement_score":0.6301282,"about_ca_system_score_codex":0.000014467005,"about_ca_system_score_gemma":0.0005901681,"threshold_uncertainty_score":0.9998782},"labels":[],"label_agreement":null},{"id":"W1600245250","doi":"","title":"The Great Canadian Physician Exodus","year":2000,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Emigration; Physician supply; Boom; Baby boom; Immigration policy; Political science; Business; Economic growth; Public administration; Medicine; Economics; Law; Environmental health; Health care; Engineering","score_opus":0.06485996342644607,"score_gpt":0.43257525364818883,"score_spread":0.36771529022174276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600245250","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22610803,0.0006288646,5.3718782e-8,0.0056308,0.001689585,0.0027319817,0.00018185028,0.000076278186,0.76295257],"genre_scores_gemma":[0.72409135,0.09575937,0.00019387358,0.005118745,0.0034434928,0.0031691699,0.000341787,0.00033754398,0.16754465],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920198,0.0018105782,0.0012190975,0.0010800734,0.00040408113,0.003466386],"domain_scores_gemma":[0.9940688,0.0021397735,0.0002778736,0.0022519075,0.00022843544,0.0010332308],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0035175807,0.00044945028,0.0007160595,0.00047149268,0.0030667367,0.0001086968,0.0017002105,0.0011720913,0.0008640091],"category_scores_gemma":[0.00046507412,0.0003900296,0.00018084445,0.000264555,0.00048768378,0.00007696353,0.0009813615,0.0069990065,0.00075115944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00023874565,0.00005716747,0.02461434,0.00050670526,0.0001049968,0.00010206812,0.0027128246,0.0022851625,0.0000013811328,0.0034370446,0.015782619,0.9501569],"study_design_scores_gemma":[0.0003739285,0.00004530547,0.009688052,0.0010741035,0.000006148161,0.0000014732655,0.0028481146,0.0010911372,0.0000016741463,0.0052284445,0.9792726,0.00036903215],"about_ca_topic_score_codex":0.17334156,"about_ca_topic_score_gemma":0.7202412,"teacher_disagreement_score":0.96348995,"about_ca_system_score_codex":0.007391737,"about_ca_system_score_gemma":0.00754611,"threshold_uncertainty_score":0.99985516},"labels":[],"label_agreement":null},{"id":"W1600265895","doi":"","title":"Rural training tracks in the United States for family physician training","year":2014,"lang":"pt","type":"article","venue":"ANAIS DO CONGRESSO SUL-BRASILEIRO DE MEDICINA DE FAMÍLIA E COMUNIDADE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Heritage College","funders":"","keywords":"Accreditation; Curriculum; Medical education; Workforce; Graduate medical education; Training (meteorology); Excellence; Rural area; Rural health; Rural management; Medicine; Political science; Psychology; Pedagogy; Geography","score_opus":0.08535112646085648,"score_gpt":0.4014789935398397,"score_spread":0.3161278670789832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600265895","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96116424,0.004726782,0.0028453693,0.017431136,0.0026399156,0.0045488016,0.00042693075,0.000357162,0.0058596428],"genre_scores_gemma":[0.9341008,0.001509681,0.00048310155,0.059442632,0.0017942539,0.0007537163,0.0009789472,0.00028290687,0.00065393583],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98237824,0.006927985,0.002798136,0.0011888564,0.0014008201,0.0053059575],"domain_scores_gemma":[0.9814744,0.01339229,0.0014398072,0.0018783556,0.00053378963,0.0012813833],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0103466185,0.0014323103,0.0024063666,0.0010430901,0.002592275,0.00028779134,0.0027851479,0.0014441776,0.00017328073],"category_scores_gemma":[0.0029389726,0.0012147428,0.0004901717,0.0026079817,0.0010870021,0.00043643135,0.0002640592,0.0045830407,0.00011305742],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011781389,0.0006405508,0.14062041,0.0024720032,0.00033496608,0.00023457651,0.68505186,0.0010835147,0.00030324637,0.016480312,0.07907809,0.072522335],"study_design_scores_gemma":[0.0078091444,0.0013970219,0.14777882,0.010539056,0.00041082216,0.000032376385,0.65694755,0.04687807,0.000021850643,0.005714647,0.12122848,0.0012421404],"about_ca_topic_score_codex":0.007629103,"about_ca_topic_score_gemma":0.00288499,"teacher_disagreement_score":0.07128019,"about_ca_system_score_codex":0.0011373161,"about_ca_system_score_gemma":0.0015177004,"threshold_uncertainty_score":0.9998522},"labels":[],"label_agreement":null},{"id":"W1600273348","doi":"10.1111/j.1440-1584.2010.01167.x","title":"Starting rural, staying rural: How can we strengthen the pathway from rural upbringing to rural practice?","year":2010,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Vocational education; Rural area; Internship; Bachelor; Curriculum; Medicine; Metropolitan area; Psychological intervention; Rural health; Family medicine; Medical education; Nursing; Psychology; Geography; Pedagogy","score_opus":0.05854834522917127,"score_gpt":0.4162401255023734,"score_spread":0.35769178027320214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600273348","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70870364,0.0007199762,0.000042491094,0.28390563,0.0047085057,0.0013924865,0.00019414742,0.00014267238,0.0001904406],"genre_scores_gemma":[0.9766195,0.00085945247,0.004687689,0.010390437,0.0038498754,0.000047803467,0.000061457125,0.0001537477,0.0033300638],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9886522,0.0023881975,0.0033030156,0.000339785,0.0017155297,0.0036012393],"domain_scores_gemma":[0.98809034,0.0026174735,0.004436413,0.0011119277,0.0011246586,0.0026191985],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0050379713,0.0008746578,0.0015128904,0.00041067577,0.003303552,0.00030119455,0.0015905045,0.0005072391,0.0007580525],"category_scores_gemma":[0.0016203498,0.0006330933,0.00042912876,0.0009678793,0.00022893233,0.0015437802,0.0003708096,0.006520431,0.0002408222],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00306436,0.00058862753,0.17615631,0.001639035,0.00081384333,0.00038706645,0.17694154,0.0009220424,0.011089575,0.004489969,0.33379546,0.29011217],"study_design_scores_gemma":[0.0030792265,0.0014115137,0.014239426,0.009542349,0.00014828728,0.00020934328,0.7998093,0.00010172916,0.0003120325,0.0020614055,0.16801694,0.0010684545],"about_ca_topic_score_codex":0.02031097,"about_ca_topic_score_gemma":0.0049646725,"teacher_disagreement_score":0.62286776,"about_ca_system_score_codex":0.0013159347,"about_ca_system_score_gemma":0.0023608913,"threshold_uncertainty_score":0.99961203},"labels":[],"label_agreement":null},{"id":"W1600285305","doi":"10.14574/ojrnhc.v15i1.342","title":"Working Through and Around: Exploring Rural Public Health Nursing Practices and Policies To Promote Rural Women’s Health","year":2015,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Public health; Nursing; Public health nursing; Rural area; Health policy; Rural health; Health promotion; Medicine; Government (linguistics); Work (physics)","score_opus":0.2559180214668308,"score_gpt":0.5126491013397608,"score_spread":0.25673107987293003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600285305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6499412,0.07141571,0.00007170225,0.27525312,0.0021636258,0.0009165487,0.000025448082,0.000085535605,0.00012710021],"genre_scores_gemma":[0.9452166,0.026385045,0.011279074,0.014292059,0.0025511454,0.000035873614,0.00004483764,0.000094581024,0.000100769554],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99221677,0.0013881393,0.0023563507,0.00036965794,0.00093743444,0.0027316404],"domain_scores_gemma":[0.9909289,0.000333015,0.0038775285,0.0003387378,0.0007652574,0.003756562],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0041168397,0.00055604556,0.0016462279,0.0005131958,0.0028389376,0.00024868114,0.00028163305,0.00022286689,0.000006751011],"category_scores_gemma":[0.0005512137,0.0004841134,0.00007917889,0.0006711405,0.0002757762,0.0016921374,0.00013281306,0.0018877761,0.0000034056948],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000485404,0.00021705801,0.028045349,0.0013283897,0.000039205763,0.000005467926,0.518117,0.000015968591,0.0000050815925,0.0008768729,0.009724373,0.44113985],"study_design_scores_gemma":[0.0023961207,0.0041503585,0.018391388,0.036442924,0.000020311953,0.0004541456,0.87937737,0.000054151024,8.5862024e-7,0.0010163881,0.057307065,0.00038893172],"about_ca_topic_score_codex":0.004460506,"about_ca_topic_score_gemma":0.0012070597,"teacher_disagreement_score":0.4407509,"about_ca_system_score_codex":0.006431054,"about_ca_system_score_gemma":0.004643811,"threshold_uncertainty_score":0.99976104},"labels":[],"label_agreement":null},{"id":"W1600687266","doi":"10.1007/bf03017442","title":"A physician workforce planning model applied to Canadian anesthesiology: assessment of needs","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; University of Manitoba; Ontario Tech University; University of Toronto","funders":"","keywords":"Per capita; Anesthesiology; Workforce; Population; Workforce planning; Consumption (sociology); Business; Service (business); Medicine; Operations management; Demography; Economics; Environmental health; Economic growth; Marketing; Anesthesia","score_opus":0.04734260943018102,"score_gpt":0.3393422809666806,"score_spread":0.2919996715364996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1600687266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9547949,0.0012989267,0.000110012785,0.011920474,0.0006105998,0.000887386,0.000024883284,0.00002651197,0.030326309],"genre_scores_gemma":[0.9900002,0.000059697053,0.0028446142,0.0040775603,0.0010063152,0.000025937157,0.000008614768,0.00013754374,0.0018395344],"study_design_codex":"case_report","study_design_gemma":"case_report","domain_scores_codex":[0.99251926,0.00053477526,0.0024791826,0.00039604222,0.0008536491,0.003217096],"domain_scores_gemma":[0.9864219,0.00031201058,0.0017886765,0.00061695674,0.0014925229,0.009367979],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0025424466,0.00067085016,0.0015825072,0.0031103746,0.002123011,0.00009489116,0.0015545336,0.00067861425,0.00068115164],"category_scores_gemma":[0.00024241749,0.00064144644,0.00035120567,0.0018202879,0.0002774148,0.00040245472,0.000024642357,0.0026477382,0.00009102469],"study_design_candidate":"case_report","study_design_consensus":"case_report","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00041562133,0.00018811323,0.17462593,0.0005634306,0.00045326696,0.32123262,0.069285594,0.15896516,0.0001299416,0.026007548,0.23038512,0.017747648],"study_design_scores_gemma":[0.0050941445,0.0042344825,0.04315095,0.0076988125,0.00060784776,0.54273564,0.046322573,0.009846113,0.00003500817,0.0037169997,0.3333978,0.003159626],"about_ca_topic_score_codex":0.12567109,"about_ca_topic_score_gemma":0.26232478,"teacher_disagreement_score":0.22150303,"about_ca_system_score_codex":0.0048911106,"about_ca_system_score_gemma":0.015687428,"threshold_uncertainty_score":0.9996532},"labels":[],"label_agreement":null},{"id":"W1603220880","doi":"10.26686/lew.v0i0.2221","title":"New Zealand’s Migrant Asian Nurses: Recent Trends, Future Plans","year":2015,"lang":"en","type":"article","venue":"Labour Employment and Work in New Zealand","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Economic shortage; China; Population ageing; Sustainability; Medicine; Career Pathways; Workforce planning; Population; Nursing; Family medicine; Geography; Business; Economic growth; Environmental health; Medical education; Economics","score_opus":0.03446689561004849,"score_gpt":0.3660720059131354,"score_spread":0.33160511030308687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1603220880","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87150806,0.00501121,0.000008504736,0.107240364,0.0059298994,0.0014943224,0.000097375094,0.00035869743,0.0083515365],"genre_scores_gemma":[0.080390915,0.0044934493,0.0020910278,0.005200794,0.006336874,0.00011010593,0.00037415305,0.00015009913,0.90085256],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99618393,0.00040195254,0.0009010768,0.0006115113,0.00052957516,0.0013719662],"domain_scores_gemma":[0.9974831,0.00013460932,0.0002711639,0.0004930715,0.00008867282,0.0015293995],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00058912905,0.0004406083,0.0006457469,0.00025503305,0.0002890612,0.000050580285,0.00031551893,0.00049655186,0.0010608663],"category_scores_gemma":[0.000044189666,0.00035921417,0.0000596882,0.0009950282,0.00003680609,0.00015385053,0.000126316,0.0008904043,0.00024517038],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000451786,0.000038327224,0.5003087,0.000017158378,0.000013711942,0.000020529253,0.0153823085,0.0000033011331,4.6216675e-7,0.00037634428,0.45353755,0.029849812],"study_design_scores_gemma":[0.0036757684,0.00017950895,0.28151074,0.00055964396,0.000018856566,0.0000045288666,0.0024851502,0.0000011199947,0.0000012246823,0.001505349,0.70979,0.00026813144],"about_ca_topic_score_codex":0.016046096,"about_ca_topic_score_gemma":0.046538107,"teacher_disagreement_score":0.89250106,"about_ca_system_score_codex":0.00037766504,"about_ca_system_score_gemma":0.00072369067,"threshold_uncertainty_score":0.999886},"labels":[],"label_agreement":null},{"id":"W1603427999","doi":"10.4103/1357-6283.101547","title":"The Northern Ontario School of Medicine: Responding to the Needs of the People and Communities of Northern Ontario","year":2008,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Rural area; Curriculum; Government (linguistics); Accountability; Mandate; Political science; Medicine; Geography; Sociology; Pedagogy","score_opus":0.05466454630373954,"score_gpt":0.40476906172280525,"score_spread":0.35010451541906573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1603427999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9457761,0.0008629226,0.000015492638,0.047162402,0.0012252439,0.0023348664,0.00001663444,0.000010965516,0.002595351],"genre_scores_gemma":[0.9763844,0.00013415756,0.0001255301,0.0022816502,0.00016665751,0.00019618327,0.000016908982,0.000019638212,0.020674843],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997439,0.0006769909,0.0010316239,0.00009858574,0.0003402064,0.00041355964],"domain_scores_gemma":[0.995838,0.0015857489,0.00094000046,0.00079958787,0.0006527483,0.00018395686],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019631153,0.0001388646,0.00038933908,0.0001679925,0.0024215947,0.0000029625019,0.00050789444,0.000083884486,0.00012470406],"category_scores_gemma":[0.00042735913,0.00007331495,0.000058494323,0.00066668907,0.00028006855,0.000053323656,0.00011996995,0.00052167755,0.000008142388],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001266834,0.000038207876,0.65786463,0.00020361878,0.000009916508,4.28149e-9,0.32493827,0.000011952218,0.0000019437473,0.0016628789,0.014558149,0.00058376224],"study_design_scores_gemma":[0.00034462323,0.00026526547,0.61628073,0.0007843252,0.000012549396,0.000002018309,0.1691257,0.0000019015586,0.0000045416045,0.00040515518,0.21272294,0.000050240957],"about_ca_topic_score_codex":0.80443335,"about_ca_topic_score_gemma":0.9973473,"teacher_disagreement_score":0.19816479,"about_ca_system_score_codex":0.0010877406,"about_ca_system_score_gemma":0.011707084,"threshold_uncertainty_score":0.9988771},"labels":[],"label_agreement":null},{"id":"W1605344908","doi":"10.36834/cmej.36615","title":"Trainees’ views of physician workforce policy in Quebec and their impact on career intentions","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; Centrale des Syndicats du Québec; Centre hospitalier universitaire de Québec; Fédération des Maisons D'Hébergement pour Femmes; Université Laval","funders":"McGill University","keywords":"Workforce; Specialty; Position (finance); Government (linguistics); Workforce planning; Plan (archaeology); Medicine; Career planning; IMG; Family medicine; Medical education; Nursing; Business; Political science; Geography; Finance","score_opus":0.04071864940889406,"score_gpt":0.4348836873796654,"score_spread":0.3941650379707713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1605344908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8225758,0.0009575396,0.00008620641,0.11470412,0.0016873857,0.00058879046,0.000025986488,0.000016477838,0.05935768],"genre_scores_gemma":[0.960944,0.00012591456,0.000048796104,0.036066487,0.0012868616,0.000023956887,0.000013132941,0.000017077738,0.0014737889],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976972,0.0005916252,0.00063124544,0.00014086688,0.0003241981,0.0006149164],"domain_scores_gemma":[0.9942487,0.00023958189,0.00022674697,0.00019629308,0.00024099251,0.0048477096],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001211096,0.00015187537,0.00031766464,0.0005487444,0.00034206707,0.000013805031,0.0002213674,0.0002309986,0.0023658501],"category_scores_gemma":[0.006046998,0.00010690887,0.000074284704,0.00049340766,0.0001239934,0.00009602502,0.000013422553,0.0011464873,0.000030139208],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003625296,0.00015923208,0.025284603,0.00014112469,0.000024282106,0.000003578827,0.033803556,0.000027124986,0.00001095766,0.023835203,0.16584106,0.75083303],"study_design_scores_gemma":[0.0011399513,0.00024421647,0.1740423,0.005841239,0.000012434144,0.00003708996,0.05227315,0.0006031617,0.000002820928,0.004855856,0.76066965,0.0002781343],"about_ca_topic_score_codex":0.36515966,"about_ca_topic_score_gemma":0.77483493,"teacher_disagreement_score":0.75055486,"about_ca_system_score_codex":0.0013157898,"about_ca_system_score_gemma":0.03949646,"threshold_uncertainty_score":0.9985461},"labels":[],"label_agreement":null},{"id":"W1606375228","doi":"","title":"The Level of Service Inventory (Ontario Revision) scale validation for gender and ethnicity : addressing reliability and predictive validity","year":2011,"lang":"en","type":"article","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Predictive validity; Ethnic group; Scale (ratio); Reliability (semiconductor); Psychology; Validity; Applied psychology; Psychometrics; Social psychology; Clinical psychology; Geography; Political science","score_opus":0.12718354003263413,"score_gpt":0.29035032872264954,"score_spread":0.1631667886900154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1606375228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9917717,0.00014697308,0.002955566,0.00062466966,0.00016004643,0.0013797524,0.000885886,0.0000967571,0.0019786672],"genre_scores_gemma":[0.97388136,0.00037216302,0.01763319,0.00007313912,0.000025810323,9.4032075e-8,0.00010468079,0.0000243789,0.007885202],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9969493,0.0008975996,0.00043576944,0.00070003275,0.00042709964,0.0005901736],"domain_scores_gemma":[0.9962195,0.0008635403,0.0011012292,0.00069175096,0.00069996447,0.00042401624],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00096200185,0.00033985975,0.00079186074,0.0002511056,0.002121977,0.000007411713,0.00088842533,0.00054719794,0.0005199302],"category_scores_gemma":[0.00004165698,0.00040410119,0.00022951547,0.00058107165,0.001468173,0.0017965718,0.0012171364,0.0006667212,0.0000053223075],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005374617,0.00029078283,0.20993485,0.002257296,0.00023551412,0.000017289989,0.77843535,0.000030429741,0.00019602047,0.0001541007,0.0014504722,0.0016232977],"study_design_scores_gemma":[0.0025016216,0.00032371713,0.1372207,0.0006551141,0.00038652023,0.0000017323082,0.85127735,0.00022726123,0.0002732353,0.0013182219,0.0054924563,0.00032206866],"about_ca_topic_score_codex":0.17857689,"about_ca_topic_score_gemma":0.11940421,"teacher_disagreement_score":0.072842024,"about_ca_system_score_codex":0.00036740256,"about_ca_system_score_gemma":0.0016675579,"threshold_uncertainty_score":0.9998411},"labels":[],"label_agreement":null},{"id":"W1607893706","doi":"","title":"RNs: demand up, supply down.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Data science; Computer science","score_opus":0.055456320151488145,"score_gpt":0.375524542282718,"score_spread":0.3200682221312298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1607893706","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46777225,0.0031079608,0.00011207862,0.003968106,0.0057189525,0.0052810246,0.000032965923,0.00049130374,0.51351535],"genre_scores_gemma":[0.9412699,0.00021699071,0.00027407505,0.0037528346,0.000272397,0.004233135,0.00001196687,0.00003199915,0.04993674],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968189,0.0006291464,0.00052331504,0.00031178052,0.00027323686,0.0014435995],"domain_scores_gemma":[0.9984571,0.00037308628,0.00015434678,0.00042017672,0.00011560248,0.0004796851],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012762977,0.0001707638,0.00027946325,0.00007381139,0.00061328325,0.000010881293,0.00019093396,0.00024010953,0.001361878],"category_scores_gemma":[0.0007212099,0.0001480333,0.000055665863,0.0003079979,0.00004948741,0.0001245149,0.000054075324,0.00047670782,0.0013575775],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000968235,0.00008628332,0.49085706,0.00040527445,0.00003639259,0.000018739585,0.0021725541,0.000009001391,0.0000034726313,0.04787728,0.42198193,0.036455188],"study_design_scores_gemma":[0.0008388981,0.000011265267,0.22422989,0.00005818684,0.000013274354,0.0000029976115,0.0010187803,0.000003634287,0.000044832126,0.0026722765,0.770952,0.00015399928],"about_ca_topic_score_codex":0.00022339511,"about_ca_topic_score_gemma":0.0002151735,"teacher_disagreement_score":0.47349763,"about_ca_system_score_codex":0.00024944532,"about_ca_system_score_gemma":0.00013953955,"threshold_uncertainty_score":0.999551},"labels":[],"label_agreement":null},{"id":"W1608677721","doi":"","title":"Canadian media say DTC pharma ads the right Rx.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immunization; Medicine; Coronavirus disease 2019 (COVID-19); Health care; 2019-20 coronavirus outbreak; Political science; Operations research; Business; Advertising; Virology; Immunology; Law; Engineering; Pathology","score_opus":0.046525649005584264,"score_gpt":0.3601110218425965,"score_spread":0.31358537283701227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1608677721","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1089026,0.0023795113,0.000006897893,0.036083627,0.0072634574,0.0045598717,0.000091136804,0.00023052192,0.84048235],"genre_scores_gemma":[0.9531664,0.00012542788,0.00006482085,0.018624615,0.0006109073,0.0035348786,0.000020061792,0.00003726932,0.023815619],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960088,0.000940327,0.00047764136,0.0002840684,0.0003227263,0.0019664252],"domain_scores_gemma":[0.9972427,0.0007635754,0.00013674753,0.00051496894,0.00013093141,0.0012111093],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017640871,0.00018996427,0.00024187766,0.00010278808,0.0014832322,0.000015434318,0.00039921285,0.00022634615,0.0044540674],"category_scores_gemma":[0.0008609681,0.00012689522,0.00005794672,0.00046392827,0.000073554,0.00009725739,0.000038776314,0.0007541005,0.0014751998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022983799,0.000028689337,0.076809265,0.00008417226,0.000031995565,0.00003824012,0.0034463133,0.0000035591443,6.619471e-7,0.037681673,0.8562754,0.025577068],"study_design_scores_gemma":[0.00040825494,0.0000034860223,0.12038004,0.000026451824,0.00001677051,0.0000032501541,0.00084810826,0.0000044619414,0.000020665886,0.0016258286,0.87653244,0.00013023724],"about_ca_topic_score_codex":0.08701264,"about_ca_topic_score_gemma":0.4930836,"teacher_disagreement_score":0.8442638,"about_ca_system_score_codex":0.00095064484,"about_ca_system_score_gemma":0.00082937366,"threshold_uncertainty_score":0.9998167},"labels":[],"label_agreement":null},{"id":"W1610240095","doi":"10.7202/1008588ar","title":"Les difficultés et les avantages de la formation en psychiatrie en milieu urbain : l’exemple de Montréal","year":2012,"lang":"fr","type":"article","venue":"Santé mentale au Québec","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Art","score_opus":0.021588195153151805,"score_gpt":0.3917956137808859,"score_spread":0.3702074186277341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1610240095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8752703,0.08956042,0.000755874,0.019383173,0.0014527015,0.0012277702,0.00030438392,0.0002163924,0.011829],"genre_scores_gemma":[0.9734893,0.0063846977,0.004828587,0.0018008945,0.0015642575,0.0001971329,0.00016175081,0.000098388125,0.0114750145],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98982435,0.006201652,0.0010094865,0.00036581742,0.00043726608,0.0021614356],"domain_scores_gemma":[0.9952763,0.0029928018,0.00043230414,0.0004680843,0.00005836082,0.00077218184],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0037670543,0.0005105978,0.0005302414,0.00013469897,0.0016401742,0.000037898688,0.00040049764,0.0010395305,0.0015954652],"category_scores_gemma":[0.00041491096,0.0004990519,0.00019900153,0.00022248595,0.00027802345,0.00076717016,0.0002690014,0.001468338,0.0008045524],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024563415,0.0010101381,0.49504957,0.0021138971,0.000087290886,0.000016424636,0.26731214,0.00006536127,0.0006272094,0.0072081755,0.12171502,0.10454913],"study_design_scores_gemma":[0.0015648712,0.00018616013,0.24950254,0.0013761946,0.00016025374,0.00008937464,0.10540971,0.0003391381,0.00052716146,0.00029160632,0.64006114,0.000491878],"about_ca_topic_score_codex":0.78446317,"about_ca_topic_score_gemma":0.5692617,"teacher_disagreement_score":0.5183461,"about_ca_system_score_codex":0.006964374,"about_ca_system_score_gemma":0.0016545849,"threshold_uncertainty_score":0.9999734},"labels":[],"label_agreement":null},{"id":"W1618982161","doi":"","title":"The Society of Rural Physicians of Canada: an appreciation","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","score_opus":0.06830569053530752,"score_gpt":0.4113989078062761,"score_spread":0.34309321727096853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1618982161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94166803,0.0014699326,0.0010873686,0.04134318,0.00275667,0.0006009937,0.000056962886,0.00002444346,0.010992421],"genre_scores_gemma":[0.9946681,0.0008333645,0.00072733907,0.001993778,0.0011387203,0.0000062305458,0.000024857005,0.000015675038,0.00059192796],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9953114,0.000509971,0.0015025607,0.00009064835,0.002056026,0.0005294328],"domain_scores_gemma":[0.9965563,0.0005782142,0.0013730731,0.00023213343,0.0007935589,0.000466718],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032541289,0.00013745602,0.00056516204,0.000030555628,0.0005060631,7.416765e-7,0.00055244437,0.00020340834,0.0010020077],"category_scores_gemma":[0.0012065779,0.00007645884,0.0001237405,0.00021753415,0.00066330284,0.00007527768,0.00006378823,0.0010199556,0.0000014809825],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039874282,0.00026165566,0.045563042,0.0006616404,0.00026393702,0.000007960975,0.078977786,0.0000072113507,0.00032206048,0.0025789735,0.75518215,0.115774855],"study_design_scores_gemma":[0.009498282,0.0024909207,0.28634158,0.013641788,0.00029815864,0.0000678808,0.5607331,0.0017586204,0.0006999473,0.005251141,0.11884637,0.00037225705],"about_ca_topic_score_codex":0.16471043,"about_ca_topic_score_gemma":0.08581805,"teacher_disagreement_score":0.6363358,"about_ca_system_score_codex":0.00020694821,"about_ca_system_score_gemma":0.0025060838,"threshold_uncertainty_score":0.9999112},"labels":[],"label_agreement":null},{"id":"W1620024350","doi":"","title":"Shut out of CaRMS' first round, slighted “Irish” Canadians stay abroad","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Banner; Irish; Shut down; Service (business); Executive director; World Wide Web; Computer science; Operations research; Management; Medicine; History; Business; Engineering; Operating system; Marketing","score_opus":0.04397351832924632,"score_gpt":0.32959389076620527,"score_spread":0.2856203724369589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1620024350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69433236,0.003730036,0.00004456762,0.009081156,0.007018236,0.003466388,0.00045561683,0.00047820222,0.28139347],"genre_scores_gemma":[0.92392004,0.0019512336,0.00027588985,0.0022475116,0.00088610064,0.00021287856,0.000053274616,0.00013849603,0.07031455],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99300134,0.00075412635,0.0013277425,0.00067135255,0.000658416,0.003587013],"domain_scores_gemma":[0.99604374,0.00036011098,0.0005309011,0.001013203,0.00039009802,0.0016619549],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00063583045,0.00044565665,0.00069384766,0.00018373573,0.0007985067,0.000026523485,0.0006980491,0.00031308242,0.004533068],"category_scores_gemma":[0.0006415613,0.00041732055,0.0001360049,0.00081669464,0.00016009406,0.00023038754,0.0001659922,0.0009859137,0.0019115763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097014454,0.0002249257,0.32741055,0.0006219127,0.00009968822,0.00016007095,0.05847121,0.000048771486,0.000024981755,0.0006799724,0.6075376,0.004623282],"study_design_scores_gemma":[0.0011577203,0.000074167874,0.09292268,0.00036086712,0.00005293492,0.0000030839658,0.00177614,0.00010412489,0.00005490439,0.000024835528,0.903098,0.00037052747],"about_ca_topic_score_codex":0.01939384,"about_ca_topic_score_gemma":0.037343528,"teacher_disagreement_score":0.2955604,"about_ca_system_score_codex":0.0010973805,"about_ca_system_score_gemma":0.00035224,"threshold_uncertainty_score":0.99982786},"labels":[],"label_agreement":null},{"id":"W1621930088","doi":"10.3138/cpp.2014-037","title":"Demographics, Debt, and Practice Intentions of Medical Residents Training in Canada","year":2015,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Demographics; Debt; Student debt; Health care; Medical education; Medicine; Family medicine; Psychology; Political science; Business; Finance; Demography; Sociology","score_opus":0.13479034599756853,"score_gpt":0.45637214779075147,"score_spread":0.32158180179318296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1621930088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49135745,0.0013169379,0.000011040917,0.39694124,0.00090981467,0.00067682343,0.00014106034,0.00003314897,0.10861248],"genre_scores_gemma":[0.9836576,0.00018882635,0.00014623621,0.015471293,0.00020282854,0.00003713431,0.000017168837,0.000017717146,0.00026117198],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99636614,0.00083920086,0.0006848573,0.00021184189,0.0007764591,0.0011214981],"domain_scores_gemma":[0.99453264,0.00087888824,0.00021170505,0.00026333018,0.0004204755,0.0036929795],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0027262517,0.000121284036,0.00029873737,0.00077032566,0.000253549,0.000013033981,0.00035519793,0.00024125515,0.0001302081],"category_scores_gemma":[0.028974019,0.00012773881,0.00001928574,0.0012077654,0.00012919557,0.00024995714,0.00008931291,0.0006781439,0.000008690915],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020798925,0.000014670632,0.5866089,0.00014039713,0.000030781808,0.00013286449,0.007979819,0.0000012782284,4.803622e-7,0.27721936,0.11362096,0.014229713],"study_design_scores_gemma":[0.0017308337,0.0000505623,0.26474118,0.00093429215,0.000015780797,0.00008384046,0.13432917,0.00026502679,3.1492397e-7,0.0050052647,0.5925451,0.00029860792],"about_ca_topic_score_codex":0.99991184,"about_ca_topic_score_gemma":0.9999907,"teacher_disagreement_score":0.49230018,"about_ca_system_score_codex":0.0033246211,"about_ca_system_score_gemma":0.22485718,"threshold_uncertainty_score":0.97920537},"labels":[],"label_agreement":null},{"id":"W1629264713","doi":"10.5430/jnep.v5n9p100","title":"Internationally educated nursing students’ experiences of integration in the hospital setting","year":2015,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Fanshawe College; Western University","funders":"","keywords":"Nursing; Feeling; Nursing shortage; Qualitative research; Economic shortage; Identity (music); Immigration; Psychology; Nurse education; Medicine; Medical education; Sociology; Political science","score_opus":0.12066679683081512,"score_gpt":0.5738689408700846,"score_spread":0.45320214403926945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1629264713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93675625,0.0013578455,0.00014967835,0.036777537,0.0048595434,0.00026605348,3.40265e-7,0.0000047136036,0.019828029],"genre_scores_gemma":[0.9942942,0.000098069664,0.0038893106,0.0010483849,0.00047384066,0.000012014486,0.0000030910164,0.000006071621,0.00017497418],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9973646,0.0011945575,0.00069490785,0.00008437531,0.000512001,0.00014959805],"domain_scores_gemma":[0.9960293,0.0013931415,0.0012365067,0.00008990441,0.001154541,0.00009660996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003433805,0.00007598979,0.00014580617,0.00016790286,0.00022880688,0.000034912875,0.0002183198,0.000067861845,0.000016702405],"category_scores_gemma":[0.0047559026,0.000054100878,0.000022045526,0.00028274665,0.00007688158,0.0008204983,0.000012035987,0.00048087648,0.0000026737823],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019867693,0.0016885179,0.006045505,0.00001617504,0.000007097452,0.0000011162526,0.91784924,0.0000036686283,0.000024292034,0.0014471175,0.02153339,0.051185176],"study_design_scores_gemma":[0.0003653659,0.0002506354,0.019939533,0.0038599388,0.00003140342,0.00015797678,0.9684887,0.000026366697,0.000010721949,0.0016049318,0.0052126576,0.000051773914],"about_ca_topic_score_codex":0.00007678526,"about_ca_topic_score_gemma":0.0000050734257,"teacher_disagreement_score":0.057537984,"about_ca_system_score_codex":0.00041399102,"about_ca_system_score_gemma":0.0011889896,"threshold_uncertainty_score":0.5693603},"labels":[],"label_agreement":null},{"id":"W1636613816","doi":"","title":"Demonstrating Value: A Draft Framework for Evaluating the Effectiveness of Career Development Interventions","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Agency (philosophy); Intervention (counseling); Value (mathematics); Psychology; Career development; Front line; Service provider; Service (business); Medical education; Outcome (game theory); Work (physics); Applied psychology; Public relations; Process management; Knowledge management; Nursing; Business; Medicine; Social psychology; Political science; Sociology; Marketing; Computer science; Engineering","score_opus":0.1253598953282873,"score_gpt":0.49350647637243766,"score_spread":0.3681465810441503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1636613816","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47260815,0.014768839,0.51083696,0.00024900277,0.0008737876,0.00054154,0.0000059473896,0.000004410462,0.00011139474],"genre_scores_gemma":[0.96053565,0.0035502187,0.03459809,0.0007580842,0.00037963135,0.000031390355,0.000002668411,0.000037701717,0.00010658899],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976608,0.00055941194,0.0009686834,0.00011906502,0.0002158697,0.00047613616],"domain_scores_gemma":[0.9939396,0.004305336,0.0006349821,0.00013695264,0.000648711,0.0003344372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011988405,0.00012537764,0.00029605965,0.00015250666,0.0009615026,0.00001742083,0.00018752119,0.00016017759,0.000052469055],"category_scores_gemma":[0.000059101603,0.000092866685,0.00012125067,0.00020920609,0.000092568,0.00006413266,2.59159e-7,0.00051037606,0.00000128074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005334315,0.00015932611,0.09865715,0.0073680733,0.0011642751,0.000027040505,0.22245663,0.0022745703,0.0013302423,0.32417524,0.001598257,0.33545485],"study_design_scores_gemma":[0.005413542,0.0027333486,0.02088264,0.06009399,0.00022311493,0.00007671319,0.011423974,0.0007089441,0.0006833599,0.7436562,0.15343137,0.0006727753],"about_ca_topic_score_codex":0.00046891006,"about_ca_topic_score_gemma":0.006776919,"teacher_disagreement_score":0.4879275,"about_ca_system_score_codex":0.00007486331,"about_ca_system_score_gemma":0.0008807026,"threshold_uncertainty_score":0.7395198},"labels":[],"label_agreement":null},{"id":"W1637049750","doi":"10.3138/cpp.2013-049","title":"Registration Decision-Making, and Public Protection: International Medical Graduates in Australia and New Zealand","year":2015,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Context (archaeology); Quality (philosophy); Balance (ability); Business; Public health; Public relations; Political science; Medicine; Geography; Nursing","score_opus":0.14576899428344497,"score_gpt":0.45472791793788,"score_spread":0.308958923654435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1637049750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65434265,0.00019468956,0.00006140786,0.3353461,0.0008142965,0.0007627939,0.000033431617,0.000067307774,0.008377324],"genre_scores_gemma":[0.9889669,0.00006438388,0.00030499615,0.003593068,0.0011037558,0.00006921135,0.00003133956,0.000016844773,0.005849541],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976407,0.00021025416,0.0005115779,0.0003261112,0.0004479154,0.0008634131],"domain_scores_gemma":[0.9960982,0.00015307705,0.00014534268,0.0002145177,0.00021723956,0.0031716006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009827098,0.0001557015,0.0002009191,0.0008367391,0.00028710868,0.0001191745,0.0002506568,0.00036948855,0.0005489027],"category_scores_gemma":[0.0068099285,0.00015165198,0.000015408472,0.00064220483,0.00012383734,0.00046654255,0.000082737744,0.00055784296,0.0000768378],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029040626,0.00001841909,0.43323103,0.000035749432,0.00001410108,0.000044614502,0.0017587568,6.0393796e-7,4.025631e-7,0.09087982,0.38949534,0.08449214],"study_design_scores_gemma":[0.0011583845,0.000054899956,0.10413392,0.00035303234,0.0000023674465,0.000066221095,0.0007964272,0.00032988648,1.156394e-7,0.036315475,0.85661626,0.00017301332],"about_ca_topic_score_codex":0.7312544,"about_ca_topic_score_gemma":0.9204103,"teacher_disagreement_score":0.46712092,"about_ca_system_score_codex":0.0013226584,"about_ca_system_score_gemma":0.012229093,"threshold_uncertainty_score":0.99337065},"labels":[],"label_agreement":null},{"id":"W1638589516","doi":"10.4102/safp.v23i1.2089","title":"Report on the Fourth World Rural Health Congress: Calgary, Canada, 16-19 August 2000","year":2001,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural health; Rural area; Library science; Economic growth","score_opus":0.05782952464399392,"score_gpt":0.3830091333712635,"score_spread":0.3251796087272696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1638589516","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05698883,0.0019377893,0.000096760385,0.109817415,0.003828734,0.0033907208,0.00013786671,0.0004080869,0.8233938],"genre_scores_gemma":[0.68900084,0.0002447141,0.0004761608,0.15249126,0.0008916029,0.00034383443,0.000084136875,0.00010808534,0.15635936],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9904058,0.0033343744,0.0016652286,0.0007633845,0.0015201252,0.0023110968],"domain_scores_gemma":[0.9881412,0.006089801,0.0021155118,0.0017005928,0.0006706014,0.0012822906],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0040935045,0.00053067773,0.0007427627,0.00018457616,0.002997259,0.00006732485,0.0007592872,0.00020626116,0.0015469312],"category_scores_gemma":[0.005969217,0.0003951428,0.000113738104,0.0015987462,0.00019890434,0.0003941804,0.00023437511,0.0026119505,0.00082460506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007877718,0.00010231259,0.047980893,0.00008291038,0.00007445993,0.000841874,0.003905497,0.00004123546,4.554413e-7,0.004673606,0.9401585,0.0013505013],"study_design_scores_gemma":[0.0007655404,0.00015771543,0.012824145,0.00037624995,0.00005105764,0.00008048384,0.10385184,0.00003467626,3.6488703e-7,0.00013414792,0.88137954,0.00034422608],"about_ca_topic_score_codex":0.8699013,"about_ca_topic_score_gemma":0.70253444,"teacher_disagreement_score":0.66703445,"about_ca_system_score_codex":0.0045000915,"about_ca_system_score_gemma":0.014369586,"threshold_uncertainty_score":0.9999534},"labels":[],"label_agreement":null},{"id":"W1642965024","doi":"","title":"Dr. Peter Newbery - A Leading Pioneer of Rural Medicine","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"BELLA; Divinity; Medicine; Enthusiasm; Family medicine; Health care; Political science; Law; Psychology","score_opus":0.12357610088528466,"score_gpt":0.46013825216224424,"score_spread":0.3365621512769596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1642965024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71530634,0.0053725173,0.0037856407,0.104176484,0.009587447,0.0013111199,0.000036091627,0.00018776213,0.1602366],"genre_scores_gemma":[0.97906446,0.0014266211,0.0014847371,0.007034402,0.004543928,0.00001775012,0.000052206753,0.0000615851,0.006314317],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99184793,0.00076964113,0.0030390732,0.00023068042,0.003037679,0.0010750012],"domain_scores_gemma":[0.9946211,0.0009536375,0.0014889148,0.00039409046,0.0009104464,0.0016318116],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0052745887,0.00036041427,0.0015350058,0.00039965688,0.0004223481,0.0000014345909,0.0008202104,0.00054278545,0.0361726],"category_scores_gemma":[0.0058227074,0.00021785733,0.00017007302,0.00050784793,0.0016924671,0.00017476072,0.00018701062,0.0024758766,0.0001491403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075386604,0.00024252008,0.07216244,0.0011494564,0.00022435481,0.00023903606,0.06814523,0.0000013161396,0.00071358075,0.0027964667,0.82237434,0.031197382],"study_design_scores_gemma":[0.03797618,0.008276742,0.1569743,0.09794823,0.00093798403,0.0020193101,0.19037026,0.00032794714,0.00036004873,0.011873829,0.49182063,0.0011145431],"about_ca_topic_score_codex":0.0018037026,"about_ca_topic_score_gemma":0.00010665493,"teacher_disagreement_score":0.3305537,"about_ca_system_score_codex":0.00018144648,"about_ca_system_score_gemma":0.00069075683,"threshold_uncertainty_score":0.9998255},"labels":[],"label_agreement":null},{"id":"W1647090612","doi":"10.5539/gjhs.v7n5p333","title":"Factors Influencing Neurosurgeons’ Decision to Retain in a Work Location: A Qualitative Study","year":2015,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Remuneration; Workload; Incentive; Work (physics); Qualitative research; Nursing; Medicine; Quality (philosophy); Medical education; Public relations; Psychology; Business","score_opus":0.19775895761520362,"score_gpt":0.5479336907344718,"score_spread":0.3501747331192682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1647090612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99137,0.00061544473,0.0007695346,0.0030114707,0.002420695,0.0014065953,0.000004450384,0.000024197894,0.00037760302],"genre_scores_gemma":[0.99574566,0.000012474743,0.0018671324,0.0022094548,0.00011399864,0.000014891395,3.708811e-7,0.0000096252725,0.000026413756],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9914602,0.0018614008,0.0026803669,0.00044602444,0.0021846252,0.0013673984],"domain_scores_gemma":[0.99346477,0.00070657034,0.0014840483,0.00042017145,0.0022053076,0.0017191148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022283854,0.00023876614,0.0007628429,0.0005354982,0.0008564323,0.000043658623,0.0009887978,0.0000906531,0.000016176084],"category_scores_gemma":[0.005779214,0.00018325372,0.000050435563,0.008006724,0.00018288543,0.0006865054,0.00030729466,0.0007749819,0.00007777853],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00032382976,0.00017633254,0.8765292,0.00004024477,0.0000028150455,0.000018137236,0.1135087,0.001536841,0.0000012898303,0.00021619495,0.0045719515,0.003074414],"study_design_scores_gemma":[0.0009394174,0.0010995653,0.63787913,0.0015062594,0.000003292911,0.000011517229,0.35642076,0.000019360816,6.764162e-7,0.00095747586,0.0010359365,0.00012661683],"about_ca_topic_score_codex":0.002166378,"about_ca_topic_score_gemma":0.0010884391,"teacher_disagreement_score":0.24291205,"about_ca_system_score_codex":0.0046208333,"about_ca_system_score_gemma":0.010201726,"threshold_uncertainty_score":0.9992002},"labels":[],"label_agreement":null},{"id":"W1656834978","doi":"","title":"Learners and locations: Use of administrative data and GIS technology to map birthplace, residence during high school years, and permanent residence of presently enrolled medical students at Memorial University","year":2013,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Residence; Geography; Gerontology; Medicine; Medical education; Demography; Sociology","score_opus":0.030569788682375185,"score_gpt":0.3534384039418406,"score_spread":0.3228686152594654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1656834978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9955261,0.00020539814,0.0001652806,0.0032915662,0.00018951627,0.000509579,0.00007516921,0.000008722653,0.000028686654],"genre_scores_gemma":[0.9945734,0.002834467,0.0007204896,0.000019533967,0.000095792406,1.526327e-7,0.000011218236,0.000007161558,0.0017377681],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970345,0.0008631076,0.00064922334,0.00028509853,0.00089144986,0.00027660717],"domain_scores_gemma":[0.99653065,0.000939472,0.001145067,0.0005476757,0.00050071534,0.0003364207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013836289,0.0001582117,0.0007486637,0.0005951934,0.00045059045,0.000013817373,0.0011164786,0.00021951103,0.00027095544],"category_scores_gemma":[0.00071571645,0.00013899054,0.00006237725,0.00075773004,0.00071040186,0.00044594993,0.0016925803,0.00048760476,0.0000054544535],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008974287,0.00015540677,0.97576916,0.0003726785,0.0018390492,0.00012305714,0.0071440097,0.0007590134,0.0010748315,0.00032386827,0.0031342332,0.00033041387],"study_design_scores_gemma":[0.0057348902,0.00058347284,0.9469276,0.0010158792,0.0019208903,0.00003689838,0.04076392,0.001770909,0.000013040166,0.00030739186,0.0006959821,0.00022914569],"about_ca_topic_score_codex":0.018382676,"about_ca_topic_score_gemma":0.027771851,"teacher_disagreement_score":0.033619907,"about_ca_system_score_codex":0.00030546452,"about_ca_system_score_gemma":0.00044896145,"threshold_uncertainty_score":0.9899688},"labels":[],"label_agreement":null},{"id":"W1658530585","doi":"10.1111/j.1365-2702.2005.01133.x","title":"Editorial: The global shortage of registered nurses","year":2005,"lang":"en","type":"editorial","venue":"Journal of Clinical Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing shortage; Economic shortage; Nursing; Medicine; Population; Work (physics); Meaning (existential); Developing country; Economic growth; Psychology; Nurse education; Environmental health","score_opus":0.1043176944495833,"score_gpt":0.5839548544610621,"score_spread":0.4796371600114788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1658530585","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00091409363,0.003147917,0.000043311768,0.004001683,0.9800543,0.00070161995,0.00017450844,0.00003622712,0.010926316],"genre_scores_gemma":[0.0013410253,0.0025135211,0.00094612007,0.00028159484,0.993296,0.000005573837,0.000024376077,0.00007327096,0.0015184616],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.982288,0.0034195352,0.009424409,0.00044790885,0.0033895571,0.0010305593],"domain_scores_gemma":[0.9628653,0.018872319,0.01289461,0.0009870941,0.0037171387,0.00066355243],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0115339765,0.0005108388,0.0029855154,0.00011113792,0.00055040454,0.00003395431,0.0017388894,0.004023964,0.00017199958],"category_scores_gemma":[0.031788476,0.0003309484,0.001212238,0.0004188247,0.0007968417,0.00024939384,0.00012765668,0.008844015,0.000056345998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018790814,0.0003362366,0.0016062639,0.00028992575,0.00014041118,0.000013453071,0.00046510538,0.000009771449,2.8356158e-7,0.0001823678,0.97693604,0.018141055],"study_design_scores_gemma":[0.0020899256,0.0008500299,0.00056110276,0.01701391,0.0005080194,0.0000053723006,0.0015900818,0.0000066034117,4.1984694e-7,0.0022667062,0.9748673,0.00024055265],"about_ca_topic_score_codex":0.00013893352,"about_ca_topic_score_gemma":0.00014002706,"teacher_disagreement_score":0.020254498,"about_ca_system_score_codex":0.0011859281,"about_ca_system_score_gemma":0.005536172,"threshold_uncertainty_score":0.9999142},"labels":[],"label_agreement":null},{"id":"W16616856","doi":"","title":"Perioperative nursing education in Canada: current and future perspectives.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Perioperative nursing; Specialty; Nursing; Nurse education; Perioperative; Medicine; Nursing shortage; Economic shortage; Nursing research; Operating room nursing; Family medicine; Anesthesia","score_opus":0.030091034289147254,"score_gpt":0.40329937574668834,"score_spread":0.37320834145754106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W16616856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9298118,0.018485649,0.0000100143425,0.005869825,0.002815536,0.0018864786,0.000005556045,0.00002553635,0.04108965],"genre_scores_gemma":[0.996469,0.00065993174,0.000086794105,0.00049998506,0.00096828846,0.0005137147,0.0000062332024,0.000011547398,0.0007844782],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99848413,0.0001463025,0.00029699496,0.00022664195,0.0001613997,0.0006844972],"domain_scores_gemma":[0.999311,0.000101368554,0.00008365015,0.00011633872,0.00012758911,0.0002600766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048866257,0.00010557576,0.00015688663,0.00008137514,0.00029687534,0.0000051800894,0.000062438965,0.0000685431,0.0000491544],"category_scores_gemma":[0.00006951838,0.00009742725,0.000009697117,0.00022980056,0.000037926995,0.00009147811,0.000019482513,0.00048355453,0.000004336947],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039536222,0.000057789737,0.19526654,0.000057514524,0.0000018994483,0.0000015325453,0.01683773,4.3229733e-7,2.7209668e-7,0.0067982143,0.004182634,0.7767559],"study_design_scores_gemma":[0.00022466473,0.0000030971464,0.7624329,0.00012382209,0.0000027191622,0.0000010771671,0.15232776,0.0000040748478,0.0000016086877,0.000082810686,0.08472233,0.00007314118],"about_ca_topic_score_codex":0.4841668,"about_ca_topic_score_gemma":0.9040624,"teacher_disagreement_score":0.77668273,"about_ca_system_score_codex":0.0049251225,"about_ca_system_score_gemma":0.0034352483,"threshold_uncertainty_score":0.9988948},"labels":[],"label_agreement":null},{"id":"W1668902705","doi":"","title":"Shut out at home, Canadians flocking to Ireland's medical schools - and to an uncertain future","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Flocking (texture); Safe haven; Haven; Medicine; Genealogy; History; Visual arts; Economics; Art; Mathematics","score_opus":0.025803584796930422,"score_gpt":0.3363782674171329,"score_spread":0.3105746826202025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1668902705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93873596,0.00069572066,0.000011411828,0.0403705,0.0022771202,0.002174376,0.000117260955,0.00027211313,0.015345559],"genre_scores_gemma":[0.89062774,0.0014840479,0.0008191034,0.049240977,0.005278098,0.00047077995,0.00011096182,0.00018789944,0.05178041],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99344105,0.00088552985,0.00075693085,0.00082823425,0.0007836731,0.003304559],"domain_scores_gemma":[0.9921112,0.00014854709,0.00009306107,0.00067736855,0.00012826714,0.0068415403],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010483073,0.00038549345,0.0004962641,0.00014462716,0.0010808341,0.00005025827,0.00059369823,0.00036238087,0.0057938416],"category_scores_gemma":[0.0005282931,0.00034184073,0.00004604899,0.0006482117,0.000049489496,0.00017810264,0.00021325907,0.0011031851,0.002982774],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062002294,0.00009732863,0.37554458,0.0002271343,0.00004546987,0.00062411884,0.06885528,0.00016326507,0.00001811929,0.00055332255,0.368038,0.18521339],"study_design_scores_gemma":[0.00070183235,0.000100492274,0.18547797,0.00041533582,0.000015591546,0.000014366747,0.0018260642,0.000033533248,0.0000044879203,0.000021685826,0.8110485,0.00034012104],"about_ca_topic_score_codex":0.0071856016,"about_ca_topic_score_gemma":0.07016071,"teacher_disagreement_score":0.4430105,"about_ca_system_score_codex":0.0010898976,"about_ca_system_score_gemma":0.0007855227,"threshold_uncertainty_score":0.9999034},"labels":[],"label_agreement":null},{"id":"W1675428597","doi":"10.7556/jaoa.2015.062","title":"Canadian DOs: International Expansion of Osteopathic Medical Education North of the Border","year":2015,"lang":"en","type":"article","venue":"Journal of Osteopathic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Osteopathic medicine in the United States; Specialty; Accreditation; Graduate medical education; Family medicine; Medicine; Debt; Medical education; Preference; Alternative medicine; Finance","score_opus":0.041177933115772385,"score_gpt":0.43910003397565806,"score_spread":0.39792210085988566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1675428597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9120187,0.00281147,0.00004328221,0.062642045,0.011490976,0.00050354615,0.0000132281,0.000008351661,0.010468355],"genre_scores_gemma":[0.9919072,0.0003441159,0.00017500117,0.00479689,0.0016832002,0.000008062834,0.000011622789,0.00002013201,0.0010538028],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941427,0.0009464022,0.0021645182,0.00015030167,0.0021995488,0.00039652968],"domain_scores_gemma":[0.99278194,0.00041862015,0.0020888487,0.00040330744,0.0032029934,0.0011043026],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0053973603,0.00017492572,0.0006401049,0.00039953354,0.0001688102,0.0000021934559,0.0008312704,0.00032457817,0.0012966796],"category_scores_gemma":[0.010133592,0.00010375258,0.0000976609,0.00058174285,0.00023759411,0.00014817472,0.000114402195,0.0013514878,0.000018365718],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046627645,0.0002060681,0.8360002,0.0008216702,0.000071436334,0.000055344382,0.03221202,0.000039475544,0.0001542695,0.0018303819,0.09624731,0.031895533],"study_design_scores_gemma":[0.014459909,0.0043819738,0.44451404,0.05950278,0.00047195161,0.00095020595,0.105386004,0.000654262,0.00021043427,0.0039292895,0.36497805,0.0005611117],"about_ca_topic_score_codex":0.037544876,"about_ca_topic_score_gemma":0.07608299,"teacher_disagreement_score":0.39148617,"about_ca_system_score_codex":0.00070227345,"about_ca_system_score_gemma":0.020390803,"threshold_uncertainty_score":0.99961627},"labels":[],"label_agreement":null},{"id":"W1678479445","doi":"","title":"Международный опыт по охране здоровья коренных народов","year":2012,"lang":"ru","type":"article","venue":"Health Care of the Russian Federation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Political science; Population health; Population; Geography; Health care; Economic growth; Medicine; Environmental health; Law","score_opus":0.0319685399626574,"score_gpt":0.40228249335339356,"score_spread":0.37031395339073614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1678479445","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18137617,0.15482691,0.0009732642,0.38388705,0.061773527,0.029141331,0.0013413966,0.00093809346,0.18574224],"genre_scores_gemma":[0.97156316,0.0017528284,0.001530573,0.014104347,0.003623485,0.0002598867,0.00024046519,0.00018014206,0.0067451173],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9866746,0.0045254966,0.0031652218,0.00080190145,0.0014978877,0.003334864],"domain_scores_gemma":[0.99261737,0.00059039134,0.0028341946,0.0019641365,0.00041947723,0.0015744054],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00288377,0.0008445007,0.0014342272,0.00024907824,0.0068189856,0.00009848227,0.00087257783,0.0011565476,0.0012847285],"category_scores_gemma":[0.00047914757,0.0006811497,0.00045951895,0.0009795314,0.00029194323,0.0007166955,0.00052650087,0.0021261477,0.0013244303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009950356,0.0013109908,0.11967649,0.026299255,0.00025095293,0.000005205987,0.2176954,0.00015641178,0.00008080695,0.23175219,0.3473181,0.054459162],"study_design_scores_gemma":[0.0045632436,0.0011787615,0.19358537,0.01655698,0.00031328184,0.000039925126,0.059145615,0.0005098358,0.00083883863,0.001416134,0.7201049,0.0017471586],"about_ca_topic_score_codex":0.0045684054,"about_ca_topic_score_gemma":0.0032636165,"teacher_disagreement_score":0.790187,"about_ca_system_score_codex":0.0034213297,"about_ca_system_score_gemma":0.003716334,"threshold_uncertainty_score":0.99962825},"labels":[],"label_agreement":null},{"id":"W167952610","doi":"10.17483/2368-6669.1018","title":"Confronting the Social Mandate for Nursing Scholarship – One School of Nursing’s Journey","year":2014,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Scholarship; Mandate; Nurse education; Workforce; Nursing research; Nursing; Sociology; Medicine; Medical education; Political science; Pedagogy","score_opus":0.13904462861833464,"score_gpt":0.5477843294941488,"score_spread":0.4087397008758141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W167952610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6875381,0.0020814005,0.13406132,0.08203225,0.012359198,0.009755641,0.00012305807,0.000395032,0.071654],"genre_scores_gemma":[0.9837293,0.00010876804,0.011686375,0.0012351744,0.0010653083,0.0005059103,0.0003298702,0.000048412763,0.0012908755],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9942908,0.0017398419,0.0021576623,0.0003525219,0.00062436657,0.00083479116],"domain_scores_gemma":[0.99582523,0.0010037262,0.0017552171,0.00046725394,0.00077449053,0.00017406844],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0045270193,0.00028763118,0.0005416275,0.0002934813,0.0018285719,0.00005693477,0.00039555662,0.00027624183,0.00019300573],"category_scores_gemma":[0.0013966435,0.00027724617,0.000113689544,0.00047198127,0.00024389183,0.0013101472,0.000023143884,0.00079083577,0.00007187793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077450904,0.0022009439,0.012427091,0.002565918,0.00003141088,3.707449e-8,0.11199594,0.00048787842,0.0005615178,0.42222354,0.018307107,0.42842412],"study_design_scores_gemma":[0.0069982577,0.0004944405,0.14049968,0.06232791,0.00022316624,0.000006255053,0.28883955,0.003126747,0.0012634917,0.24638389,0.24853915,0.0012974369],"about_ca_topic_score_codex":0.00006275929,"about_ca_topic_score_gemma":0.00004999697,"teacher_disagreement_score":0.42712668,"about_ca_system_score_codex":0.0025533305,"about_ca_system_score_gemma":0.00059028633,"threshold_uncertainty_score":0.999968},"labels":[],"label_agreement":null},{"id":"W1683943056","doi":"","title":"No tuition fees for U of T residents","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Battle; Medicine; Medical education; Family medicine; Business; Geography; Archaeology","score_opus":0.039824353877598376,"score_gpt":0.35558405151588246,"score_spread":0.3157596976382841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1683943056","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8971955,0.00063411734,0.000040885392,0.0010106156,0.0017556765,0.0030607507,0.00013531123,0.00020581389,0.09596128],"genre_scores_gemma":[0.8877108,0.0020129902,0.0013158622,0.0017613227,0.0012934967,0.00056545966,0.00011111332,0.00009690545,0.105132036],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964895,0.0004386013,0.0007924192,0.0003452946,0.0003264349,0.0016076975],"domain_scores_gemma":[0.9983229,0.0002902036,0.0002471416,0.0004163449,0.0003092205,0.00041421427],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006602898,0.00018802997,0.00032594576,0.00006150609,0.0003714337,0.000008861003,0.00030881082,0.00014560545,0.0032169733],"category_scores_gemma":[0.0005495,0.00017333514,0.000081891536,0.0003193386,0.00006188848,0.00016190179,0.00004863468,0.0002948572,0.0013448995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033225017,0.00059835456,0.4063783,0.0038746502,0.00012128588,0.000031846987,0.020579694,0.000113171634,0.00062523945,0.006877103,0.45403424,0.103443615],"study_design_scores_gemma":[0.0011608064,0.0000882055,0.46287,0.00049700506,0.000023024966,9.0724006e-7,0.00014894945,0.000021571866,0.0002190233,0.000374362,0.5344454,0.00015075237],"about_ca_topic_score_codex":0.00043118047,"about_ca_topic_score_gemma":0.00006903521,"teacher_disagreement_score":0.10329286,"about_ca_system_score_codex":0.00019934021,"about_ca_system_score_gemma":0.0001856913,"threshold_uncertainty_score":0.9994327},"labels":[],"label_agreement":null},{"id":"W1687284477","doi":"10.25011/cim.v30i4.2831","title":"70. Supporting IMG integration into residency trainings","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Curriculum; Residency training; Professional development; Workforce; Session (web analytics); Faculty development; IMG; Medicine; Workforce development; Psychology; Pedagogy; Continuing education; Political science; Computer science","score_opus":0.3240538354305017,"score_gpt":0.5511911594208416,"score_spread":0.22713732399033992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1687284477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8928541,0.00063970685,0.001208372,0.08054905,0.0015293171,0.00072367006,0.0000019262195,0.00014587364,0.022347989],"genre_scores_gemma":[0.9713641,0.00022015347,0.004005249,0.018637655,0.0021937403,0.000023415565,0.000040061215,0.000021662216,0.0034940105],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99565685,0.00063108833,0.0022766956,0.0004605118,0.0003197345,0.00065509346],"domain_scores_gemma":[0.9954606,0.0024020663,0.00068037276,0.00023581584,0.00035105066,0.00087007397],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.008694017,0.00021435333,0.00063160737,0.00009911518,0.0006229616,0.0000041157623,0.00015225956,0.00033977654,0.0005744056],"category_scores_gemma":[0.017915893,0.00014445503,0.000048845133,0.00037743253,0.0056450525,0.00021657189,0.00009941009,0.0013585569,0.00010815257],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016344507,0.00004808636,0.684677,0.00032756233,0.00002707329,0.000036837784,0.053160433,1.0274707e-7,0.0007682239,0.119300835,0.05797026,0.08352015],"study_design_scores_gemma":[0.0021755905,0.0014815858,0.404111,0.004123198,0.00005413244,0.0000036245406,0.048679233,0.000106214735,0.00018156832,0.4993231,0.03950124,0.00025954074],"about_ca_topic_score_codex":0.0013763785,"about_ca_topic_score_gemma":0.0012004526,"teacher_disagreement_score":0.38002226,"about_ca_system_score_codex":0.00007097706,"about_ca_system_score_gemma":0.00028980806,"threshold_uncertainty_score":0.997061},"labels":[],"label_agreement":null},{"id":"W1689851159","doi":"10.25011/cim.v30i4.2775","title":"15. Meeting challenges in the delivery of surgical care","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medicine; Productivity; Operations management; Work (physics); Medical emergency; Surgery; Engineering; Mechanical engineering","score_opus":0.40770711715379976,"score_gpt":0.5145780922883376,"score_spread":0.10687097513453786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1689851159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8710405,0.033389974,8.8185504e-7,0.046650097,0.00042761475,0.00047228718,0.0000023784564,0.000019296112,0.04799696],"genre_scores_gemma":[0.98442495,0.0113365585,0.00017968199,0.0030760472,0.0008668235,0.000012997802,0.00000779494,0.0000079620695,0.0000872081],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964483,0.001254528,0.0013379403,0.00026821723,0.00029011344,0.00040090896],"domain_scores_gemma":[0.9936462,0.0053720344,0.00029928912,0.00021016298,0.00021962188,0.00025267195],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0061754356,0.00013180064,0.0005354308,0.000058858288,0.00018919239,7.345765e-7,0.00017911747,0.00022650874,0.000073691655],"category_scores_gemma":[0.0020583607,0.000070725575,0.000038646216,0.00023809687,0.0044747507,0.000046980356,0.00008832277,0.0009146836,0.00001272975],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015628728,0.000064663924,0.7899995,0.0008263811,0.000014994157,0.000072759176,0.059363782,4.062937e-7,0.000014616556,0.12003275,0.0043249456,0.025128908],"study_design_scores_gemma":[0.002956385,0.0010724503,0.4958159,0.005240734,0.000032639815,0.0000043655637,0.31093228,0.000015444966,0.000019864165,0.020296423,0.16347648,0.0001370394],"about_ca_topic_score_codex":0.00046329564,"about_ca_topic_score_gemma":0.0013961444,"teacher_disagreement_score":0.2941836,"about_ca_system_score_codex":0.000025291978,"about_ca_system_score_gemma":0.00009640876,"threshold_uncertainty_score":0.9982345},"labels":[],"label_agreement":null},{"id":"W1690807568","doi":"","title":"“Test for Success”: Multifaceted Program to Promote Internationally Educated Nurse Success on the Canadian Registered Nurse Exam","year":2011,"lang":"en","type":"article","venue":"Sigma Theta Tau International's 22nd International Nursing Research Congress","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Nursing; Success factors; Medicine; Medical education; Psychology; Business","score_opus":0.17689677944690615,"score_gpt":0.5196968466420553,"score_spread":0.3428000671951491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1690807568","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30481648,0.00015291822,0.00019347455,0.1831855,0.026132675,0.016584542,0.0017576558,0.00063172885,0.46654502],"genre_scores_gemma":[0.9208192,0.000038443653,0.0016995553,0.0024584031,0.0014686501,0.0047725975,0.00081773277,0.00017914386,0.06774625],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9901436,0.001114562,0.0016513319,0.0015323807,0.0032234085,0.0023347344],"domain_scores_gemma":[0.98463607,0.0031830021,0.000733313,0.0013474292,0.008867085,0.001233097],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004864107,0.00068730465,0.000577036,0.0018280015,0.0027343428,0.0005610253,0.0051662154,0.00047090318,0.004283884],"category_scores_gemma":[0.009665722,0.00056535524,0.00028536044,0.0011508173,0.0009436453,0.0007379384,0.00025297364,0.002173079,0.0011019619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0056568203,0.0054490296,0.063480295,0.0002386794,0.0011477151,0.00014448307,0.03670187,0.00016650427,0.0007390095,0.21195424,0.5555157,0.11880562],"study_design_scores_gemma":[0.006026121,0.0022375681,0.069666915,0.014455743,0.00009850707,0.000054721077,0.015352678,0.019097686,0.0019430529,0.0235511,0.8457502,0.0017657038],"about_ca_topic_score_codex":0.04416018,"about_ca_topic_score_gemma":0.059922226,"teacher_disagreement_score":0.61600274,"about_ca_system_score_codex":0.0058417693,"about_ca_system_score_gemma":0.0022276817,"threshold_uncertainty_score":0.9996798},"labels":[],"label_agreement":null},{"id":"W1695954864","doi":"10.5944/reop.vol.11.num.19.2000.11321","title":"Competencias necesarias para proporcionar Servicios de orientación de calidad: directrices canadienses para el Desarrollo de la Carrera","year":2014,"lang":"es","type":"article","venue":"REOP - Revista Española de Orientación y Psicopedagogía","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Humanities; Context (archaeology); Political science; Cartography; Geography; Art","score_opus":0.028587025272957377,"score_gpt":0.3958265951778966,"score_spread":0.3672395699049392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1695954864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9626897,0.012047603,0.0037544104,0.0053992188,0.0017300905,0.004697106,0.0007988824,0.00094546296,0.007937557],"genre_scores_gemma":[0.9619836,0.0058107614,0.014097293,0.008460184,0.0029297015,0.000850795,0.00040664908,0.00057098124,0.004890022],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.97074807,0.013790886,0.0036899322,0.0026264559,0.0018198,0.007324873],"domain_scores_gemma":[0.9830818,0.005861923,0.0025386035,0.0028549174,0.0010758141,0.0045869458],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.012812593,0.0022403265,0.0033610798,0.00080826815,0.00396017,0.0009857243,0.0024566706,0.0024416097,0.0012740117],"category_scores_gemma":[0.0042136363,0.0022779615,0.00081217475,0.002804581,0.0009989664,0.00085558096,0.00083070656,0.004172664,0.0009713322],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0010405219,0.00086975243,0.79825926,0.0067702546,0.00038904953,0.0008772371,0.02347973,0.00031093156,0.0010430373,0.14550644,0.015709063,0.00574469],"study_design_scores_gemma":[0.0034594394,0.0009433321,0.1132963,0.0073260576,0.0010796587,0.0005651555,0.010780117,0.004482006,0.00048768095,0.0030853425,0.851999,0.0024958986],"about_ca_topic_score_codex":0.06631889,"about_ca_topic_score_gemma":0.005169287,"teacher_disagreement_score":0.83628994,"about_ca_system_score_codex":0.009039536,"about_ca_system_score_gemma":0.010109953,"threshold_uncertainty_score":0.9998065},"labels":[],"label_agreement":null},{"id":"W1708897454","doi":"","title":"Should I apply for medical school? A look into how rural students perceive barriers","year":2015,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical education; Public relations; Psychology; Mathematics education; Pedagogy; Computer science; Medicine; Political science","score_opus":0.028361105189299723,"score_gpt":0.36713228093894706,"score_spread":0.3387711757496473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1708897454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97587687,0.000245176,0.011980931,0.008785832,0.0016898245,0.0006890287,0.00003659309,0.000027036349,0.0006687239],"genre_scores_gemma":[0.9935956,0.00040605938,0.0007445119,0.00049001834,0.0011957376,7.289987e-7,0.000027612636,0.000020637575,0.0035191153],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9951391,0.0013023043,0.00081199215,0.00020577559,0.0019370988,0.00060371467],"domain_scores_gemma":[0.99416405,0.0010029332,0.0014343727,0.0004489578,0.0014388411,0.0015108446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053715813,0.00026355157,0.0011208851,0.00045837334,0.00093507685,0.000024541476,0.001831245,0.00037931252,0.00091252517],"category_scores_gemma":[0.0017299571,0.00019596801,0.0005833885,0.0009283542,0.0003850595,0.00031856503,0.00036422082,0.0010443132,0.000034731656],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.02260763,0.00035831463,0.80767834,0.0004083265,0.0101689175,0.00017023532,0.05757206,0.0071270242,0.00012920218,0.00080902275,0.09125722,0.0017137238],"study_design_scores_gemma":[0.03822332,0.0029668347,0.06526851,0.0013561607,0.020945825,0.000082800485,0.7544523,0.032080963,0.0000020776408,0.0063871653,0.0770576,0.0011764371],"about_ca_topic_score_codex":0.009254311,"about_ca_topic_score_gemma":0.02831698,"teacher_disagreement_score":0.7424098,"about_ca_system_score_codex":0.0014951129,"about_ca_system_score_gemma":0.002369844,"threshold_uncertainty_score":0.99915105},"labels":[],"label_agreement":null},{"id":"W171444699","doi":"","title":"[Migration patterns of health professionals].","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Globalization; Population; Economic growth; Emigration; Internal migration; Quarter (Canadian coin); Developing country; Political science; Development economics; Medicine; Geography; Economics; Environmental health","score_opus":0.07123034805817069,"score_gpt":0.42166784912979466,"score_spread":0.35043750107162397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W171444699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9323685,0.0011441703,0.00027860617,0.052532993,0.0009944757,0.0039653806,0.00005171737,0.00018338562,0.0084807435],"genre_scores_gemma":[0.9794004,0.00015545999,0.00036513654,0.0071517085,0.00042100876,0.0025703541,0.000045216446,0.000021070282,0.009869631],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99691784,0.0006747243,0.0009899616,0.00022083943,0.00034649737,0.0008501281],"domain_scores_gemma":[0.9984884,0.00022409722,0.0005949789,0.00030597454,0.00015161667,0.00023493411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016406504,0.000125604,0.00033366572,0.00009390136,0.00038539388,0.0000024898527,0.00016708943,0.00014513209,0.00040533833],"category_scores_gemma":[0.00015425093,0.000105788844,0.000050058698,0.00019217875,0.000019629402,0.00014790108,0.00007613925,0.0003381163,0.0001524802],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046456087,0.00027853652,0.52495503,0.0006688882,0.00001315938,3.899934e-7,0.003561892,0.000014882781,0.0000016783604,0.0036226748,0.06415151,0.40268493],"study_design_scores_gemma":[0.0004880784,0.000027238226,0.74086607,0.00026743376,0.000003992893,4.2463296e-7,0.0018378355,0.00004153468,0.000038188304,0.00015508698,0.25618201,0.00009209845],"about_ca_topic_score_codex":0.0011599516,"about_ca_topic_score_gemma":0.0017350496,"teacher_disagreement_score":0.40259284,"about_ca_system_score_codex":0.00034056103,"about_ca_system_score_gemma":0.00023424304,"threshold_uncertainty_score":0.44381705},"labels":[],"label_agreement":null},{"id":"W171728398","doi":"","title":"Rural patients' experiences accessing surgery in British Columbia.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Triage; Psychosocial; Closure (psychology); Rural area; Nursing; Medical emergency; Psychiatry","score_opus":0.036090521919552025,"score_gpt":0.34936469847279505,"score_spread":0.313274176553243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W171728398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877034,0.000118231495,6.067797e-7,0.00024199068,0.0047207815,0.0014077957,0.00000905677,0.00013133841,0.0056668436],"genre_scores_gemma":[0.9900801,0.000032659103,0.000054291755,0.0009828602,0.00033614243,0.0063598887,0.000022302926,0.000021978338,0.0021097418],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972419,0.00026345009,0.0006944984,0.0002601244,0.00030176647,0.0012382327],"domain_scores_gemma":[0.99850166,0.00060869067,0.00022259535,0.00024107085,0.00012268478,0.00030330627],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009478907,0.00009345834,0.00031008452,0.00006362686,0.0006352876,0.00012704261,0.00024150877,0.000241298,0.0010402772],"category_scores_gemma":[0.0010419023,0.00013983832,0.000048748145,0.00041955776,0.00010673842,0.0003994538,0.00012457882,0.00072429836,0.000051481034],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056423874,0.00004644145,0.8251429,0.00004535632,0.0000011839269,0.000005242697,0.0014308722,6.725023e-8,3.1805266e-7,0.000003290749,0.016390072,0.15692858],"study_design_scores_gemma":[0.00033747227,0.0000032631963,0.968366,0.0001445526,0.0000018171733,9.70187e-7,0.009033698,0.0000035896576,0.0000014591859,0.00011113613,0.021853104,0.0001429019],"about_ca_topic_score_codex":0.063181326,"about_ca_topic_score_gemma":0.35582948,"teacher_disagreement_score":0.29264814,"about_ca_system_score_codex":0.00013085472,"about_ca_system_score_gemma":0.00014837684,"threshold_uncertainty_score":0.9998729},"labels":[],"label_agreement":null},{"id":"W1720019303","doi":"10.4102/safp.v22i1.2191","title":"The Migration of South African Graduates to Canada: a Survey of Medical Practitioners in Saskatchewan","year":2000,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Citation; Family medicine; Library science","score_opus":0.051696833281834755,"score_gpt":0.3788073571632537,"score_spread":0.3271105238814189,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1720019303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9568274,0.0003804517,0.000030069268,0.02450757,0.00037595554,0.0013587582,0.00036868785,0.00004437127,0.01610674],"genre_scores_gemma":[0.9941909,0.00013751822,0.0004893219,0.003695497,0.0000826741,0.00014269527,0.00005147262,0.000035290177,0.0011746776],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99137414,0.0038778177,0.001547111,0.00043682594,0.0018497856,0.0009143495],"domain_scores_gemma":[0.98910314,0.007732225,0.0011230529,0.0006668598,0.00085041986,0.00052433053],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006726014,0.00025847682,0.0005651212,0.00014249989,0.0005073888,0.000016435019,0.00063522224,0.00024690942,0.00019526898],"category_scores_gemma":[0.011172913,0.0002038851,0.000052959822,0.0019181861,0.00019198109,0.00020529202,0.00011002352,0.0010175086,0.000069708236],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009038254,0.0008160131,0.29522482,0.00062449905,0.0003041618,0.000096025804,0.587646,0.00082221336,0.00009608298,0.0013937744,0.07537487,0.028563306],"study_design_scores_gemma":[0.00080973556,0.00020024928,0.19992535,0.0003703224,0.000047628415,0.0000019809856,0.6773085,0.00014502223,0.000011389146,0.000052697975,0.12088599,0.00024111429],"about_ca_topic_score_codex":0.9649674,"about_ca_topic_score_gemma":0.97730094,"teacher_disagreement_score":0.095299475,"about_ca_system_score_codex":0.000571221,"about_ca_system_score_gemma":0.008100463,"threshold_uncertainty_score":0.9975227},"labels":[],"label_agreement":null},{"id":"W1725643939","doi":"10.25011/cim.v30i4.2780","title":"20. Does Saskatchewan health policy encourage specialization?","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medicine; Economic shortage; Turnover; Family medicine; Population; Skewness; Demography; Statistics; Environmental health; Economics; Management","score_opus":0.19278962837610755,"score_gpt":0.520922840420493,"score_spread":0.3281332120443854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1725643939","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33364078,0.0017519145,0.0021584355,0.6168664,0.0046187174,0.002005325,0.000041102325,0.00030590058,0.03861137],"genre_scores_gemma":[0.85574174,0.0011848263,0.0017683815,0.10951825,0.012463182,0.00002356957,0.00009880707,0.00003857029,0.01916269],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99508864,0.0009977797,0.0021257105,0.0004985099,0.00038790848,0.0009014428],"domain_scores_gemma":[0.9957403,0.0013798014,0.0006762486,0.0003320709,0.00028552057,0.0015860486],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0057007093,0.00025388112,0.00084480393,0.00015096001,0.00086986495,0.000004192978,0.00018594267,0.000288191,0.000751355],"category_scores_gemma":[0.005009857,0.0001514074,0.00005205758,0.00066140364,0.0065077683,0.00013251916,0.0001323925,0.0010004013,0.00012038012],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100591766,0.00009517512,0.7017334,0.000443386,0.000034628323,0.00001616774,0.023825547,4.842399e-7,0.00004838596,0.116848744,0.13083865,0.026014805],"study_design_scores_gemma":[0.0025588397,0.0009604166,0.3079342,0.0020892401,0.00002030587,0.0000021418675,0.032293994,0.000028107372,0.000021540833,0.16448274,0.48937303,0.00023547007],"about_ca_topic_score_codex":0.005392206,"about_ca_topic_score_gemma":0.011185686,"teacher_disagreement_score":0.5221009,"about_ca_system_score_codex":0.00016791296,"about_ca_system_score_gemma":0.0011817118,"threshold_uncertainty_score":0.996196},"labels":[],"label_agreement":null},{"id":"W1729664015","doi":"","title":"Canadians continue to spend more on drugs than doctors.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatoon Medical Imaging","funders":"","keywords":"Commit; Economic shortage; Computer science; Medicine; Medical education; Database; Government (linguistics)","score_opus":0.06386532559273833,"score_gpt":0.39413780724138775,"score_spread":0.3302724816486494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1729664015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7304463,0.000085227795,0.0000020031287,0.020597529,0.0014487008,0.0027082802,0.00005192017,0.00015962329,0.24450043],"genre_scores_gemma":[0.8840961,0.000033298114,0.000051564122,0.017656894,0.0007743346,0.0024267498,0.000020098947,0.00004018087,0.09490081],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99679655,0.00022020383,0.00047068123,0.00038904787,0.0003434011,0.001780116],"domain_scores_gemma":[0.99768996,0.00028911672,0.00012230084,0.00051639625,0.00010160843,0.0012805952],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00058748806,0.0002095394,0.00032032948,0.00015928675,0.00054067565,0.000016303085,0.0003239452,0.00020022625,0.0006249125],"category_scores_gemma":[0.00026583005,0.00019170441,0.00005495395,0.00046265346,0.000038576633,0.00007316068,0.000077200675,0.0004910531,0.0016629769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000315721,0.00009093801,0.36733994,0.000112451904,0.00003168727,0.00010079479,0.015661506,0.000017484565,0.0000015455724,0.0051542483,0.48909822,0.12207547],"study_design_scores_gemma":[0.00035385694,0.000020284451,0.3741694,0.000080976846,0.0000060357283,0.0000013239351,0.0025200462,0.0000023520195,0.0000056631093,0.000113964255,0.6225899,0.00013618551],"about_ca_topic_score_codex":0.05761514,"about_ca_topic_score_gemma":0.071508415,"teacher_disagreement_score":0.15364978,"about_ca_system_score_codex":0.00077663985,"about_ca_system_score_gemma":0.00016993933,"threshold_uncertainty_score":0.99911433},"labels":[],"label_agreement":null},{"id":"W1734718023","doi":"","title":"Canadian “medicare refugee myth” debunked in major US study","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Mythology; Medical care; Medicine; Data science; History; Family medicine; Computer science; Archaeology; Classics","score_opus":0.0369049883558784,"score_gpt":0.32852525471732386,"score_spread":0.29162026636144545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1734718023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9302794,0.0012671968,0.0000014450346,0.007931605,0.0026614538,0.0041610585,0.00005881081,0.0002531605,0.05338592],"genre_scores_gemma":[0.97294223,0.0003304789,0.00008900113,0.005885524,0.000623168,0.0005352577,0.000027287155,0.0001040945,0.019462947],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99110013,0.0020884587,0.0011347604,0.00074912945,0.00062000216,0.0043074954],"domain_scores_gemma":[0.9959618,0.00022993896,0.00022853691,0.0008965139,0.0001787579,0.0025044684],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013830527,0.00039208826,0.00055291486,0.0003510847,0.0007067797,0.000027355829,0.0007094079,0.00027257824,0.004025856],"category_scores_gemma":[0.0010424316,0.0003672927,0.00006311729,0.0013475444,0.00006698492,0.00017397186,0.00016488042,0.0014449458,0.0029590025],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037152193,0.0002467747,0.88418,0.00010444493,0.000026131624,0.0007293653,0.030949797,0.00000582598,0.0000017637959,0.00014753635,0.072812356,0.010758852],"study_design_scores_gemma":[0.0016533469,0.000075102405,0.5106034,0.00019486764,0.000019929885,0.000003705955,0.003415278,0.00003573418,0.0000021074206,0.000017520031,0.4837336,0.00024536691],"about_ca_topic_score_codex":0.14537758,"about_ca_topic_score_gemma":0.5674567,"teacher_disagreement_score":0.42207915,"about_ca_system_score_codex":0.0023927575,"about_ca_system_score_gemma":0.0006080093,"threshold_uncertainty_score":0.9998779},"labels":[],"label_agreement":null},{"id":"W17454249","doi":"10.1080/10915810701221173","title":"\"As they trickle in, they trickle out\" : recruiting physicians in rural Ontario","year":2000,"lang":"en","type":"dissertation","venue":"International Journal of Toxicology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Context (archaeology); Incentive; Rural area; Specialty; Public relations; Physician supply; Medical education; Medicine; Psychology; Political science; Family medicine; Environmental health; Geography","score_opus":0.04188226528675877,"score_gpt":0.44505855741516603,"score_spread":0.4031762921284073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W17454249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9039183,0.0004814909,0.0000018563065,0.0019009099,0.010198646,0.0007155655,0.000022119712,0.000019742036,0.08274132],"genre_scores_gemma":[0.9553319,0.0008740114,0.00017581618,0.0018716755,0.0015641485,0.00008353853,0.0001999611,0.00006103866,0.039837897],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9945024,0.00088316976,0.0026388774,0.0003125165,0.00084160996,0.00082137337],"domain_scores_gemma":[0.99544924,0.0010297749,0.0024230892,0.0002035054,0.0007405799,0.00015380567],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011530693,0.00038197974,0.0010688956,0.0012695601,0.00016037961,0.000026158645,0.0011130335,0.0006765798,0.0029854327],"category_scores_gemma":[0.00057742617,0.000363002,0.00028188695,0.00018899696,0.000030170342,0.00028362256,0.000069175316,0.0034979675,0.00033462382],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.023548113,0.0027692183,0.37201995,0.0004246572,0.000854414,0.0035531095,0.36863303,0.0017906431,0.0009329047,0.003784768,0.021426149,0.20026305],"study_design_scores_gemma":[0.015712388,0.0017083195,0.5638541,0.017949877,0.00020304041,0.0002843122,0.12024017,0.00012203176,0.00019928606,0.041334007,0.23692381,0.0014686737],"about_ca_topic_score_codex":0.043990146,"about_ca_topic_score_gemma":0.76036954,"teacher_disagreement_score":0.7163794,"about_ca_system_score_codex":0.004556914,"about_ca_system_score_gemma":0.0028800126,"threshold_uncertainty_score":0.9998822},"labels":[],"label_agreement":null},{"id":"W1748781607","doi":"","title":"Referral Patterns and Training Needs in Psychiatry among Primary Care Physicians in Canadian Rural/Remote Areas.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Primary care; Referral; Medicine; Family medicine; Training (meteorology); Psychiatry; Geography","score_opus":0.04272194390879405,"score_gpt":0.33183125462774704,"score_spread":0.28910931071895296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1748781607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97093666,0.0014251384,0.0000013577023,0.0018718425,0.0016248402,0.0017014069,0.000048540005,0.0000609519,0.022329262],"genre_scores_gemma":[0.994548,0.00008606197,0.000065604116,0.0036917822,0.0005465713,0.0005640599,0.000089334506,0.000042239975,0.00036631257],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99633986,0.00032157433,0.00050739665,0.00020056727,0.00017548076,0.0024551363],"domain_scores_gemma":[0.9986629,0.00008441392,0.00012879219,0.00025895349,0.00003646333,0.0008284942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063218793,0.00021015904,0.00037139625,0.00042184052,0.00025732114,0.0000104389,0.000161593,0.00028652718,0.000025817397],"category_scores_gemma":[0.0000470355,0.00021848861,0.000033751578,0.00049866794,0.000045872264,0.0003064207,0.000060081886,0.0008089605,0.000014122098],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014085986,0.000012695905,0.8722375,0.00032048667,0.000003664148,0.0000029050711,0.028993227,0.0000021715787,1.0974136e-7,0.000121990364,0.00046263658,0.09782851],"study_design_scores_gemma":[0.0006815077,0.00000754337,0.9330674,0.0007213525,0.0000071796007,0.0000010779785,0.061587445,0.00001341151,2.1880332e-7,0.00006469161,0.0036547985,0.0001934027],"about_ca_topic_score_codex":0.6210239,"about_ca_topic_score_gemma":0.9264755,"teacher_disagreement_score":0.30545166,"about_ca_system_score_codex":0.0015028178,"about_ca_system_score_gemma":0.00039905825,"threshold_uncertainty_score":0.8909707},"labels":[],"label_agreement":null},{"id":"W1751385943","doi":"10.5430/jha.v5n1p29","title":"Population aging and physician maldistribution: A longitudinal study in Japan","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Gini coefficient; Distribution (mathematics); Population; Institution; Medical school; Family medicine; Medicine; Demography; Medical education; Gerontology; Inequality; Sociology; Mathematics; Social science","score_opus":0.06763115241820097,"score_gpt":0.44111932817743416,"score_spread":0.3734881757592332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1751385943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9963749,0.0001604872,0.00006559875,0.0016488225,0.0007361668,0.0005005098,0.0000041301314,0.000013268556,0.00049610663],"genre_scores_gemma":[0.99907416,0.000008707216,0.00024153864,0.00007295555,0.00051374646,0.000009423842,0.00001552956,0.000008339306,0.000055582987],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99816453,0.00025072793,0.00083255477,0.0001339781,0.00036697337,0.00025125724],"domain_scores_gemma":[0.99864167,0.00007261833,0.0006539879,0.00009740376,0.00033184202,0.00020249323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001030455,0.00011308079,0.0002730176,0.00009757167,0.00016602705,0.000022838645,0.00007864265,0.0000803575,0.000011664532],"category_scores_gemma":[0.00019575102,0.00010129271,0.000030000128,0.00022819376,0.000021221234,0.0004958048,0.000030385974,0.00040466734,0.000010086563],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012478391,0.00037937434,0.99534386,0.000029142277,0.000007632864,0.000037032503,0.0024331014,0.000009523701,0.0000016036679,0.00058264774,0.00037555874,0.0006757539],"study_design_scores_gemma":[0.0013028473,0.0061633606,0.969147,0.0002600248,0.000020784382,0.000012146535,0.021499954,0.000054857115,0.0000041408753,0.0012768314,0.0001647194,0.00009332587],"about_ca_topic_score_codex":0.00020936178,"about_ca_topic_score_gemma":0.000629395,"teacher_disagreement_score":0.026196837,"about_ca_system_score_codex":0.00036915732,"about_ca_system_score_gemma":0.00026862745,"threshold_uncertainty_score":0.41305968},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W1752722638","doi":"","title":"Will Bush's America draw doctors south?","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"George (robot); Dream; Political science; Medicine; History; Psychology; Art history","score_opus":0.03339442634515167,"score_gpt":0.3359477192912792,"score_spread":0.30255329294612754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1752722638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8196711,0.0010855772,0.00030837822,0.008549968,0.0056679985,0.0025240341,0.000059495072,0.0010674467,0.16106603],"genre_scores_gemma":[0.935707,0.001950627,0.0006136925,0.008544613,0.0021265266,0.00028883808,0.00005916095,0.00016055135,0.050549027],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925051,0.0010133159,0.001046483,0.00075150176,0.00062232744,0.0040612887],"domain_scores_gemma":[0.99655634,0.00030780927,0.00045165644,0.0009283822,0.00026089064,0.0014948949],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000584707,0.0004501812,0.0005589498,0.00014134428,0.00094897946,0.00004003871,0.00067019474,0.00023870092,0.0033739419],"category_scores_gemma":[0.0007962885,0.00039837087,0.00012846795,0.0013090861,0.00019327673,0.00040552337,0.00027428826,0.0011327519,0.0046998807],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040871926,0.00023658591,0.7674436,0.00024506196,0.000078374855,0.0003793059,0.04787438,0.00008183637,0.000048116686,0.0025962177,0.14868549,0.031922318],"study_design_scores_gemma":[0.0007662488,0.000054017637,0.15742369,0.00017916968,0.000027842034,0.000007317626,0.0017722169,0.00001957805,0.000013019729,0.00011265623,0.8392882,0.00033609683],"about_ca_topic_score_codex":0.00047683177,"about_ca_topic_score_gemma":0.00008216302,"teacher_disagreement_score":0.69060266,"about_ca_system_score_codex":0.00053441944,"about_ca_system_score_gemma":0.0003670923,"threshold_uncertainty_score":0.9998468},"labels":[],"label_agreement":null},{"id":"W175444582","doi":"10.1016/s0849-5831(16)30414-1","title":"RETIRED: Pregnancy and parental leave in Canadian Obstetrics and Gynaecology residency programmes","year":2000,"lang":"en","type":"article","venue":"Journal SOGC","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Obstetrics; Gynecology; Pregnancy; Family medicine; Biology","score_opus":0.03407963147657337,"score_gpt":0.3887266520026964,"score_spread":0.354647020526123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W175444582","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94015676,0.02099152,3.080678e-7,0.004443984,0.0011805254,0.0007852705,0.000011886034,0.00002968973,0.03240008],"genre_scores_gemma":[0.9846213,0.010418238,0.00039528054,0.0006222541,0.0001239516,0.000035155444,0.0000038541925,0.00001986185,0.003760114],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974493,0.00041053325,0.0006157068,0.00022379225,0.00017643493,0.0011242554],"domain_scores_gemma":[0.9982037,0.0005578613,0.00015663973,0.00013213429,0.00007482179,0.0008748314],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004980786,0.00015041101,0.00028921315,0.00022614683,0.00086619484,0.00003092798,0.00012090043,0.00031632034,0.0027309833],"category_scores_gemma":[0.0007396572,0.00013339553,0.000024655887,0.00031881404,0.00008324805,0.00016705143,0.000037145393,0.0010667881,0.0000816161],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011764737,0.000018274572,0.7323902,0.00007642339,0.0000046092896,0.0003200076,0.0025513289,0.0000011660964,2.2419304e-7,0.00027661736,0.0024703667,0.261879],"study_design_scores_gemma":[0.0010680285,0.00022720933,0.8789402,0.0007062327,0.000011268837,0.000085556014,0.0033493731,0.00004144888,6.0006005e-7,0.0032502024,0.11215623,0.00016364409],"about_ca_topic_score_codex":0.090515405,"about_ca_topic_score_gemma":0.42062357,"teacher_disagreement_score":0.33010817,"about_ca_system_score_codex":0.0009005535,"about_ca_system_score_gemma":0.0010780566,"threshold_uncertainty_score":0.9981806},"labels":[],"label_agreement":null},{"id":"W1757637809","doi":"","title":"Réflexion sur l’initiative du Nord rural","year":2010,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","score_opus":0.037957533656726605,"score_gpt":0.3423188302000455,"score_spread":0.3043612965433189,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1757637809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81885964,0.0026608957,0.00007343779,0.07522793,0.062675826,0.002730639,0.0003051631,0.00028409972,0.03718236],"genre_scores_gemma":[0.95414776,0.0015517316,0.0007219891,0.00700936,0.011882552,0.00046694797,0.00017022333,0.00010441809,0.023945048],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98875743,0.0012018203,0.0011449007,0.00057958846,0.0006338885,0.00768236],"domain_scores_gemma":[0.994348,0.0010576934,0.0005182258,0.0006721593,0.00037202725,0.0030319106],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019905346,0.0005576166,0.0006689734,0.000124745,0.001084823,0.00006819896,0.00056812685,0.0012640757,0.008846278],"category_scores_gemma":[0.0020283388,0.0005730114,0.00023100224,0.0005541655,0.000486765,0.0007308778,0.0002744009,0.0037000198,0.0025931424],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006323712,0.0008322924,0.45482966,0.0011277258,0.00012727591,0.00014466864,0.02538809,0.00004253884,0.000045992772,0.08226253,0.29711872,0.13744813],"study_design_scores_gemma":[0.0014943774,0.00007772845,0.46404895,0.00039493266,0.00007041399,0.000025016412,0.002739442,0.00027659955,0.00007142744,0.0024284273,0.5279452,0.00042746763],"about_ca_topic_score_codex":0.00395119,"about_ca_topic_score_gemma":0.010565726,"teacher_disagreement_score":0.23082648,"about_ca_system_score_codex":0.0015495927,"about_ca_system_score_gemma":0.0018565779,"threshold_uncertainty_score":0.9996721},"labels":[],"label_agreement":null},{"id":"W1764047613","doi":"","title":"A procedural skills rurality index for the medical community.","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rurality; Index (typography); Medicine; Psychology; Rural area; Computer science","score_opus":0.04039004259785752,"score_gpt":0.42475212469899204,"score_spread":0.38436208210113454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1764047613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76414037,0.0036499847,0.000086001055,0.22378494,0.0022586174,0.0011480877,0.000030026387,0.000021441067,0.0048805466],"genre_scores_gemma":[0.9658243,0.00036148448,0.000042026983,0.027334439,0.0022198218,0.000034075314,0.000011975216,0.000023861174,0.0041480344],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963918,0.0007883146,0.0012077576,0.00007002404,0.00059743307,0.00094467745],"domain_scores_gemma":[0.9939643,0.0025506984,0.00041019864,0.0003575907,0.00061403116,0.0021031622],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0039075757,0.00019360226,0.0005443889,0.00014880627,0.0020439178,0.000008577786,0.00091104314,0.00027586104,0.017406536],"category_scores_gemma":[0.0035074404,0.00010722354,0.000105655665,0.00035805118,0.00057301787,0.00013210415,0.000017812512,0.002306721,0.00006577814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037573677,0.00004539802,0.074409276,0.0004515154,0.00012614428,0.0000981638,0.025117254,0.000027115342,0.000004022735,0.001208662,0.76351094,0.13462579],"study_design_scores_gemma":[0.0041971123,0.0008474584,0.09697712,0.005958162,0.000103927974,0.00042829796,0.048416536,0.00016735001,0.0000016960362,0.0034075212,0.8392957,0.00019912605],"about_ca_topic_score_codex":0.09360234,"about_ca_topic_score_gemma":0.1846277,"teacher_disagreement_score":0.20168392,"about_ca_system_score_codex":0.0004738937,"about_ca_system_score_gemma":0.0039961794,"threshold_uncertainty_score":0.999995},"labels":[],"label_agreement":null},{"id":"W1774279665","doi":"","title":"Pilot program gives rural doctors CME with locum relief","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Premise; Rural health; Medical education; Medicine; Family medicine; Continuing education; Rural area; Pathology","score_opus":0.03585404284212039,"score_gpt":0.34406312150456253,"score_spread":0.3082090786624421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1774279665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89994454,0.0010596346,0.00003156649,0.0050919717,0.0025244066,0.0047953865,0.000020607975,0.0014238801,0.08510799],"genre_scores_gemma":[0.95751,0.0017960626,0.0014732073,0.0020243719,0.0013883009,0.00091813825,0.00006600363,0.00016837422,0.03465552],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99272674,0.00088061625,0.0009312692,0.0006516187,0.00068896194,0.004120815],"domain_scores_gemma":[0.9967791,0.0002642225,0.0003996922,0.00085263205,0.00030925454,0.0013951303],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006789787,0.00050816155,0.000555636,0.00012991794,0.00087298144,0.000059056456,0.00060838985,0.00014476561,0.0010004224],"category_scores_gemma":[0.00035550384,0.00038580314,0.000078951416,0.0012036521,0.0002315592,0.00033900302,0.00020533433,0.0012121241,0.0014759984],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022163983,0.0009101029,0.8820181,0.00044784264,0.000090314104,0.0003887613,0.011127427,0.000051703584,0.000032476266,0.0026870135,0.0683992,0.03163065],"study_design_scores_gemma":[0.0016812172,0.0009522732,0.30265048,0.0006282783,0.00003716483,0.00002428621,0.0014851644,0.000014270551,0.000022747243,0.00006396693,0.6920403,0.00039986076],"about_ca_topic_score_codex":0.0007814208,"about_ca_topic_score_gemma":0.0006564048,"teacher_disagreement_score":0.62364113,"about_ca_system_score_codex":0.00048547934,"about_ca_system_score_gemma":0.0004244569,"threshold_uncertainty_score":0.9999128},"labels":[],"label_agreement":null},{"id":"W1774339508","doi":"","title":"Head-hunting in the health care jungle.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Academic year; Medicine; Mathematics education; Psychology","score_opus":0.08658351744503935,"score_gpt":0.4382569766412853,"score_spread":0.351673459196246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1774339508","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79380673,0.005266172,0.0000091353895,0.045145594,0.0012577171,0.0050363885,0.00000985695,0.00020810614,0.14926033],"genre_scores_gemma":[0.9716724,0.00023176751,0.00008629912,0.02333513,0.0004656246,0.0020858191,0.000020258614,0.000024432564,0.0020782254],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960084,0.0010362444,0.000663645,0.0002841605,0.00034409913,0.0016634478],"domain_scores_gemma":[0.9985568,0.0004708579,0.00021621386,0.0004509118,0.00008062364,0.00022457534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002036495,0.00015182326,0.000286071,0.00010119709,0.0008639011,0.000014200875,0.00037462503,0.0001412596,0.00008991406],"category_scores_gemma":[0.00027129758,0.00010955906,0.000046535468,0.0006849584,0.00003585659,0.0001018648,0.00008983309,0.00079026655,0.00021520467],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000643069,0.000059846385,0.6385179,0.00037279064,0.000004770369,0.000022472817,0.03693853,0.000010640447,6.0786554e-8,0.0024730708,0.027652537,0.2938831],"study_design_scores_gemma":[0.00044675288,0.000018624622,0.5255737,0.00011342106,0.0000020329162,0.0000021224057,0.027369108,0.0000060391044,1.4267013e-7,0.00012713241,0.44626436,0.00007656346],"about_ca_topic_score_codex":0.006569836,"about_ca_topic_score_gemma":0.021787621,"teacher_disagreement_score":0.41861182,"about_ca_system_score_codex":0.0006911348,"about_ca_system_score_gemma":0.00023020702,"threshold_uncertainty_score":0.9960622},"labels":[],"label_agreement":null},{"id":"W1776209911","doi":"10.1016/s2155-8256(15)30206-4","title":"Provisional RN Registration: Opening Doors and Shifting Practices in Nurse Regulation","year":2012,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College & Association of Registered Nurses of Alberta; Registered Nurses' Association of Ontario; Regent College","funders":"","keywords":"Flexibility (engineering); Pre-Registration; Doors; Class (philosophy); Columbia university; Focus (optics); Medicine; Medical education; Management; Computer science; Sociology; Artificial intelligence","score_opus":0.11822967575048031,"score_gpt":0.5079028965210617,"score_spread":0.38967322077058136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1776209911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807561,0.0012046057,0.0007874359,0.0072081415,0.0014182461,0.00049115194,7.424729e-7,0.00002292198,0.008110655],"genre_scores_gemma":[0.9874253,0.000026155876,0.010462923,0.000102666665,0.0013485054,0.0000048117295,0.00000767148,0.000019153587,0.00060277496],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970586,0.000625691,0.0012027544,0.00014713386,0.0005312011,0.00043462054],"domain_scores_gemma":[0.99541056,0.00061219826,0.0033040487,0.0001436668,0.000336248,0.00019328493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033931378,0.0001351179,0.0002773491,0.00026630115,0.00049378653,0.000034458255,0.0000929526,0.0002164213,0.00011270311],"category_scores_gemma":[0.0011544494,0.00012209696,0.000037967027,0.00035109685,0.00006603574,0.0021853566,0.000014189073,0.0005808517,0.000011179952],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011974667,0.00037192024,0.7999736,0.00031230444,0.00002345848,0.0000068129,0.044546276,0.0012712791,0.0024752605,0.016510272,0.0069722417,0.12633912],"study_design_scores_gemma":[0.00109933,0.00013831054,0.9700227,0.0057162973,0.000044773795,0.00010920713,0.010754929,0.003037775,0.000055138396,0.00440041,0.0044748294,0.00014630787],"about_ca_topic_score_codex":0.00005049084,"about_ca_topic_score_gemma":0.000028686238,"teacher_disagreement_score":0.1700491,"about_ca_system_score_codex":0.0006414186,"about_ca_system_score_gemma":0.00023047246,"threshold_uncertainty_score":0.4978969},"labels":[],"label_agreement":null},{"id":"W1776748105","doi":"","title":"MD recruiting goes online","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Computer science; Data science; Internet privacy","score_opus":0.06333098068674467,"score_gpt":0.3697738310323066,"score_spread":0.30644285034556196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1776748105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8321604,0.0016963448,0.00000756475,0.0034171068,0.0016065869,0.0015152969,0.000085106476,0.0006145057,0.1588971],"genre_scores_gemma":[0.8264563,0.010764026,0.0024385932,0.011474508,0.004654627,0.0003528041,0.00022857047,0.00023463312,0.14339595],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939536,0.0009785814,0.000964817,0.00057018106,0.00042316772,0.0031096877],"domain_scores_gemma":[0.99769396,0.00034762287,0.0002352291,0.0006355847,0.00015668248,0.0009309215],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007621671,0.00032024767,0.00041119644,0.00007227562,0.00081514986,0.000024708295,0.00048647998,0.00019776977,0.009898328],"category_scores_gemma":[0.00056886405,0.0002854924,0.00008511279,0.0006727453,0.000084167186,0.00020490606,0.00011919523,0.0010558589,0.0042264163],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037328489,0.00039834937,0.2276353,0.0004925417,0.000059062244,0.00020090648,0.02712517,0.00009477687,0.000092219896,0.0019389972,0.23610117,0.5054882],"study_design_scores_gemma":[0.00068388606,0.00003625668,0.11682915,0.00042614032,0.000019193983,0.0000054938528,0.00097172696,0.000033551012,0.00004227819,0.000120105535,0.8805735,0.00025867755],"about_ca_topic_score_codex":0.00037143967,"about_ca_topic_score_gemma":0.0002303935,"teacher_disagreement_score":0.64447236,"about_ca_system_score_codex":0.00038661147,"about_ca_system_score_gemma":0.00028067201,"threshold_uncertainty_score":0.9999597},"labels":[],"label_agreement":null},{"id":"W1782070934","doi":"10.1111/j.1365-2850.2010.01652.x","title":"Canadian military transitioning to civilian life: a discussion paper","year":2010,"lang":"en","type":"review","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Workforce; Nursing; Context (archaeology); Mental health; Psychological intervention; Interpersonal communication; Psychology; Medicine; Political science; Psychiatry; Social psychology","score_opus":0.02976550772364108,"score_gpt":0.4455389068065855,"score_spread":0.4157733990829444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1782070934","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014610398,0.9374406,0.00003354605,0.04906399,0.009772172,0.0022413214,0.00015166322,0.000022170114,0.0011284865],"genre_scores_gemma":[0.00011216022,0.9853296,0.004886609,0.006533049,0.0024543812,0.000026813297,0.000066877,0.00008989386,0.000500588],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99371135,0.001018523,0.0028719613,0.00042349697,0.0005225741,0.0014520646],"domain_scores_gemma":[0.99448144,0.00015490217,0.0012995803,0.00030008203,0.0001401356,0.00362384],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0018308574,0.00052741903,0.0021880656,0.0010651331,0.0025397537,0.000016277585,0.00031830874,0.0007416911,0.00028956006],"category_scores_gemma":[0.00006158881,0.00034611137,0.00039697785,0.00080133165,0.00006154473,0.00024134385,0.000028362794,0.003243724,0.000059460523],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006278968,0.000074684074,0.000099637015,0.012822571,0.000024990955,0.00000696045,0.005201111,3.4578207e-7,6.5735236e-8,0.000087402084,0.08911678,0.89250267],"study_design_scores_gemma":[0.0005395836,0.00051713566,0.00010148051,0.09733129,0.00017539413,0.00018901787,0.0052168258,0.0000020175305,2.6955573e-9,0.00015658361,0.89549255,0.00027809723],"about_ca_topic_score_codex":0.015801214,"about_ca_topic_score_gemma":0.056529365,"teacher_disagreement_score":0.89222455,"about_ca_system_score_codex":0.0030707417,"about_ca_system_score_gemma":0.010225038,"threshold_uncertainty_score":0.9998991},"labels":[],"label_agreement":null},{"id":"W1783543865","doi":"10.36834/cmej.36561","title":"International Medical Graduates and the Physician Shortage","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical education; Family medicine; Data science; Business; Medicine; Computer science; Philosophy","score_opus":0.03928097183799588,"score_gpt":0.4155330990540091,"score_spread":0.3762521272160132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1783543865","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08411157,0.001612438,0.00006376465,0.48403528,0.014443484,0.00060231966,0.000009639526,0.000043361582,0.41507813],"genre_scores_gemma":[0.73152506,0.0016884954,0.00030935067,0.25875142,0.0045997854,0.000075276694,0.000016468635,0.000023797389,0.0030103046],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972799,0.0005264051,0.000566512,0.00015376174,0.00093031704,0.00054310204],"domain_scores_gemma":[0.99130374,0.00027105428,0.00017163619,0.00016042413,0.00032327275,0.007769866],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002352165,0.00011587936,0.00018724267,0.00014116577,0.0010170127,0.000022579788,0.0005695511,0.00026446013,0.088007376],"category_scores_gemma":[0.010965402,0.00007541322,0.000048240934,0.00015603243,0.000434312,0.00012284078,0.000046361187,0.0016663779,0.00025210343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060677663,0.00007379681,0.019519117,0.000031299012,0.000054357486,0.00006211344,0.015080547,4.6350642e-8,1.5359562e-7,0.07851745,0.68078625,0.20581418],"study_design_scores_gemma":[0.0010536525,0.00002032952,0.0135977445,0.00060441316,0.000017305298,0.00016649201,0.012944943,0.00021781892,4.4907355e-7,0.008058081,0.96320474,0.00011404136],"about_ca_topic_score_codex":0.034964237,"about_ca_topic_score_gemma":0.055812728,"teacher_disagreement_score":0.6474135,"about_ca_system_score_codex":0.00030836143,"about_ca_system_score_gemma":0.031312574,"threshold_uncertainty_score":0.99736565},"labels":[],"label_agreement":null},{"id":"W1785058904","doi":"10.12927/cjnl.2006.18178","title":"Nurses on the Move: Migration and the Global Health Care Economy","year":2006,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Business; Economy; Economic growth; Economics","score_opus":0.13112020181611508,"score_gpt":0.42645792156856704,"score_spread":0.29533771975245193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1785058904","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11589366,0.012127372,0.000053083448,0.71186745,0.001652875,0.002461233,0.00002579207,0.0002178077,0.1557007],"genre_scores_gemma":[0.9715596,0.000034201614,0.00007809477,0.02559425,0.0008086553,0.00009719142,0.000026009877,0.000019930701,0.0017820848],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9970632,0.001188137,0.00044919652,0.00029782875,0.00020731162,0.0007943081],"domain_scores_gemma":[0.99825925,0.00088762783,0.000261662,0.00038859894,0.000090334164,0.00011255974],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00067735685,0.00019977459,0.00026688128,0.000030147121,0.0019387873,0.000042929398,0.00020441528,0.0001667783,0.000052994976],"category_scores_gemma":[0.000096035656,0.000116484654,0.000058703332,0.00021706482,0.0004093346,0.00008212481,0.000013000213,0.0005452308,0.00012652554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000567814,0.00007338062,0.027963828,0.0003555071,0.0000143126435,0.0000012790283,0.046375632,0.000070778515,6.434341e-7,0.6566106,0.24464157,0.023324633],"study_design_scores_gemma":[0.0038277402,0.00029027692,0.10553575,0.00433051,0.000058029073,0.000010008755,0.52725464,0.00047557364,0.000017760178,0.07030423,0.28746128,0.00043420494],"about_ca_topic_score_codex":0.004073819,"about_ca_topic_score_gemma":0.004424372,"teacher_disagreement_score":0.8556659,"about_ca_system_score_codex":0.0014658435,"about_ca_system_score_gemma":0.0003531077,"threshold_uncertainty_score":0.99936056},"labels":[],"label_agreement":null},{"id":"W1800927538","doi":"","title":"Ontario's desperate need for rural MDs reason for new medical school","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Medicine; Library science; Operations research; Gerontology; Computer science; Engineering","score_opus":0.046719345899457476,"score_gpt":0.3593278051600033,"score_spread":0.3126084592605458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1800927538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9111495,0.0015806265,0.0039917915,0.03519633,0.008388118,0.011918472,0.00008947131,0.00069473614,0.026990945],"genre_scores_gemma":[0.5254682,0.002124726,0.010445459,0.02364876,0.009009485,0.0034752667,0.0005112957,0.0004024771,0.42491436],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933456,0.0004415601,0.0011167221,0.0005992045,0.00065488566,0.0038419897],"domain_scores_gemma":[0.99397486,0.0007115429,0.00031281664,0.0005669758,0.0003835987,0.0040502287],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015260663,0.0004281747,0.000613788,0.000102065555,0.0009110714,0.000050035058,0.0006610663,0.00044877813,0.005897972],"category_scores_gemma":[0.0046073156,0.00037775622,0.00019000444,0.00047663852,0.0000718413,0.00026631946,0.00014875598,0.0009965985,0.0006081395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027283372,0.00017938964,0.2817384,0.00033111876,0.0000889832,0.000055395845,0.009278356,0.000016685397,0.000038261023,0.004360497,0.6599345,0.041250046],"study_design_scores_gemma":[0.0046088314,0.00017877782,0.08763643,0.00052865624,0.000056914145,0.000014180169,0.00074566196,0.00012881002,0.000028936362,0.0005128791,0.9052039,0.0003560119],"about_ca_topic_score_codex":0.014605146,"about_ca_topic_score_gemma":0.033440042,"teacher_disagreement_score":0.39792344,"about_ca_system_score_codex":0.0014404943,"about_ca_system_score_gemma":0.004188134,"threshold_uncertainty_score":0.99986744},"labels":[],"label_agreement":null},{"id":"W1806208969","doi":"10.3917/rsi.121.0011","title":"La pensée infirmière pour une production et utilisation de connaissances scientifiques pertinentes à la pratique","year":2015,"lang":"fr","type":"article","venue":"Recherche en soins infirmiers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Political science","score_opus":0.4297832640185745,"score_gpt":0.5482616405079712,"score_spread":0.11847837648939674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1806208969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5621645,0.007386859,0.0020362404,0.31143194,0.004269709,0.0024859407,0.000057570996,0.0006329953,0.10953428],"genre_scores_gemma":[0.9194634,0.004452341,0.025506683,0.0032062123,0.0013794667,0.00029575138,0.00010923205,0.00014490343,0.04544201],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9613712,0.03432488,0.0012387981,0.0009207461,0.00072914135,0.0014152462],"domain_scores_gemma":[0.9905221,0.0058184066,0.0007759263,0.00079637324,0.0011491657,0.0009380698],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.034371722,0.00059823063,0.0006829804,0.00030243362,0.0006231923,0.00016204845,0.00053017103,0.0030696576,0.0002750552],"category_scores_gemma":[0.029201906,0.00060962397,0.00016782919,0.0015668273,0.0013036599,0.001115761,0.00026089317,0.0052269762,0.0006140769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005714724,0.0008708537,0.064315,0.0040190346,0.00018445241,0.00007147405,0.3323612,0.0016089212,0.0008820617,0.16695553,0.33535054,0.09280945],"study_design_scores_gemma":[0.0011128878,0.00020763226,0.005168496,0.0048173773,0.00011152521,0.0001188778,0.10489132,0.0025252607,0.0014675913,0.02507244,0.85388446,0.0006221078],"about_ca_topic_score_codex":0.013353938,"about_ca_topic_score_gemma":0.0039803465,"teacher_disagreement_score":0.51853395,"about_ca_system_score_codex":0.004692704,"about_ca_system_score_gemma":0.011813766,"threshold_uncertainty_score":0.9996355},"labels":[],"label_agreement":null},{"id":"W1808449552","doi":"","title":"Attacks on US a crime, not act of war, conference concludes","year":2002,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Alcohol consumption; Consumption (sociology); Law; Criminology; Computer science; Medicine; Political science; Alcohol; Psychology; Sociology; Chemistry; Social science","score_opus":0.06537033350282366,"score_gpt":0.40129396502710857,"score_spread":0.3359236315242849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1808449552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67009324,0.0005005291,0.000027461127,0.08811654,0.003669784,0.0005553388,0.00013721369,0.000058799305,0.23684111],"genre_scores_gemma":[0.9556376,0.00055632537,0.00007735279,0.037114307,0.001169792,0.000010895275,0.000005829302,0.000017634997,0.005410271],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955703,0.0007959777,0.00094244874,0.00017042976,0.0015528133,0.00096800516],"domain_scores_gemma":[0.9949685,0.0009806943,0.0006579475,0.00016117824,0.00086019177,0.002371533],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019641507,0.00014965006,0.0003970982,0.0001734126,0.00078683026,0.000014054929,0.0003432925,0.0007156038,0.04850393],"category_scores_gemma":[0.0045616385,0.00013308528,0.000089697554,0.00024185119,0.000064607964,0.000100277764,0.000023532883,0.0021459695,0.0015491041],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023393231,0.00004817688,0.16919331,0.000059602728,0.000060074733,0.00013266607,0.002574249,0.0000035433463,0.000007728769,0.002740734,0.8073912,0.017765323],"study_design_scores_gemma":[0.0013501239,0.00017302526,0.07958138,0.0009723327,0.000019419998,0.000024872365,0.0015577937,0.00055621384,0.000019179153,0.00017520961,0.9153988,0.00017167765],"about_ca_topic_score_codex":0.00836928,"about_ca_topic_score_gemma":0.033977278,"teacher_disagreement_score":0.28554437,"about_ca_system_score_codex":0.0019646948,"about_ca_system_score_gemma":0.0029789764,"threshold_uncertainty_score":0.9992283},"labels":[],"label_agreement":null},{"id":"W1808602598","doi":"10.1111/j.1365-2834.2011.01222.x","title":"The migration and transitioning experiences of internationally educated nurses: a global perspective","year":2011,"lang":"en","type":"review","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"Canada Research Chairs","keywords":"Deskilling; Credentialing; CINAHL; Nursing; Medicine; Psychological intervention","score_opus":0.10615281769784775,"score_gpt":0.521054945245618,"score_spread":0.4149021275477703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1808602598","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00062750396,0.97946304,0.00020388633,0.00056168356,0.0033125272,0.000937109,0.000005506961,0.0000107520345,0.014878012],"genre_scores_gemma":[0.0016883909,0.99652517,0.0008664705,0.00004299993,0.0002732788,0.00005647107,0.0000040266555,0.000015126299,0.0005280895],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99722797,0.0005779103,0.0013500913,0.00017555604,0.00037889864,0.0002895913],"domain_scores_gemma":[0.9968763,0.00022294647,0.0020947233,0.00015983588,0.00054383796,0.000102375336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008092852,0.00021513742,0.0007399474,0.00016776587,0.00049629115,0.000026963504,0.0003517721,0.00013895701,0.000041787225],"category_scores_gemma":[0.000067299006,0.00013810553,0.00020511297,0.00031833706,0.00018995114,0.00014591138,0.00003215035,0.0004284671,0.000005300947],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009593076,0.00016436307,0.000016903155,0.003427542,0.00036037824,0.000008901076,0.07997423,0.0000010349743,2.0151576e-8,0.059661727,0.004117792,0.8521712],"study_design_scores_gemma":[0.00022283744,0.00017250548,0.000099378274,0.086517006,0.0006740004,0.00004558213,0.2740537,0.000004950224,3.87381e-8,0.0030975752,0.6350031,0.000109338966],"about_ca_topic_score_codex":0.000064075204,"about_ca_topic_score_gemma":0.000032802927,"teacher_disagreement_score":0.85206187,"about_ca_system_score_codex":0.0015441411,"about_ca_system_score_gemma":0.00036579472,"threshold_uncertainty_score":0.563178},"labels":[],"label_agreement":null},{"id":"W1821098912","doi":"","title":"Canada's shortage of physicians.","year":2004,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Data science; Computer science; World Wide Web; Medicine; Government (linguistics)","score_opus":0.03872788754150449,"score_gpt":0.3315704156734992,"score_spread":0.29284252813199474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1821098912","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012730226,0.0007974114,0.0000036103502,0.9038642,0.004260273,0.004052759,0.00078233896,0.000109975146,0.08485642],"genre_scores_gemma":[0.018265935,0.00006966706,0.000041103503,0.9259054,0.0054803053,0.0036036647,0.00043694218,0.000095489595,0.046101477],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956636,0.00032717022,0.00096104894,0.00043590614,0.0008047233,0.0018075849],"domain_scores_gemma":[0.9977762,0.00039164812,0.000740722,0.0007415701,0.00022192729,0.00012791918],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003167556,0.00035186816,0.00084640755,0.00009688708,0.00025800747,0.0000037528735,0.00054711965,0.0010893744,0.00026296006],"category_scores_gemma":[0.00013789689,0.00034103406,0.000114221475,0.00028431957,0.00007783456,0.000043076358,0.0001224866,0.003309772,0.00004572111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008524923,0.000009180594,0.0013627623,0.0016443898,0.000038674505,0.000116985895,0.00009083971,0.0000034851594,6.566214e-8,0.000094300056,0.98721623,0.009414553],"study_design_scores_gemma":[0.00026993253,0.000006733574,0.031114796,0.0005963761,0.000045943758,6.065903e-7,0.000091259615,3.6912834e-7,0.0000057097923,0.00022004174,0.96739835,0.0002499037],"about_ca_topic_score_codex":0.86957836,"about_ca_topic_score_gemma":0.73738813,"teacher_disagreement_score":0.13219023,"about_ca_system_score_codex":0.0019863741,"about_ca_system_score_gemma":0.002883947,"threshold_uncertainty_score":0.99990416},"labels":[],"label_agreement":null},{"id":"W1823382228","doi":"10.1080/13557858.2015.1054100","title":"‘Not everyone can be a Gandhi’: South Asian-trained doctors immigrating to Canada,<i>c.</i>1961–1971","year":2015,"lang":"en","type":"article","venue":"Ethnicity and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Geography; Political science; Socioeconomics; Demography; Sociology","score_opus":0.16488567415409133,"score_gpt":0.4439320929040885,"score_spread":0.2790464187499972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1823382228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78570086,0.0013508619,0.00016307688,0.20168668,0.002208247,0.0029146667,0.0004741176,0.00027270877,0.005228818],"genre_scores_gemma":[0.8860556,0.00009131327,0.00094015396,0.10434701,0.000595608,0.000107824846,0.000056392815,0.000049352653,0.0077567836],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99442357,0.0009277244,0.0013268437,0.00065381266,0.00079080375,0.0018772549],"domain_scores_gemma":[0.9955622,0.00030094048,0.0005119093,0.0005133049,0.0003241786,0.0027874843],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0029091528,0.0003867358,0.000836725,0.00013102486,0.0015801304,0.00002194106,0.00028658024,0.00028862743,0.00012659728],"category_scores_gemma":[0.00065748015,0.00035423858,0.000051830062,0.0005997722,0.00007462278,0.000082569335,0.00021161024,0.0012803229,0.000046157653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005113706,0.00012145418,0.07356091,0.0016991976,0.00004840838,0.00004862428,0.30458972,0.0000840353,0.000040183455,0.0028612367,0.609587,0.0068478337],"study_design_scores_gemma":[0.0047739786,0.0015038487,0.22520302,0.0024305421,0.000040262574,0.000018595374,0.20869313,0.00024292193,0.00007253888,0.0004482143,0.55530393,0.0012689803],"about_ca_topic_score_codex":0.9381249,"about_ca_topic_score_gemma":0.9849193,"teacher_disagreement_score":0.15164211,"about_ca_system_score_codex":0.0018458584,"about_ca_system_score_gemma":0.009739484,"threshold_uncertainty_score":0.999891},"labels":[],"label_agreement":null},{"id":"W1828196224","doi":"","title":"Family physicians caring for recent immigrants.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Snapshot (computer storage); Census; New immigrants; Medicine; Demography; Geography; Family medicine; Genealogy; History; Sociology; Computer science; Population; Archaeology","score_opus":0.07747447374098371,"score_gpt":0.38961554351605937,"score_spread":0.31214106977507566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1828196224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7735531,0.0034242475,0.0008267814,0.027585296,0.004907805,0.014883262,0.000112016714,0.00096731674,0.1737402],"genre_scores_gemma":[0.96959037,0.00046581242,0.00064502057,0.018016506,0.00086400425,0.0043486757,0.0000307957,0.00002964034,0.006009188],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9976453,0.00011485907,0.00044467504,0.0002923584,0.00019670099,0.0013060899],"domain_scores_gemma":[0.99895,0.00020527704,0.00016562232,0.00031215325,0.00016487906,0.0002020706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005141677,0.00015232393,0.00028839172,0.000055955315,0.0005887078,0.000008136605,0.00020239531,0.00015277856,0.000017560706],"category_scores_gemma":[0.0001771587,0.00014413873,0.00007384638,0.0002517396,0.00001920061,0.0000932859,0.000030502804,0.00029634466,0.00008162568],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012816036,0.00006765525,0.007147213,0.000101792575,0.000012561798,0.0000017619053,0.0010119816,0.000011404646,0.000030208412,0.0025845652,0.07698757,0.9119151],"study_design_scores_gemma":[0.0007601992,0.00003475998,0.52465385,0.00009968404,0.000016972685,2.0139902e-7,0.0011934909,0.000035395457,0.00004036616,0.0019883013,0.47102845,0.00014836312],"about_ca_topic_score_codex":0.00043295964,"about_ca_topic_score_gemma":0.00019805161,"teacher_disagreement_score":0.91176677,"about_ca_system_score_codex":0.000305872,"about_ca_system_score_gemma":0.000062713414,"threshold_uncertainty_score":0.5877807},"labels":[],"label_agreement":null},{"id":"W1828439461","doi":"10.1016/s2155-8256(15)30097-1","title":"Completing Substantially Equivalent Competency Assessment: Barriers and Facilitators for Internationally Educated Nurses","year":2014,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Workforce; Licensure; Nursing; Documentation; Competency assessment; Medicine; Fluency; Immigration; Psychology; Medical education; Political science","score_opus":0.05197907066364387,"score_gpt":0.4690056402391732,"score_spread":0.4170265695755293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1828439461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95871085,0.0002196087,0.02712036,0.0067019775,0.0032758755,0.00059009873,0.000011346606,0.0000347505,0.0033351178],"genre_scores_gemma":[0.9819265,0.000018194138,0.016805362,0.00023641333,0.00056106807,0.000007221369,0.000021969361,0.000020587959,0.0004026537],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99761933,0.0004342108,0.0010182243,0.00015792518,0.00041694142,0.0003533675],"domain_scores_gemma":[0.99676937,0.00085909566,0.0010878615,0.000114753544,0.0009208535,0.00024809144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015265938,0.00013994933,0.0003315571,0.00020580238,0.00065533415,0.000026955478,0.000139069,0.0001150728,0.00011765386],"category_scores_gemma":[0.0005950348,0.00012776507,0.00007884449,0.00013778696,0.00010063343,0.0002582188,0.000013017878,0.0002996191,0.0000034925274],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018679757,0.0004082232,0.42893896,0.0013260718,0.00026885764,0.0000033632925,0.034202214,0.0026001905,0.010739375,0.26905754,0.04333303,0.20725419],"study_design_scores_gemma":[0.0049673133,0.0012634379,0.79868263,0.011848864,0.00021599415,0.00005559618,0.02189833,0.034218166,0.00008891509,0.06830444,0.05799785,0.00045846592],"about_ca_topic_score_codex":0.000015575455,"about_ca_topic_score_gemma":0.000012054556,"teacher_disagreement_score":0.36974367,"about_ca_system_score_codex":0.00060782686,"about_ca_system_score_gemma":0.00041897557,"threshold_uncertainty_score":0.5210109},"labels":[],"label_agreement":null},{"id":"W1830058098","doi":"10.1002/j.2051-5545.2009.tb00225.x","title":"Report of the WPA Task Force on Brain Drain","year":2009,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Brain drain; Health care; Emigration; Developing country; Human resources; Global health; Economic growth; Development economics; Public health; Nursing; Political science","score_opus":0.020983533066947627,"score_gpt":0.39791483174060444,"score_spread":0.3769312986736568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1830058098","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14802334,0.00070724037,0.0000401043,0.26811194,0.008656957,0.0016996134,0.000051861593,0.0002084984,0.57250047],"genre_scores_gemma":[0.7762428,0.000008926395,0.0012070723,0.063372165,0.0010723602,0.00003888203,0.000019577068,0.0000323872,0.15800586],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99709004,0.00044686403,0.00096546876,0.00036340722,0.00044533645,0.00068890915],"domain_scores_gemma":[0.9974937,0.00042304295,0.0006372811,0.0011854107,0.00008845243,0.00017214444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090837164,0.00021016158,0.0003316015,0.00012031114,0.0006811671,0.0000046419505,0.00045382636,0.00016338412,0.00044315212],"category_scores_gemma":[0.00026944198,0.00014789625,0.00016394649,0.00083429285,0.00006791327,0.000049976457,0.00006298378,0.0008518986,0.00021268228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093213675,0.0001438309,0.13365498,0.00012543895,0.0000107696005,0.000006376494,0.0006208223,0.000020477104,0.00003719075,0.09131523,0.7728886,0.0010830385],"study_design_scores_gemma":[0.00091974955,0.00019531135,0.23259519,0.0023907125,0.000024751524,0.0000133950725,0.0011418518,0.000019817902,0.000040626885,0.043257803,0.7191398,0.0002609892],"about_ca_topic_score_codex":0.0001747158,"about_ca_topic_score_gemma":0.0017341073,"teacher_disagreement_score":0.6282194,"about_ca_system_score_codex":0.00013082221,"about_ca_system_score_gemma":0.00047652147,"threshold_uncertainty_score":0.6031034},"labels":[],"label_agreement":null},{"id":"W1830157272","doi":"10.1503/cmaj.109-5130","title":"Residency cuts reveal workforce plan flaws","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Plan (archaeology); Workforce planning; Medical education; Computer science; Data science; Medicine; Political science; History; Law","score_opus":0.0597050812491464,"score_gpt":0.3971970396025608,"score_spread":0.3374919583534144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1830157272","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2433796,0.002064907,0.000101351856,0.26707536,0.013660607,0.0009175375,0.00007681763,0.00020090622,0.47252294],"genre_scores_gemma":[0.6421573,0.000771721,0.0016545354,0.1673056,0.028633747,0.00009428681,0.000099634985,0.00014383005,0.15913932],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934238,0.0013497134,0.0010978817,0.00022347023,0.0023308373,0.0015742952],"domain_scores_gemma":[0.9901517,0.0006198779,0.00057363487,0.00020742697,0.0010713779,0.007375969],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0066487635,0.00018238589,0.00037718457,0.00020485559,0.0012291422,0.000044080854,0.00047190773,0.001045426,0.0076623107],"category_scores_gemma":[0.008898104,0.0001672838,0.00008245869,0.00044936198,0.00004019539,0.00022524668,0.000043772867,0.0031155513,0.0033092322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015581474,0.000006804491,0.20017968,0.000010850324,0.000016045686,0.00024177325,0.0016417642,0.0000030000174,2.3629525e-7,0.0013762538,0.79105586,0.0054521323],"study_design_scores_gemma":[0.0010974612,0.00006358991,0.019799199,0.00059737125,0.000013057826,0.00009370444,0.0050999285,0.000057440026,4.1345052e-7,0.0029534788,0.97005326,0.00017111626],"about_ca_topic_score_codex":0.022112422,"about_ca_topic_score_gemma":0.20635916,"teacher_disagreement_score":0.39877772,"about_ca_system_score_codex":0.0056619337,"about_ca_system_score_gemma":0.02130815,"threshold_uncertainty_score":0.9994504},"labels":[],"label_agreement":null},{"id":"W1830409718","doi":"","title":"Future practice location and satisfaction with rural medical education: survey of medical students.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Rural area; Medical education; Primary care; Medicine; Family medicine; Rural health; Rural population; Population; Work (physics); Nursing; Environmental health","score_opus":0.024411009579690154,"score_gpt":0.4168473766988495,"score_spread":0.39243636711915936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1830409718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.952898,0.0019976858,0.00014820475,0.03780482,0.0016137281,0.0019325498,0.00000853995,0.00008135409,0.0035151213],"genre_scores_gemma":[0.99446094,0.00051031564,0.00013362174,0.0024261207,0.0008488141,0.00094199507,0.000089012865,0.000016163498,0.0005730292],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956451,0.0010238049,0.0005748898,0.00020179257,0.0021373122,0.00041706863],"domain_scores_gemma":[0.99759954,0.00075061066,0.00036792632,0.00021452461,0.0006704222,0.00039696824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042485553,0.00012224256,0.00023423329,0.00006515341,0.00025119807,0.000014192227,0.00022466078,0.0003745121,0.0002668635],"category_scores_gemma":[0.00206634,0.00009505117,0.0000106588095,0.00044200307,0.00010941932,0.00022918216,0.000092060596,0.0005379175,0.00001599768],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017038187,0.00015375488,0.89898545,0.00018301183,0.000014342799,0.0000017326926,0.00022364271,7.1747235e-7,3.163738e-8,0.0022499117,0.02170554,0.07631147],"study_design_scores_gemma":[0.000793141,0.000027598404,0.9797368,0.0002314588,0.00002219196,0.000017730361,0.0027877712,0.000014433045,5.2915004e-7,0.00006013123,0.016223185,0.00008502773],"about_ca_topic_score_codex":0.059557997,"about_ca_topic_score_gemma":0.04932436,"teacher_disagreement_score":0.08075134,"about_ca_system_score_codex":0.00018549664,"about_ca_system_score_gemma":0.0014063667,"threshold_uncertainty_score":0.968023},"labels":[],"label_agreement":null},{"id":"W1831502407","doi":"10.1111/j.1365-2923.2011.04055.x","title":"Improving the recruitment and retention of doctors by training medical students locally","year":2011,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vitalité Health Network; Government of New Brunswick; Université de Sherbrooke","funders":"","keywords":"Specialty; Economic shortage; Context (archaeology); Medicine; Family medicine; Training (meteorology); Logistic regression; Medical education; Medical school; Geography","score_opus":0.1202366387265756,"score_gpt":0.48122078848460054,"score_spread":0.36098414975802495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1831502407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820258,0.0010518249,0.00073029526,0.00789879,0.0022564614,0.0014026061,0.0000028756642,0.000052786996,0.004578557],"genre_scores_gemma":[0.99198955,0.0003570105,0.0003717903,0.0058098203,0.00024466912,0.00033168396,0.000027501868,0.000014210495,0.0008537479],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678624,0.000555675,0.0006976547,0.00021967046,0.0013881327,0.00035261945],"domain_scores_gemma":[0.9987094,0.00029637013,0.00028449876,0.00021138336,0.00013041866,0.00036794666],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035281742,0.00010473118,0.00019510218,0.000040731014,0.00031191544,0.0000053222657,0.0003874695,0.00029122623,0.0025436783],"category_scores_gemma":[0.0027589179,0.00006950288,0.000027054417,0.00015355063,0.00019182515,0.00006928149,0.00014632962,0.00054472307,0.000025357702],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000104442064,0.0006778231,0.15169334,0.00058976066,0.000037977647,0.0000021960002,0.050796516,2.4673213e-8,0.000054957665,0.0030870533,0.07264552,0.7203104],"study_design_scores_gemma":[0.0051838574,0.0013193089,0.38284558,0.012236985,0.0002485263,0.000033151315,0.18587552,0.0014955078,0.00025086498,0.0038633368,0.40585908,0.0007882708],"about_ca_topic_score_codex":0.0029843973,"about_ca_topic_score_gemma":0.00027648595,"teacher_disagreement_score":0.7195221,"about_ca_system_score_codex":0.00013057976,"about_ca_system_score_gemma":0.0022667309,"threshold_uncertainty_score":0.99836814},"labels":[],"label_agreement":null},{"id":"W1831558562","doi":"","title":"It was time to go back.","year":2007,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","score_opus":0.07140340001024201,"score_gpt":0.3883772398469138,"score_spread":0.3169738398366718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1831558562","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000050072205,0.00018080008,0.000008083887,0.5743687,0.0019887213,0.004569444,0.0000996581,0.00021207482,0.41852242],"genre_scores_gemma":[0.000008041401,0.000019965015,0.00020954714,0.5281119,0.008263404,0.0029332135,0.00025352175,0.00010154356,0.46009892],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99259377,0.00064617617,0.0012441202,0.00084899995,0.00087126635,0.003795662],"domain_scores_gemma":[0.9962136,0.0011346979,0.00043601144,0.0011487546,0.00028813723,0.0007788035],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0016603293,0.0005677409,0.0009372745,0.0003796826,0.00051020714,0.000023937428,0.0008546314,0.0027700013,0.018390222],"category_scores_gemma":[0.00047544655,0.00053041446,0.00017310375,0.0006149903,0.00006308872,0.00008590311,0.00040043175,0.0050187903,0.2813525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039454764,0.000012376316,0.00026363408,0.0006684639,0.000029377536,0.00013050952,0.00031493895,5.9330335e-7,9.273626e-8,0.000006304577,0.98700154,0.011532698],"study_design_scores_gemma":[0.00034053976,0.000021866728,0.002814135,0.0004910341,0.000036085366,0.0000035651308,0.000039898212,0.0000012273346,0.0000011974773,0.00006407681,0.9957022,0.00048417828],"about_ca_topic_score_codex":0.00024293606,"about_ca_topic_score_gemma":0.000105100204,"teacher_disagreement_score":0.26296228,"about_ca_system_score_codex":0.0013332381,"about_ca_system_score_gemma":0.00026797588,"threshold_uncertainty_score":0.99971473},"labels":[],"label_agreement":null},{"id":"W1835135435","doi":"10.1111/j.1365-2923.2007.02903.x","title":"Recertifying as a doctor in Canada: international medical graduates and the journey from entry to adaptation","year":2007,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"Associated Medical Services","keywords":"IMG; Certification; Workforce; Medical education; Economic shortage; Qualitative research; Medicine; Psychology; Nursing; Political science; Sociology; Government (linguistics)","score_opus":0.04397160890574158,"score_gpt":0.45145555904964924,"score_spread":0.40748395014390765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1835135435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7516924,0.0005049723,0.00029136933,0.23772693,0.004093887,0.00048126242,0.0000028888442,0.000018124178,0.005188178],"genre_scores_gemma":[0.9469267,0.00044891902,0.0003851315,0.050289962,0.0010338281,0.000101749276,0.00006125732,0.000010402555,0.000742059],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970907,0.0003915191,0.0007090101,0.00021769623,0.0012046358,0.00038645917],"domain_scores_gemma":[0.99709904,0.0018985164,0.00014002019,0.00013662284,0.00014702724,0.0005787451],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024722288,0.00009946375,0.00018047444,0.00008645095,0.0002241118,0.000009670766,0.00026346883,0.00017076425,0.0034591008],"category_scores_gemma":[0.012588425,0.00007035694,0.000015117102,0.00024295285,0.000065378474,0.000071176524,0.00008814674,0.0007197407,0.000091312264],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007703168,0.00016244409,0.23468992,0.00007290056,0.000027360556,0.000025086567,0.03223112,0.0000062104677,0.0000031932377,0.008484972,0.21338888,0.5101376],"study_design_scores_gemma":[0.0035761849,0.000035385678,0.37175915,0.0034279944,0.000018923316,0.000013571032,0.072506785,0.005318814,0.000011907584,0.0058783,0.53720444,0.0002485626],"about_ca_topic_score_codex":0.94336087,"about_ca_topic_score_gemma":0.96049106,"teacher_disagreement_score":0.50988907,"about_ca_system_score_codex":0.0012700325,"about_ca_system_score_gemma":0.014042121,"threshold_uncertainty_score":0.9974519},"labels":[],"label_agreement":null},{"id":"W1838339830","doi":"10.1111/j.1601-0825.2011.01785.x","title":"An international survey in postgraduate training in Oral Medicine","year":2011,"lang":"en","type":"article","venue":"Oral Diseases","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Oral medicine; Syllabus; Curriculum; Medicine; Medical education; Competence (human resources); Family medicine; Alternative medicine; Core competency; Psychology; Dentistry; Pathology; Pedagogy","score_opus":0.2871010382440474,"score_gpt":0.5038396980790831,"score_spread":0.2167386598350357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1838339830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98931444,0.0001740672,0.0000062468107,0.0006704584,0.00086643774,0.000412142,0.00013681204,0.000082304934,0.008337104],"genre_scores_gemma":[0.99753016,0.00007653004,0.00021265441,0.0013204204,0.00013011871,0.000060741397,0.0003445279,0.000021463668,0.0003033809],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973146,0.0009933604,0.0005727119,0.00029277333,0.00025047694,0.0005761221],"domain_scores_gemma":[0.998991,0.00022158699,0.00012169145,0.00023789628,0.000113485774,0.00031430763],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008111726,0.00015144219,0.00032048722,0.00021735091,0.00010566129,0.00000407744,0.00031962,0.00009724643,0.0024975191],"category_scores_gemma":[0.0006795859,0.00012903534,0.000023442546,0.00036754124,0.00009035079,0.0003157601,0.00005838861,0.00030089074,0.00013756886],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036768656,0.00012455865,0.98495317,0.000030143001,0.0000041777384,0.00004759468,0.0065960013,0.0000032619403,0.000003758665,0.0013284486,0.0011300616,0.0054111574],"study_design_scores_gemma":[0.0011413431,0.00013104927,0.9905715,0.0005015589,0.000005636322,4.430209e-7,0.0038303526,0.0001753233,7.110054e-7,0.0023614825,0.0011572198,0.00012336913],"about_ca_topic_score_codex":0.039772768,"about_ca_topic_score_gemma":0.05415144,"teacher_disagreement_score":0.014378671,"about_ca_system_score_codex":0.00018524456,"about_ca_system_score_gemma":0.00025457825,"threshold_uncertainty_score":0.99841434},"labels":[],"label_agreement":null},{"id":"W1842876957","doi":"10.1016/j.ijans.2015.08.004","title":"Global migration of internationally educated nurses: Experiences of employment discrimination","year":2015,"lang":"en","type":"article","venue":"International Journal of Africa Nursing Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Covert; Economic shortage; Nursing; Qualitative research; Political science; Psychology; Medicine; Sociology; Government (linguistics)","score_opus":0.10609559964349599,"score_gpt":0.5008836019962536,"score_spread":0.39478800235275757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1842876957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96970063,0.00059363607,0.0009964547,0.004346801,0.008245776,0.00018208585,0.000015044634,0.000012054626,0.015907492],"genre_scores_gemma":[0.9954575,0.00003963329,0.0038140696,0.00008006911,0.00031230345,0.000008202632,0.000004915179,0.0000048499805,0.0002784778],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9961246,0.00027619235,0.001304572,0.00016638344,0.0018778805,0.00025032603],"domain_scores_gemma":[0.99485606,0.00024646093,0.0018948932,0.00009428486,0.0027486924,0.00015959355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014544271,0.00012097056,0.00028253422,0.00035260117,0.00013462789,0.000024921834,0.0009058407,0.00007705468,0.00008421338],"category_scores_gemma":[0.0007825103,0.000094538,0.00009229657,0.0005605033,0.00054893806,0.00063962117,0.00004649143,0.00013231773,0.0000046640325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011911682,0.0018997365,0.1548127,0.00007404696,0.00020260493,0.000014273458,0.6982525,0.0020805383,0.0014646917,0.04781979,0.064315505,0.027872477],"study_design_scores_gemma":[0.001977342,0.00211182,0.032305844,0.00650753,0.000083965846,0.00008153487,0.90844643,0.0017736225,0.0019227879,0.03375601,0.010730694,0.00030240457],"about_ca_topic_score_codex":0.000311955,"about_ca_topic_score_gemma":0.00006577711,"teacher_disagreement_score":0.21019396,"about_ca_system_score_codex":0.00075394404,"about_ca_system_score_gemma":0.0013699465,"threshold_uncertainty_score":0.3855148},"labels":[],"label_agreement":null},{"id":"W1845256076","doi":"10.15171/ijhpm.2015.103","title":"Relevance and Effectiveness of the WHO Global Code Practice on the International Recruitment of Health Personnel – Ethical and Systems Perspectives","year":2015,"lang":"en","type":"editorial","venue":"International Journal of Health Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Relevance (law); Code of practice; Code (set theory); Code of conduct; Engineering ethics; Psychology; Medicine; Medical education; Political science; Computer science; Engineering; Law","score_opus":0.10350789023351091,"score_gpt":0.5282022873896637,"score_spread":0.42469439715615276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1845256076","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008048729,0.037480257,0.00033189743,0.5022587,0.43712705,0.0067740115,0.0014046174,0.000026113114,0.0065486026],"genre_scores_gemma":[0.39207658,0.31049234,0.0010917473,0.03253576,0.26101026,0.000551662,0.00008109489,0.00015096634,0.002009597],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99018174,0.004867754,0.0017986766,0.0003633367,0.0023557674,0.00043269587],"domain_scores_gemma":[0.9856383,0.0072419527,0.0044076066,0.00028584595,0.002203587,0.00022270471],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014783159,0.00029820073,0.00090196886,0.00023033743,0.00046159027,0.00004360978,0.000753341,0.00039100545,0.0000043860887],"category_scores_gemma":[0.0070415544,0.0001869817,0.00009728115,0.00018381703,0.00032006085,0.00013826281,0.0005930031,0.0017775643,0.0000012412263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019349416,0.00022393129,0.00036795644,0.004807266,0.00094346394,0.000012255583,0.0131396605,0.000085052445,5.417718e-7,0.30014318,0.67436504,0.0039766766],"study_design_scores_gemma":[0.0020760365,0.0007758786,0.0022078704,0.016948259,0.00006108499,0.0000371901,0.03361352,0.00005372267,4.1967007e-7,0.0024735096,0.9416235,0.00012898499],"about_ca_topic_score_codex":0.005619531,"about_ca_topic_score_gemma":0.00019242424,"teacher_disagreement_score":0.46972296,"about_ca_system_score_codex":0.0029205815,"about_ca_system_score_gemma":0.0023597525,"threshold_uncertainty_score":0.84950876},"labels":[],"label_agreement":null},{"id":"W1845505505","doi":"","title":"Where do family physicians practise after residency training? Flow of physicians from region to region across Canada.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Residency training; Family medicine; Medicine; Medical education; Political science; Continuing education","score_opus":0.05404803917119507,"score_gpt":0.36240088534276577,"score_spread":0.3083528461715707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1845505505","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9717993,0.0017768886,0.00063494616,0.012298284,0.0022938878,0.0033075355,0.00022162948,0.00016022811,0.0075072935],"genre_scores_gemma":[0.9827184,0.00017654426,0.00065884826,0.008863179,0.0013021412,0.0014736037,0.00002381574,0.00008308795,0.0047003534],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9950478,0.00038597704,0.0010491598,0.00065662124,0.00073127024,0.0021291377],"domain_scores_gemma":[0.99685353,0.0007747233,0.00069237046,0.00087380985,0.00038341217,0.0004221766],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079594366,0.0003407132,0.00065685296,0.00006266696,0.0005076876,0.000016637841,0.0004076962,0.00032616826,0.000021885167],"category_scores_gemma":[0.00038040802,0.0003506425,0.00010538269,0.0007228996,0.0000836924,0.00028327943,0.00014257617,0.0007312143,0.00003736036],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016673013,0.00014281274,0.06926337,0.0004012759,0.000070509435,0.00037200248,0.045493737,0.000047085803,0.000038904924,0.0001172557,0.35463864,0.5277471],"study_design_scores_gemma":[0.00067914726,0.00003604937,0.71082705,0.0012518272,0.000032426156,0.0000017916332,0.032283265,0.00000855715,0.000064854605,0.00026252907,0.25422522,0.00032730194],"about_ca_topic_score_codex":0.45961013,"about_ca_topic_score_gemma":0.907912,"teacher_disagreement_score":0.64156365,"about_ca_system_score_codex":0.0010727443,"about_ca_system_score_gemma":0.0006427642,"threshold_uncertainty_score":0.99989456},"labels":[],"label_agreement":null},{"id":"W1845597218","doi":"","title":"Substantially Equivalent Competency Assessment of Internationally Educated Nurses - A Means of Prior Learning Assessment and Recognition","year":2012,"lang":"en","type":"article","venue":"PLA Inside Out: An International Journal on Theory, Research and Practice in Prior Learning Assessment","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Documentation; Competency assessment; Nursing; Mount; Medicine; Medical education; Patient assessment; Psychology","score_opus":0.1703708527124806,"score_gpt":0.5798525947232227,"score_spread":0.4094817420107421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1845597218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9595432,0.0004406243,0.0013721894,0.0036240148,0.0017225932,0.0010038739,0.000026084896,0.00004012985,0.032227244],"genre_scores_gemma":[0.97556466,0.0049479124,0.017795725,0.00026865504,0.00047501843,0.00009082582,0.00008230785,0.000054661934,0.000720239],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9824075,0.011606688,0.0017607902,0.0004910075,0.0027572706,0.0009767553],"domain_scores_gemma":[0.978308,0.015774732,0.0019393964,0.00024998115,0.0031694695,0.00055840565],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02387611,0.00033576487,0.00060660945,0.0011418596,0.0008896944,0.00018480493,0.0005538905,0.00023703219,0.000791485],"category_scores_gemma":[0.007180947,0.0003069057,0.00008848488,0.00033486416,0.00031928785,0.0017429849,0.0003431769,0.0051186006,0.000016148635],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046642195,0.0044172746,0.73056686,0.00046689465,0.0008199347,0.00013571538,0.026147934,0.00078597426,0.00626603,0.11233693,0.00015264616,0.113239594],"study_design_scores_gemma":[0.0051234243,0.0053958492,0.85516816,0.0058804196,0.00013132808,0.00027338497,0.09205206,0.0028706102,0.00014353257,0.013421261,0.018955944,0.0005840257],"about_ca_topic_score_codex":0.00042665444,"about_ca_topic_score_gemma":0.00014379367,"teacher_disagreement_score":0.12460131,"about_ca_system_score_codex":0.0014554395,"about_ca_system_score_gemma":0.0023994076,"threshold_uncertainty_score":0.9999383},"labels":[],"label_agreement":null},{"id":"W1852806237","doi":"","title":"Large fee increase in hand, Alberta goes courting Canada's MDs","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Business","score_opus":0.02233136829084337,"score_gpt":0.3131658649688487,"score_spread":0.2908344966780053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1852806237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9166475,0.00101768,0.00001093453,0.0063589755,0.0017409325,0.0013902265,0.000056160043,0.00009826024,0.07267935],"genre_scores_gemma":[0.96519357,0.00049657904,0.000065790606,0.0053119115,0.00067582313,0.0001855778,0.00006642574,0.00008460721,0.027919726],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99259585,0.0011157411,0.0010833831,0.0005811433,0.0005383009,0.004085556],"domain_scores_gemma":[0.99696624,0.0006921093,0.00034629012,0.0005960833,0.00017397331,0.0012252848],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012702234,0.0003583192,0.00050016196,0.00011117022,0.0008539631,0.000032920114,0.000493821,0.000188833,0.0012596517],"category_scores_gemma":[0.002214966,0.00033424963,0.000051854746,0.0009058209,0.00005776122,0.00017714477,0.0002492964,0.0010392331,0.0003608747],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018691467,0.00011202171,0.9238306,0.00014244083,0.000015714291,0.0003885631,0.0075671077,0.000024808262,0.000013550364,0.001010343,0.06464901,0.0020589023],"study_design_scores_gemma":[0.0012585858,0.000014488271,0.35382554,0.00032931968,0.000012185473,0.000007004057,0.0014989912,0.00008114243,0.0000184164,0.000029045335,0.64269125,0.00023404865],"about_ca_topic_score_codex":0.78066933,"about_ca_topic_score_gemma":0.9688322,"teacher_disagreement_score":0.5780422,"about_ca_system_score_codex":0.0013762672,"about_ca_system_score_gemma":0.0017823053,"threshold_uncertainty_score":0.99991095},"labels":[],"label_agreement":null},{"id":"W1859757303","doi":"","title":"Keeping family physicians in rural practice. Solutions favoured by rural physicians and family medicine residents.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Family medicine; Medicine; Payment; Limiting; Continuing medical education; Rural area; Rural health; Continuing education; Nursing; Medical education","score_opus":0.052909360955937464,"score_gpt":0.3744999297146252,"score_spread":0.32159056875868774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1859757303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8467178,0.016080724,0.00024499567,0.024142973,0.0025620004,0.0053763627,0.00008521231,0.0003913335,0.10439865],"genre_scores_gemma":[0.9733478,0.0020607081,0.00022098316,0.018514981,0.00043149453,0.0022056608,0.00005950827,0.00006850023,0.0030903858],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9942752,0.0014891687,0.0010188598,0.00044761013,0.0005928841,0.0021762769],"domain_scores_gemma":[0.99735445,0.0010865263,0.0005318192,0.00047357375,0.0002238247,0.00032982574],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017939099,0.00036261044,0.0006816165,0.00019861622,0.0010728827,0.000022445469,0.00026354453,0.00029416478,0.000022369997],"category_scores_gemma":[0.0015904472,0.00035954695,0.000063184714,0.0008579987,0.00027341727,0.0006154364,0.00011663732,0.0010933004,0.00007222668],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058692356,0.0008382469,0.114353575,0.0007037426,0.00022520668,0.00007298858,0.025630875,0.00006213245,0.0022908084,0.020149622,0.6469411,0.18814476],"study_design_scores_gemma":[0.0038496915,0.00009004919,0.7282096,0.0014003151,0.00010691368,0.0000056016906,0.12552576,0.000076422075,0.000018422357,0.0021377814,0.13802417,0.00055527105],"about_ca_topic_score_codex":0.009145738,"about_ca_topic_score_gemma":0.0010404276,"teacher_disagreement_score":0.613856,"about_ca_system_score_codex":0.0006208552,"about_ca_system_score_gemma":0.00014056709,"threshold_uncertainty_score":0.9998857},"labels":[],"label_agreement":null},{"id":"W1862006455","doi":"","title":"Concern over rights of Quebec MDs goes national","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Autonomy; SAINT; Political science; Medicine; Law; Public administration; Computer security; Computer science","score_opus":0.05709009898130158,"score_gpt":0.3488487087818094,"score_spread":0.29175860980050783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1862006455","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7813389,0.0014371974,0.000016731829,0.0019974108,0.00242037,0.0012826337,0.00011471842,0.00022536583,0.21116671],"genre_scores_gemma":[0.9321872,0.00031463473,0.00017733654,0.001444793,0.00083701784,0.000088700064,0.000025582522,0.000041598538,0.06488315],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99571484,0.0007690933,0.0008441607,0.00038431733,0.0007369196,0.0015506414],"domain_scores_gemma":[0.9979098,0.00045120384,0.00039225217,0.0003581188,0.0003719258,0.0005166919],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006024507,0.00023782454,0.00036655928,0.00009220809,0.0004850626,0.000012090233,0.00037070527,0.00017824347,0.0074077654],"category_scores_gemma":[0.00048611584,0.0001996445,0.00008304983,0.00048216735,0.00015730111,0.00021368968,0.00011857114,0.0006271941,0.0013342644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016923195,0.00043002417,0.26161388,0.0005356717,0.000109457644,0.00005362975,0.037708323,0.000056619447,0.00013222461,0.064556345,0.6274338,0.007200797],"study_design_scores_gemma":[0.001002535,0.000029314386,0.17816325,0.00023210704,0.0000163909,0.0000017218074,0.00022651009,0.000109717934,0.00014602125,0.0005299637,0.81934345,0.0001990297],"about_ca_topic_score_codex":0.004218164,"about_ca_topic_score_gemma":0.003317535,"teacher_disagreement_score":0.19190964,"about_ca_system_score_codex":0.00054969185,"about_ca_system_score_gemma":0.00022066939,"threshold_uncertainty_score":0.9994433},"labels":[],"label_agreement":null},{"id":"W1865346788","doi":"","title":"One resident's view on the shortage of rural physicians.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Economic shortage; Data science; Computer science; Medicine; World Wide Web; Government (linguistics)","score_opus":0.07426522293591672,"score_gpt":0.37428715180678807,"score_spread":0.3000219288708713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1865346788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9091632,0.00081352,0.000010265401,0.022114707,0.0006530298,0.0031859397,0.000019940175,0.00010570378,0.063933715],"genre_scores_gemma":[0.98870564,0.00027561723,0.00002954172,0.0061611356,0.0003099672,0.0018486975,0.000007178781,0.000022310778,0.002639908],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9979025,0.000297304,0.00050010474,0.00014048284,0.00038673962,0.00077287725],"domain_scores_gemma":[0.9986624,0.00037683945,0.00024252101,0.00050621375,0.00009147155,0.0001205622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007539875,0.00012495674,0.00029034578,0.00004203494,0.00037851062,0.0000050443255,0.0003067317,0.000110704364,0.0001793454],"category_scores_gemma":[0.00021378887,0.0000908599,0.00007202804,0.0003036999,0.00008635413,0.00007002111,0.00007770849,0.00045144517,0.00029264102],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006639753,0.00080201926,0.038724266,0.0019327917,0.00020301691,0.000014464974,0.018155606,0.0001989796,0.00009820409,0.4511048,0.072789505,0.41531238],"study_design_scores_gemma":[0.00097417354,0.000069444075,0.93369937,0.0015469169,0.000039780094,2.9794518e-7,0.007275299,0.0000012951094,0.0006013965,0.013803764,0.041789647,0.00019861736],"about_ca_topic_score_codex":0.0010841545,"about_ca_topic_score_gemma":0.00044617784,"teacher_disagreement_score":0.8949751,"about_ca_system_score_codex":0.00024331809,"about_ca_system_score_gemma":0.000072612114,"threshold_uncertainty_score":0.3761406},"labels":[],"label_agreement":null},{"id":"W1866943087","doi":"","title":"The geographic pipeline to Rural Family Medicine at Memorial University","year":2014,"lang":"pt","type":"article","venue":"ANAIS DO CONGRESSO SUL-BRASILEIRO DE MEDICINA DE FAMÍLIA E COMUNIDADE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Population; Rural area; Geography; Rural community; Census; Socioeconomics; Medicine; Sociology; Demography","score_opus":0.031150151141930506,"score_gpt":0.355097098253109,"score_spread":0.3239469471111785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1866943087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86880577,0.013058183,0.0015151143,0.07933286,0.016080042,0.0039886762,0.0002807315,0.0006386178,0.016300002],"genre_scores_gemma":[0.9382941,0.00903571,0.00017621377,0.01980839,0.005542726,0.0000638313,0.00020358563,0.00023519082,0.026640216],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9809933,0.0076102656,0.0025137577,0.001494203,0.0023161005,0.005072392],"domain_scores_gemma":[0.9808045,0.009123053,0.0014756337,0.0034308562,0.0011190554,0.004046926],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0090798475,0.0015467297,0.00241131,0.0009315702,0.007294895,0.00013423843,0.003985518,0.001728256,0.0017825677],"category_scores_gemma":[0.00565946,0.0012434908,0.00048313983,0.0028196143,0.0025439179,0.00031421884,0.0019824128,0.003962942,0.0013884156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023764493,0.00016319734,0.3608436,0.00051406067,0.0002232478,0.00027320656,0.015672311,0.000052917843,0.0003571757,0.0065329056,0.60497135,0.008019542],"study_design_scores_gemma":[0.0075936983,0.001486087,0.26231477,0.0051349346,0.0006811948,0.00005675004,0.050699707,0.0022428771,0.000031909527,0.0007632851,0.6678952,0.0010996005],"about_ca_topic_score_codex":0.02899776,"about_ca_topic_score_gemma":0.01584827,"teacher_disagreement_score":0.09852883,"about_ca_system_score_codex":0.0029458506,"about_ca_system_score_gemma":0.0012790156,"threshold_uncertainty_score":0.99972814},"labels":[],"label_agreement":null},{"id":"W1869973655","doi":"","title":"Improving competence in maternity care. Women's Advanced Maternity Fellowship for Rural Practitioners.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"B.C. Women's Hospital & Health Centre","funders":"","keywords":"Telehealth; Nursing; Curriculum; Competence (human resources); Maternity care; Medicine; Mandate; Health care; Rural area; Medical education; Political science; Telemedicine; Psychology","score_opus":0.03241695006940404,"score_gpt":0.3505957613921853,"score_spread":0.31817881132278125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1869973655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98667824,0.00021727603,0.00009118108,0.00037560004,0.0015037394,0.004689307,0.00006073308,0.00019314636,0.0061907913],"genre_scores_gemma":[0.97833186,0.000036678623,0.0012636327,0.0010787023,0.00008689436,0.017018843,0.000028503826,0.00004003408,0.0021148203],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99630135,0.00061025814,0.0006669171,0.00036183844,0.0002513956,0.0018082388],"domain_scores_gemma":[0.99817824,0.00049584906,0.00037412412,0.0003664058,0.00021859311,0.00036676106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013200972,0.000234263,0.00038772827,0.00011312764,0.00058446225,0.000024414756,0.0002266157,0.00022180332,0.0001731057],"category_scores_gemma":[0.0009276192,0.00023001406,0.000051052284,0.00025733587,0.000058733596,0.00038141725,0.00007229791,0.0005427931,0.00010617465],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012238027,0.00028177354,0.929819,0.005527749,0.00003064518,0.000035807934,0.013555895,0.00016491322,0.0002359361,0.005276502,0.0011417391,0.042706233],"study_design_scores_gemma":[0.0064800754,0.00014427009,0.8167266,0.0004584541,0.000024014576,0.000007869821,0.09294179,0.000080142505,0.00063833164,0.0027491308,0.078892894,0.00085642154],"about_ca_topic_score_codex":0.00067549373,"about_ca_topic_score_gemma":0.00049687095,"teacher_disagreement_score":0.11309239,"about_ca_system_score_codex":0.0016223717,"about_ca_system_score_gemma":0.00019163886,"threshold_uncertainty_score":0.9379701},"labels":[],"label_agreement":null},{"id":"W1871531048","doi":"","title":"Restore flexibility in postgraduate education, MDs beg","year":2003,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Flexibility (engineering); Medical education; Order (exchange); Computer science; Medicine; Data science; Management; Business","score_opus":0.05641787728775615,"score_gpt":0.37946345890968103,"score_spread":0.32304558162192487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1871531048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87166023,0.0016234773,0.000008906636,0.003977916,0.004054235,0.0022361777,0.000018591005,0.00021794868,0.11620251],"genre_scores_gemma":[0.97226024,0.0005561908,0.0007683234,0.003356672,0.0003938415,0.0003955195,0.000041937838,0.000073875926,0.02215341],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930988,0.0022894964,0.0010483853,0.0006883928,0.00040016574,0.0024747709],"domain_scores_gemma":[0.9973127,0.00026405213,0.00027751247,0.000934281,0.00035438983,0.0008570195],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001897872,0.00030718994,0.00039279883,0.00015050835,0.00045880547,0.000018936009,0.00038524286,0.00020867796,0.0006919649],"category_scores_gemma":[0.0029533778,0.0002908694,0.000064863605,0.001153372,0.00010282159,0.00020987277,0.00009091479,0.0010117154,0.00094875984],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009416483,0.00034307627,0.91609997,0.00024048571,0.000008474096,0.000017604796,0.010224791,0.000013282028,0.00001568095,0.017129708,0.049070347,0.006742449],"study_design_scores_gemma":[0.00047734135,0.00002326929,0.49185735,0.0002107459,0.0000076134043,0.0000028752386,0.00097204774,0.0000027718575,0.000046332512,0.001301247,0.5049162,0.00018218184],"about_ca_topic_score_codex":0.00094310177,"about_ca_topic_score_gemma":0.0008328763,"teacher_disagreement_score":0.45584586,"about_ca_system_score_codex":0.001100905,"about_ca_system_score_gemma":0.001928702,"threshold_uncertainty_score":0.99995434},"labels":[],"label_agreement":null},{"id":"W1872398057","doi":"","title":"Welcome to Canada!","year":2011,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Sight; China; Position (finance); Library science; Medicine; Family medicine; History; Computer science; Archaeology; Business","score_opus":0.10364859692143459,"score_gpt":0.3467708388749425,"score_spread":0.2431222419535079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1872398057","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10911663,0.010305978,0.000054560667,0.1820803,0.06594744,0.008238695,0.00030602183,0.0002357942,0.62371457],"genre_scores_gemma":[0.62338513,0.00018219634,0.0009844095,0.026291853,0.0020227758,0.0032835896,0.0000081129,0.00006366146,0.34377828],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99496764,0.0006573591,0.0007627964,0.00045091295,0.00043528472,0.0027259907],"domain_scores_gemma":[0.99651676,0.0002833377,0.0001816953,0.00064431084,0.00020126931,0.0021726391],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010181775,0.00028210916,0.0004215952,0.00009038983,0.0004913639,0.000009258641,0.00048922823,0.00039805716,0.0040993323],"category_scores_gemma":[0.000554076,0.0002997522,0.000055674158,0.0005859617,0.00007077874,0.000088247434,0.00027322466,0.0008062127,0.0017186564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009086881,0.00008607787,0.024554562,0.00045004746,0.00002892585,0.00008305899,0.0044027744,0.0000021058613,6.062691e-8,0.012138417,0.72522515,0.23293796],"study_design_scores_gemma":[0.00020779402,0.000016086464,0.36749882,0.00014979148,0.000017379201,0.0000029633952,0.0015060188,0.0000025077443,0.00000879621,0.0004947927,0.629908,0.00018704186],"about_ca_topic_score_codex":0.96548,"about_ca_topic_score_gemma":0.9796034,"teacher_disagreement_score":0.5142685,"about_ca_system_score_codex":0.0018905889,"about_ca_system_score_gemma":0.0013014353,"threshold_uncertainty_score":0.99994546},"labels":[],"label_agreement":null},{"id":"W1874638152","doi":"10.1111/ajr.12183","title":"Urban washout: How strong is the rural-background effect?","year":2015,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; Laurentian University","funders":"Monash University","keywords":"McNemar's test; Medicine; Logistic regression; Odds ratio; Rural area; Confidence interval; Bachelor; Family medicine; Demography; Odds; Geography; Sociology","score_opus":0.11163504933833483,"score_gpt":0.45584526815596377,"score_spread":0.3442102188176289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1874638152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78693837,0.0026670252,0.000037170616,0.20372914,0.0041442174,0.0013467752,0.0000396415,0.000068235335,0.0010294312],"genre_scores_gemma":[0.9720437,0.00036893407,0.00031596923,0.006292291,0.002451452,0.000020178688,0.000013577767,0.00006126272,0.018432645],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925295,0.0025253287,0.0016742311,0.0001915168,0.0011730177,0.001906373],"domain_scores_gemma":[0.9939532,0.0006997021,0.0021250509,0.00063653034,0.00068519596,0.0019003015],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0051537305,0.00044433147,0.0010388304,0.00017125485,0.0011710278,0.00007442033,0.0008961503,0.00031256725,0.00039911453],"category_scores_gemma":[0.000214093,0.00027087936,0.00029441112,0.00055902166,0.00021191295,0.000613891,0.00011776867,0.002484018,0.00046039143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034864628,0.00003909289,0.069220595,0.00035552835,0.000060028928,0.000021524285,0.008953754,0.000011209684,0.000008785319,0.00089314376,0.91556525,0.0045224326],"study_design_scores_gemma":[0.007149809,0.0067449114,0.04663128,0.0060556047,0.00014476552,0.00039417492,0.24163435,0.000029691217,0.00008882278,0.001154005,0.6892952,0.0006774188],"about_ca_topic_score_codex":0.0015015724,"about_ca_topic_score_gemma":0.00020153976,"teacher_disagreement_score":0.23268059,"about_ca_system_score_codex":0.0014650723,"about_ca_system_score_gemma":0.0018231788,"threshold_uncertainty_score":0.9999743},"labels":[],"label_agreement":null},{"id":"W1875694601","doi":"","title":"Prendre soin des enfants du Canada","year":2008,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.03599275480823319,"score_gpt":0.3027287153219239,"score_spread":0.26673596051369075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1875694601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.846081,0.03544777,0.000032523938,0.016942382,0.019341856,0.002544827,0.00048936025,0.00028859984,0.078831665],"genre_scores_gemma":[0.7823549,0.030946005,0.0007318436,0.004449235,0.0036338295,0.00015448897,0.00008162707,0.00020276885,0.17744534],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9875624,0.0026521562,0.0014313373,0.0009484277,0.0009826941,0.006422987],"domain_scores_gemma":[0.99431056,0.00067732774,0.0005054275,0.0009775072,0.00046296293,0.0030662403],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000919942,0.00071051327,0.0007981065,0.000098325196,0.002175906,0.00003350225,0.0008559327,0.0004777745,0.0045922436],"category_scores_gemma":[0.0018882139,0.000737892,0.0001340783,0.0011406698,0.0006452314,0.00040196188,0.00040512803,0.0017979493,0.0012863927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014681116,0.0002309525,0.34669793,0.00097459013,0.00007559901,0.002015842,0.029560601,0.00007388117,0.0000036157826,0.0015090379,0.5850354,0.033675756],"study_design_scores_gemma":[0.0009426803,0.000057311772,0.30251655,0.0008482227,0.000049157057,0.00018956125,0.0010104956,0.000044907476,0.00008076163,0.00008270698,0.6937115,0.00046614982],"about_ca_topic_score_codex":0.65137666,"about_ca_topic_score_gemma":0.718481,"teacher_disagreement_score":0.10867611,"about_ca_system_score_codex":0.0030253807,"about_ca_system_score_gemma":0.00752416,"threshold_uncertainty_score":0.9995072},"labels":[],"label_agreement":null},{"id":"W1876902546","doi":"10.5489/cuaj.195","title":"Classified: Urologist, Saudi Arabia","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Canadian Urological Association","funders":"","keywords":"Geography","score_opus":0.04099554596542836,"score_gpt":0.341611213350366,"score_spread":0.3006156673849376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1876902546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6607155,0.00050426245,0.000095790536,0.20224096,0.0030929702,0.0010313927,0.000041699022,0.0001874465,0.13208994],"genre_scores_gemma":[0.9378926,0.00013023237,0.00031692244,0.04868211,0.0013922406,0.00008855474,0.000017494782,0.000020667772,0.01145914],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952462,0.0012954706,0.00088112766,0.00028330006,0.0004639408,0.001829977],"domain_scores_gemma":[0.99565816,0.00085490075,0.0007058572,0.00020301285,0.00073420734,0.0018438456],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016328406,0.0002114007,0.00038008124,0.00018232816,0.0019970539,0.00008465492,0.0003892401,0.0009008016,0.021214003],"category_scores_gemma":[0.00244105,0.00017009342,0.00012753342,0.0003422959,0.00005680003,0.00024954887,0.00004505246,0.0024557612,0.008764727],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007297678,0.000010548753,0.5930472,0.0000046470145,0.000018096018,0.000013709275,0.00013874193,0.000014920625,0.00000645469,0.0012735522,0.4037944,0.0016704384],"study_design_scores_gemma":[0.00033922598,0.000093804876,0.5016722,0.000016204638,0.000010505746,0.000012735936,0.00035958906,0.00009635206,2.8587218e-7,0.0074734436,0.48980272,0.0001229397],"about_ca_topic_score_codex":0.01783624,"about_ca_topic_score_gemma":0.007244121,"teacher_disagreement_score":0.2771771,"about_ca_system_score_codex":0.0031129352,"about_ca_system_score_gemma":0.0011031682,"threshold_uncertainty_score":0.9998456},"labels":[],"label_agreement":null},{"id":"W1877149278","doi":"10.34961/5528","title":"An evaluation of the graduate diploma in guidance counselling at the University of Limerick: implications for policy and practice in initial education for guidance counsellors","year":2011,"lang":"en","type":"dissertation","venue":"University of Limerick Institutional Repository (University of Limerick)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Limerick","keywords":"Graduate education; Medical education; Engineering ethics; Pedagogy; Medicine; Sociology; Political science; Psychology; Engineering","score_opus":0.08374106818002411,"score_gpt":0.41045771783914264,"score_spread":0.3267166496591185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1877149278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97859544,0.0022928931,0.0016956314,0.0008255586,0.00072037074,0.0037387675,0.00045458655,0.000026131209,0.011650621],"genre_scores_gemma":[0.9912516,0.002299549,0.0031967761,0.000057635214,0.00008140199,0.0000036443694,0.0004363264,0.000023126726,0.002649931],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99678594,0.001049824,0.0006212902,0.0005486716,0.00062416965,0.00037011746],"domain_scores_gemma":[0.9920077,0.0013590171,0.0028070577,0.00062213955,0.0030806982,0.00012338805],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0014968184,0.00028216932,0.0006388729,0.0003677856,0.0019418031,0.0000038049109,0.00085819984,0.00039999062,0.000028672861],"category_scores_gemma":[0.00038999828,0.0003266291,0.00022256465,0.0010212985,0.001318304,0.0006353458,0.00009771808,0.00038825188,0.0000024239116],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.08094348,0.00992149,0.079110935,0.016061941,0.0025569994,0.000034398585,0.48565504,0.028453851,0.055761073,0.18745765,0.012190179,0.041852966],"study_design_scores_gemma":[0.009414025,0.0019127891,0.47811264,0.007930635,0.0036584395,0.000040013765,0.40439942,0.0040429696,0.0013581294,0.0036817777,0.08396924,0.001479911],"about_ca_topic_score_codex":0.028895954,"about_ca_topic_score_gemma":0.009116006,"teacher_disagreement_score":0.3990017,"about_ca_system_score_codex":0.0010736019,"about_ca_system_score_gemma":0.00655651,"threshold_uncertainty_score":0.9999186},"labels":[],"label_agreement":null},{"id":"W1882909926","doi":"10.1111/jrh.12158","title":"Do Rural Patients in Canada Underutilize Preventive Care for Myocardial Infarction?","year":2015,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ottawa Hospital; Institute for Clinical Evaluative Sciences; Statistics Canada; Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Medicine; Odds; Myocardial infarction; Odds ratio; Logistic regression; Middle age; Cohort; Rural area; Primary care; Gerontology; Cohort study; Demography; Emergency medicine; Family medicine; Internal medicine","score_opus":0.04046384900705525,"score_gpt":0.4074119051942769,"score_spread":0.36694805618722165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1882909926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98337543,0.003236777,0.000028754172,0.007030553,0.0037639642,0.0019247232,0.000083447434,0.000010832468,0.00054550474],"genre_scores_gemma":[0.9954083,0.0006451789,0.000118995566,0.003085099,0.0005122132,0.000024413643,0.000020697644,0.000024201145,0.00016090534],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9954374,0.0015374451,0.0013579313,0.00008016663,0.00069452694,0.0008925247],"domain_scores_gemma":[0.996274,0.00068306533,0.0011832718,0.00023137471,0.0010543149,0.00057399523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002059138,0.00018584375,0.00057584204,0.00010093309,0.0005729171,0.000006350219,0.0003534421,0.00009692112,0.00003414151],"category_scores_gemma":[0.0002840183,0.00012363301,0.000087056986,0.0002900665,0.000040176878,0.00018476414,0.00008082053,0.0008493236,0.00001100551],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0026250402,0.000077095916,0.78739935,0.000576026,0.000059200185,0.0000021008848,0.04992037,0.0007651911,4.7226345e-7,0.00035955713,0.14033361,0.017881999],"study_design_scores_gemma":[0.007946271,0.0017598155,0.41926715,0.0023547136,0.00004676183,0.000013875602,0.5181855,0.00006201354,0.0000018568007,0.0028520753,0.047267377,0.00024256534],"about_ca_topic_score_codex":0.80826885,"about_ca_topic_score_gemma":0.86010677,"teacher_disagreement_score":0.46826515,"about_ca_system_score_codex":0.007546629,"about_ca_system_score_gemma":0.0138129415,"threshold_uncertainty_score":0.9962632},"labels":[],"label_agreement":null},{"id":"W1887918297","doi":"10.1186/1472-6963-6-89","title":"The cost of health professionals' brain drain in Kenya","year":2006,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":218,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Emigration; Kenya; Public health; Medicine; Brain drain; Investment (military); Total cost; Health administration; Demographic economics; Economics; Nursing; Political science; Accounting","score_opus":0.09354608890014138,"score_gpt":0.5544181088765373,"score_spread":0.46087201997639593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1887918297","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6989877,0.046992105,0.00022460906,0.19292277,0.0020512058,0.02977278,0.00027145614,0.0003918121,0.028385518],"genre_scores_gemma":[0.9651646,0.0014436485,0.0009608576,0.01544956,0.0007189191,0.0018128481,0.00021536018,0.000116952055,0.014117282],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9724683,0.017035453,0.0033524127,0.00074197445,0.0022267222,0.0041751284],"domain_scores_gemma":[0.9860637,0.010148681,0.0010772913,0.0011965212,0.0008989182,0.000614862],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.036870167,0.00031287974,0.00092923257,0.00055526604,0.004677557,0.00003132512,0.0013014232,0.00037888956,0.00026177455],"category_scores_gemma":[0.00030742536,0.0002265431,0.000090924026,0.002783722,0.0003055456,0.00019263849,0.00065586274,0.0025085125,0.0004597922],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091893645,0.0010977053,0.7487448,0.028048363,0.00001507218,0.000008151781,0.026188677,0.00025492726,0.000022264325,0.049483266,0.11672688,0.02849099],"study_design_scores_gemma":[0.0018912682,0.00036747789,0.510967,0.0073625655,8.6880937e-7,0.0000014642819,0.059347812,0.001753628,0.0000065424347,0.0049197352,0.4131739,0.00020770449],"about_ca_topic_score_codex":0.0775822,"about_ca_topic_score_gemma":0.162879,"teacher_disagreement_score":0.29644704,"about_ca_system_score_codex":0.0018870492,"about_ca_system_score_gemma":0.009491081,"threshold_uncertainty_score":0.99979275},"labels":[],"label_agreement":null},{"id":"W1889483716","doi":"","title":"Brain drain? Maybe not","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Health information; Medicine; Family medicine; Political science; Health care; Economic growth; Law","score_opus":0.04857313031503523,"score_gpt":0.3566157841982243,"score_spread":0.3080426538831891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1889483716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.710745,0.00061170914,0.00011817708,0.04112451,0.0042039463,0.002422916,0.00004545246,0.0008138191,0.2399145],"genre_scores_gemma":[0.8381001,0.0008960894,0.0004768741,0.028264957,0.0020696707,0.00030512168,0.000050716673,0.0001435683,0.12969291],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99268955,0.0012435043,0.00094598526,0.0006709168,0.00060525176,0.00384481],"domain_scores_gemma":[0.99669904,0.0006102136,0.0003082438,0.00088916183,0.0002132132,0.0012801449],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014293174,0.0003762122,0.00047220846,0.00012071665,0.0008883391,0.000031771648,0.00062047044,0.0002551136,0.0030857376],"category_scores_gemma":[0.0014616614,0.0003436331,0.00010563053,0.0009246785,0.00011117347,0.0002286489,0.00026450193,0.0010870213,0.0054842117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006015538,0.0002633294,0.27316073,0.00032682356,0.000063876854,0.0005820763,0.03668822,0.000029121402,0.00023366034,0.013703342,0.62847936,0.04586793],"study_design_scores_gemma":[0.00096616964,0.00004071573,0.20716764,0.00017154997,0.00001435753,0.000012219286,0.0009847147,0.000021497974,0.00004538908,0.00018650542,0.7901189,0.00027036484],"about_ca_topic_score_codex":0.00033761258,"about_ca_topic_score_gemma":0.00012307405,"teacher_disagreement_score":0.16163954,"about_ca_system_score_codex":0.00051650865,"about_ca_system_score_gemma":0.00035626028,"threshold_uncertainty_score":0.9999016},"labels":[],"label_agreement":null},{"id":"W1894241941","doi":"","title":"Surmenage et problèmes?: Devrait-on permettre le double emploi aux résidents?: OUI","year":2008,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Medicine; Political science; Philosophy","score_opus":0.09325500618541956,"score_gpt":0.3812055661981552,"score_spread":0.28795056001273567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1894241941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80530137,0.007415918,0.00006435893,0.084393986,0.0150657175,0.006273772,0.00030031623,0.00055901357,0.08062555],"genre_scores_gemma":[0.80321807,0.0030750446,0.00080801424,0.009346416,0.0026148888,0.0011410747,0.00023134734,0.00020781455,0.17935733],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9845909,0.0019147584,0.0016250515,0.0012581565,0.001246982,0.009364184],"domain_scores_gemma":[0.99422055,0.00059413415,0.0006137028,0.0010894508,0.0002956024,0.0031865304],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002236659,0.00089174754,0.0010869406,0.00026249548,0.0025073488,0.00008568476,0.000873521,0.0011976903,0.0022412664],"category_scores_gemma":[0.0005342018,0.0009121891,0.0003820025,0.0009359043,0.0005857097,0.00083606195,0.0004246342,0.0027762426,0.0024410838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012916195,0.0022114685,0.28870016,0.001888334,0.00023702226,0.0007965945,0.025329093,0.00099914,0.0000121041485,0.0863027,0.58089715,0.011334599],"study_design_scores_gemma":[0.0049687917,0.00019562345,0.44116092,0.0010515663,0.000076171236,0.000068414716,0.0024938667,0.00014032186,0.00012252327,0.000928423,0.5480335,0.0007599096],"about_ca_topic_score_codex":0.01651351,"about_ca_topic_score_gemma":0.00618014,"teacher_disagreement_score":0.15246075,"about_ca_system_score_codex":0.0025692347,"about_ca_system_score_gemma":0.0044185612,"threshold_uncertainty_score":0.9995244},"labels":[],"label_agreement":null},{"id":"W1898746220","doi":"10.17269/cjph.91.141","title":"Immigration, women and health in Canada (Commentary)","year":2000,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Gender studies; History; Demographic economics; Sociology; Economics; Law","score_opus":0.02691180651311952,"score_gpt":0.38483308971133284,"score_spread":0.3579212831982133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1898746220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85507685,0.00037948907,0.0000021894339,0.13014688,0.00012602279,0.0005497342,0.000010229043,0.00003112902,0.013677469],"genre_scores_gemma":[0.8418233,0.00089716446,0.00023260263,0.14854035,0.00006147486,0.00009433184,0.000018240898,0.000010233641,0.008322302],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998321,0.00020762654,0.00047370125,0.00017442409,0.00011383107,0.0007094303],"domain_scores_gemma":[0.99938184,0.000090198904,0.000056263747,0.00015292245,0.000018804541,0.00029995217],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040280566,0.00009138779,0.0002092745,0.00003297884,0.00031578276,0.0000025389782,0.00006906093,0.000039666276,0.010297223],"category_scores_gemma":[0.000004753626,0.0000808109,0.0000050269427,0.00018092214,0.0000112150565,0.0000673166,0.000022000626,0.00023662494,0.00007220001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019483683,0.000012124154,0.4395214,0.00006499339,0.0000022022007,0.0000018819102,0.003747286,0.000006612557,1.6690262e-7,0.00026750687,0.5227908,0.033565562],"study_design_scores_gemma":[0.00065792364,0.00005189207,0.29512247,0.00012355023,4.0616646e-7,5.750618e-7,0.01309342,0.00016920533,5.025815e-7,0.00058630056,0.69009066,0.00010309387],"about_ca_topic_score_codex":0.9975507,"about_ca_topic_score_gemma":0.9992163,"teacher_disagreement_score":0.1672999,"about_ca_system_score_codex":0.0029894828,"about_ca_system_score_gemma":0.0016969817,"threshold_uncertainty_score":0.9906075},"labels":[],"label_agreement":null},{"id":"W1901699201","doi":"10.1002/j.0022-0337.2011.75.1.tb05022.x","title":"Comparison of Extramural Clinical Rotation Days: Did the Pipeline Program Make a Difference?","year":2011,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Curriculum; Graduation (instrument); Medical education; Competence (human resources); Medicine; Dental education; Pipeline (software); Psychology; Family medicine; Dentistry; Pedagogy; Engineering","score_opus":0.18920005407355567,"score_gpt":0.5621597047055512,"score_spread":0.37295965063199554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1901699201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892065,0.00075586926,0.000188878,0.00060945743,0.00451357,0.0008799036,0.0000035578053,0.000017904658,0.003824379],"genre_scores_gemma":[0.99405336,0.000109672284,0.0034618643,0.00031964682,0.00080533675,0.00004188853,0.000012066246,0.0000128062175,0.0011833728],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99657357,0.000675197,0.0019742872,0.00011405608,0.00040020325,0.00026269344],"domain_scores_gemma":[0.99657786,0.00033583978,0.0021039653,0.00020813645,0.00059409393,0.00018012543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012051343,0.000116893585,0.00038815895,0.000088701825,0.00023072113,0.0000088251245,0.00030560096,0.00015479802,0.00040805154],"category_scores_gemma":[0.00042175094,0.00007481685,0.00014045506,0.00022056651,0.000114587536,0.00012347268,0.000042677082,0.0007771859,0.000059429312],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028488945,0.0017877176,0.8046145,0.00009989381,0.000018180588,6.143875e-7,0.010222057,0.0000011296887,0.000040835366,0.00040506432,0.009133131,0.173392],"study_design_scores_gemma":[0.0007834667,0.00094886497,0.91548556,0.00087290455,0.000097699616,0.000022978982,0.07242815,0.00030494327,0.00011477521,0.00087317143,0.007970629,0.000096849646],"about_ca_topic_score_codex":0.0002905126,"about_ca_topic_score_gemma":0.00026850606,"teacher_disagreement_score":0.17329516,"about_ca_system_score_codex":0.00015058844,"about_ca_system_score_gemma":0.0007562729,"threshold_uncertainty_score":0.44678783},"labels":[],"label_agreement":null},{"id":"W1902193208","doi":"","title":"New approaches for rural maternity care.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Aunt; Daughter; Maternity care; Nursing; Psychology; Genealogy; Medicine; Sociology; History; Political science; Health care; Law","score_opus":0.16153273487680153,"score_gpt":0.39469781810686744,"score_spread":0.2331650832300659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1902193208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8806926,0.0053786486,0.0012262496,0.0040318575,0.0066264067,0.010974721,0.0000922548,0.0006011937,0.09037606],"genre_scores_gemma":[0.9744036,0.000016423764,0.0017635634,0.00074257713,0.0015328632,0.006386637,0.00004093306,0.00003223516,0.01508113],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99767286,0.0001581891,0.00033467595,0.00013798941,0.00015807583,0.0015381958],"domain_scores_gemma":[0.99870765,0.00020785703,0.00012795736,0.00026932833,0.000046743404,0.0006404691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055842707,0.0001404059,0.00022086964,0.000040003823,0.00044221422,0.000007931366,0.00017657575,0.0001926134,0.0001630142],"category_scores_gemma":[0.000119801094,0.00011914762,0.00006128341,0.00010164487,0.00001945431,0.00018582896,0.000088840556,0.00023250781,0.00028052187],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015442152,0.000039386567,0.59501857,0.0008604919,0.000021288857,2.0128385e-7,0.0075408635,0.00000244258,5.2386036e-7,0.010451627,0.09528624,0.29062396],"study_design_scores_gemma":[0.00064820045,0.000009887369,0.62684625,0.00003366674,0.000020041924,6.0922e-7,0.006057479,0.0000047370654,0.00002240597,0.00052499055,0.36569592,0.00013580103],"about_ca_topic_score_codex":0.0007000624,"about_ca_topic_score_gemma":0.00010434856,"teacher_disagreement_score":0.29048815,"about_ca_system_score_codex":0.00029535237,"about_ca_system_score_gemma":0.00008258117,"threshold_uncertainty_score":0.48586988},"labels":[],"label_agreement":null},{"id":"W1902203896","doi":"","title":"Emigration of Nurses from the Caribbean: the Case of Trinidad and Tobago","year":2012,"lang":"en","type":"article","venue":"Caribbean dialogue","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Emigration; Scope (computer science); Order (exchange); Mass migration; Developing country; Development economics; Economic growth; Guideline; Political science; Business; Economics; Immigration","score_opus":0.044221510026443235,"score_gpt":0.3863805623405248,"score_spread":0.34215905231408156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1902203896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98820585,0.0041813124,0.000030450483,0.0017455217,0.0015479493,0.0011064798,0.0006049559,0.00003481166,0.0025426908],"genre_scores_gemma":[0.9979359,0.00016361599,0.00010086797,0.000699165,0.00074048294,0.000071472954,0.000105536885,0.00002034303,0.00016263529],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99754375,0.0008951324,0.0006872484,0.00018332018,0.00017894577,0.00051158405],"domain_scores_gemma":[0.9957373,0.0028246238,0.0004414057,0.0006356953,0.00020113302,0.00015984333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009810583,0.00017394555,0.00037674193,0.00003376988,0.00056323747,0.000006509649,0.00024176296,0.00022310836,0.000101360674],"category_scores_gemma":[0.00064316374,0.00009932392,0.00007850095,0.00024315108,0.00031210502,0.0001289439,0.00014013144,0.00043269602,0.000024929828],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015407005,0.000110108595,0.80084544,0.00021179141,0.0000891255,0.000017424829,0.09351903,0.0000090078065,0.00028688353,0.03632309,0.05850625,0.009927776],"study_design_scores_gemma":[0.0033522598,0.0004040525,0.59233063,0.0011760517,0.00071864686,0.00010066922,0.27049506,0.00014402914,0.0026680357,0.0060070525,0.12191726,0.0006862496],"about_ca_topic_score_codex":0.042065103,"about_ca_topic_score_gemma":0.019135838,"teacher_disagreement_score":0.20851481,"about_ca_system_score_codex":0.000071320275,"about_ca_system_score_gemma":0.00014095035,"threshold_uncertainty_score":0.99876237},"labels":[],"label_agreement":null},{"id":"W1902357128","doi":"","title":"Bienvenue à tous nos nouveaux médecins de famille","year":2013,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.029609927288976125,"score_gpt":0.3116153130736428,"score_spread":0.2820053857846667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1902357128","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81580514,0.019291405,0.00019790314,0.033441503,0.019522652,0.0057545924,0.00029904264,0.0005145984,0.10517317],"genre_scores_gemma":[0.70551324,0.01591811,0.004031681,0.014230018,0.004833604,0.0009923282,0.00008518177,0.0004139692,0.2539819],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9862316,0.0027290282,0.0015663396,0.0010675656,0.0007469728,0.007658453],"domain_scores_gemma":[0.9932485,0.0007509497,0.0006056644,0.0013877645,0.00053705537,0.0034700336],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013502479,0.00077088433,0.00086849974,0.00019321617,0.0011032522,0.00014156617,0.0010931186,0.0008647343,0.0077429665],"category_scores_gemma":[0.0019246414,0.0007943375,0.00023972854,0.0012983276,0.00040830192,0.00056546787,0.00054980925,0.0024203663,0.028903542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011272023,0.0008044335,0.16647863,0.0013309867,0.000115390285,0.00037643727,0.04423657,0.00017432164,0.00011327329,0.008093763,0.65640783,0.12175567],"study_design_scores_gemma":[0.0011934486,0.00012650408,0.31758103,0.0009707759,0.00007199566,0.000032637618,0.0020378847,0.00025202907,0.00007818349,0.00051953905,0.67660815,0.0005278271],"about_ca_topic_score_codex":0.0066611534,"about_ca_topic_score_gemma":0.00053065765,"teacher_disagreement_score":0.15110241,"about_ca_system_score_codex":0.0019339081,"about_ca_system_score_gemma":0.0015102617,"threshold_uncertainty_score":0.99995357},"labels":[],"label_agreement":null},{"id":"W1904751898","doi":"","title":"The flying doctor from Pointe-Claire","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wife; Neighbourhood (mathematics); Computer science; Mathematics; Philosophy","score_opus":0.04574595768015601,"score_gpt":0.3475104085634044,"score_spread":0.30176445088324844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1904751898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8673207,0.0030669821,0.00009911269,0.015298357,0.006826935,0.00200198,0.000050847182,0.00059327955,0.10474179],"genre_scores_gemma":[0.9119831,0.004989577,0.00032246677,0.005367674,0.0029850875,0.00034607173,0.000055782202,0.00013239114,0.07381791],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99380934,0.0011276419,0.00088071334,0.00054220005,0.0005100339,0.0031300925],"domain_scores_gemma":[0.9966542,0.0010571193,0.00031036415,0.0009071334,0.00020287948,0.00086831657],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00093318016,0.00032276503,0.00034083886,0.000046346227,0.0025963788,0.00006302214,0.0007681391,0.00017958925,0.0016429811],"category_scores_gemma":[0.0010959265,0.00022367765,0.000103300794,0.0005941322,0.00012445364,0.0001962904,0.00027848245,0.0011057133,0.00394713],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055511715,0.000112911795,0.6437865,0.00008788921,0.000090207286,0.00024640196,0.022224197,0.000009731122,0.000090895934,0.006389186,0.22611783,0.10028917],"study_design_scores_gemma":[0.0005954974,0.00001941361,0.22233295,0.00022503478,0.00001842845,0.0000035833084,0.0015497908,0.000039473944,0.000020020525,0.000390817,0.774618,0.00018698718],"about_ca_topic_score_codex":0.001332283,"about_ca_topic_score_gemma":0.0009665865,"teacher_disagreement_score":0.5485002,"about_ca_system_score_codex":0.0005168284,"about_ca_system_score_gemma":0.00029026647,"threshold_uncertainty_score":0.99926966},"labels":[],"label_agreement":null},{"id":"W1905490111","doi":"10.1111/j.1466-7657.2012.01001.x","title":"Now is the right time to re‐evaluate how we educate and regulate health care professionals","year":2012,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Workforce; Nursing; Medicine; Health policy; International health; Health education; Public relations; Context (archaeology); HRHIS; Professional development; Political science; Medical education; Public health","score_opus":0.06114574440144151,"score_gpt":0.5080577421970482,"score_spread":0.44691199779560675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1905490111","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016023607,0.25977147,0.000011191054,0.71989906,0.002847222,0.002339522,0.00005955104,0.00006917497,0.013400437],"genre_scores_gemma":[0.14748454,0.13215934,0.005034483,0.45756832,0.0058978694,0.0014479463,0.00035369777,0.00022874762,0.24982506],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962247,0.0010693034,0.0007387858,0.00037813623,0.0007242569,0.00086482754],"domain_scores_gemma":[0.9975162,0.00045660522,0.000522688,0.0004918374,0.0005150932,0.0004975748],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020617233,0.00027145637,0.00052655523,0.000092826194,0.0009869157,0.000028111024,0.00045504145,0.00011448925,0.004415332],"category_scores_gemma":[0.00036887964,0.00017539175,0.000100245576,0.00029477486,0.00008902588,0.00025554586,0.00014523594,0.00052024,0.003494396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021272195,0.000055987224,0.0003611508,0.00171886,0.00002429241,4.77683e-7,0.009549693,2.2921789e-7,0.0000027547076,0.00093832123,0.94534117,0.041985784],"study_design_scores_gemma":[0.00015887166,0.00003995907,0.0020671766,0.0830778,0.00004053398,0.000011753014,0.0013195025,0.00001763866,0.0000060923257,0.0003033508,0.91278845,0.00016887134],"about_ca_topic_score_codex":0.000032776505,"about_ca_topic_score_gemma":0.000018653214,"teacher_disagreement_score":0.26233077,"about_ca_system_score_codex":0.00091942516,"about_ca_system_score_gemma":0.00043107837,"threshold_uncertainty_score":0.9972815},"labels":[],"label_agreement":null},{"id":"W1906309550","doi":"10.1111/j.1440-1584.2012.01281.x","title":"Experience of overseas‐trained health professionals in rural and remote areas of destination countries: A literature review","year":2012,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Diversity (politics); Rural area; Health care; Work (physics); Nursing; Quality (philosophy); Cultural diversity; Health professionals; Medicine; Medical education; Public relations; Psychology; Political science","score_opus":0.10456236659186242,"score_gpt":0.5184334173680615,"score_spread":0.41387105077619907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1906309550","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007686594,0.9884863,0.000006400841,0.005505781,0.0009857337,0.0039213644,0.00024957638,0.00001597204,0.00006021336],"genre_scores_gemma":[0.0012024861,0.9944657,0.001223313,0.0018051432,0.00035437432,0.000033551936,0.0001314762,0.000060780952,0.0007231577],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98591363,0.00421245,0.0070505324,0.00027487197,0.0010964051,0.00145212],"domain_scores_gemma":[0.9835861,0.00094193616,0.012801911,0.00051567063,0.0010234682,0.0011309393],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006613845,0.0006862522,0.0054459963,0.00064628775,0.0003275028,0.000010564855,0.0005707064,0.0006470198,0.00024675243],"category_scores_gemma":[0.0005920732,0.00050367013,0.000434857,0.0014432616,0.00023253556,0.0005620484,0.000119260694,0.0025748706,0.000008229389],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012634977,0.00012615396,0.0011170274,0.50443023,0.00004919393,0.000017723522,0.010075503,1.669909e-7,9.116187e-8,0.0005379257,0.010312634,0.473207],"study_design_scores_gemma":[0.00059227244,0.00049551105,0.0007546553,0.6479281,0.00009959417,0.00026101596,0.0049163685,5.121263e-7,1.3103212e-7,0.000060403676,0.34467375,0.00021766724],"about_ca_topic_score_codex":0.0007955433,"about_ca_topic_score_gemma":0.00012996711,"teacher_disagreement_score":0.47298935,"about_ca_system_score_codex":0.0013929243,"about_ca_system_score_gemma":0.006464965,"threshold_uncertainty_score":0.9997415},"labels":[],"label_agreement":null},{"id":"W1908349942","doi":"10.1111/j.1365-2702.2012.04242.x","title":"The skills and brain drain what nurses say","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"European Commission; U.S. Department of State","keywords":"Remuneration; Brain drain; Nursing; Economic shortage; Relevance (law); Focus group; Health care; Developing country; Medicine; Psychology; Political science; Economic growth; Business; Government (linguistics)","score_opus":0.05107818003387109,"score_gpt":0.5357585567937734,"score_spread":0.4846803767599023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1908349942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7816918,0.0050837933,0.000090890855,0.19723476,0.010939162,0.0005777905,8.0082407e-7,0.00002277949,0.0043582516],"genre_scores_gemma":[0.95378035,0.008000391,0.003205712,0.022299126,0.0050387396,0.000012129543,9.795248e-7,0.000049879887,0.007612684],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944701,0.001825824,0.0024935405,0.0001622737,0.0004198337,0.0006283903],"domain_scores_gemma":[0.98123735,0.016013479,0.0014452143,0.00023981264,0.000508695,0.0005554172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005225303,0.00014536048,0.000592564,0.00005328476,0.0009871188,0.00012142437,0.00029752663,0.0002988452,0.00023947435],"category_scores_gemma":[0.0060654953,0.000084128704,0.00017560308,0.00014480753,0.00043192087,0.0007494096,0.00004303982,0.0016182025,0.00015851385],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010844751,0.00019783992,0.025650332,0.000034934656,0.000031064963,0.000008130375,0.0025188709,0.0000023430953,0.0000113682345,0.0021233533,0.23397368,0.73533964],"study_design_scores_gemma":[0.0029881534,0.0010396236,0.30747533,0.014395254,0.000078569356,0.0000774977,0.04221131,0.00019750104,0.00000919439,0.08692455,0.54433125,0.00027173874],"about_ca_topic_score_codex":0.000025992167,"about_ca_topic_score_gemma":0.000020657524,"teacher_disagreement_score":0.7350679,"about_ca_system_score_codex":0.00011250626,"about_ca_system_score_gemma":0.00030861184,"threshold_uncertainty_score":0.7592219},"labels":[],"label_agreement":null},{"id":"W1910304190","doi":"","title":"LibGuides: Immigrant Services Association of Nova Scotia (ISANS): Home","year":2014,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Immigration; Nova (rocket); Association (psychology); Geography; Psychology; Engineering; Archaeology; Aeronautics","score_opus":0.027942743789406404,"score_gpt":0.3777632101216511,"score_spread":0.3498204663322447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1910304190","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09378528,0.012675087,0.00019499302,0.019898375,0.044283997,0.0086002145,0.0024924618,0.0021307073,0.8159389],"genre_scores_gemma":[0.12545395,0.0050772964,0.005143823,0.026523141,0.010885842,0.0002016796,0.0049039484,0.00066903565,0.8211413],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9913029,0.0013161568,0.0032641515,0.0008574519,0.0014783931,0.0017809492],"domain_scores_gemma":[0.99089414,0.0021593175,0.003865351,0.0012305807,0.0014627569,0.00038785618],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0029553494,0.00077466003,0.0021649515,0.00044878098,0.00044706845,0.000027731267,0.0011630993,0.0029662335,0.009644567],"category_scores_gemma":[0.00041844876,0.0006634684,0.0003804543,0.00068805116,0.000073317824,0.00022688507,0.00042540045,0.0020353533,0.006008819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006441973,0.00006705102,0.08338472,0.0130215585,0.00017798757,0.0000027793499,0.0026129424,0.0000067804444,0.000015494008,0.0011907723,0.89882636,0.00062912394],"study_design_scores_gemma":[0.0010942807,0.00019221014,0.007365779,0.011190036,0.00022861337,9.733544e-7,0.00445697,0.00008037747,0.000028586845,0.0008497505,0.9738423,0.00067007315],"about_ca_topic_score_codex":0.098022945,"about_ca_topic_score_gemma":0.085059725,"teacher_disagreement_score":0.076018944,"about_ca_system_score_codex":0.0012010402,"about_ca_system_score_gemma":0.0009463265,"threshold_uncertainty_score":0.99958163},"labels":[],"label_agreement":null},{"id":"W1912408878","doi":"10.1111/j.1440-1584.2011.01187.x","title":"The SOMERS Index: A simple instrument designed to predict the likelihood of rural career choice","year":2011,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"World Health Organization","keywords":"Cronbach's alpha; Reliability (semiconductor); Index (typography); Variance (accounting); Psychology; Test (biology); Rural area; Statistics; Medical education; Applied psychology; Medicine; Clinical psychology; Psychometrics; Mathematics; Computer science; Economics","score_opus":0.08421527918484013,"score_gpt":0.3977754386154174,"score_spread":0.3135601594305773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1912408878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9650699,0.00072536885,0.0000546293,0.030024579,0.0018422245,0.0017890093,0.00005561876,0.000032194577,0.0004064847],"genre_scores_gemma":[0.99458426,0.00043189357,0.00036826063,0.0030956657,0.0005623059,0.000041432824,0.000005767572,0.000040196606,0.0008701948],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99328244,0.0014809916,0.0023996586,0.00013962422,0.0009590089,0.0017383014],"domain_scores_gemma":[0.9947395,0.0007292472,0.0020672192,0.00060997985,0.0006656957,0.0011883646],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035072062,0.00032734705,0.0007157314,0.00015995603,0.0015140801,0.000020030824,0.0011381382,0.00020900193,0.00036903837],"category_scores_gemma":[0.00028490415,0.00018135218,0.00022914377,0.0006321773,0.000218248,0.00026631565,0.00015759478,0.0014184922,0.00008785759],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023783105,0.00022472464,0.5916708,0.00066818984,0.00023982328,0.000013575939,0.061005045,0.00005038093,0.000080295205,0.0009992769,0.24718943,0.09548016],"study_design_scores_gemma":[0.0031523264,0.006213067,0.68125004,0.0032202997,0.00009740525,0.00007721146,0.21450147,0.000009805853,0.00021084295,0.0022013877,0.08868012,0.0003860331],"about_ca_topic_score_codex":0.0124696875,"about_ca_topic_score_gemma":0.0033824998,"teacher_disagreement_score":0.15850931,"about_ca_system_score_codex":0.00072022283,"about_ca_system_score_gemma":0.0018766075,"threshold_uncertainty_score":0.99978584},"labels":[],"label_agreement":null},{"id":"W1915526317","doi":"","title":"IMG candidates' demographic characteristics as predictors of CEHPEA CE1 results.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Graduation (instrument); Proxy (statistics); Medicine; Demography; Family medicine; Objective structured clinical examination; Gerontology; Health care; Medical education","score_opus":0.026316301710694948,"score_gpt":0.3254433834596661,"score_spread":0.2991270817489712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1915526317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94036514,0.00021869442,0.0000037157308,0.0022475487,0.0018584647,0.0035659992,0.00024970731,0.0002101116,0.05128064],"genre_scores_gemma":[0.984173,0.0003236017,0.00007641142,0.0010519911,0.0004803527,0.0033331146,0.00014063786,0.00003974723,0.01038113],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99625075,0.00039046898,0.0012955854,0.0003585711,0.00040429915,0.0013003214],"domain_scores_gemma":[0.9972044,0.0005100109,0.0006842915,0.0006109561,0.00037818143,0.00061214954],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009023269,0.00022548238,0.0004890307,0.00018516982,0.00035161144,0.000012328634,0.00035934217,0.00033984383,0.0005462869],"category_scores_gemma":[0.0011462339,0.00019352858,0.000083678526,0.0005339737,0.00014037931,0.00017693809,0.00015441822,0.00058419816,0.00092156057],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020693461,0.00008910586,0.8833288,0.00041841235,0.000056825087,0.0000049260034,0.0011865163,7.431971e-7,0.000013192043,0.00064464245,0.09777114,0.016278755],"study_design_scores_gemma":[0.00080589135,0.00004509767,0.8849254,0.0001569127,0.000028270313,0.0000012065976,0.00050277833,0.000027593067,0.000034229066,0.00040043742,0.11291734,0.00015480931],"about_ca_topic_score_codex":0.004465037,"about_ca_topic_score_gemma":0.00021456192,"teacher_disagreement_score":0.043807894,"about_ca_system_score_codex":0.00015037769,"about_ca_system_score_gemma":0.00017067567,"threshold_uncertainty_score":0.99985635},"labels":[],"label_agreement":null},{"id":"W1916801397","doi":"","title":"Challenges for rural communities in recruiting and retaining physicians: a fictional tale helps examine the issues.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Factory (object-oriented programming); Rural area; Sociology; History; Public relations; Medicine; Gerontology; Political science; Computer science; Law","score_opus":0.17735969883844538,"score_gpt":0.39279945573432384,"score_spread":0.21543975689587846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1916801397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.939548,0.011929456,0.000007910092,0.027695192,0.00038172427,0.004865845,0.000017004677,0.00011027082,0.015444609],"genre_scores_gemma":[0.9744088,0.0021141178,0.00017840975,0.0014834963,0.00041513777,0.01886402,0.000030263343,0.00002473926,0.0024810256],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9979916,0.0004930799,0.00041911213,0.00012421428,0.00015097884,0.0008210133],"domain_scores_gemma":[0.99746346,0.0018927966,0.00017169499,0.00026173744,0.00012929937,0.000081033504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012642782,0.00013968597,0.00025295484,0.000062369356,0.0008353419,0.000022057826,0.0001853769,0.00011734472,0.000059663325],"category_scores_gemma":[0.00030090168,0.00010746362,0.00002968781,0.000116057425,0.000120016426,0.00022673671,0.00013217777,0.0004503506,0.000017292181],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059833324,0.000052498865,0.03554469,0.0005981523,0.000026662165,5.738802e-7,0.06872215,0.000011479047,0.000004267768,0.007863599,0.0078083077,0.8793078],"study_design_scores_gemma":[0.00078746484,0.000035566925,0.5632151,0.0006035892,0.000008310832,0.0000018094743,0.34094784,0.00044480953,0.0000041646304,0.003579483,0.09021973,0.000152176],"about_ca_topic_score_codex":0.0026013213,"about_ca_topic_score_gemma":0.0025061786,"teacher_disagreement_score":0.8791556,"about_ca_system_score_codex":0.0001213542,"about_ca_system_score_gemma":0.0000248509,"threshold_uncertainty_score":0.6424859},"labels":[],"label_agreement":null},{"id":"W1920374366","doi":"","title":"Why a distributed medical school should increase rural physician development","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medical school; Process (computing); Medical education; Medical information; Rural area; Medicine; Family medicine; Computer science","score_opus":0.09898225730260347,"score_gpt":0.435750237146331,"score_spread":0.3367679798437275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1920374366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68812394,0.0028361736,0.013518129,0.24286544,0.006820881,0.0022083253,0.00015098389,0.0005391854,0.04293692],"genre_scores_gemma":[0.79772913,0.0010557974,0.005349334,0.1853586,0.008259464,0.00013198072,0.00076594244,0.00013598218,0.0012137806],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9882585,0.0011485607,0.002888391,0.00036334278,0.0058192937,0.0015219157],"domain_scores_gemma":[0.9902344,0.000655082,0.0010235508,0.00040372903,0.00088170037,0.006801567],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005858333,0.00047181908,0.0012721508,0.00024914238,0.0009738664,0.0000058862474,0.0013199293,0.00088851916,0.05532061],"category_scores_gemma":[0.015759867,0.00030650327,0.00016829224,0.00059924,0.0010208694,0.00019638689,0.00039169943,0.004332217,0.0004061788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061281316,0.00047350256,0.03643726,0.00038703016,0.0001942911,0.0006850684,0.0076558585,3.8223945e-7,0.000022140039,0.000560961,0.91089547,0.04207522],"study_design_scores_gemma":[0.014300388,0.00097136246,0.07088652,0.02108937,0.00018810296,0.0005346997,0.028212164,0.00025475828,0.00007920691,0.0016324623,0.8612125,0.0006384772],"about_ca_topic_score_codex":0.0025188753,"about_ca_topic_score_gemma":0.0004886988,"teacher_disagreement_score":0.109605156,"about_ca_system_score_codex":0.00051964447,"about_ca_system_score_gemma":0.0048217247,"threshold_uncertainty_score":0.9999387},"labels":[],"label_agreement":null},{"id":"W1921557210","doi":"10.1016/s0140-6736(15)61195-3","title":"Human resources for health: a new narrative","year":2015,"lang":"en","type":"letter","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; Dalhousie University; University of Toronto","funders":"","keywords":"Narrative; Medicine; History; Art; Literature","score_opus":0.2014233576862068,"score_gpt":0.5008212161766884,"score_spread":0.2993978584904816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1921557210","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005720105,0.002793968,0.00001954856,0.96858734,0.0017017471,0.0036729467,0.00042250636,0.00032512398,0.0219048],"genre_scores_gemma":[0.000081316495,0.000069550595,0.0005405874,0.7749035,0.0674641,0.00046778543,0.0003480534,0.000094878356,0.15603025],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99458784,0.0015943391,0.00089493365,0.0004977184,0.00054725166,0.0018779292],"domain_scores_gemma":[0.99615556,0.00091042917,0.0010086659,0.0013869605,0.00027067217,0.00026769956],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002115454,0.00041711784,0.0015164458,0.00007600542,0.0021711988,0.000028759085,0.0012609453,0.001002892,0.00053385855],"category_scores_gemma":[0.00031710527,0.00027013483,0.00013124269,0.00020605497,0.0001233041,0.000050594936,0.0002081439,0.004345128,0.00054761325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000082801984,0.000004668111,0.00007200907,0.0010080212,0.000036086258,0.0000047937883,0.036853045,0.0000012633091,2.314257e-7,0.00030664008,0.96131414,0.00031631833],"study_design_scores_gemma":[0.0014472035,0.00025009862,0.00010142929,0.0016998623,0.000023837385,0.0000017641394,0.0036933967,0.0000039383017,1.1228752e-7,0.012738247,0.97979414,0.0002459727],"about_ca_topic_score_codex":0.0038300478,"about_ca_topic_score_gemma":0.001605161,"teacher_disagreement_score":0.19368388,"about_ca_system_score_codex":0.00066963356,"about_ca_system_score_gemma":0.0014126275,"threshold_uncertainty_score":0.9999751},"labels":[],"label_agreement":null},{"id":"W1921730890","doi":"","title":"More than a job: facing difficult realities in northern Canada.","year":2007,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Beauty; Bay; Sunset; History; Medicine; Geography; Archaeology; Aesthetics; Art","score_opus":0.048929942019998895,"score_gpt":0.34219018068003293,"score_spread":0.29326023866003403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1921730890","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11752726,0.0010592357,0.0000029145635,0.8314024,0.0036343571,0.0055993837,0.0005547052,0.00028540127,0.039934296],"genre_scores_gemma":[0.035914306,0.00011317266,0.000024511799,0.84326833,0.0060686204,0.0057669017,0.0008764907,0.00017361039,0.10779407],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99283797,0.00063476583,0.0013477816,0.0006962663,0.001059762,0.003423453],"domain_scores_gemma":[0.99709433,0.00092567434,0.00055853976,0.0007596253,0.00030110314,0.0003607251],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0009385237,0.0005764436,0.0009447485,0.00030428884,0.0005131635,0.00001856216,0.0005949481,0.0017432423,0.00007562698],"category_scores_gemma":[0.0004664171,0.0005182777,0.00008702366,0.0005968353,0.000088016146,0.00007799333,0.00019982658,0.0055908076,0.000058333644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022839075,0.0000064681212,0.15987922,0.00095710997,0.000021240985,0.0005448311,0.0016196897,0.0000054986103,1.9615072e-8,0.000010709758,0.83457094,0.002361414],"study_design_scores_gemma":[0.0003320618,0.0000033096896,0.26212764,0.0005416049,0.000015708261,0.0000034074192,0.0031903202,0.0000017005356,3.6297985e-7,0.000031181295,0.7333972,0.00035550856],"about_ca_topic_score_codex":0.9391901,"about_ca_topic_score_gemma":0.99608666,"teacher_disagreement_score":0.10224841,"about_ca_system_score_codex":0.0045827096,"about_ca_system_score_gemma":0.0016607723,"threshold_uncertainty_score":0.9997269},"labels":[],"label_agreement":null},{"id":"W1922920303","doi":"10.1007/bf03403635","title":"Retaining public health nurses in rural British Columbia: the influence of job and community satisfaction.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Job satisfaction; Autonomy; Public health nurse; Nursing; Public health; Public health nursing; Rural area; Rural community; Community health; Medicine; Psychology; Socioeconomics; Political science; Sociology; Social psychology","score_opus":0.05841688011297279,"score_gpt":0.36170547249098534,"score_spread":0.30328859237801253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1922920303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898649,0.00078111264,0.0000016268629,0.005832621,0.00026121724,0.0020503115,0.000027726623,0.000070741386,0.0011097633],"genre_scores_gemma":[0.99541366,0.00049255334,0.000056649267,0.0025395253,0.000040644783,0.0011195528,0.0000063509283,0.0000146920365,0.00031634155],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961996,0.0018312581,0.00070194475,0.00013348194,0.0002349563,0.0008987771],"domain_scores_gemma":[0.9981804,0.0007238329,0.00034408367,0.00034571326,0.0001458761,0.0002601237],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0032524765,0.00008894763,0.00032428233,0.00004849427,0.0017222039,0.000053560496,0.00022132952,0.00013123326,0.000023497167],"category_scores_gemma":[0.0012540092,0.000104368344,0.0000239855,0.00047726405,0.00026001054,0.00027684378,0.00014773053,0.0013865265,0.000004087606],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066981625,0.000032745756,0.9104092,0.00017045942,0.0000053620047,0.0000010976464,0.0043777646,0.000033085595,3.2372668e-7,0.00017111389,0.0008152343,0.08397691],"study_design_scores_gemma":[0.0007886972,0.000036241763,0.97749436,0.00043546045,0.0000026931057,0.000008901201,0.01658542,0.0000014894781,1.2489143e-7,0.0015527875,0.0030180837,0.00007572105],"about_ca_topic_score_codex":0.5659516,"about_ca_topic_score_gemma":0.72279704,"teacher_disagreement_score":0.15684545,"about_ca_system_score_codex":0.00055079965,"about_ca_system_score_gemma":0.00040074266,"threshold_uncertainty_score":0.9995774},"labels":[],"label_agreement":null},{"id":"W1923390881","doi":"","title":"New Brunswick med students off to Newfoundland","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Computer science; Medical education; Library science; World Wide Web; Medicine","score_opus":0.03129654210433261,"score_gpt":0.3570817287339357,"score_spread":0.3257851866296031,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1923390881","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8786252,0.001000025,0.000046696994,0.012721516,0.0028112133,0.0033481107,0.000015303267,0.0005132301,0.1009187],"genre_scores_gemma":[0.36202154,0.0028786068,0.0017835301,0.019100374,0.004563652,0.00018912938,0.000056329685,0.00023489901,0.6091719],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929652,0.00081966474,0.0010027774,0.00075041555,0.0009743389,0.0034875982],"domain_scores_gemma":[0.9956999,0.00022415745,0.00018092195,0.0008885253,0.00015562835,0.0028509044],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00083919143,0.00041544696,0.00053541665,0.000116204385,0.0006715162,0.00006666501,0.0010497866,0.00021544074,0.0117853815],"category_scores_gemma":[0.0003520988,0.00037777738,0.00008872319,0.001004388,0.000039024915,0.00021259775,0.00024754633,0.0008085391,0.016449345],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042199614,0.00009230251,0.6167852,0.00007916487,0.000043031527,0.0000668907,0.013719661,0.00004817381,0.000008144692,0.0005151779,0.21219662,0.15602364],"study_design_scores_gemma":[0.0010301847,0.000053089276,0.44365102,0.00017146251,0.000018344423,0.0000024672222,0.00012171473,0.0000023263626,0.000005202631,0.000043531894,0.5546996,0.00020103127],"about_ca_topic_score_codex":0.0074695065,"about_ca_topic_score_gemma":0.007938948,"teacher_disagreement_score":0.51660365,"about_ca_system_score_codex":0.0007533825,"about_ca_system_score_gemma":0.0012195233,"threshold_uncertainty_score":0.99986744},"labels":[],"label_agreement":null},{"id":"W1923409247","doi":"10.36834/cmej.36566","title":"The Canadian International Medical Graduate Bottleneck: A New Problem for New Doctors","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Bottleneck; Medical education; Graduate medical education; Population; Matching (statistics); Residency training; Medicine; Family medicine; Computer science; Accreditation; Environmental health","score_opus":0.09797049038879668,"score_gpt":0.44451813626989606,"score_spread":0.3465476458810994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1923409247","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0064193434,0.0014640352,0.000305966,0.84376395,0.031041473,0.0015830679,0.000030946037,0.000058065147,0.11533317],"genre_scores_gemma":[0.259762,0.003786336,0.015811665,0.4903771,0.048399743,0.0005986002,0.00026660287,0.000250305,0.18074767],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954559,0.00031338847,0.0010442092,0.0002690562,0.0013925125,0.001524903],"domain_scores_gemma":[0.9583829,0.0003702973,0.0003050886,0.0002764043,0.0007864764,0.039878856],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029693346,0.00020833767,0.00023267965,0.0003461655,0.0030945328,0.00008449656,0.0012756693,0.0005962454,0.06708779],"category_scores_gemma":[0.021671968,0.00015509756,0.00011016482,0.00030637748,0.00016772324,0.00017459941,0.000034381257,0.0020974907,0.0004890256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019455534,0.00001501698,0.003981184,0.0000119924,0.000030276344,0.000016942082,0.003930377,1.8837828e-7,2.2306532e-8,0.018946838,0.8529703,0.12007741],"study_design_scores_gemma":[0.00066904817,0.00005058931,0.005205633,0.00061528047,0.000015858852,0.00015051448,0.0033362163,0.000076064345,3.2006872e-7,0.014364914,0.9753592,0.00015633073],"about_ca_topic_score_codex":0.9256959,"about_ca_topic_score_gemma":0.9938292,"teacher_disagreement_score":0.46590385,"about_ca_system_score_codex":0.002922476,"about_ca_system_score_gemma":0.46882632,"threshold_uncertainty_score":0.9982033},"labels":[],"label_agreement":null},{"id":"W1923460294","doi":"","title":"Locum practice by recent family medicine graduates.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; University of Calgary","funders":"","keywords":"Competence (human resources); Family medicine; Duration (music); Medicine; Medical education; Clinical Practice; Psychology; Social psychology","score_opus":0.08089362003318337,"score_gpt":0.4276590784631309,"score_spread":0.34676545842994755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1923460294","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07399665,0.0034328015,0.000049468028,0.27873683,0.009551905,0.0050558536,0.000037685935,0.0006154067,0.6285234],"genre_scores_gemma":[0.8098136,0.005312646,0.0013260742,0.115157746,0.003905518,0.009622253,0.00024986107,0.00015545628,0.054456808],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99645,0.0005018314,0.0007277803,0.00040115803,0.000552829,0.001366405],"domain_scores_gemma":[0.99654615,0.0013438509,0.00039452346,0.0006039165,0.00040888498,0.0007026452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025806827,0.00021653275,0.00034876357,0.000073967836,0.00058230315,0.000008535174,0.0003069194,0.00032301823,0.0006930894],"category_scores_gemma":[0.0044006454,0.0001720686,0.00002973741,0.00046095075,0.00015954043,0.00024341127,0.00012354388,0.001620929,0.0006928616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008473873,0.00006355497,0.0038062707,0.000066270615,0.000013898845,0.0000066835028,0.00044835036,1.2740114e-7,0.00006752334,0.0020658365,0.8640784,0.12929834],"study_design_scores_gemma":[0.00091902836,0.000029524943,0.025524687,0.000049284146,0.000031495252,0.0000038725216,0.0023439152,0.0000044979356,0.00002517839,0.0007371879,0.97017497,0.00015638563],"about_ca_topic_score_codex":0.0016075152,"about_ca_topic_score_gemma":0.00026383728,"teacher_disagreement_score":0.735817,"about_ca_system_score_codex":0.00019512554,"about_ca_system_score_gemma":0.00013569818,"threshold_uncertainty_score":0.8905565},"labels":[],"label_agreement":null},{"id":"W1923832236","doi":"10.12927/cjnl.2015.24353","title":"Recruitment and Retention in Rural Nursing: It's Still an Issue!","year":2015,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; Aurora College; Hôpital Maisonneuve-Rosemont; University of Lethbridge","funders":"Canadian Institutes of Health Research","keywords":"Variety (cybernetics); Incentive; Nursing; Health care; Healthcare delivery; Rural area; Public relations; Business; Medicine; Political science","score_opus":0.620164070625292,"score_gpt":0.5112996265973214,"score_spread":0.10886444402797057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1923832236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8333069,0.003401586,0.000094743715,0.09418487,0.004600723,0.0030087263,0.000007946177,0.00039486116,0.06099966],"genre_scores_gemma":[0.990117,0.000035541656,0.0013567929,0.0021468517,0.0006689648,0.0000970876,0.000053756503,0.00004685307,0.0054771337],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99630976,0.0011296447,0.0006014648,0.00040905175,0.00041189784,0.0011382025],"domain_scores_gemma":[0.99850476,0.00015856595,0.00019110968,0.00037719472,0.00014685022,0.00062150264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014111337,0.0002398854,0.00035122724,0.0001993974,0.00029443088,0.000026413212,0.00017066947,0.00039758935,0.00013728152],"category_scores_gemma":[0.00022607889,0.0002413104,0.000031488926,0.00035026623,0.00024085997,0.0003848522,0.000015356316,0.00077031576,0.00024530798],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016287803,0.00092949823,0.07721047,0.0006938853,0.000016499402,0.000030626918,0.5208009,0.00005059087,0.00023606869,0.0061929817,0.13475558,0.25745413],"study_design_scores_gemma":[0.00368687,0.00094840967,0.04666354,0.020015739,0.00005403195,0.000020717549,0.87579423,0.0014007111,0.00003891446,0.010532522,0.040277407,0.00056691014],"about_ca_topic_score_codex":0.00057770556,"about_ca_topic_score_gemma":0.00043538082,"teacher_disagreement_score":0.35499334,"about_ca_system_score_codex":0.0015847856,"about_ca_system_score_gemma":0.00024491025,"threshold_uncertainty_score":0.9840352},"labels":[],"label_agreement":null},{"id":"W1927468019","doi":"","title":"Fear and loathing of tuition fees","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Statement (logic); Column (typography); Medicine; Political science; Computer science; Law; Telecommunications","score_opus":0.030945941175379875,"score_gpt":0.33062930361239734,"score_spread":0.2996833624370175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1927468019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9433254,0.0011926177,0.000011291826,0.0012471683,0.00047007564,0.00081192807,0.0000213493,0.00013729338,0.05278285],"genre_scores_gemma":[0.9856311,0.0023542577,0.0004262984,0.0009909696,0.00032871997,0.000045709105,0.000014411182,0.00003795068,0.010170561],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99720156,0.0005077834,0.0005494122,0.00029228072,0.00025835578,0.0011906067],"domain_scores_gemma":[0.9988822,0.00016904628,0.00016472905,0.00028536096,0.00009258488,0.0004060907],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006049096,0.00015938253,0.00027059906,0.000053236305,0.00034591628,0.000010549385,0.00016104658,0.00011800225,0.0018811781],"category_scores_gemma":[0.000205843,0.00014464228,0.000034336572,0.0002958793,0.000084185034,0.00016809127,0.00006198514,0.00041562537,0.0003455339],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006807363,0.00029294283,0.56120366,0.0018074086,0.00007057879,0.00008201455,0.08293973,0.00008193464,0.00063335453,0.008213679,0.042337827,0.30165616],"study_design_scores_gemma":[0.00093118305,0.00006444757,0.5241328,0.00061175734,0.000025005478,0.000005916625,0.0009894588,0.000040941046,0.00023626651,0.00035494758,0.4724068,0.00020046766],"about_ca_topic_score_codex":0.00029453033,"about_ca_topic_score_gemma":0.00004120675,"teacher_disagreement_score":0.430069,"about_ca_system_score_codex":0.00011361725,"about_ca_system_score_gemma":0.00010108542,"threshold_uncertainty_score":0.99903125},"labels":[],"label_agreement":null},{"id":"W1928308445","doi":"10.3126/jcmc.v5i2.13151","title":"Factors influencing migration among Nepalese nurses","year":2015,"lang":"en","type":"article","venue":"Journal of Chitwan Medical College","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Descriptive research; Demography; Socioeconomics; Social science","score_opus":0.07205102949608572,"score_gpt":0.43480262394228075,"score_spread":0.36275159444619504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1928308445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98440945,0.00049535703,0.000069464135,0.004206265,0.0034426593,0.0003693439,0.000012427319,0.000046010948,0.006949033],"genre_scores_gemma":[0.9956712,0.00006441062,0.00027407697,0.0013821799,0.0014264709,0.000006528149,0.000004608414,0.000024249211,0.0011462802],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99499047,0.0008023874,0.0015467748,0.00014843963,0.00192128,0.0005906466],"domain_scores_gemma":[0.99546593,0.0007246784,0.0010429979,0.00020104191,0.00074634724,0.001818979],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024415993,0.0002017747,0.0005933799,0.00022529154,0.00036075205,0.000010049096,0.0004138877,0.0004396369,0.000739831],"category_scores_gemma":[0.0058181435,0.00013709643,0.00013563121,0.0004591285,0.00015762886,0.00037758105,0.00007486506,0.0015341348,0.00005862226],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022549382,0.00010537753,0.8185574,0.00012321748,0.00004084182,0.0001690245,0.013392053,0.000021301112,0.000012373315,0.000940836,0.16552894,0.0008831786],"study_design_scores_gemma":[0.005827235,0.001361905,0.44947746,0.0054054675,0.00012565783,0.000084672516,0.11693476,0.0005677081,0.00009487003,0.0029603823,0.41667557,0.00048430896],"about_ca_topic_score_codex":0.00031156748,"about_ca_topic_score_gemma":0.0015692133,"teacher_disagreement_score":0.36907992,"about_ca_system_score_codex":0.0004940663,"about_ca_system_score_gemma":0.0028319925,"threshold_uncertainty_score":0.81006306},"labels":[],"label_agreement":null},{"id":"W1930603547","doi":"10.1111/j.1365-2850.2011.01708.x","title":"Recruitment and retention of Canadian undergraduate psychiatric nursing faculty: challenges and recommendations","year":2011,"lang":"en","type":"article","venue":"Journal of Psychiatric and Mental Health Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"Nursing; MEDLINE; Medicine; Psychology; Psychiatry; Medical education; Political science","score_opus":0.2028422503576637,"score_gpt":0.4585295414063932,"score_spread":0.25568729104872945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1930603547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4856557,0.23107988,0.00019259063,0.2431408,0.008436399,0.0030857795,0.00011040714,0.00004221995,0.02825624],"genre_scores_gemma":[0.76073563,0.20498905,0.032784477,0.00080616586,0.0003653989,0.000013449774,0.000023146478,0.000038251645,0.00024446571],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99712145,0.0004688319,0.0012785582,0.000250635,0.00024721862,0.0006332966],"domain_scores_gemma":[0.997446,0.00007117421,0.0013015588,0.00012847128,0.00014518194,0.00090760476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011784141,0.00020466669,0.00049250846,0.0010393283,0.0011277138,0.000007943541,0.00008577959,0.00016402305,0.000031248455],"category_scores_gemma":[0.000017578555,0.00018400267,0.00005769799,0.00045180225,0.00012541005,0.00024035851,0.000016177222,0.0005209024,0.0000020712353],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043049056,0.00039644056,0.019609237,0.001267136,0.00005958382,0.000002579985,0.053551555,1.8700852e-7,0.000007378177,0.016862473,0.029758323,0.8780546],"study_design_scores_gemma":[0.012179718,0.009276029,0.45734376,0.029364102,0.0005416632,0.001086851,0.2634443,0.00017130478,0.00001324689,0.08089902,0.14460903,0.0010709465],"about_ca_topic_score_codex":0.007169339,"about_ca_topic_score_gemma":0.006927941,"teacher_disagreement_score":0.87698364,"about_ca_system_score_codex":0.0006298267,"about_ca_system_score_gemma":0.0006478496,"threshold_uncertainty_score":0.999442},"labels":[],"label_agreement":null},{"id":"W1932974645","doi":"","title":"Feuille sommaire: Les médecins de famille en milieu rural : une espèce en voie de disparition?","year":2013,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.019309174938003718,"score_gpt":0.30782174574899684,"score_spread":0.28851257081099313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1932974645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8589072,0.026442247,0.00040069406,0.08138506,0.0053291703,0.004080893,0.00035614762,0.0005219559,0.022576617],"genre_scores_gemma":[0.81854516,0.025822189,0.004432596,0.0054409946,0.0034621495,0.00089745456,0.00019908369,0.00032459246,0.14087579],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98348635,0.0058812317,0.0016456356,0.0009479692,0.0007549221,0.0072838804],"domain_scores_gemma":[0.99292076,0.0017681939,0.0005085532,0.0012220736,0.00039346653,0.0031869854],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020516133,0.0009074291,0.00095156743,0.00017936395,0.0016201395,0.0001575138,0.0012559671,0.0010941775,0.004903555],"category_scores_gemma":[0.002078012,0.00092494267,0.0002963003,0.001239958,0.00048354885,0.0006695806,0.00066084345,0.0027642162,0.006322408],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001366207,0.0009289804,0.4198166,0.0014464392,0.00014666445,0.00018695298,0.04405903,0.00025244916,0.00018801102,0.0062577487,0.38975933,0.13682114],"study_design_scores_gemma":[0.0015568202,0.00010060515,0.5449667,0.0012267573,0.00010211679,0.000042206433,0.007255294,0.00037862736,0.000101117796,0.00088479416,0.4428161,0.00056886236],"about_ca_topic_score_codex":0.033524256,"about_ca_topic_score_gemma":0.0047572334,"teacher_disagreement_score":0.13625227,"about_ca_system_score_codex":0.003541391,"about_ca_system_score_gemma":0.001412224,"threshold_uncertainty_score":0.9996796},"labels":[],"label_agreement":null},{"id":"W1936663284","doi":"","title":"[General surgery in a rural hospital in the State of Quintana Roo, Mexico].","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgical procedures; General hospital; Retrospective cohort study; Age groups; Surgery; Demography; Pediatrics","score_opus":0.02850378502788496,"score_gpt":0.3350070400815974,"score_spread":0.3065032550537124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1936663284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98666596,0.0006321628,0.0000026877692,0.0034493501,0.00065159245,0.0019019014,0.000023599969,0.000035061457,0.006637656],"genre_scores_gemma":[0.99580896,0.00006164223,0.00003147043,0.0007344722,0.00017954533,0.001971152,0.000025511423,0.000017935661,0.0011693184],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996675,0.0007531594,0.0009466075,0.00018225602,0.0003259113,0.0011170731],"domain_scores_gemma":[0.9985524,0.00074988796,0.00025818226,0.00029805055,0.000058335605,0.00008315616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020563656,0.00014591348,0.00038018322,0.0001879304,0.000101805614,0.000006524335,0.00023850052,0.00010748988,0.0000351643],"category_scores_gemma":[0.00019703388,0.00010769479,0.00007053136,0.0006621886,0.00006574346,0.00011723531,0.00006405131,0.00044704977,0.000024953151],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000732244,0.00014738353,0.96189463,0.000098014796,0.0000036311606,0.000023292218,0.0019063503,0.00008389049,0.0000013722921,0.00077182153,0.017955607,0.017040776],"study_design_scores_gemma":[0.00045831714,0.000012607113,0.9904138,0.00011179719,0.0000030476765,6.8346964e-7,0.0015061469,0.000051692736,0.000015618547,0.0033179328,0.003998554,0.00010981381],"about_ca_topic_score_codex":0.028803328,"about_ca_topic_score_gemma":0.019924015,"teacher_disagreement_score":0.028519154,"about_ca_system_score_codex":0.00028534632,"about_ca_system_score_gemma":0.00012973198,"threshold_uncertainty_score":0.9979598},"labels":[],"label_agreement":null},{"id":"W1938191365","doi":"10.1111/inr.12125","title":"Motivations of nurses who migrate to <scp>C</scp>anada as domestic workers","year":2014,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Emigration; Middle East; Citizenship; Qualitative research; Nursing; Immigration; Health care; Ideology; Political science; Medicine; Sociology","score_opus":0.033575679809180935,"score_gpt":0.46095448573913717,"score_spread":0.42737880592995625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1938191365","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29389054,0.04732204,0.0025235116,0.08192566,0.0139617175,0.0054580495,0.00013052447,0.00040429976,0.55438364],"genre_scores_gemma":[0.89696807,0.015135232,0.0040464876,0.03115318,0.0010426308,0.00040496956,0.000115514,0.00010428422,0.05102962],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99717337,0.00044672153,0.0009722441,0.00033629496,0.000588311,0.00048307847],"domain_scores_gemma":[0.996132,0.002184623,0.0004723233,0.0003787787,0.0005457585,0.00028652107],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006052332,0.00020971989,0.00051715947,0.00016991732,0.00028124952,0.000011889422,0.0004896276,0.000107143554,0.00043963135],"category_scores_gemma":[0.008968804,0.00019147695,0.00011400503,0.000555841,0.00009024277,0.00012605907,0.000050389728,0.00033384995,0.00090670283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020073094,0.0001920033,0.030504283,0.0029393858,0.000060768343,0.0000050846365,0.0027074134,0.0001589285,0.0000755384,0.046352547,0.8556952,0.06128881],"study_design_scores_gemma":[0.00023884652,0.00007795067,0.0097429035,0.1183987,0.000056218672,0.00000842268,0.0006923101,0.000101106634,0.00003773739,0.0041238666,0.86643225,0.00008965839],"about_ca_topic_score_codex":0.0005354546,"about_ca_topic_score_gemma":0.00010186561,"teacher_disagreement_score":0.60307753,"about_ca_system_score_codex":0.00044507303,"about_ca_system_score_gemma":0.0002601943,"threshold_uncertainty_score":0.9998712},"labels":[],"label_agreement":null},{"id":"W1940039212","doi":"","title":"Clerkship pathway: a factor in certification success for international medical graduates.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Medical education; Medicine; Descriptive statistics; Clinical clerkship; Baccalaureate Degree; Variance (accounting); Family medicine; Curriculum; Psychology; Higher education; Pedagogy","score_opus":0.16919021033625492,"score_gpt":0.43414283732011194,"score_spread":0.264952626983857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1940039212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625035,0.00038815217,0.00034116293,0.019232608,0.006497297,0.0037935812,0.0000855894,0.00016560231,0.006992537],"genre_scores_gemma":[0.9849509,0.00005228682,0.0001420167,0.0016022893,0.0013092508,0.010351805,0.00011019426,0.000024919278,0.0014563174],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99736077,0.00025605067,0.00066091056,0.00022392692,0.00040105527,0.0010973171],"domain_scores_gemma":[0.9981675,0.00072376814,0.00019943464,0.00020957243,0.00019527097,0.0005044413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641625,0.00012704228,0.00020491888,0.00013263225,0.00018549124,0.00000969414,0.00033931973,0.00028832705,0.00044982694],"category_scores_gemma":[0.0027181103,0.00011299599,0.00004841153,0.00021810898,0.00003783616,0.00028555075,0.00008452808,0.00040059103,0.00012752914],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009009033,0.0001260278,0.8545178,0.00011716527,0.00000905318,6.3894754e-7,0.0011255502,4.666491e-7,0.0000016617621,0.005899598,0.007031172,0.13108078],"study_design_scores_gemma":[0.00077779056,0.0000054173624,0.8626919,0.000072513736,0.0000029237522,4.6604427e-7,0.00028559985,0.00014236834,0.000036326484,0.00081998116,0.1350571,0.00010765566],"about_ca_topic_score_codex":0.00036538826,"about_ca_topic_score_gemma":0.0006258001,"teacher_disagreement_score":0.13097312,"about_ca_system_score_codex":0.0004857685,"about_ca_system_score_gemma":0.00013074308,"threshold_uncertainty_score":0.49252895},"labels":[],"label_agreement":null},{"id":"W1941609519","doi":"","title":"Assessing the health care needs of women in rural British Columbia: development and validation of a survey tool.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Community health; Medicine; Health care; Curriculum; Medical education; Family medicine; Needs assessment; Qualitative property; Nursing; Psychology; Public health; Sociology","score_opus":0.05819234475745185,"score_gpt":0.36373061382987876,"score_spread":0.3055382690724269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1941609519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956766,0.0006103859,0.0000046559135,0.00032897195,0.00019150038,0.002602083,0.000013442952,0.00001841855,0.00055395043],"genre_scores_gemma":[0.9963975,0.00005375546,0.00016691072,0.00028594374,0.000023808976,0.0025488527,0.000036474292,0.000012100909,0.00047463583],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99700296,0.0010016946,0.0008242628,0.00010422372,0.0002071564,0.0008597146],"domain_scores_gemma":[0.99852216,0.00048229517,0.0004016763,0.00015705389,0.000269841,0.0001669841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034733908,0.0000707094,0.00034832236,0.000056264405,0.00030424623,0.000052905056,0.000120080564,0.00009773403,0.000064898544],"category_scores_gemma":[0.0004793654,0.000078710924,0.000013056778,0.0004329644,0.000059408732,0.0002181404,0.00010050122,0.00021684941,0.0000027199303],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005333414,0.000017565057,0.8381047,0.00042093496,0.0000054723428,1.2186969e-7,0.016414162,8.591599e-7,3.9346153e-7,0.0000044229714,0.0013854988,0.1436405],"study_design_scores_gemma":[0.0004290097,0.00001560461,0.93834513,0.0002727771,0.0000012787241,5.1904607e-7,0.059908554,0.0000028782138,0.000005395957,0.000049213213,0.0009091824,0.000060445655],"about_ca_topic_score_codex":0.26449904,"about_ca_topic_score_gemma":0.09467529,"teacher_disagreement_score":0.16982377,"about_ca_system_score_codex":0.0009280791,"about_ca_system_score_gemma":0.0005700825,"threshold_uncertainty_score":0.92184454},"labels":[],"label_agreement":null},{"id":"W1944876800","doi":"","title":"Location of family medicine graduates' practices. What factors influence Albertans' choices?","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Family medicine; Medicine; Metropolitan area; Affect (linguistics); Location; Cross-sectional study; Demography; Psychology; Geography","score_opus":0.13872958921555897,"score_gpt":0.43672017849339634,"score_spread":0.2979905892778374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1944876800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97266996,0.0046970844,0.000029880137,0.006710449,0.001403309,0.0024052188,0.0000019659478,0.00012492016,0.0119572375],"genre_scores_gemma":[0.98725885,0.0043929904,0.000047699454,0.0027299423,0.00029116095,0.0011378585,0.000027590966,0.00002994444,0.0040839533],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996612,0.00046194484,0.0010120064,0.0003726315,0.0005822863,0.00095913635],"domain_scores_gemma":[0.9947675,0.0017219661,0.0017565616,0.00054468605,0.00081310055,0.00039618692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012114921,0.00022976943,0.0004482069,0.00016181964,0.0003461045,0.000014410458,0.00033091597,0.00024652437,0.000110550296],"category_scores_gemma":[0.004819018,0.000181614,0.000033341636,0.0012645803,0.00016591189,0.0013480799,0.00007895716,0.00051886565,0.00011023814],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014675574,0.00009519509,0.96774155,0.00089092285,0.000035647015,0.0000047043623,0.0046262294,0.00006539039,0.000040757135,0.00090328796,0.0038462891,0.021603288],"study_design_scores_gemma":[0.0007344444,0.000042587304,0.8811599,0.0009336809,0.000041484513,0.000001468043,0.010321675,0.000030169444,0.000026631615,0.0003212343,0.10623825,0.00014844723],"about_ca_topic_score_codex":0.014745516,"about_ca_topic_score_gemma":0.0013396655,"teacher_disagreement_score":0.102391966,"about_ca_system_score_codex":0.00027704585,"about_ca_system_score_gemma":0.00017864957,"threshold_uncertainty_score":0.9918154},"labels":[],"label_agreement":null},{"id":"W1944994787","doi":"10.1111/j.1748-0361.2010.00308.x","title":"Moving On? Predictors of Intent to Leave Among Rural and Remote RNs in Canada","year":2010,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Saskatchewan Health Authority; University of Lethbridge; University of Northern British Columbia; Laurentian University; University of Saskatchewan","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Job satisfaction; Autonomy; Employee retention; Turnover; Nursing; Logistic regression; Medicine; Agency (philosophy); Rural area; Psychology; Public relations; Political science; Social psychology; Geography","score_opus":0.019137758657646445,"score_gpt":0.3656492297149535,"score_spread":0.34651147105730706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1944994787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981849,0.00031495618,0.000011998542,0.014868758,0.0019189749,0.0006732152,0.000014617321,0.00000751144,0.00034095236],"genre_scores_gemma":[0.99535424,0.00052161893,0.00022951135,0.003344792,0.00032808303,0.0000016249975,9.566196e-7,0.00001870047,0.00020048316],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965826,0.0006776641,0.0013966303,0.00007515285,0.0005282215,0.00073970115],"domain_scores_gemma":[0.9970312,0.0007801546,0.0010397768,0.0002743656,0.00023160334,0.0006428834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026118772,0.00016420851,0.0005470206,0.00015962835,0.0003319103,0.0000035446833,0.00034552638,0.000090011476,0.000061353036],"category_scores_gemma":[0.00036123785,0.00010371018,0.00003927264,0.00027905707,0.00007347012,0.00009586925,0.00011533241,0.001905087,0.0000046978125],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011620453,0.00005114402,0.9090519,0.0005867087,0.000033649103,0.00001573108,0.029982042,0.0002691838,0.00021407488,0.00037529937,0.020121247,0.03813695],"study_design_scores_gemma":[0.00091142807,0.00091175904,0.92746216,0.004626226,0.000013179215,0.000037839025,0.06320604,0.00035529144,0.000037526836,0.0004217106,0.0018896796,0.00012716721],"about_ca_topic_score_codex":0.91021615,"about_ca_topic_score_gemma":0.95964354,"teacher_disagreement_score":0.049427383,"about_ca_system_score_codex":0.0011143343,"about_ca_system_score_gemma":0.0031804699,"threshold_uncertainty_score":0.8276761},"labels":[],"label_agreement":null},{"id":"W1946684626","doi":"","title":"Skilled Immigration to the U.S.: Policies for Sustained U.S. Research and Development Leadership","year":2012,"lang":"en","type":"article","venue":"Scholarship - Claremont (Claremont Colleges)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Public relations; Sociology; Public administration; Law","score_opus":0.3019196671537876,"score_gpt":0.49438940637555345,"score_spread":0.19246973922176586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1946684626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86971116,0.010638326,0.00072902895,0.094361834,0.0023166377,0.0167274,0.00013602855,0.00047717808,0.004902391],"genre_scores_gemma":[0.9649877,0.00016409856,0.0052590533,0.007036426,0.0015643742,0.0025407372,0.00011756428,0.00014326193,0.01818679],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9899445,0.0023487345,0.0013982913,0.00084381754,0.001488263,0.00397635],"domain_scores_gemma":[0.99211484,0.0030280917,0.00033388575,0.0011099827,0.0020814473,0.0013317803],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014019425,0.00058991514,0.00073765335,0.0006307476,0.007102248,0.00017293454,0.00094482134,0.0008274885,0.00017316091],"category_scores_gemma":[0.003787654,0.0004523117,0.00011825755,0.0015168574,0.00023337892,0.00082361716,0.00061745214,0.0023972346,0.0005788307],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0048514646,0.0009377819,0.42501023,0.0029126385,0.00033911975,0.000021945452,0.15551472,0.000045385303,0.0009770313,0.0807403,0.30326837,0.025381003],"study_design_scores_gemma":[0.0021793193,0.00039467582,0.10316705,0.00085468235,0.00003614294,0.000009174768,0.1367805,0.000046964124,0.0004746925,0.0011657188,0.7542538,0.0006372491],"about_ca_topic_score_codex":0.0008289274,"about_ca_topic_score_gemma":0.008815569,"teacher_disagreement_score":0.45098546,"about_ca_system_score_codex":0.002009297,"about_ca_system_score_gemma":0.0012398867,"threshold_uncertainty_score":0.9999043},"labels":[],"label_agreement":null},{"id":"W1947441330","doi":"10.1016/s2155-8256(15)30167-8","title":"Competency-Based Assessment of Internationally Educated Nurses","year":2013,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College & Association of Registered Nurses of Alberta","funders":"","keywords":"Medical education; Variety (cybernetics); Bridging (networking); Nursing; Psychology; Medicine","score_opus":0.04834963856569512,"score_gpt":0.48578661481572066,"score_spread":0.43743697625002553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1947441330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9643003,0.00013833771,0.00347137,0.010907156,0.0035378605,0.0005240126,0.0000028851236,0.000023380418,0.017094731],"genre_scores_gemma":[0.97388315,0.0000067506453,0.024780119,0.00022179475,0.00034099646,0.000006692312,0.000014246537,0.000014474718,0.00073178724],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976922,0.00032371946,0.0011240939,0.0000906927,0.00053675537,0.00023249273],"domain_scores_gemma":[0.99606925,0.00036920977,0.0016213447,0.00014669588,0.0016708364,0.00012267122],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00051205646,0.00010244906,0.00029200708,0.00026227263,0.0001744364,0.000010396794,0.00016571894,0.000114940594,0.0010088518],"category_scores_gemma":[0.00013371037,0.000086315245,0.00008431405,0.00022944773,0.00007321876,0.0002838908,0.000008023565,0.00032646654,0.000028682658],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004938685,0.0027946609,0.573586,0.00088405766,0.00020216235,0.000005852398,0.010803469,0.014135264,0.0316239,0.06653192,0.15853329,0.14040555],"study_design_scores_gemma":[0.0009960395,0.00028325064,0.9610802,0.005634458,0.000042509342,0.000008575039,0.002273086,0.012819171,0.00019337166,0.015103079,0.0014727132,0.00009355943],"about_ca_topic_score_codex":0.000073772186,"about_ca_topic_score_gemma":0.000006829211,"teacher_disagreement_score":0.38749418,"about_ca_system_score_codex":0.00073388545,"about_ca_system_score_gemma":0.0012239302,"threshold_uncertainty_score":0.99990433},"labels":[],"label_agreement":null},{"id":"W194793799","doi":"","title":"Small Canadian communities and their role in helping Mexican Temporary Migrants to adapt to Canada during their permanently temporary stays.","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Political science","score_opus":0.05940540595493657,"score_gpt":0.3197027677767572,"score_spread":0.2602973618218206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W194793799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9644964,0.0017774176,0.0000028005516,0.010545067,0.00039526308,0.0015752224,0.0002669147,0.00009265921,0.02084828],"genre_scores_gemma":[0.98284465,0.00006229744,0.00017167909,0.014280909,0.00019171293,0.00018001934,0.000066030014,0.000060699687,0.0021420056],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99617875,0.00066359894,0.00072790345,0.00027543126,0.0002030986,0.0019512248],"domain_scores_gemma":[0.9966103,0.00038143358,0.00010765285,0.0005914215,0.00009000982,0.0022192248],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007895523,0.00038057897,0.00052725966,0.00038035057,0.0012709539,0.000021469259,0.00044370166,0.00018799123,0.0002920275],"category_scores_gemma":[0.000042827825,0.0003170597,0.000031214935,0.00039978247,0.000038216756,0.00019731348,0.00036962488,0.00071646593,0.00004069768],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000072175884,0.000028595423,0.9286745,0.00024346047,0.000017395225,0.000012945091,0.059128985,0.000018931061,0.0000787611,0.00015731278,0.010619551,0.00094736216],"study_design_scores_gemma":[0.00049269025,0.000058279333,0.41649532,0.0013226916,0.000003817626,0.0000075634835,0.40268907,0.0000641056,0.00023023962,0.00004919982,0.1780718,0.0005152276],"about_ca_topic_score_codex":0.99942553,"about_ca_topic_score_gemma":0.99991184,"teacher_disagreement_score":0.5121792,"about_ca_system_score_codex":0.0013623965,"about_ca_system_score_gemma":0.0022742718,"threshold_uncertainty_score":0.9999282},"labels":[],"label_agreement":null},{"id":"W1950533193","doi":"10.25011/cim.v30i4.2771","title":"11. Who is in charge? Introducing criteria to evaluate health human resource (HHR) policy documents","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Credibility; Government (linguistics); Grey literature; Political science; Public relations; Rank (graph theory); Resource (disambiguation); Business; Health care; Computer science; Medicine; MEDLINE","score_opus":0.2820058630797972,"score_gpt":0.5803581006616186,"score_spread":0.29835223758182144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1950533193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6707205,0.0005236274,0.00003228705,0.32053164,0.0005892834,0.0012473664,0.00000990851,0.000060081635,0.0062852637],"genre_scores_gemma":[0.72802836,0.00029259548,0.0008689137,0.25676557,0.0051421877,0.00006098112,0.000048492002,0.000047211823,0.008745722],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9925206,0.001936556,0.0028163856,0.00086169323,0.0005323025,0.0013325006],"domain_scores_gemma":[0.99569196,0.0010272821,0.00056138856,0.0005227109,0.00024227548,0.001954398],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.014352247,0.00032969538,0.0012138333,0.00037687476,0.0007593926,0.000007752425,0.00028319223,0.000297735,0.0009366484],"category_scores_gemma":[0.007821598,0.00025049018,0.00004884063,0.0009897362,0.0023944427,0.0001418927,0.00031261414,0.0013702018,0.00019963592],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013411875,0.00008191751,0.56173176,0.00045357976,0.000018342456,0.00001157763,0.037083317,4.1800345e-7,0.0001627369,0.015045938,0.37584507,0.009431239],"study_design_scores_gemma":[0.0039245966,0.0018538593,0.49984914,0.0073844576,0.000017139973,0.0000016565676,0.007257112,0.00004512206,0.00004589759,0.026185866,0.4531438,0.00029136575],"about_ca_topic_score_codex":0.0095255,"about_ca_topic_score_gemma":0.0020793634,"teacher_disagreement_score":0.07729871,"about_ca_system_score_codex":0.00036662817,"about_ca_system_score_gemma":0.00044622752,"threshold_uncertainty_score":0.99999475},"labels":[],"label_agreement":null},{"id":"W1951665085","doi":"","title":"Report calls for integration of Ontario health services","year":2011,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.10333235797735328,"score_gpt":0.41400007900455565,"score_spread":0.31066772102720236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1951665085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81219083,0.00083108345,0.00447699,0.0007445821,0.0028216422,0.0042313277,0.00004545537,0.00027544354,0.17438264],"genre_scores_gemma":[0.9695007,0.00005289007,0.012761604,0.0022213412,0.00024365677,0.0003168715,0.0001799469,0.000042905274,0.01468009],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970098,0.0002351289,0.0014246796,0.00039667045,0.0003035219,0.00063021027],"domain_scores_gemma":[0.9972942,0.00020819483,0.0010621019,0.000607461,0.00056200434,0.00026605814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007474041,0.00022176586,0.0005589538,0.00013006994,0.00055620703,0.0000052002338,0.00027524555,0.00029553508,0.0005825957],"category_scores_gemma":[0.00005057636,0.00017406903,0.000096988304,0.00020901587,0.00005583526,0.00024147559,0.0000784087,0.00042389997,0.00010029916],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010238978,0.0007107201,0.17222649,0.0055036116,0.00013232039,0.00007971096,0.54896975,0.0000056312174,0.0003943846,0.24408044,0.0180605,0.008812519],"study_design_scores_gemma":[0.0026770192,0.0011412279,0.111017205,0.006303598,0.00008088249,0.000029257091,0.01975589,0.00017112777,0.0015847222,0.098097585,0.7584568,0.00068466907],"about_ca_topic_score_codex":0.3268302,"about_ca_topic_score_gemma":0.557107,"teacher_disagreement_score":0.7403963,"about_ca_system_score_codex":0.00095348037,"about_ca_system_score_gemma":0.0022128348,"threshold_uncertainty_score":0.7098329},"labels":[],"label_agreement":null},{"id":"W1952289471","doi":"","title":"As SARS toll climbed, so did economic cost to Toronto","year":2003,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Toll; Prime minister; Death toll; Chinatown; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Political science; Finance; Business; Virology; Environmental health; Politics; Law","score_opus":0.03604714608614373,"score_gpt":0.36116690778888383,"score_spread":0.3251197617027401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1952289471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60209846,0.0014464232,0.00004049997,0.0031973952,0.0075169485,0.004436392,0.00008658328,0.00038495843,0.38079235],"genre_scores_gemma":[0.9316226,0.0018569004,0.0009332414,0.015753943,0.0012244626,0.0008933808,0.00004715339,0.00020935068,0.047458936],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99288476,0.0011822752,0.0010816408,0.0008261366,0.00033407268,0.0036911252],"domain_scores_gemma":[0.99643075,0.00028403947,0.00029187536,0.00095732306,0.00012485334,0.0019111738],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011675918,0.00043716154,0.00057324424,0.00006286815,0.00086424715,0.000060319147,0.00056756474,0.00024357562,0.0053032273],"category_scores_gemma":[0.00077275024,0.00042744237,0.00011563459,0.00023439286,0.0000754805,0.0003098432,0.00019819944,0.00059567956,0.01547739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007934895,0.0003602372,0.25910786,0.00038091588,0.00012359506,0.00017047576,0.034289252,0.00025016718,0.00013661609,0.0657063,0.6007166,0.037964497],"study_design_scores_gemma":[0.0010403619,0.000097051154,0.040709216,0.00014354354,0.000023371145,0.000007900429,0.0014634302,0.0000072873413,0.00021054731,0.00013236376,0.95576066,0.00040425558],"about_ca_topic_score_codex":0.0034472048,"about_ca_topic_score_gemma":0.0066861813,"teacher_disagreement_score":0.35504407,"about_ca_system_score_codex":0.00290494,"about_ca_system_score_gemma":0.00086778577,"threshold_uncertainty_score":0.9998177},"labels":[],"label_agreement":null},{"id":"W1953200557","doi":"10.4000/remi.7021","title":"Être médecin et immigrant au Québec : une identité professionnelle malmenée","year":2014,"lang":"fr","type":"article","venue":"Revue européenne de migrations internationales","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Soul; Identity (music); Immigration; Sociology; Ethnology; Art; Law; Philosophy; Theology","score_opus":0.031974770891648276,"score_gpt":0.37427045886610033,"score_spread":0.34229568797445203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1953200557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6267174,0.013609348,0.012118585,0.31542265,0.0064804787,0.0015500234,0.00037441443,0.00031994414,0.023407193],"genre_scores_gemma":[0.71011966,0.0019703992,0.00469384,0.0034543043,0.0022509512,0.00024376743,0.00036904422,0.00013094628,0.2767671],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99203503,0.0033210611,0.0018330388,0.0008690579,0.00060843467,0.0013333582],"domain_scores_gemma":[0.9939725,0.0027048914,0.00091090304,0.0009435825,0.0008795662,0.000588547],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023370646,0.0006019303,0.00068336364,0.00045756894,0.0016442393,0.00010309878,0.00092419994,0.0005497631,0.0024927931],"category_scores_gemma":[0.0022085598,0.00063933333,0.00034153234,0.00091330614,0.0003080178,0.0004719106,0.00039895205,0.0015648801,0.0051507857],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014884143,0.00096107594,0.1394481,0.0018121707,0.0002161919,0.00010105658,0.04797321,0.0021948647,0.0004001391,0.5874145,0.20514515,0.0141846845],"study_design_scores_gemma":[0.001439359,0.00026546957,0.12167985,0.008468754,0.00017500932,0.00017147907,0.0125780655,0.013262732,0.00009085711,0.008790878,0.832333,0.00074453116],"about_ca_topic_score_codex":0.27967283,"about_ca_topic_score_gemma":0.7474467,"teacher_disagreement_score":0.62718785,"about_ca_system_score_codex":0.0025048645,"about_ca_system_score_gemma":0.002324361,"threshold_uncertainty_score":0.9996555},"labels":[],"label_agreement":null},{"id":"W1954621795","doi":"10.5596/c15-013","title":"Exploring the Information-Seeking Behaviour of Internationally Educated Nurses (IENs) in Saskatchewan.","year":2015,"lang":"en","type":"article","venue":"Journal of the Canadian Health Libraries Association / Journal de l Association de bilbiothèques de la santé du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Regina; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Health information; Information seeking; Psychology; Medical education; Medicine; Library science; Political science; Health care","score_opus":0.024738416012336627,"score_gpt":0.3224283568352121,"score_spread":0.2976899408228755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1954621795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94556826,0.0048486255,0.0000565052,0.041997913,0.005261855,0.0005377742,0.00017410006,0.000019300189,0.0015356793],"genre_scores_gemma":[0.9833039,0.0020431739,0.00065920374,0.01228331,0.0011047595,0.00001998431,0.000012161042,0.000027680473,0.0005458282],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9900576,0.0046121017,0.0024000064,0.000110194735,0.0015313579,0.0012887615],"domain_scores_gemma":[0.9861787,0.0038552163,0.006488233,0.0002032025,0.002163736,0.0011109327],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013088794,0.00022979912,0.0005759941,0.00047230953,0.00124919,0.00034465286,0.00088733045,0.00034742377,0.00008807512],"category_scores_gemma":[0.012760455,0.00017782935,0.00017395143,0.0009039421,0.00005025245,0.0020804126,0.000073140225,0.0024075415,0.0000026910639],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000046003395,0.00002287316,0.72342175,0.000042574473,0.00008520879,0.000013679109,0.029862698,0.0006688364,0.0000017321396,0.00055508234,0.24463063,0.0006489199],"study_design_scores_gemma":[0.0012053809,0.00008001476,0.7198536,0.00084653654,0.000046932815,0.00013211007,0.049306884,0.0002518836,0.0000151450095,0.002051215,0.22602282,0.00018752103],"about_ca_topic_score_codex":0.6948248,"about_ca_topic_score_gemma":0.89066243,"teacher_disagreement_score":0.19583763,"about_ca_system_score_codex":0.05849693,"about_ca_system_score_gemma":0.10605392,"threshold_uncertainty_score":0.99989396},"labels":[],"label_agreement":null},{"id":"W1960586763","doi":"","title":"La Semaine du médecin de famille au Canada: Hommage aux médecins de famille","year":2007,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","score_opus":0.02489515761885447,"score_gpt":0.31056242571950526,"score_spread":0.2856672681006508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960586763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79060555,0.008125441,0.0012951144,0.015370985,0.009107161,0.0022481203,0.00042122626,0.00031668803,0.17250974],"genre_scores_gemma":[0.8739326,0.007298895,0.001970539,0.010102088,0.005226702,0.000112402406,0.000100917314,0.0003450016,0.100910865],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9806279,0.004240502,0.0020826918,0.0011934439,0.0011805021,0.010674993],"domain_scores_gemma":[0.98961604,0.0027823097,0.000690926,0.0013582901,0.00051269616,0.00503977],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007840379,0.0009998765,0.0011207701,0.00024360682,0.0017416688,0.00007402579,0.0012512393,0.0010372524,0.0012848051],"category_scores_gemma":[0.0042117117,0.0010593475,0.00023384692,0.0016569315,0.0004987627,0.00029681015,0.0006344719,0.0032353266,0.0006335901],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00047680494,0.00072498404,0.5413381,0.0013279825,0.0001614155,0.005115455,0.030470153,0.00030454947,0.000062418956,0.023911335,0.32989183,0.066215],"study_design_scores_gemma":[0.0016657359,0.00006721727,0.44145352,0.0007861158,0.000084188425,0.000109094966,0.0044604875,0.00010190646,0.000103224906,0.0000817235,0.5505647,0.0005220714],"about_ca_topic_score_codex":0.6663295,"about_ca_topic_score_gemma":0.83926326,"teacher_disagreement_score":0.22067288,"about_ca_system_score_codex":0.017057825,"about_ca_system_score_gemma":0.018017547,"threshold_uncertainty_score":0.9996281},"labels":[],"label_agreement":null},{"id":"W1960696195","doi":"","title":"Learning procedural skills in family medicine residency: comparison of rural and urban programs.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competence (human resources); Medicine; Family medicine; Rural area; Graduation (instrument); Medical education; Psychology; Social psychology","score_opus":0.044397263231663764,"score_gpt":0.3898262874907728,"score_spread":0.34542902425910904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960696195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9704462,0.003176453,0.000002101333,0.00203121,0.00023670065,0.002485062,0.000001396797,0.00011287385,0.021507991],"genre_scores_gemma":[0.99413,0.00007714174,0.00013067928,0.0002261373,0.00026688923,0.0012911808,0.00003020528,0.000021787078,0.0038259374],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971819,0.00037092628,0.0009971666,0.00020004973,0.00033180587,0.0009181392],"domain_scores_gemma":[0.9988477,0.0003134635,0.00038772397,0.0001579224,0.00012603053,0.00016713125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093776913,0.0001663174,0.0005331539,0.00015548895,0.00022758455,0.000004770988,0.00013364629,0.00018759281,0.00001792556],"category_scores_gemma":[0.00038976062,0.00013692152,0.000023067843,0.00045852124,0.00017301031,0.00010693361,0.00007869376,0.00063888426,0.0000086516675],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006363673,0.00008195656,0.9516482,0.0004122282,0.0000036045255,0.0000018781441,0.0041092434,0.000009868708,0.000010344643,0.0010651642,0.0075993105,0.034994576],"study_design_scores_gemma":[0.0011160725,0.00011085217,0.9700064,0.00083203625,0.0000116510355,8.335093e-7,0.015633522,0.00005110352,0.000010109778,0.00085286633,0.0112580415,0.00011652072],"about_ca_topic_score_codex":0.0061896234,"about_ca_topic_score_gemma":0.002082498,"teacher_disagreement_score":0.034878056,"about_ca_system_score_codex":0.00016253497,"about_ca_system_score_gemma":0.00010400521,"threshold_uncertainty_score":0.93569},"labels":[],"label_agreement":null},{"id":"W1960920488","doi":"10.1111/j.1440-1800.2009.00471.x","title":"Overseas recruitment: experiences of nurses immigrating to Newfoundland and Labrador, 1949-2004","year":2010,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Associated Medical Services","keywords":"Immigration; Economic shortage; Nursing; Government (linguistics); Health care; Medicine; Political science; Geography; Archaeology","score_opus":0.09689922510967358,"score_gpt":0.4705518957495246,"score_spread":0.373652670639851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1960920488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97622734,0.0005126641,0.000048643815,0.00091659377,0.010362299,0.0011567416,0.0000065295653,0.00010955209,0.010659607],"genre_scores_gemma":[0.99345994,0.000021856495,0.0031050753,0.0007704298,0.00075931096,0.00020203115,0.0000069930784,0.00002778417,0.0016465583],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9979043,0.00019295838,0.00055500306,0.000364754,0.00031743536,0.0006655653],"domain_scores_gemma":[0.99852014,0.00036448624,0.00024903845,0.00036960663,0.00014230104,0.00035443678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004237152,0.00019522742,0.0003479001,0.00012616407,0.00069277966,0.000019123167,0.00018716701,0.00024264136,0.00034883415],"category_scores_gemma":[0.0003281249,0.00017660428,0.0000384992,0.0003300853,0.00039409305,0.0001915381,0.000050422786,0.00050863915,0.00004567315],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019782828,0.00015874727,0.059500158,0.00025151912,0.000013582847,0.0000052687515,0.8574415,0.000006987816,0.0035323503,0.007665257,0.021140106,0.050086685],"study_design_scores_gemma":[0.0013744831,0.00053912256,0.050582115,0.004769091,0.000040822324,0.00001453289,0.808161,0.000120801364,0.0006716661,0.0013459129,0.13188717,0.0004932577],"about_ca_topic_score_codex":0.0015549775,"about_ca_topic_score_gemma":0.0014031614,"teacher_disagreement_score":0.11074706,"about_ca_system_score_codex":0.00018510724,"about_ca_system_score_gemma":0.00020865552,"threshold_uncertainty_score":0.7201714},"labels":[],"label_agreement":null},{"id":"W1962203879","doi":"","title":"Canadian medical students voice their concerns.","year":2002,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Demographics; Medical education; Medicine; Demography; Sociology","score_opus":0.07828576416736145,"score_gpt":0.3946336644784574,"score_spread":0.31634790031109594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1962203879","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009651577,0.0021449013,6.478342e-7,0.8522901,0.009368655,0.004684808,0.00039659173,0.0002732057,0.12987596],"genre_scores_gemma":[0.0036078175,0.00067763566,0.000006666289,0.8255415,0.02310373,0.0070097744,0.0003042075,0.0001326312,0.13961604],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99024016,0.0012612132,0.0011140268,0.00078016677,0.0026864025,0.0039180345],"domain_scores_gemma":[0.9948071,0.0009923795,0.0004249688,0.0009591147,0.0002859051,0.0025305077],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0017901006,0.0005748431,0.00091210497,0.00028955739,0.00085218094,0.000041526502,0.002543959,0.00464854,0.014177788],"category_scores_gemma":[0.0009406121,0.00048755197,0.0001543167,0.00036178244,0.00013715298,0.00008281834,0.00040466196,0.009220901,0.0071029365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047243543,0.000012117559,0.024835452,0.00035452747,0.00006574956,0.00044118453,0.00044043254,6.1543204e-8,7.5644574e-10,0.000010952882,0.95587105,0.017963743],"study_design_scores_gemma":[0.0005652559,0.000010016224,0.039202914,0.0004619516,0.00003240482,0.000007555246,0.00020665348,0.000004172326,4.6062237e-8,0.00005852634,0.9590555,0.0003950359],"about_ca_topic_score_codex":0.307081,"about_ca_topic_score_gemma":0.35645607,"teacher_disagreement_score":0.04937508,"about_ca_system_score_codex":0.0032959827,"about_ca_system_score_gemma":0.0019557816,"threshold_uncertainty_score":0.9997576},"labels":[],"label_agreement":null},{"id":"W1964161669","doi":"10.12927/cjnl.2013.23247","title":"The Experiences of Canadian-Educated Early Career Nurses Who Practise in the US","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University; Centre for Disability Prevention and Rehabilitation","funders":"Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Specialty; Psychology; Nursing; Career Pathways; Work (physics); Career development; Focus group; Medical education; Pedagogy; Medicine; Sociology","score_opus":0.2828761940731482,"score_gpt":0.43109216028046055,"score_spread":0.14821596620731237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964161669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9067743,0.0017660785,3.9555445e-7,0.05519858,0.0019086387,0.0013026093,0.0000021028668,0.000031224863,0.033016074],"genre_scores_gemma":[0.9927277,0.000037792903,0.00004125033,0.0027391955,0.00021991131,0.00042607362,0.0000039107717,0.000020976384,0.0037831876],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9964798,0.0011450304,0.0005087878,0.00023003858,0.0003889057,0.0012474443],"domain_scores_gemma":[0.9974548,0.0013521182,0.00023320124,0.00049225765,0.0002266745,0.00024094112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081592734,0.00016583393,0.00022524303,0.0002236173,0.00111722,0.000049528837,0.0006135941,0.00022870218,0.00033785493],"category_scores_gemma":[0.0005668146,0.00010038481,0.000043406515,0.0010440137,0.0004896362,0.00024244952,0.000008859358,0.0008085604,0.00024886252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030292085,0.00004289885,0.03766027,0.000060189344,0.0000058492815,0.0000030325655,0.83754474,0.000003976102,0.000010891682,0.0013581155,0.11786408,0.005415688],"study_design_scores_gemma":[0.0001699419,0.000064873086,0.15227577,0.0011447308,0.000008167463,0.0000024141723,0.81992066,0.000020620178,0.000023629516,0.00031876008,0.02594902,0.00010138086],"about_ca_topic_score_codex":0.41327837,"about_ca_topic_score_gemma":0.1471747,"teacher_disagreement_score":0.26610368,"about_ca_system_score_codex":0.00041302454,"about_ca_system_score_gemma":0.0008709187,"threshold_uncertainty_score":0.86838716},"labels":[],"label_agreement":null},{"id":"W1964531455","doi":"10.2182/cjot.2010.77.3.3","title":"Supporting (re) Entry to Professional Practice: The SEPP Project","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Occupational Therapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Professional development; Occupational therapy; Health professionals; Entry Level; Allied health professions; Medicine; Psychology; Nursing; Health care; Political science; Physical therapy","score_opus":0.15121985879809444,"score_gpt":0.5601080797558429,"score_spread":0.40888822095774846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964531455","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9290858,0.00052747584,0.00011337927,0.048202198,0.008038685,0.0017474701,0.00009170438,0.00002180482,0.01217151],"genre_scores_gemma":[0.9579792,0.000049644204,0.0035786699,0.031175269,0.0026216155,0.000069862115,0.000020354755,0.000037259135,0.0044681225],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967829,0.00060728914,0.0010132657,0.00017326704,0.00060129317,0.0008219727],"domain_scores_gemma":[0.99499667,0.0013745402,0.0009662295,0.0002833029,0.0015022408,0.00087701785],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030660254,0.00017898726,0.0002518434,0.00028162025,0.0015453713,0.000036715388,0.00054532744,0.00021611844,0.003564375],"category_scores_gemma":[0.0022679775,0.0001161129,0.00010421304,0.00047080137,0.000090114,0.00033680993,0.000023932353,0.0017628246,0.00018749581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011618788,0.000074627984,0.29196084,0.000035741465,0.000092525945,0.0000946937,0.0169555,0.000057781705,0.00036067702,0.008632906,0.6684229,0.012149976],"study_design_scores_gemma":[0.00065646955,0.00015191827,0.08687278,0.00018929414,0.00000922425,0.000068573216,0.006582477,0.000015136054,0.00002788847,0.00048998825,0.90480953,0.00012674628],"about_ca_topic_score_codex":0.005440694,"about_ca_topic_score_gemma":0.031528454,"teacher_disagreement_score":0.23638666,"about_ca_system_score_codex":0.0002951544,"about_ca_system_score_gemma":0.015772715,"threshold_uncertainty_score":0.9997545},"labels":[],"label_agreement":null},{"id":"W1964897780","doi":"10.1016/j.healthpol.2005.12.008","title":"Social rates of return to investment in skills assessment and residency training of international medical graduates in Alberta","year":2006,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"IMG; Licensure; Economic shortage; Investment (military); Training (meteorology); Rate of return; Business; Return on investment; Population; Graduate medical education; Medical education; Accreditation; Medicine; Finance; Political science; Economics; Government (linguistics); Geography; Environmental health","score_opus":0.07789232842567809,"score_gpt":0.5448537159963379,"score_spread":0.46696138757065986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964897780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7982844,0.00020005547,0.000005378547,0.19171667,0.00016617449,0.00088366313,0.000020337942,0.000011916495,0.008711366],"genre_scores_gemma":[0.9871735,0.0003190379,0.0012695056,0.01020218,0.00038299456,0.00011252698,0.000030678628,0.000018099232,0.0004914905],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960236,0.00077844004,0.001657496,0.00026389744,0.000547411,0.00072915864],"domain_scores_gemma":[0.99810106,0.00090257364,0.00047775102,0.00014135127,0.00009890398,0.00027835602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018312532,0.00014996127,0.00057008903,0.0005375694,0.00013870827,0.000003063359,0.00019691835,0.00020216336,0.00009626922],"category_scores_gemma":[0.00075822155,0.00014373231,0.000029920564,0.0006134382,0.00009769552,0.00007022679,0.00014421482,0.00047160883,0.0000053878844],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057738067,0.00023323142,0.7581322,0.00077469344,0.0000067880537,0.000004558609,0.036037862,0.000011486918,0.000017968132,0.19223553,0.009718863,0.0027690404],"study_design_scores_gemma":[0.0015693719,0.00017190866,0.9632338,0.0023895542,0.0000017944054,0.0000012674235,0.0034506626,0.00017234348,0.000015227024,0.022756727,0.0061214683,0.000115824594],"about_ca_topic_score_codex":0.28979853,"about_ca_topic_score_gemma":0.15862046,"teacher_disagreement_score":0.20510161,"about_ca_system_score_codex":0.00087554194,"about_ca_system_score_gemma":0.0040937816,"threshold_uncertainty_score":0.85673255},"labels":[],"label_agreement":null},{"id":"W1964901278","doi":"10.1054/nedt.2001.0716","title":"An interdisciplinary rural health course: opportunities and challenges","year":2002,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Syllabus; Rural health; Nursing; Health care; Nurse education; Health education; Rural area; Community health; Medical education; Medicine; Psychology; Public health; Pedagogy; Political science","score_opus":0.1403125831849519,"score_gpt":0.4862965910191776,"score_spread":0.34598400783422567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964901278","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.123478025,0.053710803,0.000010677478,0.6792539,0.00638583,0.001465916,0.00004289038,0.00041937002,0.13523263],"genre_scores_gemma":[0.9413944,0.021669991,0.0004723089,0.009574879,0.0012780698,0.00030524132,0.000113980284,0.000048451813,0.025142703],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99770683,0.00064606336,0.0005236468,0.0002912657,0.00021512508,0.0006170892],"domain_scores_gemma":[0.998152,0.00013470372,0.00027939046,0.0004757098,0.00017401742,0.0007841313],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00053034985,0.00019695614,0.00028762268,0.00011107061,0.0012048224,0.000016683378,0.0001837301,0.00017032983,0.002868931],"category_scores_gemma":[0.00003412936,0.00018653343,0.000027615784,0.000103371516,0.00012212961,0.00034949178,0.00005360956,0.00038616773,0.00034004918],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020189638,0.00058608426,0.0032263075,0.0005776174,0.000010060675,0.0000011523236,0.08225001,6.042281e-7,0.000002576391,0.05188781,0.41594368,0.4454939],"study_design_scores_gemma":[0.0003772978,0.00037591683,0.028667325,0.0013328006,0.000013760979,0.00001282592,0.5368616,0.00018897172,0.0000011555201,0.0027845323,0.4291408,0.00024299484],"about_ca_topic_score_codex":0.00019896906,"about_ca_topic_score_gemma":0.00017933523,"teacher_disagreement_score":0.81791633,"about_ca_system_score_codex":0.00026274798,"about_ca_system_score_gemma":0.00071807293,"threshold_uncertainty_score":0.9980426},"labels":[],"label_agreement":null},{"id":"W1964983648","doi":"10.1016/s0736-4679(00)00169-4","title":"A survey of Canadians enrolled in American Emergency Medicine residencies","year":2000,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sudbury Regional Hospital","funders":"","keywords":"Workforce; Specialty; Family medicine; Certification; Medicine; Training (meteorology); Residency training; Medical education; Political science; Continuing education; Geography","score_opus":0.119241909906774,"score_gpt":0.4857653201717386,"score_spread":0.3665234102649646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964983648","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92662495,0.014371133,0.00001247653,0.012391637,0.005965156,0.0005506954,0.000021793077,0.000016621681,0.040045515],"genre_scores_gemma":[0.92993236,0.045806795,0.00006571589,0.00037258829,0.0016115659,0.000014737979,0.000014389014,0.000043672946,0.022138199],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9906701,0.0017369088,0.005321712,0.00025965777,0.0010885604,0.0009231036],"domain_scores_gemma":[0.9941593,0.00073719874,0.0024716668,0.00046083794,0.0014677221,0.00070331176],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0061603338,0.00031541323,0.0016808275,0.0007212965,0.00022727657,3.0238496e-7,0.0005953806,0.00016540619,0.11269918],"category_scores_gemma":[0.005210933,0.00022222065,0.00011578508,0.0027521907,0.0002897379,0.000148785,0.00003174027,0.0010659388,0.000051516778],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053709483,0.000077366334,0.6380071,0.00024547553,0.00006145728,0.00003356887,0.011326867,0.000047629524,0.00015511802,0.00006191569,0.34690666,0.0025397642],"study_design_scores_gemma":[0.0023909605,0.0019556684,0.9203446,0.0025702894,0.00008047034,0.0000064861865,0.013064809,0.000052156007,0.0000026515124,0.00044562615,0.058901645,0.0001846478],"about_ca_topic_score_codex":0.4302887,"about_ca_topic_score_gemma":0.37085152,"teacher_disagreement_score":0.28800502,"about_ca_system_score_codex":0.00034434578,"about_ca_system_score_gemma":0.0009916974,"threshold_uncertainty_score":0.9061895},"labels":[],"label_agreement":null},{"id":"W1965386550","doi":"10.1503/cmaj.070293","title":"Increasing the number of rural physicians","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Economic shortage; Rural area; Rural health; Medicine; Family medicine; Data science; Computer science; Pathology; Government (linguistics)","score_opus":0.015010896745489711,"score_gpt":0.38615654769058794,"score_spread":0.3711456509450982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965386550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91074747,0.00011755146,0.000075779586,0.032714147,0.0018013057,0.00016929934,0.000012220581,0.000015991169,0.05434626],"genre_scores_gemma":[0.97205067,0.000072647315,0.00012359208,0.023648076,0.0028722978,0.0000026571402,0.0000040868204,0.000013282268,0.0012126847],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963123,0.0007526849,0.0007641326,0.00005863401,0.001209554,0.00090265094],"domain_scores_gemma":[0.99611557,0.0015886178,0.00056475366,0.000109856024,0.00058684684,0.0010343643],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008442395,0.00008592517,0.00020852119,0.000062732965,0.0011163119,0.00001057077,0.00027544104,0.00039640232,0.0058934726],"category_scores_gemma":[0.003160416,0.00006287007,0.00007514323,0.0003315039,0.000056539455,0.00008019691,0.00002049569,0.0017151636,0.00043775758],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000152323355,0.000010294271,0.8559717,0.0000138368105,0.00003160035,0.000030517343,0.0027863241,6.73543e-7,0.000004397409,0.0019944503,0.11085905,0.028281903],"study_design_scores_gemma":[0.0006157263,0.000014902026,0.34353915,0.0006430129,0.000018554725,0.00011180038,0.029820986,0.000029587507,0.0000034863351,0.0008176955,0.62428325,0.00010186416],"about_ca_topic_score_codex":0.039827686,"about_ca_topic_score_gemma":0.11840373,"teacher_disagreement_score":0.51342416,"about_ca_system_score_codex":0.0016587295,"about_ca_system_score_gemma":0.0027922022,"threshold_uncertainty_score":0.99501526},"labels":[],"label_agreement":null},{"id":"W1965424726","doi":"10.1111/j.1748-0361.2000.tb00474.x","title":"Postgraduate Medical Education for Rural Family Practice in Canada","year":2000,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Agriculture Food and Rural Development; Petro-Canada","funders":"","keywords":"Medicine; Family medicine; Medical education","score_opus":0.028623034544502678,"score_gpt":0.4520198592138053,"score_spread":0.4233968246693026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965424726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.766019,0.007290975,0.000012546301,0.22199278,0.0016693759,0.0009868846,0.000012663921,0.00000979752,0.002005993],"genre_scores_gemma":[0.90955794,0.012301281,0.0004557019,0.07565909,0.0006793584,0.000022990645,0.000010777087,0.000025048157,0.0012878344],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947948,0.0018284377,0.0015922958,0.000067801826,0.00085386576,0.0008628393],"domain_scores_gemma":[0.99534506,0.002298669,0.0010218105,0.0002254493,0.0004695306,0.00063948706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004764223,0.00015495316,0.00045155466,0.00007651724,0.0006008827,0.0000051320603,0.00045395995,0.00010361886,0.0004948215],"category_scores_gemma":[0.0010264467,0.00009994564,0.00005382034,0.00031602263,0.000039918723,0.00025134603,0.000026217152,0.0012330281,0.00003882208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027855537,0.00020546567,0.0068508834,0.0004250325,0.000028217293,0.000009620398,0.011936947,0.000088833156,0.0000040004447,0.0009560477,0.52077425,0.45593512],"study_design_scores_gemma":[0.004092168,0.0012745423,0.08497755,0.006812484,0.00005657876,0.00049271795,0.2284122,0.0005177441,0.0000018866624,0.0036662677,0.66937506,0.0003207851],"about_ca_topic_score_codex":0.92758673,"about_ca_topic_score_gemma":0.82483166,"teacher_disagreement_score":0.45561436,"about_ca_system_score_codex":0.0026847853,"about_ca_system_score_gemma":0.04762074,"threshold_uncertainty_score":0.9577784},"labels":[],"label_agreement":null},{"id":"W1965497715","doi":"10.12927/hcpol.2013.23206","title":"Learning from Rural Health Innovation","year":2013,"lang":"fr","type":"editorial","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.055712841982181564,"score_gpt":0.46103393206706605,"score_spread":0.4053210900848845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965497715","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015241626,0.017392283,0.000095063144,0.34221122,0.612014,0.0062191887,0.0019317601,0.0009994518,0.0038954008],"genre_scores_gemma":[0.023774028,0.021452766,0.0016208834,0.032696042,0.849823,0.00094239734,0.017112313,0.00059421634,0.051984373],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9703322,0.011837896,0.0065615214,0.0019213333,0.0026708369,0.0066761957],"domain_scores_gemma":[0.97755945,0.0069186357,0.0061968593,0.0020042777,0.004457764,0.0028630244],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0036238695,0.0019301091,0.0035081157,0.0019183501,0.005375173,0.00019994145,0.0013687275,0.0076977964,0.0051739677],"category_scores_gemma":[0.012786244,0.0021205167,0.00035556112,0.0052602333,0.00046971947,0.0006922556,0.00092267495,0.01780262,0.019316522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00016199668,0.0001261822,0.004072692,0.006382855,0.000087179156,0.000009376897,0.020195452,0.00002984281,0.0000029730945,0.032295085,0.8222831,0.11435328],"study_design_scores_gemma":[0.0018603549,0.0014320706,0.0033046177,0.015586502,0.000037678714,0.000004076263,0.018363642,0.00023750232,0.0000016177432,0.009208692,0.94874805,0.0012151665],"about_ca_topic_score_codex":0.82881236,"about_ca_topic_score_gemma":0.025685228,"teacher_disagreement_score":0.8031271,"about_ca_system_score_codex":0.017543478,"about_ca_system_score_gemma":0.039629713,"threshold_uncertainty_score":0.9993442},"labels":[],"label_agreement":null},{"id":"W1965675318","doi":"10.1080/13576280500289728","title":"Advances in rural medical education in three countries: Canada, the United States and Australia","year":2005,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Memorial University of Newfoundland; Laurentian University","funders":"","keywords":"Curriculum; Government (linguistics); Mandate; Typology; Political science; Economic growth; Rural area; Rural health; Sociology; Public administration; Medical education; Medicine; Pedagogy","score_opus":0.030445160060760874,"score_gpt":0.47845100777021726,"score_spread":0.4480058477094564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965675318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76997256,0.0050634686,0.00002103598,0.22101463,0.0015761739,0.0019226891,0.000028605298,0.000020581523,0.00038023785],"genre_scores_gemma":[0.9198669,0.009227158,0.00058866735,0.06500894,0.0008884892,0.0010505207,0.0005710545,0.000025829679,0.002772423],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99782723,0.0002968702,0.00075037114,0.00019059893,0.0003076433,0.0006273121],"domain_scores_gemma":[0.9984174,0.00062945497,0.00025889554,0.00019118543,0.00017438503,0.0003287125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012270311,0.00012857752,0.00021464481,0.00015371869,0.0004829592,0.000008634774,0.0001667394,0.000115212,0.00032376364],"category_scores_gemma":[0.00036804995,0.00010144339,0.000010667961,0.00041821206,0.00006431709,0.00017652425,0.00002172605,0.00043106408,0.000016079592],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009484672,0.00019268118,0.6120618,0.0008748397,0.0000020923087,1.0182459e-7,0.008682316,0.00008531332,3.7326192e-8,0.030221364,0.28936216,0.058422428],"study_design_scores_gemma":[0.0004354557,0.000039945375,0.16513436,0.00093258405,0.0000016686233,0.0000012511856,0.02342015,0.00050672673,2.309886e-7,0.0022608943,0.8071781,0.00008867888],"about_ca_topic_score_codex":0.8587533,"about_ca_topic_score_gemma":0.99278355,"teacher_disagreement_score":0.5178159,"about_ca_system_score_codex":0.001891444,"about_ca_system_score_gemma":0.030426612,"threshold_uncertainty_score":0.97506994},"labels":[],"label_agreement":null},{"id":"W1965850800","doi":"10.12927/cjnl.2010.21940","title":"Working in Canada or the United States: Perceptions of Canadian Nurses Living in a Border Community","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Staffing; Workload; Nursing; Personnel selection; Work (physics); Nursing shortage; Psychology; Perception; Economic shortage; Political science; Medicine; Nurse education; Management","score_opus":0.2690496184742564,"score_gpt":0.43734845199335287,"score_spread":0.16829883351909647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965850800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97151184,0.000060897084,0.0000019805336,0.020976167,0.0015109365,0.00064282597,0.000010492421,0.000028277664,0.005256556],"genre_scores_gemma":[0.9948906,0.0000234069,0.00013570082,0.0037287443,0.00008244663,0.000044636254,0.000033594013,0.000030550418,0.001030349],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.995979,0.0018092953,0.00061019906,0.00016228232,0.00024203795,0.0011971928],"domain_scores_gemma":[0.9958274,0.0030875297,0.00016331379,0.00052061735,0.00011928644,0.00028187668],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013352328,0.00017452634,0.00028909516,0.00076362526,0.0010262195,0.000011051955,0.00047113487,0.00022262658,0.00081153924],"category_scores_gemma":[0.00092034723,0.00012611352,0.000023725299,0.0025305236,0.00023992827,0.000068944144,0.000022022336,0.0035757495,0.000012174752],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004489921,0.000067444955,0.7804593,0.000121562545,0.0000042055453,0.000007326522,0.2087303,0.00036890237,0.000011387929,0.00022845874,0.006305319,0.0036509212],"study_design_scores_gemma":[0.00020623746,0.00001833176,0.38857555,0.0048844055,0.0000058827295,0.0000018972933,0.59386975,0.0006752984,9.529664e-7,0.000077661214,0.011573048,0.00011100243],"about_ca_topic_score_codex":0.9996548,"about_ca_topic_score_gemma":0.9999949,"teacher_disagreement_score":0.3918837,"about_ca_system_score_codex":0.0023491727,"about_ca_system_score_gemma":0.0056866794,"threshold_uncertainty_score":0.9999502},"labels":[],"label_agreement":null},{"id":"W1966590369","doi":"10.1007/s12134-001-1019-7","title":"Sex, gender, ethnicity, and access to health care services: Research and policy challenges for immigrant women in Canada","year":2001,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Ethnic group; Matching (statistics); Immigration; Health care; Macro level; Macro; Gender studies; Psychology; Political science; Sociology; Medicine; Computer science","score_opus":0.10773784347618096,"score_gpt":0.48639276340921783,"score_spread":0.3786549199330369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966590369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9082586,0.0023173757,0.013868698,0.07064898,0.00054491113,0.001304389,0.00012275465,0.000028828284,0.0029054428],"genre_scores_gemma":[0.9653241,0.022207594,0.0026759065,0.007530677,0.00065558596,0.00040890963,0.00015622906,0.000035791098,0.0010052018],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9955407,0.0012140214,0.0015325528,0.00042978226,0.0006898474,0.0005931143],"domain_scores_gemma":[0.99424785,0.0018391313,0.00083266315,0.00016808842,0.0024456393,0.00046660224],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0043500615,0.00029149305,0.0004916169,0.0012963867,0.0003789423,0.00026597647,0.0004025014,0.00021284721,0.00007107753],"category_scores_gemma":[0.0014482753,0.00027093512,0.00005653999,0.00045575964,0.00008185877,0.0011028781,0.00011998888,0.00091654365,0.0000020946386],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002490754,0.00043241642,0.36481738,0.0008701179,0.00021109518,0.000032941043,0.37129745,0.0012246852,0.0027134656,0.17288339,0.010293582,0.07273272],"study_design_scores_gemma":[0.004203795,0.0016549516,0.45456958,0.0037419838,0.000019886276,0.00046767268,0.27286425,0.024618069,0.0006673149,0.019064248,0.21749435,0.0006338953],"about_ca_topic_score_codex":0.36175048,"about_ca_topic_score_gemma":0.9339705,"teacher_disagreement_score":0.57221997,"about_ca_system_score_codex":0.0058264784,"about_ca_system_score_gemma":0.0030575953,"threshold_uncertainty_score":0.9999743},"labels":[],"label_agreement":null},{"id":"W1966679534","doi":"10.1111/medu.12619","title":"Equal, global, local: discourses in Taiwan's international medical graduate debate","year":2014,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Science Council","keywords":"Political science; Medical education; Sociology; Medicine","score_opus":0.04087276344056777,"score_gpt":0.48931164896568574,"score_spread":0.44843888552511796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966679534","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37662405,0.0008223461,0.013430906,0.48108593,0.021064112,0.0011197136,0.000016064587,0.00035968935,0.10547719],"genre_scores_gemma":[0.96299654,0.00036441037,0.00031566256,0.033287328,0.0015587461,0.00023167743,0.00017006353,0.000022284003,0.0010532603],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99503505,0.0008733193,0.00095208036,0.0004138241,0.0019833467,0.00074235856],"domain_scores_gemma":[0.99804276,0.00038634366,0.00022490691,0.00033509158,0.00024176227,0.00076916],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025975564,0.00019784214,0.0003234141,0.00011148637,0.0002511136,0.000013691146,0.0006561879,0.0004853828,0.005618667],"category_scores_gemma":[0.009324572,0.0001672814,0.000051551902,0.000433248,0.0002749377,0.00016749887,0.00019312957,0.0009577711,0.0010996156],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006735646,0.0006951345,0.1107587,0.00017797736,0.000014061772,0.000012086339,0.0016029419,0.00000735578,3.1938333e-7,0.057043906,0.35862547,0.4709947],"study_design_scores_gemma":[0.0016641925,0.00010031882,0.047405332,0.0033501356,0.000015742906,0.000019326199,0.010128722,0.010212695,0.0000017660383,0.016959248,0.9098095,0.00033298144],"about_ca_topic_score_codex":0.0035854257,"about_ca_topic_score_gemma":0.0041895905,"teacher_disagreement_score":0.5863725,"about_ca_system_score_codex":0.0007919433,"about_ca_system_score_gemma":0.0045674117,"threshold_uncertainty_score":0.99967813},"labels":[],"label_agreement":null},{"id":"W1967582445","doi":"10.12927/cjnl.2004.20308","title":"Commentary: Education, Patient Care and Employment Are Inextricably Linked","year":2004,"lang":"en","type":"letter","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.17973212881958003,"score_gpt":0.41029785578334754,"score_spread":0.2305657269637675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967582445","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003355215,0.019506183,0.000007416111,0.9631251,0.005384415,0.002656126,0.000098564655,0.00030645088,0.0055605234],"genre_scores_gemma":[0.02060566,0.00014639803,0.00088170543,0.96651447,0.0068070656,0.00037891458,0.0016079159,0.00016984252,0.0028880506],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949739,0.0009232759,0.0009677,0.0008419882,0.0007024073,0.0015907466],"domain_scores_gemma":[0.99719435,0.0004241744,0.0008170766,0.000779449,0.00045131816,0.0003336099],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00017368326,0.00063163653,0.000776428,0.00033615055,0.0012479352,0.000043538384,0.00035401955,0.0018459954,0.00022097412],"category_scores_gemma":[0.00010737528,0.00063786196,0.000113183465,0.00035850218,0.00028049143,0.00011357172,0.00006616815,0.0049887467,0.00023806524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003368301,0.000089046436,0.003078727,0.0027953475,0.000023483659,0.000025747511,0.03918903,0.0000021136304,3.4500647e-7,0.000034091256,0.9245123,0.030216077],"study_design_scores_gemma":[0.0006286972,0.00033380423,0.0014290983,0.02535079,0.000120711185,0.000007149171,0.11258717,8.541348e-7,0.000001539034,0.00054777856,0.8584912,0.00050121336],"about_ca_topic_score_codex":0.0015203472,"about_ca_topic_score_gemma":0.00015889364,"teacher_disagreement_score":0.07339814,"about_ca_system_score_codex":0.0049752234,"about_ca_system_score_gemma":0.0013124599,"threshold_uncertainty_score":0.99960726},"labels":[],"label_agreement":null},{"id":"W1967970733","doi":"10.7202/600820ar","title":"Un modèle de prévision des dentistes au Québec","year":2008,"lang":"fr","type":"article","venue":"Cahiers québécois de démographie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.03799183794164491,"score_gpt":0.32459537369775726,"score_spread":0.28660353575611236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967970733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.830208,0.14385144,0.0017534506,0.010015767,0.0025720308,0.0012975633,0.00012348303,0.00045100003,0.009727257],"genre_scores_gemma":[0.9105944,0.039548445,0.012205484,0.005074977,0.0012751096,0.00024546357,0.000056665158,0.00023896348,0.030760502],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99028546,0.002384455,0.0015078477,0.0010250753,0.0007218191,0.004075367],"domain_scores_gemma":[0.99359375,0.0017138312,0.0006350621,0.0012110138,0.00051282364,0.0023335395],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.0018133634,0.00085445395,0.001009055,0.00077060243,0.0064084027,0.000043753873,0.0009400681,0.0021994805,0.0010884817],"category_scores_gemma":[0.001346158,0.00094898173,0.0006525455,0.0026659442,0.0052618557,0.0005129778,0.00021883217,0.0027852424,0.00088644953],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002877034,0.00066111103,0.7305297,0.002210974,0.00027622405,0.0010367862,0.09949931,0.00014672801,0.00016044233,0.014953904,0.10584218,0.044394888],"study_design_scores_gemma":[0.0028587272,0.00075130555,0.32085273,0.0044020754,0.00046373703,0.00094362296,0.02928721,0.0005374327,0.00041255346,0.010672997,0.6272632,0.0015544357],"about_ca_topic_score_codex":0.7617596,"about_ca_topic_score_gemma":0.7277217,"teacher_disagreement_score":0.52142096,"about_ca_system_score_codex":0.007089379,"about_ca_system_score_gemma":0.010060814,"threshold_uncertainty_score":0.99989146},"labels":[],"label_agreement":null},{"id":"W1968054635","doi":"10.1111/j.1475-6773.2007.00708.x","title":"Managed Migration: The Caribbean Approach to Addressing Nursing Services Capacity","year":2007,"lang":"en","type":"article","venue":"Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing shortage; Business; Nursing; Economic growth; Health care; Caribbean region; Developing country; Capacity building; Political science; Medicine; Nurse education; Economics","score_opus":0.21460579511101227,"score_gpt":0.5416284670947228,"score_spread":0.3270226719837105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968054635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7861143,0.0039977888,0.0013114663,0.035060942,0.001271766,0.009235268,0.00006234002,0.0005630387,0.16238312],"genre_scores_gemma":[0.9727173,0.00023637016,0.0044154935,0.018788436,0.0015754326,0.00035590734,0.00011279768,0.00009132256,0.00170694],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9874643,0.0037636943,0.0014733041,0.0009571037,0.002296538,0.0040450543],"domain_scores_gemma":[0.99369836,0.0016668097,0.0005400295,0.0014402507,0.0011792198,0.0014753187],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.018423414,0.00037775643,0.00059786474,0.00059131323,0.009531921,0.00014521925,0.0015365724,0.00042319592,0.00014954213],"category_scores_gemma":[0.00005437056,0.0002848161,0.000085140855,0.0031900087,0.00023844064,0.0003646202,0.00046760924,0.0030514968,0.00090156216],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012980226,0.00088576437,0.0753254,0.03584293,0.000084234525,0.00002460865,0.77924997,0.00043055692,0.0001588319,0.024692861,0.028127627,0.053879205],"study_design_scores_gemma":[0.0010698278,0.00034274234,0.21050729,0.011066389,0.00001615344,0.000013816948,0.49942207,0.0055391705,0.00006004803,0.0016428669,0.26979125,0.000528396],"about_ca_topic_score_codex":0.062258393,"about_ca_topic_score_gemma":0.06579017,"teacher_disagreement_score":0.2798279,"about_ca_system_score_codex":0.0019168941,"about_ca_system_score_gemma":0.00076241355,"threshold_uncertainty_score":0.9999604},"labels":[],"label_agreement":null},{"id":"W1968213346","doi":"10.1046/j.1365-2923.2002.01143.x","title":"Does a rural educational experience influence students' likelihood of rural practice? Impact of student background and gender","year":2002,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":111,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Context (archaeology); Economic shortage; Rural area; Medical education; Psychology; Medicine; Family medicine; Geography; Government (linguistics)","score_opus":0.04338936668530895,"score_gpt":0.5225407248661841,"score_spread":0.4791513581808751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968213346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910174,0.0012874336,0.000009946178,0.0049550985,0.0010560164,0.000674599,0.000007060001,0.000017572289,0.0009748885],"genre_scores_gemma":[0.99609524,0.0008385663,0.00034659883,0.0016988048,0.00030661994,0.00020321943,0.000017075487,0.000013143047,0.00048076082],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967628,0.00045384117,0.00089292845,0.00018553156,0.0012676637,0.0004372275],"domain_scores_gemma":[0.99723166,0.00088126835,0.0005547624,0.00031553753,0.00062189397,0.0003949007],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00072918634,0.0001655255,0.00030477197,0.00009907072,0.00022552934,0.000012516735,0.00036758857,0.00019438719,0.0052143135],"category_scores_gemma":[0.0019565595,0.00010660644,0.000055448792,0.0003003733,0.0002511285,0.00041038732,0.00015311775,0.000402511,0.000054639673],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046544188,0.0015599575,0.9206007,0.00027119662,0.00004023252,3.354218e-7,0.06572357,0.0000023494645,0.000054008346,0.00063371233,0.0067392583,0.004328132],"study_design_scores_gemma":[0.00057467265,0.00015883167,0.8906819,0.00072500866,0.000031400123,0.000007323695,0.105993,0.000038234066,0.0000049247446,0.00049599254,0.0011707786,0.000117923264],"about_ca_topic_score_codex":0.0027657952,"about_ca_topic_score_gemma":0.00006123206,"teacher_disagreement_score":0.040269434,"about_ca_system_score_codex":0.00035457878,"about_ca_system_score_gemma":0.0016533444,"threshold_uncertainty_score":0.99569505},"labels":[],"label_agreement":null},{"id":"W1968219055","doi":"10.1503/cmaj.050439","title":"Expanding undergraduate medical education in British Columbia: a distributed campus model","year":2005,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Economic shortage; Rural area; Columbia university; Rest (music); Rural health; Medicine; Geography; Gerontology; Sociology; Media studies; Government (linguistics)","score_opus":0.01313364426785652,"score_gpt":0.36199529908257494,"score_spread":0.3488616548147184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968219055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8113807,0.0006449612,0.0006990941,0.17675139,0.0023673074,0.00053723773,0.000098766825,0.00006996261,0.0074506104],"genre_scores_gemma":[0.94466776,0.000843776,0.00045609914,0.04356545,0.002917685,0.000061583625,0.00010876879,0.00003150044,0.007347398],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944872,0.0007559423,0.0011854711,0.00024205045,0.0020230715,0.0013062522],"domain_scores_gemma":[0.9945041,0.00036915936,0.00044206745,0.000120018296,0.00052575016,0.004038935],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037891183,0.000116588715,0.00034881217,0.00014312002,0.0011814171,0.00012468956,0.00035097875,0.0011032936,0.009103755],"category_scores_gemma":[0.008258092,0.00017417173,0.00007140431,0.00047092114,0.00004336134,0.00025262387,0.000037890855,0.0030382453,0.00029172108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000023256916,0.000051013823,0.39636073,0.000017478469,0.000012659415,0.00009602167,0.0002936999,0.00005457326,1.0474667e-7,0.00011177122,0.53755796,0.06544164],"study_design_scores_gemma":[0.0039131003,0.00004371815,0.1230326,0.0039686295,0.000028243332,0.0004334357,0.006528756,0.03029985,1.5601074e-7,0.0052550067,0.82598716,0.0005093237],"about_ca_topic_score_codex":0.24550007,"about_ca_topic_score_gemma":0.99018425,"teacher_disagreement_score":0.74468416,"about_ca_system_score_codex":0.009728208,"about_ca_system_score_gemma":0.0484918,"threshold_uncertainty_score":0.9992618},"labels":[],"label_agreement":null},{"id":"W1968246104","doi":"10.1097/01.mpg.0000243421.04271.3d","title":"The Match for US Pediatric Gastroenterology and Nutrition Fellowships","year":2006,"lang":"en","type":"article","venue":"Journal of Pediatric Gastroenterology and Nutrition","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Program director; Commit; Specialty; Graduate medical education; Medical education; Family medicine; Disadvantaged; Political science","score_opus":0.01744141126760162,"score_gpt":0.330326603336445,"score_spread":0.31288519206884335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968246104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98205376,0.006212167,0.0010441972,0.00803344,0.0013985995,0.0011491168,0.000050877476,0.000027369284,0.000030455069],"genre_scores_gemma":[0.96532243,0.02380772,0.0019506466,0.0008648043,0.0076794415,0.00019989876,0.00003392892,0.000028440632,0.00011265787],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963861,0.0007918731,0.001360846,0.0002770741,0.00023289646,0.0009512263],"domain_scores_gemma":[0.9970234,0.00090579304,0.0012188175,0.00015420007,0.0004706813,0.00022709001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014791101,0.0002502158,0.0005311285,0.0003261308,0.0011094718,0.000026212178,0.00019629746,0.00034768588,0.000017653496],"category_scores_gemma":[0.00012538864,0.00019476647,0.00013895225,0.0001644915,0.00014428054,0.00022731835,0.00007543146,0.0008204108,0.0000061623346],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0062182043,0.0003699317,0.9230929,0.00079980935,0.000022204318,0.000015507121,0.000080831094,0.0000021771784,0.000026210915,0.00023123134,0.06904895,0.0000920638],"study_design_scores_gemma":[0.027026355,0.015328635,0.90103805,0.00027076504,0.0010453104,0.00090841256,0.0021608009,0.00015141188,0.000008751445,0.018682167,0.033092406,0.00028691025],"about_ca_topic_score_codex":0.000039020273,"about_ca_topic_score_gemma":0.00028066133,"teacher_disagreement_score":0.03595654,"about_ca_system_score_codex":0.00011176462,"about_ca_system_score_gemma":0.00005992598,"threshold_uncertainty_score":0.8533272},"labels":[],"label_agreement":null},{"id":"W1968326751","doi":"10.1111/j.1440-1584.2003.tb00546.x","title":"COMMUNITY PERCEPTION OF RURAL HOSPITAL CONVERSION/CLOSURE: RE-CONCEPTUALISING AS A CRITICAL INCIDENT","year":2003,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Closure (psychology); Meaning (existential); Critical appraisal; Construct (python library); Perception; Rural community; Perspective (graphical); Critical Incident Technique; Event (particle physics); Sociology; Nursing; Psychology; Medicine; Public relations; Political science; Business; Socioeconomics; Computer science; Alternative medicine","score_opus":0.07186899098287906,"score_gpt":0.4537491332264088,"score_spread":0.38188014224352973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968326751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9769052,0.000569497,0.000039937688,0.018544845,0.002576062,0.0006661741,0.00003126614,0.000037759746,0.00062922423],"genre_scores_gemma":[0.994632,0.0004651989,0.0013203477,0.002250377,0.0003448947,0.0000057966167,0.000018916584,0.000038109156,0.0009243348],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9895216,0.0055238116,0.0026288866,0.00012376484,0.0009327602,0.0012691811],"domain_scores_gemma":[0.9944112,0.00095277466,0.0019124167,0.00047484582,0.0010939331,0.0011548674],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004622386,0.00033640908,0.0010367569,0.00022180621,0.0014344896,0.000020283422,0.0004989195,0.00037565827,0.0025990773],"category_scores_gemma":[0.0014859604,0.00029780227,0.00029338722,0.0004437508,0.00047193732,0.0005964574,0.0000857625,0.002978013,0.0001826994],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011345295,0.0011795746,0.6007954,0.0038514168,0.00014640593,0.000082601655,0.1529336,0.00004913861,0.0004660534,0.0121808415,0.22248505,0.004695419],"study_design_scores_gemma":[0.0033758408,0.0052877413,0.15948342,0.0075364024,0.00008150261,0.00027249675,0.80686975,0.0000034712682,0.00016669708,0.0034766335,0.013001019,0.00044506573],"about_ca_topic_score_codex":0.00636131,"about_ca_topic_score_gemma":0.00014994387,"teacher_disagreement_score":0.6539361,"about_ca_system_score_codex":0.0012904112,"about_ca_system_score_gemma":0.0016694564,"threshold_uncertainty_score":0.9999474},"labels":[],"label_agreement":null},{"id":"W1968960289","doi":"10.1177/1715163513508731","title":"Newfoundland and Labrador government needs to catch up to the rest of the country in pharmacist authority","year":2013,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rest (music); Pharmacist; Government (linguistics); Business; Political science; Medicine; Law; Pharmacy; Internal medicine; Philosophy","score_opus":0.040840391228393086,"score_gpt":0.3515730961970307,"score_spread":0.3107327049686376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968960289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809619,0.00060987676,0.000008669145,0.007319456,0.0060485993,0.0023494074,0.00074327324,0.000013911863,0.0019448869],"genre_scores_gemma":[0.9725848,0.0009980608,0.00005296984,0.021170935,0.0009066853,0.00015780599,0.0000054879256,0.00004981276,0.0040734457],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951519,0.0007738728,0.0011170573,0.00037359903,0.0009025237,0.0016810879],"domain_scores_gemma":[0.9950232,0.0004090394,0.0003884301,0.00047852384,0.00053783547,0.0031629922],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015440122,0.00038959796,0.0004903855,0.00020918531,0.0021088975,0.000104550236,0.0011613845,0.000105969215,0.0010329606],"category_scores_gemma":[0.00046670207,0.00028296545,0.00007261888,0.0017259996,0.00018121202,0.0002611432,0.00023993752,0.0015479766,0.00006112427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003714521,0.000057456742,0.28010267,0.00082661986,0.00013456233,0.0020505174,0.034275364,0.0012704657,0.0016889095,0.00042113353,0.6445449,0.03425598],"study_design_scores_gemma":[0.0029178879,0.000070763,0.011631798,0.00033343906,0.00009691331,0.013107774,0.0016215984,0.0011952736,0.00027079787,0.00008654007,0.96800965,0.0006575749],"about_ca_topic_score_codex":0.5851048,"about_ca_topic_score_gemma":0.8864974,"teacher_disagreement_score":0.32346475,"about_ca_system_score_codex":0.0073894532,"about_ca_system_score_gemma":0.0045558554,"threshold_uncertainty_score":0.9999623},"labels":[],"label_agreement":null},{"id":"W1969328458","doi":"10.1016/j.apnr.2012.02.001","title":"Case study methodology in nurse migration research: An integrative review","year":2012,"lang":"en","type":"review","venue":"Applied Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences; McMaster University; University of Windsor","funders":"","keywords":"Nursing shortage; Economic shortage; Nursing; Nursing research; Psychology; Medicine; Nurse education","score_opus":0.8340468313353062,"score_gpt":0.744568246453022,"score_spread":0.08947858488228422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969328458","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003568782,0.94840753,0.000013640025,0.00053994893,0.0007077514,0.028731963,0.000028143659,0.00013788232,0.021076255],"genre_scores_gemma":[0.00068178505,0.9829288,0.001289656,0.00011120659,0.001073754,0.012053269,0.00027906845,0.00023326863,0.0013491682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9013638,0.087390795,0.002916169,0.0017491399,0.002325986,0.0042541455],"domain_scores_gemma":[0.9730297,0.021299217,0.0006687562,0.0024577468,0.0015012077,0.0010434195],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.08474066,0.0008593029,0.0043270113,0.0028156843,0.0027317882,0.00005169086,0.0014607986,0.0016784718,0.00058773364],"category_scores_gemma":[0.0030253564,0.0006632765,0.0002242706,0.007209609,0.001019442,0.00026900478,0.00037389525,0.016725093,0.0019706797],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087936896,0.0012947094,0.000041281168,0.042678535,0.00003800459,0.00073157233,0.033920594,1.363962e-7,2.4856124e-7,0.0038401082,0.016276171,0.9010907],"study_design_scores_gemma":[0.0004149223,0.0005853025,0.00000614883,0.22108813,0.00026688288,0.000291127,0.14509818,0.0000027878018,1.1831694e-7,0.0016719295,0.63014734,0.00042714353],"about_ca_topic_score_codex":0.007907915,"about_ca_topic_score_gemma":0.009822541,"teacher_disagreement_score":0.90066355,"about_ca_system_score_codex":0.0063652615,"about_ca_system_score_gemma":0.0034234745,"threshold_uncertainty_score":0.9996176},"labels":[],"label_agreement":null},{"id":"W1969353607","doi":"10.1503/cmaj.114-0067","title":"Perspectives on studying abroad","year":2014,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Surprise; Salon; Computer science; World Wide Web; Data science; Medicine; Psychology; Political science; Law; Social psychology","score_opus":0.032841595056969326,"score_gpt":0.3982603194094842,"score_spread":0.3654187243525149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969353607","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010134898,0.00047227697,0.000012618406,0.89537716,0.0053484207,0.00048113352,0.000049292332,0.000067405774,0.09717822],"genre_scores_gemma":[0.0020526685,0.00041780874,0.000050624993,0.91300404,0.0592627,0.000042937325,0.00005850924,0.000080660306,0.025030077],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9895883,0.0029334647,0.0012288764,0.00044958506,0.0036375874,0.0021621534],"domain_scores_gemma":[0.9926328,0.0022222002,0.0012097512,0.00032252993,0.0012009797,0.0024117616],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004922456,0.00038775706,0.00077446934,0.000507533,0.0023906017,0.00007281073,0.000725983,0.0047720787,0.030793115],"category_scores_gemma":[0.0071233436,0.00034857207,0.0002189982,0.00030640446,0.000057369518,0.00008274793,0.000038692433,0.022659749,0.0062668626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000046206414,0.000008624424,0.0068899756,0.0000660886,0.00009989165,0.0008977599,0.0029582554,8.027766e-7,1.6036907e-8,0.000179405,0.9868311,0.0020634604],"study_design_scores_gemma":[0.00066439423,0.000095354415,0.0010610612,0.0016476744,0.00003465428,0.00005072849,0.0070144776,0.000018075076,2.1611537e-8,0.00021709103,0.98890185,0.0002946313],"about_ca_topic_score_codex":0.011310922,"about_ca_topic_score_gemma":0.025942406,"teacher_disagreement_score":0.072148144,"about_ca_system_score_codex":0.012248979,"about_ca_system_score_gemma":0.010701615,"threshold_uncertainty_score":0.99989665},"labels":[],"label_agreement":null},{"id":"W1969439171","doi":"10.1503/cmaj.109-4781","title":"Ireland reviews water fluoridation","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Water fluoridation; Agency (philosophy); Government (linguistics); Health board; Public health; Medicine; Northern ireland; Political science; Environmental health; Nursing; Fluoride; Sociology","score_opus":0.022022581058343746,"score_gpt":0.3685229098426156,"score_spread":0.34650032878427184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969439171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38873672,0.0015868649,0.0011367535,0.3429646,0.018641552,0.0016040046,0.000026203586,0.00016102336,0.2451423],"genre_scores_gemma":[0.7117923,0.0031489132,0.0007523912,0.21672328,0.026654549,0.00012130121,0.00016113272,0.00008266182,0.0405635],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955299,0.0015394967,0.00088611164,0.00014158158,0.0009272201,0.0009756946],"domain_scores_gemma":[0.99663854,0.0003235657,0.00031011718,0.00013400728,0.0004070527,0.0021867135],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008122374,0.000115578354,0.0002976213,0.000120065284,0.0012531646,0.000026856942,0.00022015462,0.0006002894,0.022777852],"category_scores_gemma":[0.00428703,0.00008010954,0.00006955268,0.0001389559,0.000017304259,0.0001356976,0.00001950419,0.0016556336,0.008963912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004927154,0.0000056850845,0.085456125,0.000034100503,0.000011832739,0.0000126766845,0.00090647314,9.67713e-7,0.000003604462,0.0005720438,0.86853296,0.04445859],"study_design_scores_gemma":[0.00052078615,0.000033109784,0.0058761146,0.00030533105,0.000009687839,0.000016129477,0.00023879133,0.00011294613,0.0000024639855,0.00066669326,0.992124,0.00009392526],"about_ca_topic_score_codex":0.0042510848,"about_ca_topic_score_gemma":0.053076852,"teacher_disagreement_score":0.32305557,"about_ca_system_score_codex":0.0017981621,"about_ca_system_score_gemma":0.0013428044,"threshold_uncertainty_score":0.9918077},"labels":[],"label_agreement":null},{"id":"W1970278647","doi":"10.1016/s1499-2671(08)21007-5","title":"Maintenance of Certified Diabetes Educator Status by Portfolio: Evidence for Accessibility, Relevance, Validity and Sustainability","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Certification; Medicine; Maintenance of Certification; Documentation; Sustainability; Portfolio; Medical education; Checklist; Variety (cybernetics); Relevance (law); Nursing; Family medicine; Psychology; Management; Business","score_opus":0.08840152929147183,"score_gpt":0.4118808932922317,"score_spread":0.3234793640007599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970278647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986021,0.008955924,0.000014222594,0.0025701614,0.0009019088,0.0010824512,0.00025769076,0.000014791693,0.0001818398],"genre_scores_gemma":[0.9973133,0.00038977296,0.00058004784,0.00063102244,0.00021308806,0.000061604296,0.000008805971,0.000032224187,0.00077009574],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99576294,0.00048571284,0.0014714313,0.0003496087,0.00029570045,0.0016346102],"domain_scores_gemma":[0.99103194,0.0032602716,0.0011913723,0.00044515546,0.0023115021,0.00175974],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0020314564,0.00025473072,0.00081978,0.00025134374,0.0007768545,0.000017676282,0.00043979392,0.0002353375,0.00020289162],"category_scores_gemma":[0.013089744,0.00022438113,0.00014902664,0.00042834593,0.00061832514,0.0005661087,0.00005095066,0.0005799642,0.0000024515095],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026750951,0.000029822973,0.9079141,0.0012867933,0.00002129487,0.0000019391518,0.00086662464,0.0000027169756,0.00009129605,0.00009033911,0.08884753,0.0008207612],"study_design_scores_gemma":[0.0011430483,0.00067569845,0.92768174,0.002418255,0.00008063467,0.0000016873418,0.0033393423,0.000036846046,0.0009663614,0.008681461,0.05462639,0.0003485125],"about_ca_topic_score_codex":0.0029187493,"about_ca_topic_score_gemma":0.004787904,"teacher_disagreement_score":0.034221146,"about_ca_system_score_codex":0.0011664543,"about_ca_system_score_gemma":0.009903031,"threshold_uncertainty_score":0.9957099},"labels":[],"label_agreement":null},{"id":"W1970436597","doi":"10.1097/sla.0b013e31822f2021","title":"Medicare Costs and Surgeon Supply in Hospital Service Areas","year":2011,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Physician supply; Specialty; Beneficiary; Health care; Population; Family medicine; Medicare Part B; Bivariate analysis; Service (business); Zip code; Demography; Environmental health; Finance; Database","score_opus":0.21342170977616842,"score_gpt":0.42563144555978005,"score_spread":0.21220973578361163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970436597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804734,0.0019303755,5.1508556e-7,0.007859484,0.0006529786,0.00038444778,0.000050135826,0.000052038336,0.008596597],"genre_scores_gemma":[0.9934069,0.0023810507,0.000041999174,0.0038244093,0.00008115318,0.00005032617,0.000037635353,0.000022483497,0.00015404048],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99754846,0.00036203305,0.00081234355,0.00026181573,0.00028262424,0.00073269603],"domain_scores_gemma":[0.99726707,0.0014217342,0.00031038106,0.00029449715,0.0004045759,0.00030172334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015468413,0.00016218824,0.00053285394,0.000205099,0.00012758722,0.0000023169246,0.00012799892,0.00025072455,0.0008874038],"category_scores_gemma":[0.00051348284,0.00015158905,0.000060853716,0.00045448611,0.000074376905,0.0001798279,0.000117893986,0.00034217924,0.00009575436],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009207478,0.00010065831,0.93680626,0.0004388424,0.000011097502,0.000036206562,0.004367438,5.833264e-8,0.0000020289583,0.00040943114,0.053304322,0.0044315974],"study_design_scores_gemma":[0.0001932992,0.000044753997,0.9767414,0.0022902219,0.0000050896,0.0000014362961,0.0058604837,0.0000057897687,0.000091633614,0.00063581934,0.013964937,0.00016518471],"about_ca_topic_score_codex":0.015463124,"about_ca_topic_score_gemma":0.0024539274,"teacher_disagreement_score":0.039935105,"about_ca_system_score_codex":0.000032075295,"about_ca_system_score_gemma":0.00027014647,"threshold_uncertainty_score":0.991093},"labels":[],"label_agreement":null},{"id":"W1970610811","doi":"10.1377/hlthaff.26.4.1159","title":"International Medical Graduate Physicians In The United States: Changes Since 1981","year":2007,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":101,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Public Health Service","keywords":"Quarter (Canadian coin); Poverty; Primary care; Family medicine; Medicine; Graduate medical education; Medical education; Political science; Geography; Accreditation","score_opus":0.08715406654401306,"score_gpt":0.46406474532195985,"score_spread":0.3769106787779468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970610811","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1529202,0.00077904394,0.0009656784,0.78557855,0.0042713573,0.0027291863,0.000088448534,0.0003891444,0.0522784],"genre_scores_gemma":[0.90220875,0.0037814856,0.00034815416,0.091449395,0.0010941074,0.00013544793,0.00039932303,0.00003857163,0.00054476084],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99476606,0.0010187997,0.0009414581,0.00036459925,0.0013146206,0.0015944459],"domain_scores_gemma":[0.99690247,0.0016612591,0.00040640554,0.0004060365,0.00019365754,0.0004301496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006080018,0.00022235428,0.000350444,0.00032729615,0.0006661973,0.000011210122,0.0007071728,0.0002250279,0.00026186314],"category_scores_gemma":[0.0004594048,0.00016745376,0.00004366715,0.0011486053,0.00014419998,0.00008105101,0.00012088881,0.0014771798,0.00035402234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000732456,0.0009630752,0.047996502,0.0016137317,0.000052371906,0.00038048608,0.19945367,0.00013979895,0.0000030326055,0.04544507,0.59400845,0.10921136],"study_design_scores_gemma":[0.0010320627,0.00018046744,0.0188738,0.0014361936,0.0000032815701,0.000007448733,0.122523464,0.0012469036,0.0000016768093,0.0006232856,0.85389364,0.00017778696],"about_ca_topic_score_codex":0.010654379,"about_ca_topic_score_gemma":0.026185881,"teacher_disagreement_score":0.74928856,"about_ca_system_score_codex":0.0007257904,"about_ca_system_score_gemma":0.0006080017,"threshold_uncertainty_score":0.9959338},"labels":[],"label_agreement":null},{"id":"W1970916211","doi":"10.1108/17479894200700016","title":"(Dis‐)Empowering Immigrants in Canada: Political Advocacy of Immigrant and Minority Organisations Promoting Cultural Diversity in the Health Care Sector","year":2007,"lang":"en","type":"article","venue":"International Journal of Migration Health and Social Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria","funders":"Volkswagen Foundation","keywords":"Grassroots; Multiculturalism; Diversity (politics); Immigration; Inclusion (mineral); Cultural diversity; Outreach; Political science; Politics; Sociology; Health care; Economic growth; Gender studies; Law","score_opus":0.037399845861420075,"score_gpt":0.4095617318925906,"score_spread":0.3721618860311705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970916211","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97603834,0.0028046148,0.000017514916,0.020108981,0.0004282284,0.0004424467,0.0000767195,0.0000041735584,0.00007897624],"genre_scores_gemma":[0.9964656,0.00025445924,0.00010286714,0.002795241,0.00032585658,0.0000030475715,0.000044707787,0.0000055477603,0.00000262203],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9971209,0.00047122172,0.0011354618,0.0001368518,0.0006549625,0.0004805802],"domain_scores_gemma":[0.9978724,0.00032831967,0.0006934425,0.00005261154,0.00081706955,0.00023614921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010812632,0.00012120922,0.00034767247,0.00016453776,0.0006709814,0.000011568248,0.00019443428,0.0000879796,0.000009629172],"category_scores_gemma":[0.00021547613,0.00009760264,0.000044224365,0.00017618715,0.000055061584,0.00015845614,0.000082048624,0.0005783694,2.1535645e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001326717,0.000020033129,0.61537623,0.00032739408,0.000007417182,0.000011775034,0.38067168,0.0000012299623,0.0000040146565,0.00085316296,0.00019416864,0.0024002362],"study_design_scores_gemma":[0.0007087053,0.000091930946,0.48528442,0.0002847948,0.0000030511978,0.0000094797515,0.51297194,0.0000075160106,0.0000035655773,0.00004722614,0.00053830777,0.000049037793],"about_ca_topic_score_codex":0.89737374,"about_ca_topic_score_gemma":0.9816991,"teacher_disagreement_score":0.13230029,"about_ca_system_score_codex":0.0030487631,"about_ca_system_score_gemma":0.004440586,"threshold_uncertainty_score":0.797241},"labels":[],"label_agreement":null},{"id":"W1971534698","doi":"10.12927/cjnl.2013.23245","title":"Not Dead Yet: The Spectre of Nursing Human Resource Shortages","year":2013,"lang":"en","type":"editorial","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Economic shortage; Nursing; Nursing shortage; Human resources; Resource (disambiguation); Nurse education; Nursing research; Political science; Medicine; Government (linguistics); Law","score_opus":0.27966187453136954,"score_gpt":0.4724732031860776,"score_spread":0.19281132865470807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971534698","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027269155,0.0056126313,0.000019383398,0.019341739,0.85404164,0.0028887251,0.0001493612,0.00048192713,0.1147377],"genre_scores_gemma":[0.058286257,0.00008001788,0.00030952078,0.0010402999,0.8840176,0.00017337718,0.0006503089,0.0003883474,0.055054296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99078816,0.0021253745,0.0017394001,0.0009800696,0.001992971,0.0023740157],"domain_scores_gemma":[0.9904243,0.0053919367,0.0014950045,0.0017053429,0.000597406,0.00038602093],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0018483034,0.0008170791,0.0013582449,0.0003140277,0.0022916403,0.000060412814,0.0015130754,0.0031314646,0.00084846804],"category_scores_gemma":[0.0013899001,0.0006535942,0.00031115877,0.00054791674,0.0012720264,0.00015209055,0.000066185356,0.0065446934,0.0005671541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013324541,0.00013964405,0.00010499068,0.0010798152,0.000045109377,0.000005170984,0.030822264,0.0000045202396,0.00005833752,0.001802184,0.95971054,0.0060941903],"study_design_scores_gemma":[0.0007527299,0.00026419372,0.00059290853,0.04771311,0.0003067145,0.000001960049,0.1117093,0.000012199356,0.00008402665,0.0017834081,0.8361262,0.00065322587],"about_ca_topic_score_codex":0.0008593485,"about_ca_topic_score_gemma":0.00019843575,"teacher_disagreement_score":0.1235843,"about_ca_system_score_codex":0.002079838,"about_ca_system_score_gemma":0.0010587723,"threshold_uncertainty_score":0.9995915},"labels":[],"label_agreement":null},{"id":"W1971622753","doi":"10.12927/cjnl.2013.23250","title":"Support and Access for Nursing Continuing Education in Canadian Work Environments","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; McMaster University; Dalhousie University; Centre for Disability Prevention and Rehabilitation; St. Lawrence College","funders":"","keywords":"Accreditation; Continuing education; Thematic analysis; Nursing; Work (physics); Nurse education; Context (archaeology); Qualitative research; Affect (linguistics); Psychology; Medical education; Medicine; Sociology","score_opus":0.18652656738776172,"score_gpt":0.4504859081775413,"score_spread":0.26395934078977956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971622753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9275389,0.0013163595,0.00011885277,0.036165405,0.002421415,0.003894531,0.0000070683523,0.00006915652,0.028468344],"genre_scores_gemma":[0.9887538,0.000015817546,0.0009634184,0.00316153,0.00031027684,0.00029635886,0.000047958918,0.000040456143,0.0064103743],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99751157,0.00020026426,0.00042406245,0.00034027905,0.00014090067,0.0013829225],"domain_scores_gemma":[0.99879056,0.00026204265,0.00014069965,0.00021054549,0.000042843272,0.00055329537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045001454,0.00017094778,0.00023668406,0.00023927508,0.00043702545,0.00005047334,0.00018185006,0.00028405158,0.0002702362],"category_scores_gemma":[0.00014146038,0.00018965357,0.000025445564,0.00021672268,0.0001334198,0.00039084803,0.000008933972,0.00041826032,0.00013751212],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050139024,0.00009888142,0.4355244,0.00022265918,0.0000039557253,8.3898937e-7,0.03175146,0.000005849825,0.000032942487,0.0009647646,0.049222354,0.48212174],"study_design_scores_gemma":[0.0011875696,0.000087133216,0.80697656,0.015808197,0.000031001106,0.0000032702924,0.13005306,0.00014725831,0.00003042716,0.0041995454,0.041037932,0.00043803564],"about_ca_topic_score_codex":0.049098596,"about_ca_topic_score_gemma":0.023656864,"teacher_disagreement_score":0.4816837,"about_ca_system_score_codex":0.001778151,"about_ca_system_score_gemma":0.0006731154,"threshold_uncertainty_score":0.99415886},"labels":[],"label_agreement":null},{"id":"W1971742115","doi":"10.1377/hlthaff.25.2.380","title":"Doctors For The World: Indian Physician Emigration","year":2006,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Workforce; Physician supply; Medicine; Public health; Politics; Family medicine; Economic growth; Political science; Nursing; Environmental health; Population; Law","score_opus":0.03131905295790464,"score_gpt":0.42352131878589816,"score_spread":0.3922022658279935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971742115","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10811432,0.015755247,0.0050707604,0.50216496,0.018616019,0.039982628,0.00075618504,0.0028302702,0.30670962],"genre_scores_gemma":[0.9659289,0.00010928253,0.0010977365,0.01392371,0.0025180248,0.001177929,0.00018789439,0.000059893373,0.014996619],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965447,0.00039084814,0.0009475165,0.00036305748,0.00032814598,0.0014257047],"domain_scores_gemma":[0.99711514,0.0013877285,0.0005538673,0.0005067268,0.00016177783,0.00027477863],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001155637,0.00023482203,0.0003638145,0.00015817172,0.0027159709,0.00001902923,0.00027428835,0.00014694688,0.00017921162],"category_scores_gemma":[0.00007719684,0.00017045483,0.00010946361,0.00074901385,0.00007981816,0.00013268396,0.00004685991,0.0005468665,0.00038984424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009544652,0.000074045274,0.01542536,0.0007542233,0.00001092575,0.0000011188584,0.0032577773,0.00011850332,0.0000061291926,0.04372743,0.9260799,0.010449132],"study_design_scores_gemma":[0.00083471765,0.00012843266,0.01830541,0.0004330689,0.000011928735,5.332257e-7,0.012402382,0.0002602144,0.000017575454,0.0027697773,0.9646403,0.00019563023],"about_ca_topic_score_codex":0.007329374,"about_ca_topic_score_gemma":0.06748524,"teacher_disagreement_score":0.8578146,"about_ca_system_score_codex":0.0006802445,"about_ca_system_score_gemma":0.0007937712,"threshold_uncertainty_score":0.9992809},"labels":[],"label_agreement":null},{"id":"W1972876589","doi":"10.1016/j.ijnurstu.2010.06.009","title":"Career transitions of inactive nurses: A registration database analysis (1993–2006)","year":2010,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Nursing; Economic shortage; Nurse education; Medicine; Psychology; Political science","score_opus":0.11557588326238014,"score_gpt":0.5319554013297326,"score_spread":0.4163795180673525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972876589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9645491,0.0015484177,0.0026420145,0.013654889,0.009980151,0.0003212207,0.0003089238,0.000028050794,0.006967206],"genre_scores_gemma":[0.9951595,0.00027346218,0.003183048,0.00021446102,0.0007415237,0.000008862459,0.00003363214,0.000011279499,0.0003742174],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99754703,0.00020974119,0.0010911749,0.00015176884,0.00075823243,0.00024202591],"domain_scores_gemma":[0.99442464,0.00050124864,0.0012319402,0.00019037405,0.003550948,0.00010086693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007074581,0.00014075731,0.0004803052,0.00056722027,0.00028080732,0.00000996318,0.00033058444,0.000104068866,0.0001152682],"category_scores_gemma":[0.0007192201,0.000119474986,0.00026081398,0.00047818135,0.00027145946,0.00036021796,0.000025333451,0.0007188734,0.0000075867642],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004707611,0.00413455,0.22746561,0.00051960355,0.035132952,0.00040061417,0.40390876,0.0019069258,0.026064696,0.07170271,0.16537517,0.05868078],"study_design_scores_gemma":[0.008594097,0.0015388082,0.28799716,0.018145625,0.011100576,0.00035863335,0.5875909,0.0010878964,0.0028772955,0.026538357,0.052979194,0.0011915078],"about_ca_topic_score_codex":0.00022622828,"about_ca_topic_score_gemma":0.0009875121,"teacher_disagreement_score":0.18368208,"about_ca_system_score_codex":0.00042669926,"about_ca_system_score_gemma":0.0002700868,"threshold_uncertainty_score":0.48720485},"labels":[],"label_agreement":null},{"id":"W1972928309","doi":"10.12927/cjnl.2012.22815","title":"The Research to Action Project: Applied Workplace Solutions for Nurses","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Overtime; Absenteeism; General partnership; Nursing shortage; Nursing; Economic shortage; Professional development; Political science; Medicine; Public relations; Psychology; Medical education; Nurse education; Government (linguistics)","score_opus":0.7410297401690404,"score_gpt":0.5854242511467669,"score_spread":0.15560548902227356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972928309","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.095833845,0.009562728,0.0068869456,0.41249153,0.050912913,0.04266459,0.00006664378,0.0020314173,0.37954938],"genre_scores_gemma":[0.94398135,0.000022289469,0.001475356,0.0014108114,0.0033219988,0.0024913368,0.00001904585,0.000068003515,0.047209825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99448055,0.00087686046,0.00040753963,0.00031393423,0.0005243221,0.0033967728],"domain_scores_gemma":[0.9949605,0.0037118027,0.00011241093,0.00052794436,0.00033059056,0.00035674102],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005348255,0.00016884465,0.00019464466,0.00019056562,0.007353247,0.000039104212,0.00034070606,0.00031379508,0.000039747738],"category_scores_gemma":[0.0010798483,0.00013222516,0.000056130913,0.00093233725,0.00027429315,0.00015427357,0.00004197862,0.0011004171,0.0008706869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007708644,0.00014959401,0.00094905077,0.00026542274,0.0000122372785,8.637352e-8,0.053964008,0.000011780788,0.00025841052,0.06857444,0.8176162,0.05742788],"study_design_scores_gemma":[0.0003839052,0.00009755538,0.0025053087,0.0009895428,0.000017784976,0.0000011624653,0.33825445,0.000038478618,0.00008440756,0.0016925023,0.6557785,0.00015635997],"about_ca_topic_score_codex":0.00013002263,"about_ca_topic_score_gemma":0.00025279852,"teacher_disagreement_score":0.8481475,"about_ca_system_score_codex":0.0013408363,"about_ca_system_score_gemma":0.00041570546,"threshold_uncertainty_score":0.99990726},"labels":[],"label_agreement":null},{"id":"W1972977218","doi":"10.1258/135763304773391521","title":"Physician perceptions of the effect of telemedicine on rural retention and recruitment","year":2004,"lang":"en","type":"article","venue":"Journal of Telemedicine and Telecare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Telemedicine; Rural community; Rural area; Medicine; Family medicine; Continuing medical education; Perception; Continuing education; Psychology; Medical education; Health care; Demography","score_opus":0.03193353226051645,"score_gpt":0.4039231124080289,"score_spread":0.3719895801475125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972977218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991088,0.0013507261,0.00002011402,0.005126828,0.00050651265,0.0009935239,0.000011748389,0.0000079367255,0.00089462724],"genre_scores_gemma":[0.997483,0.0009640368,0.00012684547,0.0007171315,0.000563008,0.00001407557,0.0000046827213,0.000013359721,0.00011386103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99781084,0.00031575386,0.00096956315,0.0001110844,0.0005108331,0.000281929],"domain_scores_gemma":[0.9980458,0.00032846726,0.0009427499,0.0002051678,0.00031941145,0.00015839377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009050501,0.00016454294,0.0006226845,0.00014540055,0.0002644894,0.0000018313476,0.00013446552,0.0001161801,0.000059553207],"category_scores_gemma":[0.0002724074,0.00008673163,0.00010515843,0.00027708916,0.00019689844,0.000069894115,0.00005513918,0.00063266524,0.0000016039119],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015375271,0.00019730972,0.8260356,0.0031909312,0.00024323612,0.000026322856,0.012796879,0.00006392121,0.012740472,0.0008633173,0.012609048,0.12969543],"study_design_scores_gemma":[0.015003291,0.021487858,0.88651794,0.021542879,0.0006539727,0.000107955595,0.03771315,0.000017415534,0.0041091903,0.0011129945,0.011502218,0.00023110044],"about_ca_topic_score_codex":0.00018614705,"about_ca_topic_score_gemma":0.00006452759,"teacher_disagreement_score":0.12946433,"about_ca_system_score_codex":0.00013187734,"about_ca_system_score_gemma":0.00011396729,"threshold_uncertainty_score":0.35368133},"labels":[],"label_agreement":null},{"id":"W1973097985","doi":"10.1056/nejmsa050004","title":"The Metrics of the Physician Brain Drain","year":2005,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":759,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Medicine; Immigration; Brain drain; Developed country; Country of origin; Physician supply; Developing country; Economic growth; Environmental health; Population; Political science","score_opus":0.0371279140363971,"score_gpt":0.4164579259233022,"score_spread":0.3793300118869051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973097985","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3087093,0.012677251,0.00031312465,0.63813746,0.004335282,0.0005827706,0.000004344277,0.000017243296,0.035223242],"genre_scores_gemma":[0.9662377,0.00080608495,0.00029455364,0.013738958,0.012170828,0.0000015082879,6.1370525e-7,0.000015870104,0.006733855],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99706316,0.00077388994,0.0010066328,0.00007203327,0.0007186622,0.00036565145],"domain_scores_gemma":[0.9945345,0.0035286695,0.0010754085,0.0002858845,0.00035277422,0.00022276455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003963001,0.00011197776,0.00037747176,0.00008855695,0.0004765331,0.000002634164,0.0004849545,0.00008352334,0.00013805929],"category_scores_gemma":[0.0029361905,0.000045554767,0.000078775505,0.0005771913,0.00016244863,0.0000640062,0.0000563643,0.00092917396,0.000013909054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025507255,0.000031178035,0.008082904,0.000057783793,0.000045308654,0.0000047386307,0.007872656,0.000059040452,0.00028003717,0.0049942737,0.51103455,0.46728247],"study_design_scores_gemma":[0.0103915455,0.00031748065,0.006159141,0.0010393478,0.000045263678,0.00001828986,0.0029526383,0.000058769474,0.00006511905,0.002663129,0.97624475,0.000044510365],"about_ca_topic_score_codex":0.00022837463,"about_ca_topic_score_gemma":0.00052765704,"teacher_disagreement_score":0.65752846,"about_ca_system_score_codex":0.0001290498,"about_ca_system_score_gemma":0.00043061693,"threshold_uncertainty_score":0.403685},"labels":[],"label_agreement":null},{"id":"W1973768645","doi":"10.1111/j.1748-0361.2004.tb00027.x","title":"Lights, Camera … Inaction? Trends in Rural Health Care in Canada","year":2004,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"","keywords":"Politics; Citation; Library science; Health care; Political science; Sociology; Law; Computer science","score_opus":0.02141124887079237,"score_gpt":0.4045168766098158,"score_spread":0.3831056277390234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973768645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8647486,0.015182234,0.0000075728826,0.11685031,0.0018388045,0.00062242826,0.000027464834,0.000019126106,0.0007034924],"genre_scores_gemma":[0.9813994,0.00462591,0.0001582951,0.013065384,0.00045311,0.000011071228,0.000017083798,0.000033554268,0.00023615008],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99311924,0.001898758,0.0024702868,0.00012585118,0.0007724357,0.0016134473],"domain_scores_gemma":[0.99663836,0.00032717906,0.0017253206,0.00036384698,0.00023448217,0.000710843],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0023824896,0.00029057698,0.0009704324,0.00047204277,0.00084376585,0.000007266858,0.0005086826,0.0001293011,0.0001569098],"category_scores_gemma":[0.00005053713,0.00019729412,0.00008285133,0.0012405727,0.000054441152,0.00025291738,0.000073974225,0.0024817497,0.000023036631],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.004408565,0.00046334078,0.34004292,0.0026041507,0.00007884996,0.00021337433,0.25518984,0.006271499,0.000011689284,0.005134917,0.14074875,0.24483211],"study_design_scores_gemma":[0.006758654,0.0019744853,0.35644224,0.0074771754,0.000013378911,0.00021295207,0.5909017,0.00002928653,0.000007871189,0.0010284933,0.034765076,0.0003887017],"about_ca_topic_score_codex":0.9886178,"about_ca_topic_score_gemma":0.99650306,"teacher_disagreement_score":0.33571187,"about_ca_system_score_codex":0.03488293,"about_ca_system_score_gemma":0.02309874,"threshold_uncertainty_score":0.9998196},"labels":[],"label_agreement":null},{"id":"W1973962924","doi":"10.1071/ah09751","title":"Rural health career pathways: research themes in recruitment and retention","year":2010,"lang":"en","type":"review","venue":"Australian Health Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Rural health; Nursing; Health care; Rural area; Career Pathways; Medicine; Nursing research; Community health; Population health; CINAHL; Public relations; Medical education; Public health; Political science","score_opus":0.7320889475243211,"score_gpt":0.6326121869974322,"score_spread":0.09947676052688892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973962924","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008504016,0.9410113,3.2949742e-7,0.022843234,0.0014874192,0.03345051,0.0002738976,0.00015356205,0.0007712231],"genre_scores_gemma":[0.0000038238136,0.9797842,0.000386453,0.0059794197,0.00061652623,0.007386835,0.0008995911,0.00018163805,0.0047615007],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9707149,0.016245222,0.006142195,0.0014248004,0.0013183313,0.0041545006],"domain_scores_gemma":[0.99157214,0.001472619,0.002804529,0.0018805944,0.00043623676,0.0018339045],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.021784026,0.0010697267,0.0067934203,0.0007206952,0.0016616093,0.00003877389,0.0009054942,0.00142407,0.00086767063],"category_scores_gemma":[0.00078569824,0.0008401987,0.0004828325,0.002233614,0.00026651478,0.0002061069,0.0004820836,0.009546296,0.001263029],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000003459992,0.000034945973,0.00005928994,0.35542586,0.000011656584,0.000007769961,0.00042958694,5.5295706e-9,5.442814e-9,0.0007413026,0.07407358,0.5692125],"study_design_scores_gemma":[0.0001996966,0.00022538356,0.000058892878,0.4239393,0.000044158372,0.000020428684,0.00049032865,1.04825084e-7,4.2149573e-9,0.00014248946,0.57458764,0.0002915888],"about_ca_topic_score_codex":0.0089746555,"about_ca_topic_score_gemma":0.0051270183,"teacher_disagreement_score":0.5689209,"about_ca_system_score_codex":0.003879148,"about_ca_system_score_gemma":0.008399143,"threshold_uncertainty_score":0.9999448},"labels":[],"label_agreement":null},{"id":"W1974480976","doi":"10.1177/1744987107083544","title":"Career planning and development needs of rural and remote nurses","year":2008,"lang":"en","type":"article","venue":"Journal of research in nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Institutes of Health Research","funders":"","keywords":"Career development; Career planning; Work (physics); Nursing; Career Pathways; Medical education; Needs assessment; Psychology; Medicine; Sociology; Engineering","score_opus":0.22109411530642525,"score_gpt":0.5548743684025882,"score_spread":0.33378025309616294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974480976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842746,0.010849715,0.000041629184,0.0011252672,0.0003505025,0.00023277625,6.831589e-7,0.000005302035,0.0031194775],"genre_scores_gemma":[0.99385405,0.0010918112,0.0045546233,0.000037943002,0.00016660338,0.0000010283759,4.925354e-7,0.000011892847,0.00028156798],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973656,0.0005698977,0.0007295693,0.000061208644,0.00066543656,0.0006083169],"domain_scores_gemma":[0.99806935,0.0008154197,0.0002522799,0.000090835034,0.00050373905,0.00026840327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025509282,0.0000846794,0.00031700524,0.00076448143,0.0005403029,0.0000065746935,0.00012423465,0.00012311275,0.000015589878],"category_scores_gemma":[0.00032411984,0.00007041675,0.00001644622,0.00046014998,0.0003272703,0.00015878184,0.000055154003,0.0011457006,0.0000019130011],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073821633,0.00007261685,0.6086113,0.00062945264,0.000018842704,0.00015686546,0.19302969,0.00003367751,0.00032434845,0.00017171874,0.0046555377,0.19155774],"study_design_scores_gemma":[0.0030779447,0.00079807214,0.4878022,0.06635983,0.000009836292,0.0007033229,0.41632503,0.00021325292,0.00053316186,0.0019870612,0.021961633,0.00022861469],"about_ca_topic_score_codex":0.00015268127,"about_ca_topic_score_gemma":0.000011798594,"teacher_disagreement_score":0.22329536,"about_ca_system_score_codex":0.0003991153,"about_ca_system_score_gemma":0.00068403035,"threshold_uncertainty_score":0.49775624},"labels":[],"label_agreement":null},{"id":"W1975227636","doi":"10.3138/8624-6wh4-5457-873n","title":"University Revenues and Faculty Salaries in Ontario: 1970/71–2003/04","year":2006,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Brock University","funders":"","keywords":"Salary; Revenue; Wages and salaries; Demographic economics; Labour economics; Government (linguistics); Political science; Economics; Business; Accounting","score_opus":0.0451572640991456,"score_gpt":0.3497678110737066,"score_spread":0.30461054697456097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975227636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84433043,0.00022578746,0.000001613723,0.029133458,0.00025083483,0.00056106807,0.00038481902,0.00007027613,0.1250417],"genre_scores_gemma":[0.93204546,0.000028234334,0.00016478186,0.0034381256,0.00025196746,0.000009342679,0.00020340263,0.000018425431,0.06384023],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99772877,0.00023636983,0.0002982488,0.000289001,0.00013238155,0.0013152114],"domain_scores_gemma":[0.99848026,0.0000634517,0.00010367968,0.00027574276,0.0001787201,0.0008981622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030542174,0.00016762922,0.00026065035,0.00062237075,0.0008620994,0.000029535313,0.00023116807,0.0003002722,0.00040062657],"category_scores_gemma":[0.00031219592,0.00019041133,0.000022809127,0.0010470783,0.00014361682,0.00028031736,0.00007464654,0.00062562054,0.00014189351],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006413497,0.000009125345,0.71694845,0.00003639438,0.0000042563574,0.000043136897,0.0016484818,6.995167e-7,6.877012e-7,0.13775851,0.14262879,0.0009150452],"study_design_scores_gemma":[0.00029237612,0.000008559018,0.4463506,0.0000585381,0.0000021595374,0.000001906008,0.000698144,0.0000031299994,1.5101377e-7,0.0012122899,0.55127925,0.00009287276],"about_ca_topic_score_codex":0.99888515,"about_ca_topic_score_gemma":0.9998816,"teacher_disagreement_score":0.40865046,"about_ca_system_score_codex":0.0051927767,"about_ca_system_score_gemma":0.017720707,"threshold_uncertainty_score":0.9986261},"labels":[],"label_agreement":null},{"id":"W1975231390","doi":"10.1080/01421590400019559","title":"Why do physicians volunteer to be OSCE examiners?","year":2005,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Medical Council of Canada; University of Ottawa","funders":"","keywords":"Medical education; Volunteer; Psychology; Medicine","score_opus":0.05390982598036049,"score_gpt":0.43289457224486233,"score_spread":0.37898474626450185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975231390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4586067,0.0006128212,0.0010080935,0.30277726,0.0014505038,0.0011404364,0.000009782772,0.000513924,0.2338805],"genre_scores_gemma":[0.47287646,0.000062534746,0.0015758411,0.3319961,0.005932867,0.00030510282,0.000027599137,0.00009589148,0.18712759],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99608415,0.00056671846,0.00061802374,0.00045233307,0.001110171,0.0011686132],"domain_scores_gemma":[0.9980844,0.00021731087,0.00010728435,0.0005437166,0.00011420775,0.00093305646],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012038108,0.00023550875,0.000399476,0.00007530793,0.0003808768,0.000009128956,0.00048261584,0.00047505702,0.041395947],"category_scores_gemma":[0.0012578759,0.00019655937,0.00007785374,0.0003705502,0.00010349349,0.00010348305,0.00022615714,0.0013490185,0.0057078805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025665038,0.00017583245,0.015209889,0.000050745253,0.000012473675,0.000010975574,0.0074049872,0.0000034384598,0.000008241198,0.00047633698,0.9409252,0.03569625],"study_design_scores_gemma":[0.0006105688,0.00007316594,0.0020174624,0.00047826587,0.000013250483,0.0000014031458,0.0032652016,0.0007551771,0.000004328454,0.000058769943,0.9925199,0.00020247338],"about_ca_topic_score_codex":0.0011535693,"about_ca_topic_score_gemma":0.001534892,"teacher_disagreement_score":0.051594768,"about_ca_system_score_codex":0.00038615335,"about_ca_system_score_gemma":0.0001979366,"threshold_uncertainty_score":0.9950663},"labels":[],"label_agreement":null},{"id":"W1975356171","doi":"10.12927/whp.2011.22704","title":"Will They Stay or Will They Go? Putting Theory into Practice to Guide Effective Workforce Retention Mechanisms","year":2011,"lang":"en","type":"article","venue":"World health & population","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Nursing; Public relations; Political science; Economic growth; Economics","score_opus":0.06022502775696621,"score_gpt":0.4384462583240367,"score_spread":0.3782212305670705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975356171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28918383,0.0042877407,0.2951909,0.1082563,0.028594974,0.08675894,0.00023364522,0.0076811737,0.1798125],"genre_scores_gemma":[0.8493766,0.00018529255,0.11199445,0.019769568,0.00085650495,0.0011389293,0.00021768504,0.00019301986,0.016267903],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98776037,0.005982323,0.0023458744,0.0010825915,0.00090272224,0.0019261396],"domain_scores_gemma":[0.9927734,0.00252237,0.0020201849,0.0010535518,0.0007162829,0.0009142149],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.010043699,0.0005841484,0.00087329117,0.000559563,0.0029123737,0.000035887213,0.00046290114,0.00040491158,0.00063569203],"category_scores_gemma":[0.003343074,0.0004909838,0.00014624366,0.0010931806,0.0000368854,0.0017721434,0.00030361232,0.001332741,0.0006788466],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005099719,0.00034135883,0.035382133,0.0016588211,0.00010354951,0.000022566706,0.09961898,0.00028965212,0.000065096574,0.6473061,0.0121605545,0.19795147],"study_design_scores_gemma":[0.002883399,0.0022277886,0.10482198,0.009233221,0.0002163899,0.00001871229,0.026323449,0.00074586296,0.000047253467,0.50131863,0.3508065,0.0013568194],"about_ca_topic_score_codex":0.033581037,"about_ca_topic_score_gemma":0.051255442,"teacher_disagreement_score":0.5601928,"about_ca_system_score_codex":0.003636779,"about_ca_system_score_gemma":0.0005938125,"threshold_uncertainty_score":0.9997542},"labels":[],"label_agreement":null},{"id":"W1975952858","doi":"10.1136/bmj.c2889","title":"Alexander Macdonald Clark","year":2010,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Archaeology; Art history; History","score_opus":0.05793969354380788,"score_gpt":0.4873535008438183,"score_spread":0.4294138073000104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975952858","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.399823,0.00011452327,0.000046732388,0.029694352,0.0042021605,0.001153186,0.00001263799,0.0002579427,0.5646955],"genre_scores_gemma":[0.8753874,0.000021798794,0.0037915052,0.014295766,0.0026563322,0.00022549051,0.0000200767,0.000035591383,0.10356608],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99835366,0.0001673188,0.00042999783,0.00020384771,0.00023640244,0.00060878537],"domain_scores_gemma":[0.9987594,0.00029978607,0.00013815699,0.00044898165,0.000116360425,0.00023730354],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007521869,0.00011205085,0.0001737544,0.000039472234,0.0004996105,0.0000051897273,0.0001922558,0.00030447982,0.016446318],"category_scores_gemma":[0.00026749074,0.00009475716,0.000043739743,0.00014279687,0.000047447236,0.000063383195,0.00009298984,0.0010467948,0.0064195385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030334839,0.000020135612,0.10598976,0.000074455995,0.00000589574,0.000008234563,0.00039350727,8.7050995e-7,0.00029762206,0.0125938095,0.8787462,0.0018391892],"study_design_scores_gemma":[0.00038956062,0.00001868314,0.06301989,0.00009664539,0.000005480016,0.0000042953598,0.00042592242,0.000050308536,0.000024321465,0.0014793394,0.9343732,0.00011234622],"about_ca_topic_score_codex":0.00037280913,"about_ca_topic_score_gemma":0.0012838598,"teacher_disagreement_score":0.47556433,"about_ca_system_score_codex":0.00004230986,"about_ca_system_score_gemma":0.00021878575,"threshold_uncertainty_score":0.99435407},"labels":[],"label_agreement":null},{"id":"W1976694104","doi":"10.1186/1472-6963-12-133","title":"Attractiveness of employment sectors for physical therapists in Ontario, Canada (1999-2007): implication for the long term care sector","year":2012,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ontario Tech University; University of Toronto","funders":"Canadian Institutes of Health Research; Trinity College Dublin; Ontario Ministry of Health and Long-Term Care","keywords":"Inflow; Public sector; Medicine; Business; Demographic economics; Geography; Economics","score_opus":0.11766124337748733,"score_gpt":0.5142840939662213,"score_spread":0.396622850588734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976694104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832784,0.004002969,0.00013984946,0.00063356926,0.0007403425,0.010811377,0.0002171603,0.000025637935,0.00015067932],"genre_scores_gemma":[0.99313545,0.000085354,0.00022047115,0.0006656143,0.0007367119,0.004584505,0.00020467708,0.00005615686,0.00031106532],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99471486,0.0010681206,0.0008360069,0.0004146589,0.0008395303,0.002126828],"domain_scores_gemma":[0.9925472,0.0050506582,0.00038529755,0.0006634822,0.00088785123,0.0004655057],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002945593,0.00022501824,0.00051125075,0.00013773129,0.0013198481,0.000012084905,0.00059250364,0.0001787127,0.00012711217],"category_scores_gemma":[0.000041403713,0.00016783255,0.00008320722,0.00045862413,0.000059183127,0.00017483438,0.00014376396,0.0008301384,0.000008525968],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00082172564,0.00017892206,0.9405061,0.0120450575,0.000020562606,1.5330376e-7,0.043573145,0.000054316835,0.000035079443,0.0003279767,0.0004799176,0.0019570529],"study_design_scores_gemma":[0.001105203,0.000298138,0.9481514,0.0010661156,0.00000620144,3.378132e-7,0.020193534,0.00021666345,0.00012964895,0.0000486617,0.028654806,0.00012926654],"about_ca_topic_score_codex":0.97887194,"about_ca_topic_score_gemma":0.99755365,"teacher_disagreement_score":0.028174888,"about_ca_system_score_codex":0.0062081,"about_ca_system_score_gemma":0.009733266,"threshold_uncertainty_score":0.9999803},"labels":[],"label_agreement":null},{"id":"W1977044413","doi":"10.1258/135581903322403290","title":"Beyond demographic change in human resources planning: an extended framework and application to nursing","year":2003,"lang":"en","type":"article","venue":"Journal of Health Services Research & Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; University of Toronto; McMaster University","funders":"","keywords":"Human resources; Context (archaeology); Acute care; Health human resources; Health care; Strategic human resource planning; Nursing; Medicine; Inpatient care; Business; Production (economics); Economics; Geography","score_opus":0.10896354520835251,"score_gpt":0.5771704791596463,"score_spread":0.46820693395129376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977044413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9684397,0.008361799,0.00010284223,0.018908896,0.0001651936,0.002004215,0.0000069044027,0.000034504945,0.0019759377],"genre_scores_gemma":[0.9863258,0.0010249894,0.0025129279,0.008688847,0.0012061512,0.00014062114,0.0000048141715,0.000048967526,0.00004686471],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9903715,0.004402872,0.0016819393,0.00041242992,0.0011743982,0.0019568156],"domain_scores_gemma":[0.99552584,0.0007917405,0.0008571467,0.00051211374,0.0007746628,0.0015385108],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.010615561,0.000234067,0.0006759733,0.002569709,0.0019869662,0.0000570054,0.00059052015,0.00036880188,0.00004670337],"category_scores_gemma":[0.00026827512,0.00021282483,0.0000501159,0.0029137288,0.00013901349,0.00047446313,0.00010202369,0.0026020217,0.000014989474],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006015653,0.0007281587,0.4110537,0.003273764,0.000026980919,0.000037771202,0.4568891,0.000064458145,0.00021410624,0.061121397,0.0008677015,0.065121315],"study_design_scores_gemma":[0.0015794435,0.0027547663,0.69093424,0.016966812,0.00000852307,0.000049032216,0.12141312,0.00021823202,0.000015879907,0.12192372,0.04379568,0.00034053955],"about_ca_topic_score_codex":0.011236011,"about_ca_topic_score_gemma":0.0018813332,"teacher_disagreement_score":0.33547595,"about_ca_system_score_codex":0.0010986828,"about_ca_system_score_gemma":0.0010508928,"threshold_uncertainty_score":0.999699},"labels":[],"label_agreement":null},{"id":"W1977176624","doi":"10.1016/j.jacr.2006.07.002","title":"A Canadian on Capitol Hill","year":2006,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Quebec - Clinical Research Organization in Cancer","funders":"","keywords":"Politics; Political science; Medicine; Library science; Family medicine; Ophthalmology; Law; Computer science","score_opus":0.014576131792764459,"score_gpt":0.3512603828517331,"score_spread":0.33668425105896865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977176624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95753765,0.00039435813,0.0000064150636,0.027924567,0.0016137817,0.00034116794,0.00011885281,0.000007347665,0.012055883],"genre_scores_gemma":[0.9911746,0.000074872754,0.00044145147,0.0046809977,0.00072982,0.000005268867,8.239715e-7,0.000017576333,0.0028746077],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967263,0.0013725038,0.00096686155,0.0001144012,0.00022636713,0.0005936111],"domain_scores_gemma":[0.9964055,0.0008160868,0.0018973906,0.00033269892,0.0002913942,0.00025694643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009033365,0.00013394163,0.0006916168,0.00025116757,0.00035806664,9.987118e-7,0.0005528342,0.000106945925,0.00015822677],"category_scores_gemma":[0.00034222347,0.000085314416,0.00017212296,0.00049499545,0.00031103988,0.000032162057,0.000039856288,0.00074089196,0.000033820874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004302998,0.000057113644,0.15687111,0.00003701657,0.000056630313,0.000115272815,0.00027734193,0.00045118039,0.00026790146,0.011427475,0.82948923,0.00051942],"study_design_scores_gemma":[0.0018687528,0.0022668228,0.2931478,0.0006439996,0.00008683634,0.0010321118,0.00552005,0.000107307504,0.00011507952,0.0057531907,0.68918985,0.00026819992],"about_ca_topic_score_codex":0.13516204,"about_ca_topic_score_gemma":0.11069428,"teacher_disagreement_score":0.1402994,"about_ca_system_score_codex":0.00096158445,"about_ca_system_score_gemma":0.0018131377,"threshold_uncertainty_score":0.90553325},"labels":[],"label_agreement":null},{"id":"W1977624984","doi":"10.1080/07377360902804051","title":"Orientation of International Medical Graduates to Canadian Medical Practice","year":2009,"lang":"en","type":"article","venue":"The Journal of Continuing Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cohort; Graduate medical education; Library science; Medical education; Family medicine; Psychology; Medicine; Accreditation","score_opus":0.02233924261006231,"score_gpt":0.4596882078854169,"score_spread":0.4373489652753546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977624984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54733,0.000675678,0.00009251498,0.4306673,0.0066221436,0.000297854,0.0000019417625,0.000011491152,0.0143010095],"genre_scores_gemma":[0.9735009,0.0002610498,0.00082030153,0.021555968,0.0017275637,0.000004136517,0.000004790527,0.000008235497,0.0021170755],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99685705,0.0006334095,0.0009112082,0.000076457625,0.0012537558,0.00026814666],"domain_scores_gemma":[0.9956476,0.00091751094,0.000786108,0.0001510709,0.0018169632,0.00068070996],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003727297,0.00008576722,0.00019395031,0.00019953286,0.0001497378,0.000008714962,0.00048187844,0.0001623461,0.0028479511],"category_scores_gemma":[0.0044544297,0.00006021713,0.000038291215,0.00029008614,0.000035685247,0.0002436042,0.000021183389,0.0006373452,0.000072888986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00098893,0.00060258503,0.026064053,0.000085937616,0.00012465594,0.000023826433,0.05870701,0.000042903,0.00029909995,0.049322788,0.6396293,0.22410889],"study_design_scores_gemma":[0.0006021347,0.00023922473,0.0984623,0.0020804596,0.000065129134,0.00005868698,0.008763853,0.00002134711,0.000052848085,0.0015855499,0.88797414,0.000094319315],"about_ca_topic_score_codex":0.012933422,"about_ca_topic_score_gemma":0.0040157903,"teacher_disagreement_score":0.42617083,"about_ca_system_score_codex":0.0003951723,"about_ca_system_score_gemma":0.0035469786,"threshold_uncertainty_score":0.99806356},"labels":[],"label_agreement":null},{"id":"W1978693955","doi":"10.1016/s0840-4704(10)60221-9","title":"Mesurer certains éléments du rendement des conseils de santé décentralisés: <i>des patients de Nouvelle-Écosse qui voyagent plus que nécessaire pour obtenir des soins hospitaliers</i>","year":2003,"lang":"fr","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.02889971261741475,"score_gpt":0.3544485059655275,"score_spread":0.32554879334811276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978693955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.852145,0.034523904,0.0065566683,0.053567126,0.006232456,0.012857416,0.0011187013,0.0007841921,0.032214515],"genre_scores_gemma":[0.8994059,0.03966161,0.012697137,0.024640482,0.00042704528,0.001130626,0.00030020063,0.00033296627,0.021404041],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.97860336,0.0059893853,0.0031083915,0.0019608105,0.0016300292,0.008707992],"domain_scores_gemma":[0.9923378,0.00054956396,0.0014023499,0.001480711,0.001086665,0.003142868],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0041100997,0.0016549972,0.0015745491,0.0004768975,0.006977597,0.00028204496,0.0011676735,0.001589751,0.001674486],"category_scores_gemma":[0.0006899259,0.001773445,0.0005727438,0.0013880642,0.001576922,0.0007444339,0.0008893488,0.0021676326,0.0007016428],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004571341,0.0022068112,0.6384717,0.015457221,0.0006879085,0.00039211073,0.0338475,0.00045007482,0.0000027501535,0.04664818,0.22870633,0.03267224],"study_design_scores_gemma":[0.009424676,0.0015606493,0.20586133,0.013243688,0.0006775515,0.000031958527,0.20549543,0.0006907406,0.0000904747,0.027901776,0.53291553,0.0021061688],"about_ca_topic_score_codex":0.04582613,"about_ca_topic_score_gemma":0.03708316,"teacher_disagreement_score":0.43261042,"about_ca_system_score_codex":0.021120872,"about_ca_system_score_gemma":0.0051761894,"threshold_uncertainty_score":0.9997064},"labels":[],"label_agreement":null},{"id":"W1978955288","doi":"10.1377/hlthaff.27.5.1409","title":"The Diffusion Of Physicians","year":2008,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Public Health Service","keywords":"Quarter (Canadian coin); Socioeconomic status; Physician supply; Per capita; Unemployment; Population; Medicine; Health care; Demography; Family medicine; Demographic economics; Gerontology; Economic growth; Geography; Economics; Environmental health; Sociology","score_opus":0.04365877651746112,"score_gpt":0.4057246927230098,"score_spread":0.3620659162055487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978955288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7089298,0.01034029,0.00030183562,0.09431538,0.0048761438,0.0045813303,0.000066508976,0.00058068184,0.17600805],"genre_scores_gemma":[0.9859722,0.004989701,0.00037109276,0.0033886286,0.00031289528,0.00009499831,0.000010768817,0.000029447912,0.004830248],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967547,0.0006375723,0.0009012346,0.00022617205,0.00041789285,0.0010624096],"domain_scores_gemma":[0.99761665,0.0008413001,0.0006062322,0.00055421935,0.00017444424,0.00020714398],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007556876,0.0001499446,0.00037777203,0.00004709606,0.0032131055,0.0000016861102,0.00028229642,0.00012527517,0.00011103711],"category_scores_gemma":[0.00015750699,0.00010340544,0.00007831437,0.00037634914,0.00022671928,0.000057359204,0.00010670199,0.00052454905,0.00034565956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002629019,0.00021669235,0.0726318,0.0010957139,0.000018898296,0.000008913258,0.031259693,0.000016476215,0.000070751674,0.017396178,0.8496115,0.027410481],"study_design_scores_gemma":[0.0010129238,0.0003773275,0.054951407,0.0009630172,0.00000502541,0.0000059195363,0.030166961,0.00018677139,0.000031375133,0.00072814967,0.9113931,0.00017802387],"about_ca_topic_score_codex":0.0017008819,"about_ca_topic_score_gemma":0.0007908405,"teacher_disagreement_score":0.27704245,"about_ca_system_score_codex":0.00025819632,"about_ca_system_score_gemma":0.0009691434,"threshold_uncertainty_score":0.9980846},"labels":[],"label_agreement":null},{"id":"W1979485195","doi":"10.4236/health.2013.59195","title":"Accessibility and availability of health care services to internally displaced persons, in Kitgum and Pader districts, northern Uganda","year":2013,"lang":"en","type":"article","venue":"Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Internally displaced person; Health facility; Medicine; Quarter (Canadian coin); Health care; Focus group; Displaced person; Environmental health; Health services; Socioeconomics; Population; Geography; Refugee; Business; Economic growth; Sociology","score_opus":0.02328805443941454,"score_gpt":0.40374029152544105,"score_spread":0.3804522370860265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979485195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9697416,0.00953753,0.00002842083,0.016497163,0.00023507251,0.003411809,0.00014815952,0.00006729541,0.00033295256],"genre_scores_gemma":[0.99297273,0.00022305167,0.00060556264,0.005497478,0.000056757628,0.00018549363,0.000046213536,0.000029368754,0.00038334157],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99491304,0.0013623155,0.001570298,0.0007212789,0.00033751834,0.0010955693],"domain_scores_gemma":[0.99727106,0.00038648085,0.0006558392,0.0005744418,0.00025910663,0.0008530997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016577998,0.00028807786,0.0008885359,0.00013732865,0.00057738303,0.000023298966,0.00026060766,0.0001885421,0.00016601857],"category_scores_gemma":[0.00014302107,0.00024430396,0.00003684561,0.00040820838,0.000102090904,0.00024393799,0.00033669034,0.00061171595,0.000050200248],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009540364,0.000069244204,0.9326762,0.008344969,0.0000052794394,5.438415e-7,0.04300937,0.0000011657945,0.0000033859499,0.000029229985,0.0019384254,0.013826796],"study_design_scores_gemma":[0.00093795557,0.0003425532,0.9599157,0.0016524525,0.0000032480013,0.0000010870625,0.030979402,0.000068324334,0.0000019171212,0.00011091038,0.0058219475,0.00016450234],"about_ca_topic_score_codex":0.13794203,"about_ca_topic_score_gemma":0.13839416,"teacher_disagreement_score":0.027239513,"about_ca_system_score_codex":0.000995827,"about_ca_system_score_gemma":0.0010488599,"threshold_uncertainty_score":0.99624264},"labels":[],"label_agreement":null},{"id":"W1980134323","doi":"10.1080/13576280500289413","title":"Implementing the CanMEDS™ physician roles in rural specialist education: The multi-specialty community training network","year":2005,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Western University","funders":"","keywords":"Specialty; Preceptor; Competence (human resources); Curriculum; Medical education; Medicine; Graduate medical education; Rural area; Nursing; Psychology; Accreditation; Family medicine; Pedagogy","score_opus":0.10858999855037951,"score_gpt":0.5001156566020705,"score_spread":0.39152565805169093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980134323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4711074,0.007077976,0.00039966896,0.4589023,0.012448693,0.012767254,0.00012383395,0.0002503839,0.036922514],"genre_scores_gemma":[0.8857624,0.00026546023,0.0037061814,0.08423246,0.019482337,0.0022127808,0.00039332235,0.00006394264,0.003881103],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99447024,0.0022653071,0.0012022988,0.00022900103,0.0002742382,0.0015589015],"domain_scores_gemma":[0.9966913,0.0012671743,0.00081820897,0.0007213381,0.00025867164,0.00024329455],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0056830873,0.00023808265,0.00036757873,0.00007684368,0.008698531,0.00004363341,0.00062537857,0.00011288635,0.00019076846],"category_scores_gemma":[0.00026461738,0.00017129768,0.00008901833,0.00063676154,0.00011645277,0.00019236635,0.00012418594,0.0013111155,0.000077154866],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000447138,0.00045532561,0.027103424,0.00022015927,0.000011146174,1.5737074e-8,0.14730456,0.00011248409,6.6408717e-7,0.037023332,0.36287558,0.4248486],"study_design_scores_gemma":[0.0003467523,0.000032120133,0.07031165,0.00049581326,0.000005349565,6.2971606e-7,0.24305655,0.00014447972,6.6185277e-7,0.0016181634,0.68387365,0.00011418206],"about_ca_topic_score_codex":0.020197738,"about_ca_topic_score_gemma":0.37663952,"teacher_disagreement_score":0.4247344,"about_ca_system_score_codex":0.0017183356,"about_ca_system_score_gemma":0.008281198,"threshold_uncertainty_score":0.9973409},"labels":[],"label_agreement":null},{"id":"W1980467020","doi":"10.1016/j.nedt.2006.01.011","title":"Geography: Research and teaching in nurse education","year":2006,"lang":"en","type":"review","venue":"Nurse Education Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Nurse education; Nurse educator; Core curriculum; Sociology; Pedagogy; Nursing; Medicine","score_opus":0.12570563391004408,"score_gpt":0.5900892978559781,"score_spread":0.464383663945934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980467020","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004604544,0.84297085,0.0000010846086,0.0016995037,0.005317182,0.004432267,0.000027983915,0.000103556325,0.14498714],"genre_scores_gemma":[0.0002570812,0.9442954,0.00075298885,0.00035108387,0.0025534388,0.0037810495,0.0012090876,0.00012987823,0.046669975],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914613,0.0039940574,0.0016755018,0.000960011,0.00062340987,0.0012857234],"domain_scores_gemma":[0.9959892,0.0014864649,0.00070977496,0.00097427866,0.00042106348,0.0004192337],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0035693056,0.0005246401,0.0013109505,0.0018946227,0.0013013973,0.000058291833,0.0005037893,0.001116806,0.00039112885],"category_scores_gemma":[0.00055883185,0.0004881882,0.00015022059,0.0010490774,0.00020485831,0.00025012382,0.000065115295,0.004386585,0.0007260594],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057922653,0.00069360796,0.003918631,0.012114485,0.000008644999,5.6363973e-7,0.0014450218,8.319855e-8,2.9931474e-8,0.02613398,0.15874228,0.79693687],"study_design_scores_gemma":[0.00013788186,0.000051089504,0.0019290883,0.05782324,0.000070492766,0.000005821807,0.010153061,8.4788707e-7,2.1884734e-8,0.0037138562,0.92578024,0.00033433991],"about_ca_topic_score_codex":0.008477496,"about_ca_topic_score_gemma":0.001320217,"teacher_disagreement_score":0.79660255,"about_ca_system_score_codex":0.0017232678,"about_ca_system_score_gemma":0.009679731,"threshold_uncertainty_score":0.99999875},"labels":[],"label_agreement":null},{"id":"W1981442959","doi":"10.12927/cjnl.2010.21833","title":"Leadership Attributes: A Key to Optimal Utilization of the Community Health Nursing Workforce","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Workforce; Nursing; Community health; Occupational health nursing; Health care; Sustainability; Business; Work (physics); Public relations; Psychology; Public health; Medicine; Health promotion; Political science","score_opus":0.5132236120015838,"score_gpt":0.4810564799664789,"score_spread":0.03216713203510496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981442959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7718904,0.0016096268,0.004482519,0.19001058,0.0073482846,0.0043178787,0.00006412788,0.00061247515,0.019664126],"genre_scores_gemma":[0.9827214,0.000008581276,0.0039483835,0.009826873,0.0005215753,0.00005682656,0.000044089567,0.00008809119,0.0027842033],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99258024,0.0030144113,0.0011884297,0.00044287374,0.00074429886,0.0020297328],"domain_scores_gemma":[0.9954983,0.0012697942,0.00072036945,0.0014841412,0.00040258057,0.0006248256],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0031025128,0.0003971571,0.0006607116,0.00021566144,0.0032343331,0.00002968524,0.0010730335,0.0005969506,0.00019520325],"category_scores_gemma":[0.0014750103,0.0003420361,0.00017179288,0.001528981,0.0007675184,0.00021312616,0.00007665509,0.0041915537,0.00015078436],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000976389,0.001476841,0.05727679,0.0028536266,0.000047027817,0.0000017593838,0.6460096,0.0009641252,0.0021218664,0.031480353,0.13343677,0.12335483],"study_design_scores_gemma":[0.00225835,0.0008060875,0.11638668,0.048367757,0.00009794112,0.000022582519,0.7981899,0.00095117785,0.0015387919,0.0023104958,0.028156813,0.0009134416],"about_ca_topic_score_codex":0.00076294044,"about_ca_topic_score_gemma":0.0015041146,"teacher_disagreement_score":0.21083099,"about_ca_system_score_codex":0.0010904176,"about_ca_system_score_gemma":0.0010004978,"threshold_uncertainty_score":0.99990314},"labels":[],"label_agreement":null},{"id":"W1981665776","doi":"10.1016/s0140-6736(10)61854-5","title":"Health professionals for a new century: transforming education to strengthen health systems in an interdependent world","year":2010,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5841,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Interdependence; Health professionals; Political science; Medicine; Health care","score_opus":0.09488345334428398,"score_gpt":0.4892298949685402,"score_spread":0.3943464416242562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981665776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54194766,0.002194394,0.00034775672,0.42941284,0.009249317,0.013498036,0.00019296628,0.0002698455,0.002887162],"genre_scores_gemma":[0.9484797,0.000119208475,0.0027585549,0.038412932,0.0050692656,0.0011734505,0.0001511707,0.000058779504,0.0037768993],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960871,0.0010478912,0.0009787587,0.00036516087,0.00028814154,0.0012329792],"domain_scores_gemma":[0.9977428,0.0003970845,0.00039099416,0.0007245771,0.00010588891,0.0006386768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037005746,0.00020670882,0.00070161815,0.00018033768,0.0006925214,0.000029214929,0.0006274213,0.00010313582,0.00008922588],"category_scores_gemma":[0.00011240523,0.00014520499,0.00004495085,0.00038728808,0.000017644821,0.00015615561,0.00006906617,0.0010528218,0.00008570515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007319587,0.00043437755,0.019994866,0.0026589443,0.0000150282085,4.76691e-7,0.093109295,0.00007805159,0.0000609446,0.057616,0.5299651,0.29533494],"study_design_scores_gemma":[0.0017557961,0.00031016403,0.019381875,0.004811805,0.000004664392,0.0000021569008,0.024136595,0.00031209717,0.000003721808,0.0012406094,0.94780874,0.00023175907],"about_ca_topic_score_codex":0.012843894,"about_ca_topic_score_gemma":0.12958634,"teacher_disagreement_score":0.41784364,"about_ca_system_score_codex":0.00053331355,"about_ca_system_score_gemma":0.002558638,"threshold_uncertainty_score":0.99372965},"labels":[],"label_agreement":null},{"id":"W1982635752","doi":"10.1046/j.1365-2923.2004.01764.x","title":"Do students from rural backgrounds engage in rural family practice more than their urban‐raised peers?","year":2004,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Canadian Medical Association; University of Calgary","keywords":"Rural area; Population; Family medicine; Medicine; Psychology; Environmental health","score_opus":0.03331271860542011,"score_gpt":0.46759082737919744,"score_spread":0.4342781087737773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982635752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94799614,0.0015821874,0.000057093526,0.037169497,0.004144989,0.0011457073,0.000017575087,0.00013246536,0.0077543245],"genre_scores_gemma":[0.9715936,0.0003267082,0.0005636526,0.024256561,0.0014102206,0.0003420745,0.00034335718,0.00004088191,0.0011229224],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952124,0.0011964377,0.0009055087,0.00036803054,0.0014718528,0.0008457842],"domain_scores_gemma":[0.99706465,0.0012310343,0.0003409684,0.00052507664,0.00027957253,0.00055868947],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019986152,0.00027845646,0.00039710212,0.00013821348,0.0005273784,0.00003908619,0.00065895333,0.0005385518,0.001312497],"category_scores_gemma":[0.004404202,0.0002339337,0.00006770144,0.0005277517,0.00012876528,0.00046303662,0.00017716107,0.0018793677,0.0007008192],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006788646,0.0038678185,0.6038302,0.00029611695,0.00007981935,0.000034513047,0.21299699,0.000013284507,0.00008073277,0.0031126016,0.1498637,0.02514536],"study_design_scores_gemma":[0.0030321926,0.00010004415,0.4650233,0.002571631,0.000024763702,0.0000034835632,0.43818897,0.000030205356,0.0000051688507,0.0011622314,0.089589246,0.0002687615],"about_ca_topic_score_codex":0.022713784,"about_ca_topic_score_gemma":0.0009131567,"teacher_disagreement_score":0.22519198,"about_ca_system_score_codex":0.0013552998,"about_ca_system_score_gemma":0.004620384,"threshold_uncertainty_score":0.9996004},"labels":[],"label_agreement":null},{"id":"W1982844732","doi":"10.1176/appi.ap.11030047","title":"Systems-Based Aspects in the Training of IMG or Previously Trained Residents: Comparison of Psychiatry Residency Training in the United States, Canada, the United Kingdom, India, and Nigeria","year":2012,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Curriculum; Training (meteorology); Mental health; Graduate medical education; Psychiatry; Residency training; Medicine; Autonomy; Medical education; IMG; Family medicine; Psychology; Political science; Accreditation; Pedagogy; Continuing education","score_opus":0.11333876393943056,"score_gpt":0.43378789836556936,"score_spread":0.3204491344261388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982844732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96792537,0.008009943,0.0000154882,0.018388066,0.002144465,0.0028478615,0.00007658457,0.000040490642,0.0005517322],"genre_scores_gemma":[0.9903263,0.00024959003,0.00030378226,0.008151946,0.00051646994,0.000251014,0.0001179552,0.000053025677,0.000029940347],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9890423,0.0052790055,0.0027238077,0.00039883045,0.0010012741,0.0015547858],"domain_scores_gemma":[0.99332464,0.0038664225,0.0016638361,0.0007965348,0.00012905228,0.00021950695],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007986532,0.0004308485,0.0009161983,0.0005619917,0.0006665999,0.000015070065,0.001380668,0.0006200244,0.00003598895],"category_scores_gemma":[0.00084235385,0.000243652,0.00006997587,0.0031296087,0.00026138913,0.00017626293,0.00007692289,0.00353811,0.000002058852],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043584386,0.00009226974,0.8017079,0.0012394194,0.000036468617,0.0000024583792,0.15913504,0.0004031426,0.0000051857837,0.022347944,0.014494221,0.00010008141],"study_design_scores_gemma":[0.0024744598,0.0002142842,0.46030837,0.0066558444,0.000083006154,0.000016284455,0.52170885,0.00076917774,0.0000013469286,0.0032713886,0.0041891704,0.00030784003],"about_ca_topic_score_codex":0.45373046,"about_ca_topic_score_gemma":0.62423605,"teacher_disagreement_score":0.36257377,"about_ca_system_score_codex":0.000288814,"about_ca_system_score_gemma":0.006717871,"threshold_uncertainty_score":0.9989131},"labels":[],"label_agreement":null},{"id":"W1983414462","doi":"10.1007/s12630-014-0281-z","title":"We should do more to train anesthesia technicians in Africa","year":2014,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Anesthesia; Medicine","score_opus":0.04804030240826685,"score_gpt":0.33038753790520436,"score_spread":0.2823472354969375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983414462","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.065240614,0.004293918,0.000018394461,0.9240711,0.001125731,0.0016764284,0.00003173995,0.00005903821,0.0034830868],"genre_scores_gemma":[0.2063055,0.0008300373,0.0026352,0.7370539,0.028173575,0.00016109498,0.00010880143,0.0014537767,0.02327816],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98356336,0.0024171341,0.0047274423,0.0009947144,0.0021056246,0.0061917095],"domain_scores_gemma":[0.9857033,0.00094456377,0.0033376422,0.0012653662,0.0017650862,0.0069840243],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0063508367,0.0016242155,0.0033823058,0.0056048813,0.0018625885,0.0003295066,0.0037709747,0.0041895355,0.0014756052],"category_scores_gemma":[0.0008303963,0.0015078177,0.0008562787,0.0024449222,0.00046297233,0.0005028417,0.000040498733,0.017935771,0.00039102085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000059325495,0.000013993529,0.0012513956,0.00028135942,0.000044418688,0.45757023,0.008367538,0.00012514868,9.2071804e-7,0.000084952284,0.5312227,0.0009780136],"study_design_scores_gemma":[0.000661408,0.00075342885,0.00043928935,0.005171436,0.00011691911,0.41508517,0.0040690503,0.000005974105,6.530858e-7,0.00050251355,0.57237625,0.0008178882],"about_ca_topic_score_codex":0.0312826,"about_ca_topic_score_gemma":0.0727045,"teacher_disagreement_score":0.1870172,"about_ca_system_score_codex":0.008865047,"about_ca_system_score_gemma":0.022928428,"threshold_uncertainty_score":0.99965054},"labels":[],"label_agreement":null},{"id":"W1983505763","doi":"10.1097/01.acm.0000243340.89496.43","title":"Impact of International Medical Graduates on U.S. and Global Health Care: Summary of the ECFMG 50th Anniversary Invitational Conference","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Medical education; Honor; Medicine; Library science; Variety (cybernetics); Commission; Health care; Scope (computer science); Accountability; Political science; Law","score_opus":0.041678758675155636,"score_gpt":0.4716011473720744,"score_spread":0.4299223886969188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983505763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9262977,0.0049620937,0.00004219789,0.05731549,0.0008675305,0.00057594955,0.000214779,0.000027740465,0.009696478],"genre_scores_gemma":[0.9932051,0.0019290558,0.00004567969,0.0038612832,0.00050821464,0.000009663678,0.0001367283,0.000008367974,0.0002959568],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970408,0.00040539613,0.000919878,0.00023202585,0.0010365436,0.00036536175],"domain_scores_gemma":[0.9978946,0.00075536943,0.0006313201,0.00019124229,0.00029466418,0.00023281391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008023701,0.00016137089,0.00041947374,0.00007734054,0.00017812573,7.047869e-7,0.00041225125,0.00028773266,0.00040720627],"category_scores_gemma":[0.0007561246,0.00009832387,0.000048759015,0.0002853824,0.00056667026,0.00006631432,0.00015221356,0.00083725445,0.0000058334936],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001641547,0.000017610218,0.7600266,0.00022554921,0.000032231674,0.0000019080721,0.0037078355,0.000014631125,0.000033439264,0.027534172,0.20629953,0.0019423639],"study_design_scores_gemma":[0.0023676096,0.0005209801,0.9706675,0.004395594,0.00002270109,0.000008317741,0.0056197913,0.00017470165,0.000011110211,0.009105584,0.006999967,0.00010618083],"about_ca_topic_score_codex":0.0089957565,"about_ca_topic_score_gemma":0.0003440647,"teacher_disagreement_score":0.21064089,"about_ca_system_score_codex":0.0005193498,"about_ca_system_score_gemma":0.001523803,"threshold_uncertainty_score":0.9976034},"labels":[],"label_agreement":null},{"id":"W1983870666","doi":"10.1111/j.1466-7657.2008.00649_1.x","title":"Educational concerns of nurses around the world","year":2008,"lang":"en","type":"editorial","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Global health; Nursing; Health care; International health; Relevance (law); Work (physics); Occupational health nursing; Health education; Health promotion; Declaration; Health policy; Medicine; Public relations; Political science; Public health","score_opus":0.06686868569648056,"score_gpt":0.5365862492083646,"score_spread":0.46971756351188404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983870666","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016064754,0.13270819,0.0000034433715,0.024916908,0.73671836,0.0011785162,0.0003729566,0.000038115177,0.10404748],"genre_scores_gemma":[0.00022035162,0.15819678,0.00014707501,0.0019133227,0.74413127,0.00029531016,0.0011427699,0.00006216991,0.09389098],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99504817,0.0006225412,0.0016542709,0.0004446281,0.0017353006,0.0004951071],"domain_scores_gemma":[0.98949593,0.0062142187,0.0017484173,0.0006196833,0.0017902118,0.00013153433],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075525005,0.0003656845,0.0008735977,0.00015835334,0.0005319138,0.000013280299,0.001276997,0.00040654914,0.0037942885],"category_scores_gemma":[0.0036021676,0.00026749453,0.00028155313,0.0004009403,0.0004464567,0.00011865954,0.00008584206,0.001816378,0.000636692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027567954,0.00009471767,0.0002359311,0.0023679223,0.00007333837,0.0000015805206,0.00041081023,0.000001332202,2.3895666e-7,0.0035801707,0.98945236,0.0037540577],"study_design_scores_gemma":[0.0001608524,0.0000198685,0.000077470126,0.1518569,0.00011052701,0.0000032528817,0.00012660364,0.0000048470656,4.062726e-7,0.00090613373,0.84656096,0.00017217224],"about_ca_topic_score_codex":0.00037813844,"about_ca_topic_score_gemma":0.00023730645,"teacher_disagreement_score":0.14948897,"about_ca_system_score_codex":0.0014442448,"about_ca_system_score_gemma":0.0027392448,"threshold_uncertainty_score":0.9999777},"labels":[],"label_agreement":null},{"id":"W1984619896","doi":"10.12927/cjnl.2009.20611","title":"Commentary: We Are Called upon to Lead","year":2009,"lang":"en","type":"letter","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University Health Network","funders":"","keywords":"Developing country; Life expectancy; Nursing; Workforce; Medicine; Workload; Health care; Developed country; Economic growth; Business; Political science; Environmental health; Population; Economics","score_opus":0.32771482065728746,"score_gpt":0.44781662856749954,"score_spread":0.12010180791021208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984619896","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003279293,0.0026545585,0.00005813056,0.9712565,0.0056863152,0.0027938134,0.00008684369,0.00073246175,0.016403468],"genre_scores_gemma":[0.0020476116,0.00007233099,0.0011153457,0.9428085,0.017135037,0.00016388495,0.00062244025,0.00022706176,0.035807773],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.990944,0.0020488962,0.0012490553,0.0011582552,0.0011024907,0.003497248],"domain_scores_gemma":[0.9960999,0.0010456053,0.0007352149,0.0013316777,0.00025441332,0.0005331821],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00072908425,0.0009198828,0.0014261355,0.00049699616,0.0013643473,0.000046487505,0.0010065516,0.003318945,0.0009446577],"category_scores_gemma":[0.00022091164,0.0009389666,0.0002609344,0.00062982197,0.00015250295,0.00012382184,0.00006281883,0.009679031,0.0052397638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015788793,0.00006798094,0.00027346576,0.0013446305,0.000028982326,0.00021198002,0.0093197655,0.000004923089,0.000003598286,0.000027498265,0.98041195,0.008147314],"study_design_scores_gemma":[0.0008351966,0.00026317412,0.00035936033,0.032613456,0.00011168346,0.000007832437,0.017753024,0.00001313,0.000005375026,0.000662057,0.94658154,0.0007941484],"about_ca_topic_score_codex":0.00050483795,"about_ca_topic_score_gemma":0.00042261987,"teacher_disagreement_score":0.033830408,"about_ca_system_score_codex":0.0034810237,"about_ca_system_score_gemma":0.00033288857,"threshold_uncertainty_score":0.9999686},"labels":[],"label_agreement":null},{"id":"W1984904751","doi":"10.1016/j.socscimed.2009.04.003","title":"A Cuban revolution in medical education: A commentary on Huish","year":2009,"lang":"en","type":"letter","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Sociology; Political science","score_opus":0.04493883757366122,"score_gpt":0.48693285514181767,"score_spread":0.4419940175681564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984904751","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00248831,0.0005302117,0.0000024391986,0.88336813,0.0050538764,0.0012139145,0.000007820288,0.00009822981,0.10723707],"genre_scores_gemma":[0.01062154,0.00020626599,0.00001561602,0.9473908,0.03837895,0.00016203732,0.0002341181,0.000024227873,0.0029664345],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923918,0.0009158882,0.0010977029,0.0007692268,0.0032555878,0.0015697762],"domain_scores_gemma":[0.9978549,0.0004312575,0.0005052664,0.0004349541,0.00033371107,0.00043991665],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003949536,0.00034702968,0.0007715382,0.0005514112,0.0017955482,0.000008354376,0.0011118492,0.0013759258,0.0029832209],"category_scores_gemma":[0.0018928159,0.00028572837,0.00006290016,0.002138274,0.0017270359,0.00015013762,0.00011261196,0.005826821,0.00019150962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020072977,0.000068817986,0.0027965538,0.00015805212,0.0000019256374,0.000056872555,0.008036333,3.3187312e-8,7.6063276e-7,0.0007401507,0.97171783,0.016402595],"study_design_scores_gemma":[0.00072924665,0.00022562502,0.0041158893,0.006863837,0.000017200275,0.0000033106662,0.002685205,0.00000935402,1.3557988e-7,0.0032025434,0.9819238,0.00022381791],"about_ca_topic_score_codex":0.006745157,"about_ca_topic_score_gemma":0.00084653887,"teacher_disagreement_score":0.10427064,"about_ca_system_score_codex":0.0035986637,"about_ca_system_score_gemma":0.0061550103,"threshold_uncertainty_score":0.99995947},"labels":[],"label_agreement":null},{"id":"W1984975670","doi":"10.1503/cmaj.109-3875","title":"CMAJ 2011 election survey: health human resources","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Task force; Task (project management); Human resources; Plan (archaeology); Data science; Computer science; Medicine; Public relations; Political science; Management; Public administration; Geography; Law","score_opus":0.059756867971069334,"score_gpt":0.39533633213527125,"score_spread":0.3355794641642019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984975670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8354794,0.0012895976,0.00013697162,0.059195086,0.0075898003,0.0009982531,0.00012966781,0.00021961954,0.094961636],"genre_scores_gemma":[0.9279579,0.0005478551,0.00023825109,0.054915797,0.0041829953,0.000032824875,0.000066548215,0.00006067062,0.011997165],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9924967,0.0031976397,0.0011691798,0.00023313164,0.001353431,0.0015498594],"domain_scores_gemma":[0.9938001,0.00038482147,0.0009008248,0.00017700171,0.00078049937,0.0039567533],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.011037312,0.00017152097,0.00039068592,0.00028344704,0.0031638686,0.000024352123,0.00036398953,0.0007595614,0.039629333],"category_scores_gemma":[0.0019736318,0.00016140597,0.000079898804,0.00035000537,0.000043756532,0.00015546118,0.000028448365,0.0027753224,0.0021369066],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000090679905,0.000016287746,0.49932748,0.000014852936,0.000023538367,0.000022377691,0.0030192102,8.915101e-8,2.9593653e-7,0.00027833742,0.4928007,0.0044877334],"study_design_scores_gemma":[0.00043794463,0.00010574048,0.5342162,0.00016118847,0.0000046341866,0.000020126854,0.0014920273,0.000007687088,6.0421365e-7,0.00035490686,0.46309072,0.00010816947],"about_ca_topic_score_codex":0.42956632,"about_ca_topic_score_gemma":0.82150745,"teacher_disagreement_score":0.39194113,"about_ca_system_score_codex":0.0045003584,"about_ca_system_score_gemma":0.0070612794,"threshold_uncertainty_score":0.9995253},"labels":[],"label_agreement":null},{"id":"W1985083269","doi":"10.1016/j.outlook.2005.04.004","title":"The new graduates’ professional inheritance","year":2006,"lang":"en","type":"review","venue":"Nursing Outlook","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Polytechnic","funders":"","keywords":"Nursing; Human services; Health care; Nursing shortage; Economic shortage; Nurse education; Medicine; Political science; Law; Government (linguistics)","score_opus":0.12051507253694918,"score_gpt":0.5193686689331382,"score_spread":0.398853596396189,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985083269","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000014334832,0.93880016,0.00002653161,0.004497633,0.012012208,0.003416765,0.000038258855,0.00036541445,0.040841598],"genre_scores_gemma":[9.233224e-7,0.7605703,0.00039892553,0.00035283712,0.002775007,0.00035299777,0.00012067083,0.00014787725,0.23528048],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99290234,0.001716927,0.0019769538,0.0007453675,0.0007596071,0.0018988071],"domain_scores_gemma":[0.9947641,0.0021140133,0.0013532777,0.0011250849,0.00019787619,0.00044565025],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009719576,0.0007714698,0.0019061426,0.000120131284,0.0034903032,0.000049398706,0.0010186316,0.0011975036,0.00019914277],"category_scores_gemma":[0.00025730705,0.00047695133,0.00046459405,0.0006692683,0.00028232927,0.000105375366,0.0001315911,0.0031503104,0.0030288936],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008079632,0.000027935299,0.000015157529,0.0035940525,0.000014808693,0.000003939257,0.0002406189,1.2591642e-7,8.55998e-9,0.0022351712,0.46913916,0.5247209],"study_design_scores_gemma":[0.00021476326,0.000028567583,0.0000124091175,0.14863972,0.00021863551,0.000009000105,0.0002656406,0.0000030824638,3.257003e-8,0.0033894773,0.8468457,0.00037298628],"about_ca_topic_score_codex":0.00033684092,"about_ca_topic_score_gemma":0.00032018338,"teacher_disagreement_score":0.52434796,"about_ca_system_score_codex":0.0018386024,"about_ca_system_score_gemma":0.0044639455,"threshold_uncertainty_score":0.9997682},"labels":[],"label_agreement":null},{"id":"W1985199337","doi":"10.5430/jnep.v5n4p7","title":"An academic and free clinic partnership to develop a sustainable rural training and clinical practice site for the education of undergraduate and advanced practice nurses","year":2015,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Health Resources and Services Administration; University of Northern Colorado","keywords":"General partnership; Internship; Nursing; Medical education; Medicine; Political science","score_opus":0.2839155334897791,"score_gpt":0.6327847400155107,"score_spread":0.34886920652573156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985199337","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46321952,0.02474381,0.0009672532,0.4944851,0.0040669977,0.0023238426,0.0000051463467,0.000027426702,0.010160907],"genre_scores_gemma":[0.8699181,0.009181484,0.102880046,0.014720009,0.0012824349,0.000057279012,0.000007568633,0.000039621667,0.0019134401],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9953945,0.0024500997,0.0012105128,0.00023564992,0.00032976683,0.00037943572],"domain_scores_gemma":[0.96798575,0.024858782,0.0024669603,0.0002391681,0.0037893776,0.00065996905],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.010704321,0.00016587053,0.00037028585,0.00014770233,0.0008215433,0.000072736766,0.00015133078,0.00022258665,0.0000024479325],"category_scores_gemma":[0.119066454,0.00013203036,0.000023183573,0.00037772613,0.00018454851,0.0030829902,0.00005271022,0.0010264134,0.0000012874649],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010392596,0.0015776946,0.006222594,0.00046180593,0.00013476309,0.0000027933506,0.25847602,0.0000115996,0.000042155512,0.017473932,0.0676393,0.6375648],"study_design_scores_gemma":[0.0010900917,0.0010030975,0.0054080924,0.0010702169,0.00047862838,0.0006288609,0.5884252,0.000041329262,0.000001794826,0.004007784,0.39773512,0.00010975791],"about_ca_topic_score_codex":0.0001702309,"about_ca_topic_score_gemma":0.000014930981,"teacher_disagreement_score":0.637455,"about_ca_system_score_codex":0.00019589486,"about_ca_system_score_gemma":0.005432334,"threshold_uncertainty_score":0.9636727},"labels":[],"label_agreement":null},{"id":"W1986019434","doi":"10.1111/j.1440-1584.2007.00929.x","title":"Primary health care in the Kimberley: Is the doctor shortage much bigger than we think?","year":2007,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Primary care; Quarter (Canadian coin); Economic shortage; Shire; Government (linguistics); Primary health care; Physician assistants; Medicine; Health care; Nursing; Population health; Population; Family medicine; General practice; Nurse practitioners; Public health; Geography; Environmental health; Political science","score_opus":0.056685094222472365,"score_gpt":0.4524681133098068,"score_spread":0.39578301908733443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986019434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5848092,0.011150607,0.000022122202,0.39701435,0.0024506238,0.0022868284,0.000075338336,0.000050860304,0.002140086],"genre_scores_gemma":[0.9063596,0.004369968,0.00073399954,0.08266244,0.0017843042,0.000017230606,0.000030961717,0.000062272644,0.0039791893],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9896015,0.0027314196,0.0033388746,0.0002927647,0.001430938,0.0026045104],"domain_scores_gemma":[0.9942651,0.0012128192,0.0022685514,0.00084792543,0.00040890655,0.0009967355],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.011055078,0.00046770665,0.0010647121,0.00032472555,0.0018623107,0.0000462602,0.0013670127,0.0003404225,0.00048189156],"category_scores_gemma":[0.000099244004,0.00025794498,0.0003235258,0.0011211301,0.0002073394,0.00036346924,0.000106968546,0.003980263,0.00016562289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061251654,0.00016225368,0.08469591,0.0015501541,0.000049254024,0.000115096474,0.23328675,0.000008160703,0.0000050165568,0.0021252986,0.6487031,0.028686516],"study_design_scores_gemma":[0.0015411372,0.0015336092,0.20538357,0.0030536205,0.000021867456,0.00018208682,0.29402283,9.902853e-7,0.000009144385,0.0006786757,0.4932918,0.00028065383],"about_ca_topic_score_codex":0.005448023,"about_ca_topic_score_gemma":0.008772442,"teacher_disagreement_score":0.32155046,"about_ca_system_score_codex":0.0024351757,"about_ca_system_score_gemma":0.0034974292,"threshold_uncertainty_score":0.9999873},"labels":[],"label_agreement":null},{"id":"W1986331963","doi":"10.3821/1913-701x(2007)140[359a:aoopa]2.0.co;2","title":"Agreement over Ontario professional allowances","year":2007,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agreement; Business; Political science; Linguistics; Philosophy","score_opus":0.0568905754679477,"score_gpt":0.3986336634873633,"score_spread":0.3417430880194156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986331963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94748235,0.0010749941,0.000071380484,0.00037374426,0.016739916,0.001126287,0.00022205774,0.000052621217,0.032856677],"genre_scores_gemma":[0.94701034,0.0009898182,0.00041288038,0.01434437,0.0026915362,0.000040111016,0.000053208307,0.00006924031,0.034388475],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930433,0.0004328007,0.001581362,0.0005640788,0.001088328,0.0032901333],"domain_scores_gemma":[0.9922174,0.00039972612,0.0006821203,0.00036175238,0.00094247324,0.005396523],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027737422,0.00054049987,0.00057714985,0.0004431031,0.004290955,0.00006537647,0.00091783504,0.00020641446,0.021828678],"category_scores_gemma":[0.00018327554,0.0005265524,0.00017023545,0.0007073083,0.00020666014,0.00046457196,0.00011251852,0.002685746,0.00017998571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00062046596,0.00011818046,0.23415431,0.0006152331,0.0002878712,0.079148926,0.01549255,0.00024871257,0.00052240724,0.0005222162,0.61737025,0.05089889],"study_design_scores_gemma":[0.002749614,0.000057216697,0.0028837072,0.00023279354,0.0000840036,0.035499334,0.00022803685,0.00014592905,0.00017140544,0.00018090026,0.95704144,0.00072563015],"about_ca_topic_score_codex":0.699059,"about_ca_topic_score_gemma":0.9924778,"teacher_disagreement_score":0.3396712,"about_ca_system_score_codex":0.020860171,"about_ca_system_score_gemma":0.025407173,"threshold_uncertainty_score":0.9997186},"labels":[],"label_agreement":null},{"id":"W1986359054","doi":"10.1503/cmaj.1041469","title":"Telemedicine and rural care","year":2005,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Telemedicine; Bridge (graph theory); Rural health; Rural area; Coronavirus disease 2019 (COVID-19); Tertiary care; Point (geometry); Computer science; World Wide Web; Medicine; 2019-20 coronavirus outbreak; Medical emergency; Health care; Family medicine; Political science; Virology; Pathology; Surgery; Mathematics; Law","score_opus":0.013870504940223894,"score_gpt":0.3590911122016325,"score_spread":0.3452206072614086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986359054","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021127146,0.0045147943,0.00000334461,0.96270317,0.0046418826,0.00045118947,0.0001348641,0.00004634507,0.02539167],"genre_scores_gemma":[0.0010936108,0.0018785553,0.0000881162,0.9044769,0.07817745,0.000025965512,0.00024185625,0.00005642838,0.0139611075],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931915,0.0010321374,0.0011902832,0.00024940018,0.0024721636,0.00186452],"domain_scores_gemma":[0.99424154,0.0008398128,0.0008011513,0.00018987173,0.0010428794,0.002884756],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0018449839,0.0003202782,0.00067102094,0.00034398615,0.0015597501,0.00004043786,0.0003954848,0.0046085613,0.023764724],"category_scores_gemma":[0.002381922,0.00028013767,0.000101476304,0.00021827409,0.00007370675,0.00010118422,0.00004762255,0.016074812,0.0010072283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000023297537,0.0000013742597,0.022277117,0.0001572986,0.00004529954,0.00085662067,0.0015341963,1.16694366e-7,2.372231e-8,0.000015682774,0.95235527,0.022754679],"study_design_scores_gemma":[0.00088798156,0.000046315785,0.0031093564,0.0017988674,0.0000493259,0.00016911172,0.0059516532,0.000008960766,2.164694e-8,0.00005416087,0.9876909,0.00023329297],"about_ca_topic_score_codex":0.017756322,"about_ca_topic_score_gemma":0.15000887,"teacher_disagreement_score":0.13225256,"about_ca_system_score_codex":0.0068414914,"about_ca_system_score_gemma":0.011232481,"threshold_uncertainty_score":0.9999651},"labels":[],"label_agreement":null},{"id":"W1986675124","doi":"10.1111/j.1365-2648.2006.04072_2.x","title":"Evidence of nursing shortages or a shortage of evidence?","year":2006,"lang":"en","type":"editorial","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing shortage; Nursing; Population; Health care; Medicine; Power (physics); Psychology; Political science; Law; Nurse education; Government (linguistics); Environmental health","score_opus":0.18920329378980458,"score_gpt":0.5546263985632758,"score_spread":0.3654231047734712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986675124","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017306644,0.06948127,0.0009619166,0.0010198541,0.90780854,0.0014845058,0.000094559786,0.000055995315,0.0017867294],"genre_scores_gemma":[0.09151163,0.024258146,0.029701693,0.00007842652,0.8495219,0.000030204726,0.00003347756,0.0003066357,0.0045579406],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9885424,0.001163514,0.0053753927,0.0005468843,0.0031072646,0.0012645494],"domain_scores_gemma":[0.97240996,0.013057438,0.00929174,0.0008131708,0.0040066913,0.00042098292],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0032374063,0.0006851314,0.0028871922,0.0008066254,0.0004543603,0.000019040814,0.001164686,0.0015741237,0.00022765865],"category_scores_gemma":[0.011457258,0.0005036396,0.00055819564,0.0009933183,0.0005303484,0.0012483845,0.00007412439,0.0041295947,0.000006510621],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005914493,0.0003658378,0.0005599886,0.004487995,0.00008145728,0.000101187296,0.004994997,0.00084475847,0.0014541431,0.00003159083,0.92087454,0.06028901],"study_design_scores_gemma":[0.0014983006,0.0032127146,0.00061373704,0.8150438,0.0008741244,0.000037131074,0.013433009,0.000034721288,0.0008741032,0.0013371541,0.16239308,0.00064814725],"about_ca_topic_score_codex":0.0001352374,"about_ca_topic_score_gemma":0.000104533865,"teacher_disagreement_score":0.81055576,"about_ca_system_score_codex":0.0032085802,"about_ca_system_score_gemma":0.0046996833,"threshold_uncertainty_score":0.9997415},"labels":[],"label_agreement":null},{"id":"W1986953510","doi":"10.1108/17511871011013779","title":"An exploration of policy options to assist district health authorities in attending to the health needs of African Canadians: a case study","year":2010,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Mandate; Public relations; Thematic analysis; Health care; Population; Population health; Health policy; Service delivery framework; Qualitative research; Public health; Medicine; Sociology; Business; Nursing; Political science; Service (business); Environmental health; Marketing","score_opus":0.23967153120223425,"score_gpt":0.48126040971105166,"score_spread":0.2415888785088174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986953510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74977463,0.00057220197,0.00009447197,0.2420892,0.00071109226,0.006312803,0.00025276816,0.000077970486,0.00011484455],"genre_scores_gemma":[0.9741373,0.00006786507,0.0009154245,0.02346551,0.00039338024,0.0008325526,0.000053299107,0.000053898126,0.000080787984],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9903251,0.0035842704,0.0028522292,0.0005156385,0.0005818551,0.0021409015],"domain_scores_gemma":[0.99503547,0.00091091316,0.0012234491,0.001064277,0.00023861256,0.0015272964],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00693754,0.0003597467,0.0010767472,0.0018938725,0.0012360048,0.000028512093,0.000740993,0.00020770346,0.000037729944],"category_scores_gemma":[0.00020229949,0.00032407293,0.000055605302,0.0053716274,0.00008233391,0.00058549264,0.0001142192,0.0013887216,0.000017099681],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013284893,0.00049879256,0.22037864,0.0098198475,0.000009086736,0.000016901462,0.75550014,0.0008555408,0.0000033748217,0.006940559,0.0002055714,0.0056387293],"study_design_scores_gemma":[0.0005848879,0.001719693,0.10044597,0.0036275606,0.000003379829,0.000010382315,0.8917069,0.00026213907,7.2360484e-7,0.00013807246,0.0013145339,0.00018577468],"about_ca_topic_score_codex":0.9266921,"about_ca_topic_score_gemma":0.98588276,"teacher_disagreement_score":0.22436264,"about_ca_system_score_codex":0.0020057566,"about_ca_system_score_gemma":0.005442764,"threshold_uncertainty_score":0.99992114},"labels":[],"label_agreement":null},{"id":"W1987061586","doi":"10.3109/01421590903307857","title":"From medicine's margins – Why all the interest in rural and remote education?","year":2009,"lang":"en","type":"letter","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"University of British Columbia; University of Northern British Columbia","keywords":"Medical education; Medicine; Rural area; Rural health","score_opus":0.07650395526007606,"score_gpt":0.4452905013622213,"score_spread":0.36878654610214523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987061586","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014198458,0.004528532,0.000014264668,0.9421728,0.002953624,0.0010720524,0.000010045675,0.000095805204,0.034954377],"genre_scores_gemma":[0.0021233915,0.0010056688,0.00010341939,0.93557817,0.023508172,0.000069398324,0.00057030766,0.00006551419,0.036975984],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994105,0.00233342,0.001125424,0.00054533075,0.0008564122,0.0010344354],"domain_scores_gemma":[0.99724734,0.0011024724,0.00034376938,0.00079878204,0.00008432022,0.00042331943],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0016715616,0.0004444431,0.0008065544,0.00015600705,0.00025393334,0.000013065601,0.0008651068,0.0024450864,0.01874045],"category_scores_gemma":[0.0017571949,0.0002680344,0.00006645044,0.00022721737,0.00044720684,0.00005873405,0.0002497816,0.0108437175,0.00045380235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015788477,0.000030307172,0.0026188283,0.0001277953,0.00002039482,0.00007643609,0.0040649357,7.9846e-9,1.0867465e-7,0.000053650725,0.94925785,0.04373387],"study_design_scores_gemma":[0.0006133562,0.00005623978,0.0036350302,0.0073197586,0.000046555226,0.00000774641,0.0038866664,0.00011388476,1.924837e-8,0.0071941237,0.9768932,0.00023343139],"about_ca_topic_score_codex":0.04298104,"about_ca_topic_score_gemma":0.005740995,"teacher_disagreement_score":0.04350044,"about_ca_system_score_codex":0.00048643642,"about_ca_system_score_gemma":0.00086069916,"threshold_uncertainty_score":0.9999772},"labels":[],"label_agreement":null},{"id":"W1987144524","doi":"10.7899/1042-5055-26.1.1","title":"Diversity in the Chiropractic Profession: Preparing for 2050","year":2012,"lang":"en","type":"article","venue":"Journal of Chiropractic Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Chiropractic Association","funders":"","keywords":"Chiropractic; Diversity (politics); Census; Population; Socioeconomic status; Gender diversity; Medicine; Demographics; Health equity; Health care; Medical education; Family medicine; Alternative medicine; Political science; Sociology; Demography; Law; Pathology; Management","score_opus":0.12058164637251655,"score_gpt":0.5020083960861215,"score_spread":0.3814267497136049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987144524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9653515,0.00122397,0.00008273271,0.0139465565,0.0063236756,0.0012255554,0.0000011534268,0.0000118750495,0.011832939],"genre_scores_gemma":[0.9904995,0.0002300049,0.0030989666,0.002400148,0.0027222305,0.00007342511,0.0000060378597,0.000015927677,0.00095374894],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971303,0.0008438006,0.0008817516,0.00011357388,0.00047473135,0.00055584346],"domain_scores_gemma":[0.99563736,0.0016061786,0.0018715396,0.00028490397,0.0004103029,0.00018969183],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0052690245,0.00013661815,0.00027320668,0.00016229012,0.0017027777,0.000012396765,0.00034663008,0.00016463891,0.000126494],"category_scores_gemma":[0.0027380157,0.0000901766,0.00009343067,0.0003062888,0.000025717443,0.0013877254,0.00015942089,0.0011514031,0.000043017513],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007677662,0.002113185,0.72079396,0.00072867284,0.00004690776,0.0000018459895,0.124541245,0.000011942385,0.00006835408,0.005632919,0.12760314,0.017690087],"study_design_scores_gemma":[0.00093438756,0.00018392669,0.40048495,0.00093593384,0.00013213945,0.00010710216,0.086911246,0.000014589211,0.000011423122,0.0023717838,0.50778055,0.00013197504],"about_ca_topic_score_codex":0.00022878293,"about_ca_topic_score_gemma":0.000058872138,"teacher_disagreement_score":0.3801774,"about_ca_system_score_codex":0.0005059432,"about_ca_system_score_gemma":0.0008298118,"threshold_uncertainty_score":0.9995969},"labels":[],"label_agreement":null},{"id":"W1987373899","doi":"10.1503/cmaj.1040764","title":"Match or mismatch?","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medical education; Medicine","score_opus":0.025770189590341407,"score_gpt":0.38927682047504253,"score_spread":0.36350663088470114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987373899","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42328507,0.0004666157,0.0002712507,0.4713606,0.0088228,0.00071824715,0.000058437123,0.00016486624,0.09485213],"genre_scores_gemma":[0.69909364,0.00088438974,0.0018675867,0.248756,0.011806275,0.00006157364,0.000027156753,0.0000852745,0.037418123],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959184,0.00041065077,0.0008059494,0.0001529316,0.0014509358,0.0012611267],"domain_scores_gemma":[0.99491066,0.00038048215,0.00036158733,0.00013109371,0.00054086995,0.0036753109],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0026472798,0.00013283266,0.0002744865,0.00014133405,0.0015277573,0.000029988068,0.00032157835,0.0008179887,0.0356751],"category_scores_gemma":[0.00328112,0.00010493944,0.00006851617,0.00036404273,0.000029367915,0.00013236326,0.000023021636,0.0023030972,0.0049859034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029679382,0.000030068351,0.08069769,0.00005434786,0.00005521438,0.00097584317,0.00377448,0.000015939211,0.0000013566784,0.0036832576,0.8995436,0.011138512],"study_design_scores_gemma":[0.0015453922,0.000048298094,0.0103832865,0.0005487669,0.000010042432,0.0001398363,0.005079593,0.000010879315,0.0000012317067,0.0024195567,0.97968054,0.00013257777],"about_ca_topic_score_codex":0.027911253,"about_ca_topic_score_gemma":0.3204483,"teacher_disagreement_score":0.29253706,"about_ca_system_score_codex":0.0058051674,"about_ca_system_score_gemma":0.016866267,"threshold_uncertainty_score":0.9999986},"labels":[],"label_agreement":null},{"id":"W1987735217","doi":"10.1503/cmaj.109-4950","title":"Broken trust drives native health disparities","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Distrust; Indigenous; Health equity; Criminology; Economic Justice; Criminal justice; Political science; Public relations; Medicine; Sociology; Health care; Law","score_opus":0.016815585111371913,"score_gpt":0.37061857467930914,"score_spread":0.3538029895679372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987735217","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14804144,0.0013425858,0.00072108704,0.6865362,0.009127608,0.0009170056,0.00013809002,0.00017958398,0.15299642],"genre_scores_gemma":[0.7886211,0.000848092,0.00039466744,0.18823935,0.007006442,0.000042443386,0.000037976748,0.000046094337,0.014763779],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938219,0.0020185558,0.00096067373,0.00019851151,0.0015263656,0.0014739835],"domain_scores_gemma":[0.99343985,0.0010956823,0.0006766174,0.00014156992,0.00060790294,0.0040384005],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005477018,0.00016513468,0.0004341259,0.00020004685,0.0024391655,0.000042467906,0.00034575164,0.0005811214,0.007875908],"category_scores_gemma":[0.006201727,0.00014910822,0.00008564992,0.00028136143,0.00006733042,0.00017119151,0.000033368007,0.002517572,0.0008491491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000055208507,0.000011832526,0.31680948,0.000044215576,0.000032512322,0.000013806992,0.002474399,0.0000022173356,9.1425015e-8,0.010615281,0.6492796,0.020711023],"study_design_scores_gemma":[0.00073964515,0.00007878435,0.0930603,0.00043945014,0.000005551536,0.00001643096,0.0037254842,0.00028124792,2.3990813e-7,0.0018880845,0.8996325,0.00013226883],"about_ca_topic_score_codex":0.03868989,"about_ca_topic_score_gemma":0.24692427,"teacher_disagreement_score":0.6405797,"about_ca_system_score_codex":0.004399428,"about_ca_system_score_gemma":0.008577794,"threshold_uncertainty_score":0.99992883},"labels":[],"label_agreement":null},{"id":"W198814814","doi":"","title":"Family Physician Access among Trans People in Ontario: A Cross-sectional Analysis of Social Determinants of Health and Inequality Issues.","year":2012,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Inequality; Social inequality; Social determinants of health; Public health; Health equity; Sociology; Environmental health; Gerontology; Medicine; Nursing","score_opus":0.22614427790917527,"score_gpt":0.48466935093834107,"score_spread":0.25852507302916583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W198814814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9984368,0.00019607216,0.000046378,0.000054362812,0.0002550191,0.00065315655,0.00012550222,0.000042721193,0.00018995978],"genre_scores_gemma":[0.998436,0.00004500229,0.000014847556,0.0003994759,0.000052103493,0.0000045510233,0.00006493314,0.000024933033,0.0009581734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99540746,0.0014388342,0.0011866458,0.00046771686,0.00053065666,0.0009687061],"domain_scores_gemma":[0.99764806,0.00024950886,0.0010933898,0.00036626303,0.00026954405,0.00037321317],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018105311,0.00029875114,0.0012207058,0.0009305361,0.0005677334,0.00003402806,0.0005573117,0.00039459317,0.00005624247],"category_scores_gemma":[0.00003861284,0.00034007453,0.00020882946,0.0017504989,0.00022830235,0.0019534663,0.00034701757,0.0009220276,0.0000072777016],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002287787,0.00024371299,0.9828408,0.0004845966,0.00013052292,0.0000038995627,0.01582656,0.000014987683,0.000020982225,0.00004335316,4.3215516e-7,0.00016138975],"study_design_scores_gemma":[0.0011758042,0.000094144685,0.99478036,0.0003033567,0.00013680567,3.354424e-7,0.0029871808,0.000001227823,0.000024556084,0.000024706898,0.00023333354,0.00023816979],"about_ca_topic_score_codex":0.035489976,"about_ca_topic_score_gemma":0.74902916,"teacher_disagreement_score":0.7135392,"about_ca_system_score_codex":0.0009049311,"about_ca_system_score_gemma":0.00057241425,"threshold_uncertainty_score":0.9999051},"labels":[],"label_agreement":null},{"id":"W1988313253","doi":"10.15273/dmj.vol29no1.4314","title":"Attitudes and Expectations of Graduating Canadian Medical Students Toward Their Future - Step 1: Dalhousie University Medical School","year":2001,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medical education; Medical school; Process (computing); Psychology; Point (geometry); Medicine; Computer science","score_opus":0.030765216513220086,"score_gpt":0.3820751703911227,"score_spread":0.35130995387790265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988313253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.927281,0.0021087895,0.0005386948,0.06080167,0.0023060725,0.0006011055,0.00005250731,0.00012871929,0.0061814114],"genre_scores_gemma":[0.97755367,0.009325989,0.00073571276,0.007955957,0.0036715423,0.000009408822,0.00003116084,0.000057368725,0.0006591667],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897036,0.0014830558,0.0013450419,0.00045215318,0.0055903634,0.0014257627],"domain_scores_gemma":[0.9869478,0.001029037,0.00048627795,0.00034970787,0.00053622096,0.010650956],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045080753,0.0003513346,0.0007634535,0.00039917216,0.001859327,0.000040852847,0.001716393,0.0012138118,0.026286839],"category_scores_gemma":[0.0064625675,0.00028328088,0.00014042502,0.00068889564,0.00051496667,0.00025135084,0.0005734426,0.004279453,0.00013911471],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017794904,0.0003338403,0.87345165,0.00031206908,0.00022933102,0.0043262444,0.012661693,0.000001587061,0.000002218329,0.0009505707,0.046095606,0.06145724],"study_design_scores_gemma":[0.0076028267,0.00038030028,0.45089227,0.0065252567,0.00012184192,0.0025961103,0.12602276,0.0010292312,0.0000017439535,0.00027307283,0.40382153,0.00073306233],"about_ca_topic_score_codex":0.018157728,"about_ca_topic_score_gemma":0.17604259,"teacher_disagreement_score":0.42255938,"about_ca_system_score_codex":0.0005248715,"about_ca_system_score_gemma":0.012230862,"threshold_uncertainty_score":0.9999619},"labels":[],"label_agreement":null},{"id":"W1988645509","doi":"10.3325/cmj.2014.55.452","title":"Emigration-related attitudes of the final year medical students in Croatia: a cross-sectional study at the dawn of the EU accession","year":2014,"lang":"en","type":"article","venue":"Croatian Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Croatian; Medicine; Demography; Accession; Confidence interval; Cross-sectional study; Odds ratio; Specialty; Health care; Family medicine; Geography; Political science; European union; Business; Law","score_opus":0.04644008990442582,"score_gpt":0.47103883682705494,"score_spread":0.4245987469226291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988645509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870468,0.00019273681,0.000028858549,0.008842344,0.002190695,0.00091570965,0.00000779457,0.000013757062,0.00076131674],"genre_scores_gemma":[0.9961029,0.00005737982,0.000018061855,0.0019687717,0.00047121753,0.000035578243,0.000003182923,0.000020853915,0.0013220056],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9884637,0.0036829582,0.0021969355,0.00028719904,0.004797462,0.00057174935],"domain_scores_gemma":[0.9957441,0.0016923352,0.0011621617,0.00059251284,0.00038754538,0.00042132332],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01039344,0.00021345734,0.00045295956,0.00008433153,0.0018756258,0.00004321194,0.0026937136,0.00053369266,0.007238175],"category_scores_gemma":[0.006991121,0.00009465814,0.00019343015,0.0006646401,0.0009417292,0.00011591601,0.0012678728,0.0031485877,0.000056003322],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121880534,0.000491884,0.9884531,0.00007246095,0.00004795599,0.0000071885243,0.0026818411,0.000038505987,0.000013751728,0.00025903288,0.0071126134,0.0006998013],"study_design_scores_gemma":[0.0028762184,0.00012574405,0.99218965,0.001452046,0.000025137522,0.00003788521,0.001258601,0.00018451145,0.000017652223,0.00030076137,0.0014472266,0.00008458297],"about_ca_topic_score_codex":0.0009124774,"about_ca_topic_score_gemma":0.008509379,"teacher_disagreement_score":0.009056161,"about_ca_system_score_codex":0.00032871406,"about_ca_system_score_gemma":0.0015668052,"threshold_uncertainty_score":0.9994238},"labels":[],"label_agreement":null},{"id":"W1988687718","doi":"10.1111/j.1365-2929.2006.02584.x","title":"General emergency medicine skills for rural doctors","year":2006,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; South Health Campus; University of Calgary","funders":"","keywords":"Context (archaeology); Medicine; Rural area; Pace; Medical emergency; Emergency medical services; Medical education","score_opus":0.02176387780123087,"score_gpt":0.48264983396624916,"score_spread":0.4608859561650183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988687718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87288857,0.0014735743,0.00061142247,0.05904982,0.020673329,0.0016460494,0.0000095248815,0.00018659384,0.04346113],"genre_scores_gemma":[0.70180196,0.0006437522,0.0022673844,0.017416956,0.023108054,0.0018942258,0.0013870584,0.0000796251,0.25140098],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974573,0.00020365433,0.0009526645,0.00021934835,0.00054877537,0.00061822624],"domain_scores_gemma":[0.99865,0.00025677294,0.00023764493,0.00024289919,0.00031508328,0.0002975716],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008378348,0.00014995299,0.00025402522,0.00008781182,0.0004989958,0.0000015618364,0.00020955964,0.0002926644,0.018642481],"category_scores_gemma":[0.0019536742,0.0001159069,0.00005423069,0.00028150686,0.00008317324,0.00007418343,0.000031734966,0.00032032607,0.0002610491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014766575,0.00018727314,0.04539639,0.00017499621,0.0000035840524,1.4982851e-7,0.00072964025,7.577842e-7,0.000020288408,0.011377206,0.92907035,0.013024612],"study_design_scores_gemma":[0.0007081114,0.00008929726,0.06553806,0.0005292085,0.000020588268,0.0000011337835,0.0016736841,0.00012117537,0.0000071719687,0.0096311355,0.9215442,0.00013626588],"about_ca_topic_score_codex":0.006094592,"about_ca_topic_score_gemma":0.0008444086,"teacher_disagreement_score":0.20793985,"about_ca_system_score_codex":0.00026356208,"about_ca_system_score_gemma":0.0013508862,"threshold_uncertainty_score":0.9822546},"labels":[],"label_agreement":null},{"id":"W1988932875","doi":"10.3821/145.6.cpj285","title":"Cuts to Supplemental Health Benefits for Refugees: Expanding the Understanding of Patient-Centred Care","year":2012,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Pharmacists Association","funders":"","keywords":"Refugee; Health care; Nursing; Medicine; Psychology; Gerontology; Political science","score_opus":0.11514480704752905,"score_gpt":0.4118983970383272,"score_spread":0.29675358999079815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988932875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.946828,0.022828285,0.00017606057,0.002383153,0.013773021,0.0055538444,0.0068353647,0.000057017056,0.0015652415],"genre_scores_gemma":[0.9883945,0.0010519488,0.00044006744,0.0083094435,0.0012748056,0.00011440387,0.00013367408,0.000077417906,0.00020372447],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99441844,0.0004956026,0.00128878,0.00032446077,0.0005758026,0.0028969091],"domain_scores_gemma":[0.9937058,0.00043538716,0.0007285454,0.0003011079,0.00056241587,0.0042667366],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006361044,0.00038145616,0.00053999526,0.00033902298,0.004474021,0.0000430414,0.00060903444,0.000085275235,0.0008852406],"category_scores_gemma":[0.00021180268,0.0003356687,0.00015449835,0.0006826582,0.000100975805,0.00033133093,0.00009304557,0.0007439088,0.000010597031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0006834116,0.000103981336,0.039593928,0.0032516287,0.00035427816,0.0007261726,0.32057828,0.0015814324,0.0003294329,0.0031770498,0.57529134,0.054329075],"study_design_scores_gemma":[0.005683103,0.00040373884,0.000062671395,0.0009831168,0.0002115772,0.015217104,0.064970404,0.0002539224,0.0013655719,0.00013464523,0.9095717,0.0011424622],"about_ca_topic_score_codex":0.05101737,"about_ca_topic_score_gemma":0.25751677,"teacher_disagreement_score":0.33428034,"about_ca_system_score_codex":0.016600845,"about_ca_system_score_gemma":0.0063215746,"threshold_uncertainty_score":0.9999095},"labels":[],"label_agreement":null},{"id":"W1988948358","doi":"10.1503/cmaj.109-4843","title":"Seeking a better (residency) match","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residency training; Medical education; Medical school; Process (computing); Graduate medical education; Computer science; Medicine; Family medicine; Accreditation; Continuing education","score_opus":0.016203395814289912,"score_gpt":0.3562844951282265,"score_spread":0.3400810993139366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988948358","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36373872,0.00029999693,0.0010958889,0.45321408,0.0077733397,0.00048749815,0.000019396242,0.00013915908,0.17323191],"genre_scores_gemma":[0.7663101,0.00012729371,0.0008985241,0.21243158,0.011273272,0.000028710507,0.000011223611,0.000047179437,0.00887214],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951518,0.0011820858,0.0007879216,0.00016676959,0.0014660518,0.001245341],"domain_scores_gemma":[0.99530023,0.00085602375,0.00041099646,0.00014744238,0.00050472456,0.0027805874],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005150211,0.00013028945,0.00027736338,0.00016668097,0.0014460203,0.00003596814,0.0003197619,0.0007426223,0.021732291],"category_scores_gemma":[0.0046203434,0.00011867764,0.000074570504,0.00025792216,0.000023778171,0.00013473895,0.000029645948,0.0024538164,0.0034284783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030245724,0.000004805519,0.3793106,0.00002346819,0.000019332232,0.000057658213,0.0008077715,0.0000010463244,0.0000016338166,0.0014721747,0.598882,0.019416453],"study_design_scores_gemma":[0.0005599603,0.000025218218,0.06202338,0.00043391148,0.000010017691,0.000034173063,0.00089757773,0.00037322156,4.8006046e-7,0.0028100298,0.93270886,0.00012315769],"about_ca_topic_score_codex":0.013577813,"about_ca_topic_score_gemma":0.13956742,"teacher_disagreement_score":0.40257135,"about_ca_system_score_codex":0.002372585,"about_ca_system_score_gemma":0.004774343,"threshold_uncertainty_score":0.99985397},"labels":[],"label_agreement":null},{"id":"W1989510288","doi":"10.1177/1715163513508733","title":"Expanded authority for Quebec pharmacists delayed in wake of ongoing negotiations on compensation","year":2013,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wake; Negotiation; Compensation (psychology); Political science; Psychology; Law; Social psychology; Engineering; Aerospace engineering","score_opus":0.06980073893494503,"score_gpt":0.39105049951664633,"score_spread":0.3212497605817013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989510288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9885039,0.00029565953,0.0003043049,0.00082581054,0.003854551,0.0029585874,0.0007701572,0.00004798386,0.002439076],"genre_scores_gemma":[0.9911573,0.0007236089,0.00064439786,0.0044929553,0.0008353536,0.0003123248,0.00014233963,0.00007584549,0.0016158829],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945119,0.00075185834,0.0017925764,0.0004956959,0.0005643359,0.0018836553],"domain_scores_gemma":[0.9935226,0.0009806912,0.0008749773,0.00033356706,0.0014696971,0.0028185062],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001324014,0.00045889485,0.00071013434,0.00070953043,0.0018374466,0.00006982692,0.00065250037,0.00018706844,0.002403346],"category_scores_gemma":[0.00078141794,0.0004940351,0.00017214095,0.00092117616,0.0001469794,0.00058480864,0.000045867597,0.0013837928,0.000056471315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001815865,0.00061653886,0.09076869,0.0042357175,0.0006672029,0.007863232,0.03157339,0.015881624,0.011773348,0.0039208657,0.60233563,0.22854792],"study_design_scores_gemma":[0.08741519,0.0016044333,0.013409979,0.0039787847,0.0013968154,0.0921573,0.0039331825,0.25893065,0.012880859,0.0086115245,0.5059253,0.009755985],"about_ca_topic_score_codex":0.43686047,"about_ca_topic_score_gemma":0.78004247,"teacher_disagreement_score":0.34318197,"about_ca_system_score_codex":0.007933042,"about_ca_system_score_gemma":0.0102548795,"threshold_uncertainty_score":0.99975115},"labels":[],"label_agreement":null},{"id":"W1989781775","doi":"10.1177/1527154408327289","title":"The Impact of Global Inequities on Health Professional Migration","year":2008,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Society for International Health","funders":"","keywords":"Transparency (behavior); Accountability; Health care; Public health; Social determinants of health; Civil society; Economic growth; Healthcare system; Health policy; Global health; International health; Business; Political science; Public relations; Medicine; Nursing; Economics","score_opus":0.09731914151812497,"score_gpt":0.5695300405954556,"score_spread":0.47221089907733066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989781775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5217912,0.00196775,0.00014153318,0.33686188,0.0028469556,0.0021614826,0.00037828673,0.00027716157,0.13357374],"genre_scores_gemma":[0.98597693,0.00095306477,0.0005749352,0.007496092,0.0016091394,0.000055746485,0.000034182467,0.00003874044,0.0032611836],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99400145,0.0021427383,0.001161714,0.0002908812,0.0007546855,0.0016485439],"domain_scores_gemma":[0.9926811,0.0041874726,0.0012833779,0.00062798255,0.00071959244,0.000500491],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012829468,0.00029710386,0.0004499829,0.000106296815,0.0038643684,0.000021534286,0.0003406752,0.00023041073,0.00003601134],"category_scores_gemma":[0.0056295847,0.0002072097,0.0001501271,0.0006535588,0.00051099266,0.00041698542,0.000070164395,0.0008840347,0.00017566515],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00062557706,0.00061843474,0.012426874,0.0001484296,0.000065299486,0.0000049178348,0.018388117,0.00014302066,0.000007982244,0.7206026,0.24358037,0.0033884065],"study_design_scores_gemma":[0.0035617033,0.004472977,0.32818565,0.007367294,0.00011289647,0.00041977243,0.049154397,0.0010046728,0.000045242014,0.13794516,0.46675435,0.0009758792],"about_ca_topic_score_codex":0.061082575,"about_ca_topic_score_gemma":0.0003949002,"teacher_disagreement_score":0.5826574,"about_ca_system_score_codex":0.0050004777,"about_ca_system_score_gemma":0.008565344,"threshold_uncertainty_score":0.9988192},"labels":[],"label_agreement":null},{"id":"W1989878121","doi":"10.12927/hcpol.2013.23207","title":"Rural Health Services: Finding the Light at the End of the Tunnel","year":2013,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Staffing; Business; Health care; Sustainability; Nursing; Health services; Catchment area; Service (business); Rural area; Population; Public relations; Environmental planning; Medicine; Geography; Environmental health; Economic growth; Political science; Marketing; Drainage basin","score_opus":0.04452593953638628,"score_gpt":0.43062054349182366,"score_spread":0.3860946039554374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989878121","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35459995,0.004134777,0.0000011518977,0.6282388,0.0011548297,0.0038637284,0.00009804942,0.000104275685,0.007804445],"genre_scores_gemma":[0.89080364,0.0007758634,0.000030113139,0.09854416,0.0012772552,0.0005007961,0.000019779962,0.000058235506,0.00799015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99275434,0.002737266,0.0014134645,0.00035409143,0.0007473262,0.001993531],"domain_scores_gemma":[0.9951873,0.0009922205,0.0011695523,0.0017711209,0.0003782553,0.00050158385],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001493532,0.00035267152,0.0005487124,0.00010279751,0.0054031517,0.000025045108,0.0013299298,0.00030469842,0.00097301137],"category_scores_gemma":[0.00015739932,0.00015948301,0.00019418637,0.001141588,0.00030691025,0.00014657216,0.00087648263,0.0013433222,0.0012534139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014690023,0.00014133986,0.26728323,0.01121622,0.00010217234,0.000001717732,0.23503274,0.00004227433,0.00017384093,0.16304336,0.28681275,0.036003456],"study_design_scores_gemma":[0.0009394262,0.00021393833,0.35548615,0.0046733515,0.000020610867,0.000024076257,0.07437101,0.00014357087,0.000065866174,0.008802683,0.5549097,0.00034962312],"about_ca_topic_score_codex":0.28061295,"about_ca_topic_score_gemma":0.05578698,"teacher_disagreement_score":0.5362037,"about_ca_system_score_codex":0.0015205919,"about_ca_system_score_gemma":0.0022550584,"threshold_uncertainty_score":0.9999402},"labels":[],"label_agreement":null},{"id":"W1989941060","doi":"10.12927/hcpap.2013.23522","title":"Is the Deck Stacked against Fundamental Health Human Resources Redesign in Canada?","year":2013,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agile software development; Deck; Human resources; Human health; Host (biology); Business; Engineering; Political science; Medicine; Environmental health; Ecology; Law","score_opus":0.10152602878566616,"score_gpt":0.3985934265159938,"score_spread":0.29706739773032764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989941060","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3097658,0.0010187682,0.0000032860778,0.6752936,0.0018881849,0.00863945,0.0008862023,0.0003156062,0.002189106],"genre_scores_gemma":[0.0074109794,0.001138453,0.00028419585,0.9717781,0.0008195565,0.0037795168,0.0016408339,0.00060894655,0.012539398],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9747488,0.0063712792,0.0053277537,0.0029628149,0.003002053,0.0075873155],"domain_scores_gemma":[0.9865197,0.00436582,0.003049027,0.0034096933,0.00044207592,0.0022137172],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003950392,0.0021343385,0.0033847226,0.0008184855,0.0059102457,0.0001678717,0.002690747,0.002061456,0.0025166182],"category_scores_gemma":[0.0004298852,0.0017605221,0.00045170856,0.0018708946,0.00017142775,0.0002457687,0.0012413985,0.010312375,0.0024737825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004611908,0.00014585102,0.010401986,0.001522721,0.00010572425,0.00019570017,0.03000291,0.000010422133,0.000008413892,0.000086983724,0.95626205,0.0007960287],"study_design_scores_gemma":[0.002337091,0.0012918044,0.011472419,0.00010803064,0.00004172634,0.000015061681,0.009617343,0.00009564572,0.0000023412524,0.00006538853,0.97350264,0.0014504873],"about_ca_topic_score_codex":0.9318834,"about_ca_topic_score_gemma":0.9578952,"teacher_disagreement_score":0.3023548,"about_ca_system_score_codex":0.036709618,"about_ca_system_score_gemma":0.014773599,"threshold_uncertainty_score":0.9992341},"labels":[],"label_agreement":null},{"id":"W1990265755","doi":"10.1097/acm.0b013e31827c6cd3","title":"Medical Education in the Caribbean","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Specialty; Family medicine; Medicine; Economic shortage; Medical school; Primary care; Quarter (Canadian coin); Commission; Medical education; Political science; Government (linguistics); Geography","score_opus":0.07144629752970381,"score_gpt":0.5278447311956029,"score_spread":0.4563984336658991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990265755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6645372,0.013036255,0.0000413393,0.17951252,0.004314193,0.0011282372,0.0000010840823,0.000076928416,0.13735223],"genre_scores_gemma":[0.91318125,0.0012031335,0.000020503612,0.0765569,0.005179574,0.00014244382,0.000025909107,0.000012303404,0.0036779642],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99669415,0.0009279195,0.0006924935,0.00014242656,0.00076076866,0.0007822415],"domain_scores_gemma":[0.9979215,0.0011563444,0.00015684507,0.00029693474,0.000053801534,0.00041452204],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005610459,0.000118617245,0.00023506621,0.00009378015,0.00023813464,4.800005e-7,0.00046673743,0.00049891707,0.0032716698],"category_scores_gemma":[0.0034683475,0.000066320594,0.000013747279,0.00040413666,0.00013456575,0.00010772575,0.00006266396,0.0024768119,0.000588358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009669961,0.000012796761,0.41359308,0.00007538878,0.000001753052,8.82773e-7,0.038882088,4.734118e-8,0.0000038686308,0.033137932,0.50773305,0.006549425],"study_design_scores_gemma":[0.00061386277,0.000033990327,0.09316704,0.001554953,0.000015150285,0.000015570471,0.06960567,0.000017481938,0.0000010203008,0.0023565062,0.8325382,0.00008057611],"about_ca_topic_score_codex":0.001973323,"about_ca_topic_score_gemma":0.00017622541,"teacher_disagreement_score":0.32480514,"about_ca_system_score_codex":0.00018076942,"about_ca_system_score_gemma":0.000928336,"threshold_uncertainty_score":0.9998245},"labels":[],"label_agreement":null},{"id":"W1990401912","doi":"10.1080/10599240903389672","title":"International Nursing Student Exchange: Rural and Remote Clinical Experiences in Australia","year":2010,"lang":"en","type":"article","venue":"Journal of Agromedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Health Authority; Covenant Health; University of Saskatchewan","funders":"","keywords":"Nursing; Indigenous; Autonomy; Medicine; Health care; Incentive; Cultural safety; Rural area; Public health nursing; Public health; Nurse education; Economic growth; Political science","score_opus":0.09569445357239707,"score_gpt":0.5663116469918438,"score_spread":0.4706171934194467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990401912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781775,0.0003176821,0.00002324548,0.009024783,0.009990509,0.00019305502,7.8530763e-7,0.000007753183,0.0022646843],"genre_scores_gemma":[0.9926011,0.00080664817,0.0016791066,0.0005693082,0.003317269,0.0000021622475,0.0000014114387,0.0000075995517,0.0010153827],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975168,0.00022044686,0.0013232711,0.00011253484,0.00050007086,0.00032684076],"domain_scores_gemma":[0.9983611,0.00037189038,0.0006287959,0.0001133162,0.00021758379,0.00030728584],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023592883,0.00010603865,0.00039656978,0.00018918667,0.0001036096,0.000007368919,0.00025437915,0.00017952066,0.0012800979],"category_scores_gemma":[0.0004502376,0.000073482755,0.00004320816,0.00014969669,0.00022539857,0.00016302984,0.000052795625,0.001541965,0.000015166668],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000485001,0.00029926145,0.7690485,0.000100956786,0.000041589778,0.00023959705,0.085122004,8.698868e-7,0.0006085246,0.0002114904,0.030407378,0.11343481],"study_design_scores_gemma":[0.002760533,0.0006021331,0.8543931,0.0032939191,0.000019424418,0.00013870097,0.10335656,0.000048351463,0.0000052740183,0.00036010065,0.03493072,0.00009115481],"about_ca_topic_score_codex":0.0001794952,"about_ca_topic_score_gemma":0.0001561469,"teacher_disagreement_score":0.11334365,"about_ca_system_score_codex":0.000113053684,"about_ca_system_score_gemma":0.00010218633,"threshold_uncertainty_score":0.9996329},"labels":[],"label_agreement":null},{"id":"W1990456166","doi":"10.1016/j.profnurs.2012.06.005","title":"Developing a Prelicensure Exam for Canada: An International Collaboration","year":2013,"lang":"en","type":"article","venue":"Journal of Professional Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Test (biology); Preparedness; Blueprint; Licensure; Medical education; Debriefing; Psychology; Medicine; Nursing; Political science; Engineering","score_opus":0.0590412667036002,"score_gpt":0.4820524336997434,"score_spread":0.42301116699614316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990456166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9330331,0.0003100023,0.0025684843,0.041617937,0.018827634,0.0016327029,0.000030223155,0.000030608844,0.0019492941],"genre_scores_gemma":[0.9500724,0.00003586622,0.040897135,0.003609898,0.0026630927,0.000101892,0.000044084944,0.00003976895,0.0025358335],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970833,0.00039877323,0.0011504787,0.00017200109,0.00069726433,0.00049819343],"domain_scores_gemma":[0.99479747,0.0005732903,0.001053754,0.00013829798,0.003148548,0.0002886251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008876422,0.00015898119,0.0003179698,0.00013698472,0.0008182582,0.000025580917,0.00033999383,0.0002019788,0.00037244448],"category_scores_gemma":[0.0005590942,0.00012699686,0.000049100854,0.0002255171,0.000034483313,0.00097466196,0.000031466338,0.0005900154,0.000012903686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016037779,0.00054764765,0.07478079,0.00063153176,0.00017138428,0.000021267751,0.018915413,0.0003492748,0.0031724856,0.036188286,0.80675036,0.056867804],"study_design_scores_gemma":[0.006572646,0.00082627614,0.3886665,0.023109252,0.0001125794,0.000101972095,0.13923578,0.004712378,0.00049773615,0.025591576,0.40969735,0.00087592984],"about_ca_topic_score_codex":0.010506806,"about_ca_topic_score_gemma":0.021829858,"teacher_disagreement_score":0.39705297,"about_ca_system_score_codex":0.0025112259,"about_ca_system_score_gemma":0.0075090555,"threshold_uncertainty_score":0.99811745},"labels":[],"label_agreement":null},{"id":"W1990499999","doi":"10.12927/cjnl.2012.22807","title":"New Brunswick: Development of a Web-Based Orientation Program and Enhancing Senior Nurses' Mentoring Skills","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dr. Georges-L.-Dumont University Hospital Centre","funders":"","keywords":"Mentorship; Unit (ring theory); Medical education; Nursing; Orientation (vector space); Psychology; Web application; Resource (disambiguation); Medicine; Computer science; World Wide Web","score_opus":0.12173094270739478,"score_gpt":0.4337123098588819,"score_spread":0.3119813671514871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990499999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839398,0.0014848466,0.002636981,0.0016578939,0.003303497,0.0020235924,0.000001555532,0.0003896897,0.004562124],"genre_scores_gemma":[0.91745794,0.000003882863,0.07898948,0.00029560065,0.0005078878,0.000049822618,0.000022907734,0.000041855274,0.002630621],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9970436,0.0002961966,0.0007207443,0.00027826938,0.00042155312,0.0012395973],"domain_scores_gemma":[0.99846834,0.00032946368,0.00035164008,0.00022235198,0.00011761299,0.00051058416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000887136,0.00022254809,0.0003237261,0.00015658895,0.00054394087,0.000012951948,0.00010831699,0.00023553448,0.00012658989],"category_scores_gemma":[0.00015794695,0.00022221112,0.000038910533,0.0003658221,0.00008370393,0.00024280688,0.00001600336,0.00038826026,0.00006527175],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018353979,0.00055153144,0.23924255,0.0016602088,0.000029963552,9.990252e-7,0.27119517,0.000007356661,0.0028990365,0.0013320001,0.0022009213,0.4806967],"study_design_scores_gemma":[0.0095459875,0.0006555255,0.3701409,0.039520923,0.0002970067,0.000010350418,0.39185518,0.00044040458,0.04220823,0.00021777641,0.14354563,0.0015620884],"about_ca_topic_score_codex":0.00021052426,"about_ca_topic_score_gemma":0.0003431952,"teacher_disagreement_score":0.47913462,"about_ca_system_score_codex":0.00069047144,"about_ca_system_score_gemma":0.0017481403,"threshold_uncertainty_score":0.90615064},"labels":[],"label_agreement":null},{"id":"W1991353509","doi":"10.1503/cmaj.071818","title":"Restrictions on health worker migration proving problematic","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Developing country; Computer science; Health care; Human rights; Data science; Political science; Economic growth; Law; Economics","score_opus":0.02629531596683658,"score_gpt":0.3892980086971563,"score_spread":0.3630026927303197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991353509","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2488631,0.0006061995,0.0019846754,0.67217207,0.007415198,0.0024210743,0.000030515863,0.00023399835,0.06627314],"genre_scores_gemma":[0.87003034,0.00045314385,0.0014679205,0.11324118,0.00652879,0.000072593575,0.000039279366,0.00006450739,0.008102244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944544,0.00083569007,0.0013524796,0.00019775591,0.001675478,0.0014842098],"domain_scores_gemma":[0.99410564,0.0010732448,0.00086421246,0.0001571678,0.0005435031,0.0032562416],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009410492,0.00015308234,0.00029444994,0.00039664368,0.0025383816,0.000037900867,0.00021113598,0.00060219766,0.002750804],"category_scores_gemma":[0.004252201,0.00013685394,0.00007393864,0.00067891326,0.000022101583,0.0001481309,0.00001465355,0.002746382,0.0010569983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020330668,0.000045949986,0.15254194,0.00007331702,0.000033872184,0.00010440271,0.0027240056,0.000018050148,8.637892e-7,0.003017693,0.78454196,0.0568776],"study_design_scores_gemma":[0.00080709293,0.00015944225,0.12587756,0.0017702447,0.00000938549,0.000053692664,0.005410003,0.00020240279,6.1579277e-7,0.001120007,0.864432,0.00015755842],"about_ca_topic_score_codex":0.02047977,"about_ca_topic_score_gemma":0.4850641,"teacher_disagreement_score":0.62116724,"about_ca_system_score_codex":0.007877797,"about_ca_system_score_gemma":0.009853854,"threshold_uncertainty_score":0.9997208},"labels":[],"label_agreement":null},{"id":"W1991403600","doi":"10.12927/hcq..16641","title":"Healthcare, Race and Diversity: Time to Act","year":2002,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Canada","funders":"","keywords":"Legislation; Race (biology); Diversity (politics); Multiculturalism; Health care; Representation (politics); Nursing; White (mutation); Civil rights; Political science; Medicine; Public administration; Public relations; Sociology; Law; Gender studies; Politics","score_opus":0.049657534364320736,"score_gpt":0.38090848509064495,"score_spread":0.3312509507263242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991403600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5551577,0.005267743,0.000061927065,0.41114047,0.0016578208,0.005076523,0.00020557997,0.0011560193,0.020276204],"genre_scores_gemma":[0.929431,0.00035478527,0.0009415126,0.039609283,0.0007480337,0.00017417093,0.000029003166,0.000082844985,0.028629348],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99448746,0.0011924013,0.0009372165,0.000844296,0.00063279935,0.0019058354],"domain_scores_gemma":[0.99613136,0.00053807336,0.00029149585,0.0007972098,0.0003862468,0.0018556126],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00082314416,0.00040667522,0.0007672292,0.00026658695,0.0031162575,0.000027353153,0.00039035274,0.0004927961,0.0035074817],"category_scores_gemma":[0.00008587348,0.00041111407,0.00008110576,0.0006567346,0.00007839396,0.00027695004,0.00027485675,0.0010792061,0.018386727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031691729,0.00016281642,0.11651753,0.0025036726,0.00004353507,0.00010594361,0.09228412,0.0000010599961,0.00002405618,0.004382949,0.42026016,0.36339724],"study_design_scores_gemma":[0.0023583802,0.00526384,0.0757309,0.0021379525,0.000040724117,0.00004534868,0.014120955,0.00046146262,0.0000029119021,0.0019142198,0.89679784,0.0011254827],"about_ca_topic_score_codex":0.008248805,"about_ca_topic_score_gemma":0.0025066035,"teacher_disagreement_score":0.47653767,"about_ca_system_score_codex":0.0006171851,"about_ca_system_score_gemma":0.00020714312,"threshold_uncertainty_score":0.99983406},"labels":[],"label_agreement":null},{"id":"W1991414060","doi":"10.1111/j.1440-1800.2009.00448.x","title":"International nurse migration: U‐turn for safe workplace transition","year":2009,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Registered Nurses' Association of Ontario; Mount Royal University; York University","funders":"University of Toronto","keywords":"Workforce; Licensure; Nursing; Globalization; Psychology; Medicine; Public relations; Political science","score_opus":0.06938775945200315,"score_gpt":0.4658738891466918,"score_spread":0.39648612969468866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991414060","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27641642,0.0014047169,0.11728817,0.3575331,0.038142126,0.005156416,0.00011785088,0.0011407124,0.20280048],"genre_scores_gemma":[0.9647801,0.0000783759,0.013056158,0.009648767,0.005525535,0.00013355198,0.00035390476,0.00003650502,0.0063870936],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99812144,0.00016995009,0.0005308402,0.00031241786,0.0002872952,0.00057806517],"domain_scores_gemma":[0.99890995,0.00023547186,0.00018588694,0.00024315497,0.00026129553,0.00016425582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040643793,0.00017187024,0.00022023138,0.00011397603,0.00070285104,0.000019369778,0.00019722729,0.00029357456,0.00046021983],"category_scores_gemma":[0.0000977034,0.00017424364,0.000087572706,0.00020159312,0.000087822555,0.0002569984,0.0000036997199,0.00037293672,0.00018232728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015261042,0.00041400807,0.0010320022,0.000119169876,0.000023414892,0.0000052341984,0.08438328,0.00034980848,0.0005114152,0.0183003,0.70920193,0.18413332],"study_design_scores_gemma":[0.0036979762,0.000627651,0.013310945,0.005570386,0.00008034815,0.00001475126,0.03824467,0.005737138,0.0001888749,0.017015174,0.9149516,0.0005604436],"about_ca_topic_score_codex":0.000018242234,"about_ca_topic_score_gemma":0.000021573258,"teacher_disagreement_score":0.6883637,"about_ca_system_score_codex":0.00059752096,"about_ca_system_score_gemma":0.00013537958,"threshold_uncertainty_score":0.71054494},"labels":[],"label_agreement":null},{"id":"W1991652853","doi":"10.1097/00001888-200101000-00012","title":"Untangling the Roots of Some IMGsʼ Poor Academic Performance","year":2001,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vancouver Biotech (Canada); University of British Columbia","funders":"","keywords":"Medical education; MEDLINE; Psychology; Medicine; Political science; Law","score_opus":0.08098326108330589,"score_gpt":0.45876933670965864,"score_spread":0.37778607562635275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991652853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.937083,0.013700746,0.000041064435,0.03591813,0.0016811615,0.0010163999,0.000004470923,0.00014153699,0.010413484],"genre_scores_gemma":[0.9451996,0.0265449,0.000025367654,0.015425265,0.0033876353,0.00008468619,0.000014874457,0.00003922801,0.009278419],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99583685,0.00041073287,0.0015524628,0.00034634545,0.0007569588,0.0010966517],"domain_scores_gemma":[0.99684143,0.0014355645,0.000728379,0.0004961491,0.00018558512,0.00031286504],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029995723,0.00026756257,0.00060057116,0.00014946045,0.00066466886,7.07664e-7,0.0008591011,0.00076749525,0.001067834],"category_scores_gemma":[0.0010398066,0.00016050517,0.000043225413,0.0007180645,0.00039537248,0.00023287097,0.00020235669,0.004258155,0.00041607962],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044942772,0.0000115269395,0.75954837,0.0011317228,0.000056413963,0.000015946845,0.022984145,0.00007953323,0.0039034018,0.017919129,0.17782383,0.016076526],"study_design_scores_gemma":[0.004703806,0.00060492405,0.114543736,0.014656275,0.00022443033,0.00008120785,0.04136393,0.0025242027,0.00053694745,0.009403687,0.8107765,0.0005803764],"about_ca_topic_score_codex":0.00043102505,"about_ca_topic_score_gemma":0.000016649088,"teacher_disagreement_score":0.6450047,"about_ca_system_score_codex":0.00021897133,"about_ca_system_score_gemma":0.0002435005,"threshold_uncertainty_score":0.9998453},"labels":[],"label_agreement":null},{"id":"W1991657405","doi":"10.1186/1472-6920-8-42","title":"International medical graduates (IMGs) needs assessment study: comparison between current IMG trainees and program directors","year":2008,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Medical education; Likert scale; Curriculum; Health care; Medicine; Psychology; Pedagogy; Computer science; Political science","score_opus":0.12270484023637458,"score_gpt":0.5552316045201652,"score_spread":0.4325267642837906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991657405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9818227,0.00089707284,0.000306559,0.007572632,0.004460389,0.0020006134,0.000008261894,0.00026434538,0.0026674266],"genre_scores_gemma":[0.99302536,0.00089640607,0.0014829806,0.00048059167,0.0023901241,0.0009822127,0.00035017432,0.000026462954,0.000365687],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947334,0.0009828727,0.00114927,0.00039459163,0.00216953,0.0005703691],"domain_scores_gemma":[0.9965614,0.0014054696,0.0003080956,0.00025403913,0.00026975945,0.0012012164],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017535948,0.00024269488,0.0004931,0.00022662083,0.000635244,0.000016501323,0.0004263979,0.00030082036,0.0022503475],"category_scores_gemma":[0.0031025144,0.0002005001,0.00004960702,0.00043001203,0.00024264747,0.00012889616,0.00018470404,0.0011467359,0.000070566915],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014327836,0.0016962544,0.76369226,0.00016481364,0.000022620723,0.0000012139114,0.006044929,1.7618544e-7,2.6619546e-7,0.00035759373,0.024286695,0.20371886],"study_design_scores_gemma":[0.0011677113,0.00025474592,0.869705,0.0010909592,0.000037918348,0.000005357494,0.015248549,0.0006791717,0.0000012122529,0.00010975387,0.11150197,0.00019761697],"about_ca_topic_score_codex":0.0009853357,"about_ca_topic_score_gemma":0.0005715377,"teacher_disagreement_score":0.20352124,"about_ca_system_score_codex":0.0003719984,"about_ca_system_score_gemma":0.0060940357,"threshold_uncertainty_score":0.9995405},"labels":[],"label_agreement":null},{"id":"W1991658318","doi":"10.1136/bmjopen-2013-004472","title":"The pathway to orthopaedic surgery: a population study of the role of access to primary care and availability of orthopaedic services in Ontario, Canada","year":2014,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto","funders":"Canadian Institutes of Health Research; University of Toronto; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Orthopedic surgery; Referral; Population; Family medicine; Medical emergency; Surgery; Environmental health","score_opus":0.05369976890787992,"score_gpt":0.3975913405940536,"score_spread":0.3438915716861737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991658318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98266625,0.000082831444,1.7762336e-7,0.0004287324,0.00027921845,0.013414937,0.000032984197,0.000004909505,0.0030899635],"genre_scores_gemma":[0.9983313,0.0000022481072,0.000029711891,0.00066445384,0.000022291015,0.0007468635,0.000015626209,0.000012113714,0.00017539055],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963492,0.0013491255,0.001144966,0.00027291817,0.000550141,0.00033365918],"domain_scores_gemma":[0.9971621,0.00092192,0.0006247491,0.00082934694,0.00031909777,0.00014280378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029614456,0.00013172402,0.00054441154,0.000055997556,0.0003214876,0.00001298625,0.00080053305,0.00007476452,0.000051801584],"category_scores_gemma":[0.00034092972,0.000082405495,0.000036165427,0.00047867806,0.00002454091,0.00012848926,0.001399041,0.00023136163,0.0000010786725],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003647313,0.000053455682,0.9808024,0.0008530644,0.0000074478585,3.2988928e-7,0.011109182,0.00005408123,0.000005349874,0.000040639028,0.00022791637,0.006481393],"study_design_scores_gemma":[0.0004118426,0.00013195765,0.9710184,0.0013531703,0.00001029924,1.2878259e-7,0.019831942,0.00001022007,0.0000131355,0.000071020215,0.0070715933,0.00007630134],"about_ca_topic_score_codex":0.9958918,"about_ca_topic_score_gemma":0.99984956,"teacher_disagreement_score":0.015665056,"about_ca_system_score_codex":0.0004942174,"about_ca_system_score_gemma":0.0025602411,"threshold_uncertainty_score":0.4541758},"labels":[],"label_agreement":null},{"id":"W1991819643","doi":"10.1097/hcm.0000000000000018","title":"Foreign-Trained Nurses’ Experiences and Socioprofessional Integration Best Practices","year":2014,"lang":"en","type":"review","venue":"The Health Care Manager","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Workforce; Economic shortage; Context (archaeology); Best practice; Process (computing); Psychology; Nursing; Public relations; Business; Sociology; Political science; Medicine; Computer science; History; Law","score_opus":0.14080270610447093,"score_gpt":0.5513414542396854,"score_spread":0.41053874813521446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991819643","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000077571305,0.95796555,0.000048908703,0.004013264,0.003270671,0.006321953,0.000048726688,0.00019433067,0.028059019],"genre_scores_gemma":[0.00035031541,0.97490245,0.00042250557,0.0054173223,0.0016839668,0.0032976042,0.00036408033,0.000116615854,0.013445131],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9903136,0.004832082,0.0019130604,0.0008573551,0.00071463006,0.0013692718],"domain_scores_gemma":[0.9908899,0.0030754262,0.0043370393,0.00096518704,0.00029439697,0.00043804073],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0027093661,0.00072932633,0.0022728024,0.00021270053,0.003803869,0.000057311405,0.00077611813,0.00084060355,0.00051851664],"category_scores_gemma":[0.00072225183,0.0004217723,0.0002655385,0.0004886555,0.00035172756,0.00023188927,0.00039731484,0.0024569,0.0007245795],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002712431,0.000020384108,0.000012741027,0.04745776,0.000036231464,0.0000034276452,0.05051403,5.57939e-8,2.704533e-9,0.008879865,0.03812776,0.8549206],"study_design_scores_gemma":[0.0001691115,0.00015257919,0.000006045181,0.03093893,0.00016658849,0.000007878305,0.22418495,0.0000067113074,6.9047323e-9,0.0002308141,0.74387,0.00026639373],"about_ca_topic_score_codex":0.002062614,"about_ca_topic_score_gemma":0.0010136318,"teacher_disagreement_score":0.85465425,"about_ca_system_score_codex":0.00091483124,"about_ca_system_score_gemma":0.0019816041,"threshold_uncertainty_score":0.9998445},"labels":[],"label_agreement":null},{"id":"W1992256385","doi":"10.1016/j.cjca.2011.08.089","title":"NP018 Mentoring Internationally educated nurses: Going beyond the conventional","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Medical education; Nursing","score_opus":0.06263947680825528,"score_gpt":0.3886813063725354,"score_spread":0.32604182956428013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992256385","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38463902,0.0021542532,0.0010034445,0.0068817637,0.028690906,0.00061002653,0.00004740324,0.00002163737,0.5759515],"genre_scores_gemma":[0.99158996,0.00004631145,0.0003304431,0.0014910218,0.002446767,0.00001417733,0.00000789651,0.00001660211,0.0040568067],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978714,0.00057673414,0.0006779617,0.000115326984,0.00016418708,0.0005944147],"domain_scores_gemma":[0.997943,0.0002777476,0.00043633638,0.00016920606,0.00060626335,0.00056747324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011542971,0.00011309608,0.0003080975,0.00020421288,0.0005501925,0.00000772888,0.00045164785,0.00015401706,0.0008520297],"category_scores_gemma":[0.00034418103,0.00008412724,0.00013715652,0.00014137971,0.00017791636,0.00010768583,0.000024306937,0.0006734986,0.00018421312],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011099778,0.0000049359296,0.5648749,0.00004517111,0.000390193,0.00013121418,0.012544506,0.0000847308,0.00003039322,0.050916307,0.36749852,0.0033681064],"study_design_scores_gemma":[0.00050407957,0.00010804759,0.09816082,0.00021049834,0.000045833138,0.00016119407,0.005893647,0.0000061506053,0.000005700495,0.0059501077,0.88886094,0.00009296528],"about_ca_topic_score_codex":0.0035351708,"about_ca_topic_score_gemma":0.006309023,"teacher_disagreement_score":0.60695094,"about_ca_system_score_codex":0.0005988709,"about_ca_system_score_gemma":0.0034282294,"threshold_uncertainty_score":0.93291277},"labels":[],"label_agreement":null},{"id":"W1992315836","doi":"10.1108/ijhcqa-04-2014-0042","title":"Physician recruitment and retention in rural and underserved areas","year":2014,"lang":"en","type":"article","venue":"International Journal of Health Care Quality Assurance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Rural area; Health care; Medicine; Curriculum; Rural health; Medical education; MEDLINE; Nursing; Family medicine; Psychology; Political science","score_opus":0.11908050604462703,"score_gpt":0.49001829330068025,"score_spread":0.3709377872560532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992315836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96325207,0.0049035884,0.0005154875,0.027321365,0.0019358767,0.0006001549,0.000020720228,0.000018742461,0.0014320008],"genre_scores_gemma":[0.991299,0.0011939481,0.00072379294,0.006305197,0.00036654907,0.000018880168,0.000015051194,0.000011988312,0.000065637025],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954605,0.001934748,0.0014838718,0.00017252103,0.00058830087,0.000360067],"domain_scores_gemma":[0.99697024,0.0006872842,0.0013457162,0.00012702339,0.0006843118,0.00018539935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033014088,0.00013726387,0.00046612739,0.0001487031,0.00021977826,0.000019374387,0.00019132956,0.00010578745,0.00001586744],"category_scores_gemma":[0.0004192666,0.00012575055,0.00005430811,0.00010569588,0.00006284042,0.00026273142,0.000060420978,0.0005232758,0.000006242396],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00095292693,0.00014121136,0.6060491,0.0017872804,0.00009111383,0.000014635128,0.02315928,0.00007025999,0.0000727612,0.019225372,0.002549878,0.34588617],"study_design_scores_gemma":[0.003271654,0.0003480933,0.902307,0.0052271807,0.000008298808,0.000017781678,0.037491444,0.00010569144,0.000008395397,0.0059778793,0.045042448,0.00019414732],"about_ca_topic_score_codex":0.0020890424,"about_ca_topic_score_gemma":0.0028508718,"teacher_disagreement_score":0.34569204,"about_ca_system_score_codex":0.00075320463,"about_ca_system_score_gemma":0.00033401803,"threshold_uncertainty_score":0.51279587},"labels":[],"label_agreement":null},{"id":"W1992898328","doi":"10.7748/nr2003.04.10.3.60.c5898","title":"Using conjoint interviews to research the lived experience of elderly rural couples","year":2003,"lang":"en","type":"article","venue":"Nurse Researcher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University","funders":"","keywords":"Negotiation; Phenomenology (philosophy); Lived experience; Psychology; Nursing; Unit (ring theory); Construct (python library); Service provider; Qualitative research; Service (business); Sociology; Public relations; Medicine; Marketing; Business; Computer science; Political science; Social science; Epistemology; Psychotherapist","score_opus":0.5641942682130671,"score_gpt":0.6294199297119766,"score_spread":0.06522566149890952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992898328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9563077,0.0017428854,0.00010846535,0.003189194,0.00033614723,0.0024161208,0.00001019647,0.00003506482,0.03585421],"genre_scores_gemma":[0.98957014,0.00020191002,0.0011586762,0.00043132788,0.00013271386,0.00037644396,0.0000027653577,0.00003962447,0.008086408],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9906027,0.005364297,0.0007618781,0.00033644016,0.0013266089,0.0016081177],"domain_scores_gemma":[0.99531615,0.0018163803,0.00013436524,0.0009452634,0.0013095713,0.00047827934],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008320472,0.00016700178,0.00036080828,0.00021447064,0.0011194632,0.000026018699,0.0007315522,0.00020747329,0.0049138367],"category_scores_gemma":[0.0036190567,0.000110806475,0.000077296056,0.0011805273,0.0006370935,0.0001097868,0.00022546829,0.0015548498,0.0007281353],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001542796,0.00083062734,0.0836954,0.0018153457,0.00011611035,0.00006163383,0.5717027,0.00013712495,0.03880556,0.07871897,0.18136281,0.041210942],"study_design_scores_gemma":[0.00082362216,0.0006106888,0.005061309,0.002734449,0.000007189573,0.000005374849,0.57943434,0.0004707192,0.0023032736,0.0018564065,0.40645447,0.00023816021],"about_ca_topic_score_codex":0.006517875,"about_ca_topic_score_gemma":0.00073699927,"teacher_disagreement_score":0.22509165,"about_ca_system_score_codex":0.00052987214,"about_ca_system_score_gemma":0.00083971384,"threshold_uncertainty_score":0.9959958},"labels":[],"label_agreement":null},{"id":"W1993037536","doi":"10.1080/j.1440-1614.2004.01408.x","title":"New Zealand's Psychiatrist Workforce: Profile, Recruitment and Retention","year":2004,"lang":"en","type":"article","venue":"Australian & New Zealand Journal of Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Metropolitan area; Medicine; Vocational education; Family medicine; Public sector; Psychiatry; Psychology; Political science; Geography; Pedagogy","score_opus":0.07193407458999582,"score_gpt":0.40820095252911065,"score_spread":0.3362668779391148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993037536","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7569637,0.004463787,0.00030465645,0.21181169,0.019218901,0.0030896268,0.000041982545,0.0001749065,0.003930765],"genre_scores_gemma":[0.18167101,0.0070432844,0.16767432,0.0059713186,0.023623886,0.00006933449,0.0001098804,0.0002867863,0.6135502],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955045,0.00029603453,0.0019794551,0.00042606887,0.0006729999,0.0011209609],"domain_scores_gemma":[0.9960937,0.0000778778,0.0016563628,0.00043551993,0.00022219411,0.0015143645],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00096367655,0.00043956633,0.00073879195,0.00029015617,0.0005536259,0.000057801713,0.00039441697,0.00052772806,0.00095391273],"category_scores_gemma":[0.00004722201,0.00035744233,0.00025416957,0.0005315966,0.00006225928,0.00040546415,0.00006217638,0.001591259,0.00021519039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006187319,0.0001114388,0.2681563,0.000121127734,0.000078062956,0.000016901933,0.0012262876,0.000032027747,0.000027126029,0.0019517288,0.72031665,0.0073436],"study_design_scores_gemma":[0.012089067,0.0020541372,0.19817021,0.0047302004,0.00028960695,0.00033300763,0.002503369,9.762452e-7,0.000023121947,0.054240312,0.7250303,0.00053566473],"about_ca_topic_score_codex":0.002532174,"about_ca_topic_score_gemma":0.0015427587,"teacher_disagreement_score":0.60961944,"about_ca_system_score_codex":0.00032943202,"about_ca_system_score_gemma":0.0023598857,"threshold_uncertainty_score":0.99995935},"labels":[],"label_agreement":null},{"id":"W1993092039","doi":"10.1353/bhm.2001.0199","title":"Colonizing Bodies: Aboriginal Health and Healing in British Columbia, 1900-1950 (review)","year":2001,"lang":"en","type":"article","venue":"Bulletin of the history of medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mythology; Colonialism; Ethnology; History; Political science; Law; Classics","score_opus":0.037286852800670976,"score_gpt":0.3693813478549648,"score_spread":0.33209449505429384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993092039","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15437129,0.7152903,0.0000034694135,0.109689325,0.0034410083,0.0020006883,0.000012983222,0.00004986127,0.01514105],"genre_scores_gemma":[0.14227967,0.57333493,0.0015059435,0.12821926,0.00096142356,0.00022441603,0.00002668939,0.00010051086,0.15334713],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966165,0.000802994,0.0013459583,0.0002665225,0.00044491753,0.0005230974],"domain_scores_gemma":[0.9978047,0.00048407135,0.0009327497,0.0003693486,0.00017254589,0.00023659431],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027066707,0.00012190925,0.0009106192,0.000055083612,0.00027845317,8.845993e-7,0.000286279,0.000115797586,0.0024086058],"category_scores_gemma":[0.0007750233,0.00013734528,0.000049712777,0.00015446842,0.0006477268,0.00001378333,0.00007688961,0.0005636114,0.000012485381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003910502,0.00004423851,0.068576045,0.0057046292,0.0000058283335,0.000008999884,0.0036374438,0.0000010747694,0.000005008683,0.000029629406,0.9179407,0.004007339],"study_design_scores_gemma":[0.0014106475,0.00025768444,0.016719267,0.04480859,0.000017276738,0.000021819365,0.0022617455,0.000004958428,7.218401e-8,0.000052740408,0.934362,0.0000832353],"about_ca_topic_score_codex":0.32296762,"about_ca_topic_score_gemma":0.11264509,"teacher_disagreement_score":0.21032251,"about_ca_system_score_codex":0.0012401711,"about_ca_system_score_gemma":0.0009900919,"threshold_uncertainty_score":0.9985033},"labels":[],"label_agreement":null},{"id":"W1993230840","doi":"10.1097/00005110-200204000-00004","title":"When You Have to Leave","year":2002,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Health care; Management; Nursing; Public relations; Engineering; Medicine; Business; Political science; Law; Economics","score_opus":0.14750818206250405,"score_gpt":0.47400124833362417,"score_spread":0.3264930662711201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993230840","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.694813,0.0015125414,0.0031224682,0.21593511,0.0048661316,0.0012214021,0.000015246602,0.000074393145,0.07843972],"genre_scores_gemma":[0.98564154,0.000081861814,0.0019931942,0.0024428712,0.0013353503,0.0000045297074,0.000001960192,0.000019887353,0.008478825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974799,0.00058379426,0.0009156457,0.000101994396,0.0005019732,0.00041665012],"domain_scores_gemma":[0.9979704,0.00040827907,0.00071033,0.00025238004,0.00038312614,0.00027550943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245125,0.00013394687,0.00024135638,0.00010348777,0.00071012235,0.000020368301,0.00027312725,0.00014369661,0.00068777124],"category_scores_gemma":[0.0003479467,0.00009233633,0.000071263865,0.00015067973,0.000057536534,0.00019373641,0.000015350302,0.00069629995,0.0002990579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008037863,0.0003997803,0.003742629,0.00006640642,0.000035963636,0.000028244487,0.06793923,0.0001131238,0.0006623872,0.0014388759,0.87515956,0.049609985],"study_design_scores_gemma":[0.0032891724,0.0076152766,0.035222784,0.01071071,0.00046932316,0.0010194791,0.11462033,0.0029620063,0.0013161119,0.018038059,0.80394936,0.00078740553],"about_ca_topic_score_codex":0.000021826214,"about_ca_topic_score_gemma":0.000056811146,"teacher_disagreement_score":0.29082853,"about_ca_system_score_codex":0.0004940486,"about_ca_system_score_gemma":0.00017403132,"threshold_uncertainty_score":0.7530613},"labels":[],"label_agreement":null},{"id":"W1993810633","doi":"10.5539/gjhs.v4n6p1","title":"Chaos in Western Medicine: How Issues of Social-Professional Status are Undermining Our Health","year":2012,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Dominance (genetics); Public relations; Equity (law); Political science; Sociology; Engineering ethics; Medicine; Law; Engineering","score_opus":0.11572072823938971,"score_gpt":0.5309331306643781,"score_spread":0.41521240242498836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993810633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8028166,0.017338756,0.00012965484,0.17082193,0.0071344594,0.00093569234,0.00004736744,0.000038839386,0.00073665765],"genre_scores_gemma":[0.989182,0.0012786312,0.00132746,0.006853214,0.0010421472,0.000009109347,0.0000032509931,0.000018246468,0.00028592919],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9900318,0.0013192659,0.0028149788,0.00035433497,0.0023476533,0.003132012],"domain_scores_gemma":[0.99139196,0.00019214053,0.0056116,0.00031938744,0.0009499947,0.0015349392],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.013451681,0.0003195366,0.0015060833,0.00048198397,0.0016252177,0.00001491871,0.00089966686,0.00020731418,0.000056746638],"category_scores_gemma":[0.0007313042,0.00024686585,0.000094377756,0.0022602791,0.000506904,0.0010472805,0.00029783373,0.001198519,0.00002573643],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009602806,0.00020050697,0.9516559,0.0009045003,0.000007040354,0.000006647596,0.011567217,0.000008742755,0.000012346353,0.0020878925,0.027351497,0.0061016385],"study_design_scores_gemma":[0.0014320608,0.00056214596,0.8606369,0.0053300858,0.0000059893223,0.0000636426,0.11336764,0.000015373063,0.000003832351,0.0004205135,0.017993798,0.00016805697],"about_ca_topic_score_codex":0.002139091,"about_ca_topic_score_gemma":0.0006273637,"teacher_disagreement_score":0.18636537,"about_ca_system_score_codex":0.0034699503,"about_ca_system_score_gemma":0.008660146,"threshold_uncertainty_score":0.99999833},"labels":[],"label_agreement":null},{"id":"W1994034108","doi":"10.1136/bmj.323.7324.1310g","title":"Alastair Mackintosh Suttie","year":2001,"lang":"fr","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ophthalmology; Medicine","score_opus":0.0670889982021626,"score_gpt":0.4682598270127765,"score_spread":0.40117082881061394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994034108","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1000436,0.020103816,0.00030291063,0.32447097,0.018164432,0.0031498764,0.00010132024,0.0003883331,0.53327477],"genre_scores_gemma":[0.22573741,0.004515138,0.0038361743,0.016985213,0.008053156,0.00021286836,0.000058738053,0.00012097375,0.7404803],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99419045,0.0013784983,0.0012547825,0.0005354876,0.00052867684,0.0021121108],"domain_scores_gemma":[0.9967904,0.0007561978,0.000421567,0.00088845124,0.00032434013,0.00081905595],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016131545,0.00037639105,0.00053916377,0.0001126784,0.00082455453,0.00002720296,0.00040457104,0.00090384093,0.03100452],"category_scores_gemma":[0.00063304603,0.0003995389,0.00015474054,0.0006872084,0.00024071972,0.0002475639,0.00028690213,0.0012754747,0.032334212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013457084,0.00016060588,0.054972265,0.00064837275,0.000029629015,0.00028787355,0.002080017,0.00003292705,0.0000033837584,0.021354368,0.86530524,0.05499072],"study_design_scores_gemma":[0.00089247763,0.00017651595,0.014365596,0.0024274597,0.000042710264,0.00007954737,0.0055139875,0.0003672396,0.0000073633487,0.0045369347,0.9712316,0.00035860206],"about_ca_topic_score_codex":0.00404188,"about_ca_topic_score_gemma":0.0025030219,"teacher_disagreement_score":0.30748576,"about_ca_system_score_codex":0.00068662147,"about_ca_system_score_gemma":0.000753534,"threshold_uncertainty_score":0.9998456},"labels":[],"label_agreement":null},{"id":"W1994217065","doi":"10.1111/j.1547-5069.2003.00107.x","title":"Push and Pull Factors in International Nurse Migration","year":2003,"lang":"en","type":"review","venue":"Journal of Nursing Scholarship","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":289,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Developing country; Developed country; Nursing shortage; Investment (military); Nursing; Human migration; Business; Medicine; Economic growth; Political science; Population; Economics; Environmental health; Nurse education; Government (linguistics)","score_opus":0.2081679477489085,"score_gpt":0.5486711858000756,"score_spread":0.34050323805116706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994217065","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0077271266,0.982354,0.000008327143,0.00059969357,0.005996433,0.000650031,0.000015193056,0.000015427022,0.0026337919],"genre_scores_gemma":[0.0012254824,0.9964609,0.000677421,0.00015112793,0.0006188701,0.000010255954,0.000029645655,0.00005849473,0.0007677963],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99438125,0.0019669859,0.002214718,0.00026904108,0.00060461025,0.00056338706],"domain_scores_gemma":[0.9959286,0.0007614417,0.002373358,0.00022121497,0.0003876741,0.00032774048],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024930155,0.0003785957,0.0015119615,0.0008400969,0.000271226,0.00006522079,0.00042173913,0.0008285402,0.00016784522],"category_scores_gemma":[0.0011268798,0.00029974565,0.00026338443,0.00046212267,0.00007111885,0.0006247982,0.000018921268,0.0039089494,0.000036009933],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067000045,0.00026526832,0.030000687,0.0051535815,0.00009334248,0.00007111011,0.0035502212,0.0000014364346,7.122771e-7,0.00077892427,0.0050587514,0.954959],"study_design_scores_gemma":[0.00044281036,0.00008977318,0.002642761,0.14373906,0.00021822825,0.00014175267,0.0016659306,0.0000010223695,1.7822356e-7,0.0008981986,0.8499486,0.0002116898],"about_ca_topic_score_codex":0.000025290443,"about_ca_topic_score_gemma":0.00006455699,"teacher_disagreement_score":0.95474726,"about_ca_system_score_codex":0.002171738,"about_ca_system_score_gemma":0.00089728466,"threshold_uncertainty_score":0.99994546},"labels":[],"label_agreement":null},{"id":"W1994341632","doi":"10.1002/pri.406","title":"Shifting sands: assessing the balance between public, private not‐for‐profit and private for‐profit physical therapy delivery in Ontario, Canada","year":2008,"lang":"en","type":"article","venue":"Physiotherapy Research International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto","funders":"Health Canada; Government of Canada","keywords":"Business; Profit (economics); Private practice; Health care; Private sector; Not for profit; Public relations; Public economics; Economics; Medicine; Political science; Economic growth; Accounting; Family medicine","score_opus":0.20773371183461256,"score_gpt":0.512470092321163,"score_spread":0.3047363804865505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994341632","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98462015,0.00020354702,0.00024974495,0.01105133,0.00040454895,0.0025406333,0.000092739014,0.000044696328,0.0007926228],"genre_scores_gemma":[0.99280846,0.00039179655,0.0011056093,0.001699637,0.0012498712,0.0011360501,0.00012196079,0.000062912324,0.0014237084],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99554276,0.0005888003,0.00064414646,0.00060890167,0.0012596947,0.0013556896],"domain_scores_gemma":[0.9946023,0.0037795352,0.00025842068,0.00038344727,0.00074746856,0.00022880816],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002020591,0.00027556787,0.00044299196,0.0001802186,0.0019430696,0.00010019187,0.000861727,0.00014096985,0.0001629253],"category_scores_gemma":[0.00033908794,0.0002077197,0.000086079825,0.00036426715,0.00025583038,0.0004889838,0.00021253923,0.0013174729,0.000006882289],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003415427,0.000018927536,0.9810384,0.00008010422,0.00009008741,0.0000034602494,0.002979646,0.000015785256,0.0016591841,0.0053992546,0.0043486953,0.004024931],"study_design_scores_gemma":[0.0028990563,0.00012704692,0.9242591,0.00038003558,0.0000021555165,0.0000012771322,0.00054452004,0.0024687892,0.00053923717,0.0045496076,0.063970834,0.00025833785],"about_ca_topic_score_codex":0.5285656,"about_ca_topic_score_gemma":0.46012267,"teacher_disagreement_score":0.06844295,"about_ca_system_score_codex":0.0018860825,"about_ca_system_score_gemma":0.0027729792,"threshold_uncertainty_score":0.99935627},"labels":[],"label_agreement":null},{"id":"W1994738353","doi":"10.1186/1478-4491-7-5","title":"Nursing brain drain from India","year":2009,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Nursing research; Brain drain; Health administration; Health services research; Social policy; Nursing; Medicine; Public health; Political science; Demographic economics; Economics","score_opus":0.05705421918562663,"score_gpt":0.4848880461024076,"score_spread":0.42783382691678096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994738353","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88402086,0.0027314287,0.00054710364,0.06806552,0.0007604913,0.0038654178,0.00025196455,0.0007348822,0.03902233],"genre_scores_gemma":[0.9150112,0.00005323007,0.0032664214,0.07126087,0.0022832344,0.00015368167,0.0003054921,0.000083390136,0.0075824293],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99511844,0.00080220733,0.0012179756,0.0006300129,0.00041636513,0.0018149823],"domain_scores_gemma":[0.99682075,0.0010161492,0.0006723518,0.000644627,0.000110570174,0.0007355602],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0014247686,0.0003238868,0.0006889225,0.00019984812,0.0035647391,0.000029117824,0.00044163025,0.00035235652,0.00061267527],"category_scores_gemma":[0.00021406448,0.0003168292,0.00013861698,0.00029750078,0.00010654317,0.000110741996,0.00003830087,0.0008136795,0.00024345834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043869272,0.00036201096,0.009965037,0.00054365426,0.000029117,0.000007404352,0.10134348,0.000013003498,0.00018359587,0.053830847,0.76538336,0.06789979],"study_design_scores_gemma":[0.0022388212,0.0010656867,0.1633705,0.002995085,0.000013513572,0.0000012094524,0.00737279,0.00008710749,0.000005670619,0.054687906,0.7677871,0.0003745903],"about_ca_topic_score_codex":0.0014960278,"about_ca_topic_score_gemma":0.00063144625,"teacher_disagreement_score":0.15340547,"about_ca_system_score_codex":0.0009619454,"about_ca_system_score_gemma":0.00039723574,"threshold_uncertainty_score":0.99992836},"labels":[],"label_agreement":null},{"id":"W1994881547","doi":"10.5130/ijcre.v7i1.3390","title":"Access to health services in Western Newfoundland, Canada: Issues, barriers and recommendations emerging from a community-engaged research project","year":2014,"lang":"en","type":"article","venue":"Gateways International Journal of Community Research and Engagement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Government of Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Outreach; Telehealth; General partnership; Government (linguistics); Rural area; Business; Health care; Medicine; Public relations; Nursing; Political science; Telemedicine","score_opus":0.29864917563849164,"score_gpt":0.5668298150896817,"score_spread":0.26818063945119003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994881547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9398129,0.0005149011,0.00005751394,0.056748975,0.0005324909,0.00088925456,0.00008509266,0.00001567605,0.0013431931],"genre_scores_gemma":[0.99243414,0.0028441513,0.0006031059,0.0032902046,0.00029554352,0.00007503995,0.00008882976,0.000025432093,0.0003435205],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.8954284,0.10094709,0.0010469197,0.0001532355,0.0015383566,0.00088598125],"domain_scores_gemma":[0.9776666,0.018929286,0.00032307173,0.00050588895,0.0018545163,0.00072063226],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.09302544,0.00018550247,0.00045704437,0.0010553245,0.0121564735,0.00025458587,0.0019543427,0.00009992855,0.00013824295],"category_scores_gemma":[0.0056901127,0.00017167862,0.000026662712,0.0006472267,0.00016510957,0.0005003184,0.002465617,0.021286895,0.000006894827],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011356509,0.00039583998,0.52884424,0.0007411433,0.00022369939,0.000021274953,0.37823904,0.000091876434,0.000060269504,0.0005320875,0.06075336,0.028961498],"study_design_scores_gemma":[0.0016576381,0.0007312123,0.16332632,0.0037247317,0.000004214482,0.0000057732427,0.45109016,0.0001090492,0.000008997326,0.0035601342,0.37563518,0.00014659177],"about_ca_topic_score_codex":0.9319991,"about_ca_topic_score_gemma":0.9694114,"teacher_disagreement_score":0.36551794,"about_ca_system_score_codex":0.0018786386,"about_ca_system_score_gemma":0.001972846,"threshold_uncertainty_score":0.98912954},"labels":[],"label_agreement":null},{"id":"W1994897300","doi":"10.1097/00006223-200611000-00006","title":"Educating International Nurses","year":2006,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Mentorship; Licensure; Bachelor; Medical education; Nursing; Psychology; Medicine; Political science","score_opus":0.02454885657866071,"score_gpt":0.4666853896087216,"score_spread":0.44213653303006084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994897300","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5952886,0.00026342552,0.0000052499095,0.008688479,0.023272153,0.0004052431,0.000015109946,0.00018263634,0.3718791],"genre_scores_gemma":[0.8831952,0.000009110313,0.0017664586,0.0019862743,0.007605874,0.00023124999,0.000080211066,0.000041490537,0.10508413],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979865,0.0001631768,0.0005395098,0.00031103846,0.00029587498,0.0007039275],"domain_scores_gemma":[0.9987317,0.00029259254,0.00022802295,0.0003370168,0.00021550126,0.00019519974],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002486322,0.00017130848,0.00019868417,0.000114435374,0.00058645697,0.000016825457,0.0003348378,0.00016205074,0.0074640797],"category_scores_gemma":[0.00019414921,0.00016302445,0.000057330915,0.00022563312,0.0000652266,0.00013868645,0.00003288451,0.0004523466,0.0039188405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016756558,0.00020845595,0.3102601,0.000040001265,0.000006988306,0.0000015630491,0.002285789,0.0000023739256,0.00006051327,0.019287027,0.66403556,0.0037949053],"study_design_scores_gemma":[0.00032859875,0.000019096195,0.068637386,0.0003145461,0.000011028787,0.0000041836342,0.027354164,0.0000156072,0.000056736197,0.0019271293,0.9011555,0.00017602983],"about_ca_topic_score_codex":0.0025773218,"about_ca_topic_score_gemma":0.00024357696,"teacher_disagreement_score":0.28790662,"about_ca_system_score_codex":0.00048593868,"about_ca_system_score_gemma":0.0008812189,"threshold_uncertainty_score":0.99685675},"labels":[],"label_agreement":null},{"id":"W1995193725","doi":"10.1111/j.1365-2923.2007.02938.x","title":"Have rural background students been disadvantaged by the medical school admission process?","year":2008,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Disadvantaged; Medicine; Rural area; Demography; Context (archaeology); Population; Family medicine; Medical school; Gerontology; Medical education; Geography; Environmental health","score_opus":0.03171023300774277,"score_gpt":0.49985913284668676,"score_spread":0.468148899838944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995193725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9198375,0.0012511344,0.00006332334,0.06755155,0.0023292238,0.001285904,0.0000065839063,0.00014585342,0.007528949],"genre_scores_gemma":[0.938586,0.00091079244,0.000051193936,0.04012688,0.0015871684,0.0005343633,0.00023859262,0.000038966064,0.017926075],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935267,0.00094410544,0.00091368926,0.0003640381,0.0034333558,0.00081809156],"domain_scores_gemma":[0.9963116,0.0006661151,0.00028015257,0.0004640269,0.000267107,0.0020109937],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018046759,0.00024079176,0.00032894532,0.000056156725,0.0018504631,0.00001609005,0.0010186528,0.00057917857,0.02439766],"category_scores_gemma":[0.009269543,0.000152938,0.000060419006,0.00031512373,0.0003158666,0.00021806588,0.00020612181,0.0018420741,0.0013209957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000766892,0.0006615373,0.28042936,0.00016696448,0.000014021473,0.000008364221,0.0039675,2.0942052e-7,0.0000029924158,0.00007209388,0.7054434,0.009156852],"study_design_scores_gemma":[0.0030176719,0.00022119077,0.16967155,0.003902374,0.000052489646,0.00012480954,0.07663712,0.00037894078,0.000018516932,0.0008015486,0.74466264,0.00051115616],"about_ca_topic_score_codex":0.001175872,"about_ca_topic_score_gemma":0.00024246216,"teacher_disagreement_score":0.110757835,"about_ca_system_score_codex":0.00048715877,"about_ca_system_score_gemma":0.009104535,"threshold_uncertainty_score":0.9994566},"labels":[],"label_agreement":null},{"id":"W1995491116","doi":"10.1136/bmj.323.7316.770","title":"Doctor sues university for breach of academic freedom","year":2001,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lawsuit; Law; Academic freedom; Unit (ring theory); Political science; Psychology; Higher education","score_opus":0.09166147459326146,"score_gpt":0.47229142582507494,"score_spread":0.3806299512318135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995491116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9292708,0.0003949444,0.00047986335,0.009180606,0.0011873351,0.0024661813,0.00013563738,0.00016958883,0.05671501],"genre_scores_gemma":[0.90748453,0.0004953448,0.004484395,0.0008123631,0.001333767,0.000036704903,0.00004661686,0.00002846406,0.08527781],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99861366,0.00019352951,0.0003966748,0.0001738079,0.00015422885,0.0004681195],"domain_scores_gemma":[0.99860656,0.00056197896,0.00024068082,0.0002565083,0.00018909106,0.0001451706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058959797,0.00009418472,0.00024759115,0.00006537665,0.0003046435,8.686838e-7,0.0002414064,0.00028226143,0.00047559268],"category_scores_gemma":[0.00021205147,0.000091483285,0.00006130103,0.00021323425,0.000061312676,0.00008748032,0.000082652405,0.00033396934,0.00017847872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064125686,0.000047319183,0.30035213,0.0004702554,0.000023500908,0.000007893296,0.0022321607,0.000017094695,0.00015647436,0.024911724,0.6677737,0.0033664408],"study_design_scores_gemma":[0.0010545729,0.00007108482,0.04197136,0.0003724742,0.000020034067,0.0000018789354,0.0033604954,0.00012651877,0.000021498647,0.0009290701,0.95196384,0.00010715315],"about_ca_topic_score_codex":0.0018062261,"about_ca_topic_score_gemma":0.0004384807,"teacher_disagreement_score":0.28419012,"about_ca_system_score_codex":0.00016284044,"about_ca_system_score_gemma":0.00021556483,"threshold_uncertainty_score":0.5207406},"labels":[],"label_agreement":null},{"id":"W1995827939","doi":"10.1111/j.1365-2929.2005.02316.x","title":"Survey on Aboriginal issues within Canadian medical programmes","year":2005,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; MEDLINE; Family medicine; Medicine; Political science; Law","score_opus":0.030915458246812494,"score_gpt":0.4977492839203506,"score_spread":0.46683382567353815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995827939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5110102,0.001934198,0.000017037974,0.4152113,0.008712419,0.0016659654,0.00003304181,0.00033948207,0.061076347],"genre_scores_gemma":[0.85765433,0.00037143947,0.0007928357,0.118360616,0.004949771,0.0003685727,0.00045596543,0.00004628146,0.017000174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951623,0.0009994734,0.000751327,0.0003777501,0.0017414895,0.00096765056],"domain_scores_gemma":[0.99601924,0.00047956253,0.00015471726,0.0003650361,0.00036615416,0.0026152916],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0039330083,0.00019857616,0.00028838989,0.00017199374,0.000621342,0.000015196104,0.00044377567,0.00074243883,0.027535755],"category_scores_gemma":[0.00796193,0.00016473452,0.000034690398,0.00045163828,0.00015164075,0.00009637186,0.000024489982,0.0014337307,0.0047297035],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003051736,0.00026969542,0.1052521,0.000060804905,0.0000070225306,0.000005400725,0.0023232684,0.000001144302,5.6073418e-8,0.006542102,0.7534109,0.132097],"study_design_scores_gemma":[0.0003101065,0.000082265055,0.08748711,0.000822182,0.000004865843,0.0000030499632,0.0010113302,0.00037301885,0.0000019788408,0.000093084986,0.9096657,0.000145326],"about_ca_topic_score_codex":0.60470086,"about_ca_topic_score_gemma":0.8859569,"teacher_disagreement_score":0.3466441,"about_ca_system_score_codex":0.0009106042,"about_ca_system_score_gemma":0.048653804,"threshold_uncertainty_score":0.99604523},"labels":[],"label_agreement":null},{"id":"W1995878539","doi":"10.1016/j.humpath.2008.02.009","title":"Pathology education in a multisite urban/rural distributed curriculum","year":2008,"lang":"en","type":"article","venue":"Human Pathology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Faculty of Medicine, University of British Columbia","keywords":"Curriculum; Staffing; Medical education; Digital pathology; Quality (philosophy); Medicine; Pathology; Psychology; Pedagogy; Nursing","score_opus":0.035720259277351764,"score_gpt":0.42473417946201386,"score_spread":0.3890139201846621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995878539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98891836,0.0010773663,0.000089270005,0.00053094875,0.001349567,0.0010307855,0.000050673294,0.00020379957,0.0067492025],"genre_scores_gemma":[0.99267757,0.00014988777,0.00054314965,0.0018089649,0.0004577305,0.00039895737,0.00057599816,0.000034410627,0.0033533343],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960234,0.0013332184,0.00091889774,0.00046489018,0.00015664565,0.0011029124],"domain_scores_gemma":[0.9985593,0.0001675692,0.00032975676,0.0005309293,0.00020717071,0.00020528432],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046219438,0.00025553402,0.0005347439,0.00025025217,0.0009079186,0.0000028850639,0.00027811268,0.0005581567,0.0007520879],"category_scores_gemma":[0.00023892455,0.00025159665,0.00006825117,0.0003847233,0.00025649677,0.00011488282,0.00016935832,0.0009815607,0.0012030567],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002402133,0.0003191936,0.94556737,0.0000720724,0.000002588131,0.0004926401,0.004704418,0.000003712825,0.000293099,0.0064733406,0.041419648,0.00062788813],"study_design_scores_gemma":[0.0015816939,0.00019661327,0.9549846,0.0002526508,0.000010559412,0.00035409964,0.004709305,0.00003572448,0.00000932422,0.0017165358,0.03584656,0.00030231234],"about_ca_topic_score_codex":0.0011445611,"about_ca_topic_score_gemma":0.0017417842,"teacher_disagreement_score":0.009417242,"about_ca_system_score_codex":0.00040635435,"about_ca_system_score_gemma":0.00041063616,"threshold_uncertainty_score":0.9999936},"labels":[],"label_agreement":null},{"id":"W1996006693","doi":"10.12927/cjnl.2010.21937","title":"Evidence-Based Research in Nursing Administration: The Time Is Now","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Nursing; Perception; Health care; Administration (probate law); Work (physics); Politics; Psychology; Political science; Public relations; Medicine","score_opus":0.6715016725431097,"score_gpt":0.5655901545554687,"score_spread":0.10591151798764098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996006693","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23008573,0.0017899616,0.00003873785,0.6958321,0.0025080123,0.001966978,0.0000071076315,0.00021171436,0.067559704],"genre_scores_gemma":[0.984915,0.000015308813,0.00074257376,0.00570362,0.0012215866,0.000107777916,0.000010234336,0.000042034666,0.007241875],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.99435246,0.0019380907,0.00062663225,0.00050395436,0.0009308617,0.0016480084],"domain_scores_gemma":[0.9941772,0.0041746087,0.00015993768,0.0008519473,0.00035780403,0.00027849106],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0052327006,0.00020980976,0.00027038367,0.0002652505,0.0016978211,0.00006120584,0.00061886,0.00054034195,0.002134026],"category_scores_gemma":[0.000821488,0.00016925296,0.00006575473,0.0012122339,0.0009377171,0.00027268665,0.00001714106,0.0040063807,0.0025697334],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018465496,0.00090822997,0.04601944,0.0008985757,0.00001236431,0.000057448487,0.08781383,0.000020654987,0.004171362,0.013597178,0.713356,0.13129836],"study_design_scores_gemma":[0.0062104664,0.002424803,0.17870188,0.28869125,0.00013587416,0.000070567046,0.2785183,0.015289728,0.006267179,0.05771178,0.16360982,0.0023683489],"about_ca_topic_score_codex":0.00009914594,"about_ca_topic_score_gemma":0.0003697591,"teacher_disagreement_score":0.7548292,"about_ca_system_score_codex":0.0007536433,"about_ca_system_score_gemma":0.0016024624,"threshold_uncertainty_score":0.99960184},"labels":[],"label_agreement":null},{"id":"W1996607111","doi":"10.1186/1472-6963-13-59","title":"Recruitment and retention of occupational therapists and physiotherapists in rural regions: a meta-synthesis","year":2013,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Arthritis Research Centre of Canada; University of British Columbia","funders":"Canadian Arthritis Network; Canadian Institutes of Health Research; Arthritis Society","keywords":"Thematic analysis; Context (archaeology); Medicine; Health administration; Qualitative research; Nursing research; Nursing; Health informatics; Medical education; Public health","score_opus":0.553123744387085,"score_gpt":0.6171511689442891,"score_spread":0.06402742455720412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996607111","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013122163,0.985426,0.000004864603,0.00027419,0.00012023112,0.012470507,0.00015415894,0.000042729782,0.00019509526],"genre_scores_gemma":[0.00026300835,0.97840756,0.0010778425,0.000258736,0.00017358905,0.018889027,0.00013415338,0.00008738172,0.0007087247],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98260134,0.011483336,0.0024214117,0.000827009,0.0011687455,0.0014981809],"domain_scores_gemma":[0.9913873,0.00536925,0.0013065422,0.00082912616,0.0005577427,0.0005500235],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00721769,0.00054277835,0.003155959,0.0009786957,0.0008272822,0.000037489153,0.00050961954,0.0007237687,0.00068455085],"category_scores_gemma":[0.0001087934,0.00039574658,0.00024397291,0.0012778626,0.0002319178,0.00022708932,0.00041489932,0.0015306284,0.00010363198],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017320449,0.0001363961,0.0015878679,0.50687075,0.00028732285,0.0000016150976,0.003594004,2.72909e-7,3.8376837e-7,0.0011033084,0.00042676023,0.48581812],"study_design_scores_gemma":[0.000707792,0.00030891018,0.008372048,0.15676454,0.00016312057,0.0000067248848,0.0052274936,0.00012124902,2.214765e-7,0.0010124873,0.82691497,0.00040045936],"about_ca_topic_score_codex":0.013194253,"about_ca_topic_score_gemma":0.0049433457,"teacher_disagreement_score":0.8264882,"about_ca_system_score_codex":0.0009101985,"about_ca_system_score_gemma":0.0026360129,"threshold_uncertainty_score":0.99984944},"labels":[],"label_agreement":null},{"id":"W1996751929","doi":"10.12927/hcpap.2010.21800","title":"International Medical Graduates: The Medicentres Experience","year":2010,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Hermitage Medicentres","funders":"","keywords":"Function (biology); Medical education; Rehabilitation; Health care; Medicine; Political science; Physical therapy","score_opus":0.07937562654918594,"score_gpt":0.437334573720104,"score_spread":0.35795894717091803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996751929","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038297184,0.00044046156,0.0000499491,0.9286651,0.016724246,0.0041292696,0.00040738413,0.00076821714,0.010518176],"genre_scores_gemma":[0.0009482819,0.0020115236,0.00036959694,0.97260505,0.003365145,0.0033426452,0.0013050032,0.00035176272,0.015700972],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9827919,0.0023895353,0.0031505087,0.0023107817,0.0049426607,0.004414591],"domain_scores_gemma":[0.9855597,0.0074525657,0.0015427591,0.002607446,0.00071696204,0.0021205633],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0031977533,0.0014905481,0.0018444804,0.0005140793,0.0034489552,0.00012221723,0.0043343,0.005306191,0.0150070945],"category_scores_gemma":[0.0043183123,0.0010805842,0.00048624128,0.0010300132,0.00038873346,0.00024358327,0.0019178713,0.018550858,0.0073382994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005107521,0.00014631695,0.0025131619,0.00039793173,0.00010934545,0.0003569496,0.030398954,8.9656993e-7,0.0000070372553,0.00042148013,0.96206915,0.0030680138],"study_design_scores_gemma":[0.0016430239,0.00044108203,0.00094822526,0.000046356727,0.00006398589,0.00007309162,0.0030580235,0.0002204025,0.0000045648117,0.000106288906,0.9924274,0.0009675597],"about_ca_topic_score_codex":0.0073932335,"about_ca_topic_score_gemma":0.009723116,"teacher_disagreement_score":0.043939956,"about_ca_system_score_codex":0.0029102508,"about_ca_system_score_gemma":0.002791344,"threshold_uncertainty_score":0.99978435},"labels":[],"label_agreement":null},{"id":"W1997281594","doi":"10.12927/cjnl.2004.20309","title":"Commentary: Nurses Lead the Way...","year":2004,"lang":"en","type":"letter","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Key (lock); Health care; Psychology; Business; Public relations; Medicine; Political science; Computer science; Computer security","score_opus":0.28802636060200426,"score_gpt":0.4402624667271504,"score_spread":0.15223610612514615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997281594","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021345245,0.0037608377,0.000025545329,0.9411608,0.013084996,0.0023168612,0.00007299459,0.0005820752,0.03878244],"genre_scores_gemma":[0.0039441893,0.000060209408,0.00023707889,0.9339493,0.021131098,0.00021784384,0.00070756476,0.00024057153,0.03951217],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.991781,0.0021053709,0.0010786317,0.00085888756,0.0010914808,0.0030846037],"domain_scores_gemma":[0.9954209,0.0019533243,0.0006983228,0.00152742,0.00020010887,0.00019994198],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00079874607,0.0008129639,0.00091584295,0.00020800388,0.0027188894,0.0000574522,0.001368999,0.002710166,0.0011929513],"category_scores_gemma":[0.00017719888,0.0006073527,0.00029294714,0.00048501685,0.0010370137,0.00014766445,0.00006447464,0.012736204,0.003536002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000473726,0.00004804392,0.0002658849,0.0010524621,0.000045853685,0.000086230226,0.015575633,0.000004144968,0.0000012091257,0.00031622915,0.97786975,0.00468717],"study_design_scores_gemma":[0.0007313339,0.00011618498,0.00021842233,0.015637409,0.0001782913,0.000016440445,0.033838004,0.000005967721,0.0000058436217,0.0035214024,0.94517404,0.00055668224],"about_ca_topic_score_codex":0.0015342796,"about_ca_topic_score_gemma":0.00020352716,"teacher_disagreement_score":0.032695748,"about_ca_system_score_codex":0.0034380194,"about_ca_system_score_gemma":0.00063259853,"threshold_uncertainty_score":0.9997201},"labels":[],"label_agreement":null},{"id":"W1997364771","doi":"10.3821/1913-701x(2007)140[359b:piippf]2.0.co;2","title":"Pharmacists included in pilot project for expedited hiring of foreign workers in BC and Alberta","year":2007,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Medical education; Management; Operations management; Medicine; Engineering; Economics","score_opus":0.09462667890540623,"score_gpt":0.4209600389285668,"score_spread":0.3263333600231606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997364771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98913634,0.0010485117,0.00007426355,0.00011937782,0.0019498626,0.0025950985,0.00021942655,0.00002069945,0.0048364038],"genre_scores_gemma":[0.99410516,0.0017534513,0.00057866954,0.0016886627,0.0007478701,0.00013966594,0.000042185176,0.00009123612,0.0008530746],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99378604,0.0004449631,0.0020992148,0.00057055155,0.00047562184,0.002623635],"domain_scores_gemma":[0.99493325,0.0014710589,0.0007323104,0.00025907625,0.00056817936,0.0020361526],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0033051616,0.00050062034,0.0008361077,0.0014141226,0.0009281787,0.00003452484,0.00061951426,0.00016960784,0.0003201866],"category_scores_gemma":[0.00073708873,0.00054594874,0.000097603275,0.0015949452,0.00021123633,0.00042839636,0.00010038277,0.0014668786,0.000003485676],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0044191675,0.00023293494,0.8358704,0.00399147,0.00018587113,0.023923488,0.017488163,0.0007431101,0.002074099,0.00029237775,0.051812295,0.058966618],"study_design_scores_gemma":[0.1703325,0.0025184064,0.019389331,0.00962707,0.001029773,0.22544895,0.017089352,0.04495117,0.012315458,0.0034595174,0.48219153,0.0116469255],"about_ca_topic_score_codex":0.46059138,"about_ca_topic_score_gemma":0.8636201,"teacher_disagreement_score":0.81648105,"about_ca_system_score_codex":0.0059313406,"about_ca_system_score_gemma":0.0070949555,"threshold_uncertainty_score":0.9996992},"labels":[],"label_agreement":null},{"id":"W1997577428","doi":"10.1136/bmj.325.7377.1424/g","title":"Alun Lloyd Thomas","year":2002,"lang":"es","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Art; Philosophy","score_opus":0.0977372534909982,"score_gpt":0.4625773285768666,"score_spread":0.3648400750858684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997577428","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08694738,0.013846487,0.000023525838,0.107549116,0.0061217546,0.003335529,0.00009667296,0.00048392237,0.7815956],"genre_scores_gemma":[0.71000105,0.0032410042,0.001917488,0.011477852,0.0049673226,0.00020339686,0.00002121858,0.000112577145,0.2680581],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99506587,0.0010513118,0.0012028505,0.00053832453,0.00059239555,0.0015492237],"domain_scores_gemma":[0.99700445,0.0006649188,0.00048252297,0.0010371847,0.0001998042,0.0006110976],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009924243,0.00036975992,0.00057458854,0.000119162534,0.0010422153,0.000040056904,0.0004346063,0.00069965614,0.018782577],"category_scores_gemma":[0.0005790815,0.00034849427,0.00015371678,0.0005103665,0.00012684824,0.00015940079,0.0002592893,0.0010204926,0.041626666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003273478,0.00015286461,0.04469963,0.00070490525,0.000028608372,0.000066510125,0.0026259671,0.000005539416,0.000008552314,0.014475171,0.92588776,0.011311778],"study_design_scores_gemma":[0.00079724984,0.00016603163,0.019904273,0.0021726561,0.00004636803,0.0000130135395,0.0017757433,0.0009859278,0.000011878517,0.0005369254,0.9732265,0.0003634487],"about_ca_topic_score_codex":0.00068406423,"about_ca_topic_score_gemma":0.0000945676,"teacher_disagreement_score":0.62305367,"about_ca_system_score_codex":0.00030710016,"about_ca_system_score_gemma":0.00015079403,"threshold_uncertainty_score":0.9998967},"labels":[],"label_agreement":null},{"id":"W1997907886","doi":"10.1186/1472-6963-13-157","title":"Factors associated with reported service use for mental health problems by residents of rural and remote communities: cross-sectional findings from a baseline survey","year":2013,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Mental health; Medicine; Health administration; Population health; Community health; Health informatics; Public health; Quarter (Canadian coin); Population; Environmental health; Cross-sectional study; Logistic regression; Service (business); Gerontology; Nursing; Psychiatry; Geography","score_opus":0.2647970670053169,"score_gpt":0.5135247472422072,"score_spread":0.2487276802368903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997907886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824621,0.00089249475,0.00007324297,0.00087447144,0.00020622574,0.008072411,0.0072630947,0.00013626517,0.000019696812],"genre_scores_gemma":[0.97658074,0.0008228516,0.00077492034,0.0029146248,0.00007119381,0.00034322153,0.017501859,0.000116737305,0.00087387156],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9853448,0.0074805846,0.0025116326,0.0005846344,0.0017444186,0.0023339046],"domain_scores_gemma":[0.9822819,0.010528149,0.0014492897,0.00086626195,0.0037398152,0.0011345475],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.012845394,0.00043132433,0.0010539115,0.00035349382,0.0039094253,0.00016310051,0.0006725061,0.00046967994,0.00037168426],"category_scores_gemma":[0.0005291906,0.00035870253,0.00006234898,0.0013483714,0.00024132915,0.00074844813,0.0004885311,0.001455414,0.000024672761],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057045626,0.00016082445,0.97349215,0.0048751333,0.000076771044,1.3314767e-7,0.018504485,0.000016339856,0.000023892888,0.0000053350886,0.0021753535,0.00009910969],"study_design_scores_gemma":[0.002676355,0.0007371076,0.9527976,0.005789454,0.0000041167564,6.536689e-7,0.030045176,0.0068776994,0.0000067023675,0.00012795147,0.00070123817,0.00023596133],"about_ca_topic_score_codex":0.8211264,"about_ca_topic_score_gemma":0.46208662,"teacher_disagreement_score":0.3590398,"about_ca_system_score_codex":0.0014903306,"about_ca_system_score_gemma":0.0027044858,"threshold_uncertainty_score":0.9998865},"labels":[],"label_agreement":null},{"id":"W1998514809","doi":"10.3138/ptc.2011-32","title":"The Distribution of Physiotherapists in Ontario: Understanding the Market Drivers","year":2012,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Distribution (mathematics); Computer science; Business; Physical medicine and rehabilitation; Medicine; Mathematics","score_opus":0.03479034589667209,"score_gpt":0.36521781254423,"score_spread":0.33042746664755795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998514809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96929926,0.00183248,0.0003723846,0.0066140043,0.003039116,0.0018455404,0.00007308967,0.000042255222,0.016881868],"genre_scores_gemma":[0.99556875,0.00020771705,0.000010932588,0.0011359025,0.00013258401,0.000054007345,0.000013438926,0.000019850762,0.0028568134],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977997,0.00046080892,0.00040000057,0.00013505948,0.00040048576,0.00080395455],"domain_scores_gemma":[0.99826914,0.0009332247,0.00024887949,0.00038247413,0.000052015315,0.000114291346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005911698,0.00015432815,0.00021346728,0.000019034336,0.00094143895,0.000006131476,0.00029518607,0.000067634595,0.0006112175],"category_scores_gemma":[0.000020246418,0.00009162211,0.000046237474,0.00031641236,0.00010814375,0.00009980927,0.000034350076,0.00044383176,0.0000042009833],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005894576,0.00012164366,0.63530505,0.00028213774,0.00012169721,0.0000016683144,0.015669037,0.00014902266,0.00066521415,0.03562673,0.30977103,0.0016973141],"study_design_scores_gemma":[0.0011132438,0.000044228644,0.5903505,0.00047681798,0.0000064807064,4.5971257e-7,0.017837448,0.00022763778,0.00007204107,0.0027816696,0.38684806,0.00024136412],"about_ca_topic_score_codex":0.98153484,"about_ca_topic_score_gemma":0.99770546,"teacher_disagreement_score":0.07707704,"about_ca_system_score_codex":0.0050596283,"about_ca_system_score_gemma":0.0015760326,"threshold_uncertainty_score":0.99875975},"labels":[],"label_agreement":null},{"id":"W1998579277","doi":"10.1016/j.socscimed.2015.02.043","title":"Professional integration as a process of professional resocialization: Internationally educated health professionals in Canada","year":2015,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":63,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; McMaster University","keywords":"Resocialization; Health care; Professional association; Identity (music); Professional development; Nursing; Sociology; Public relations; Medicine; Political science; Pedagogy; Social science","score_opus":0.06561557054040973,"score_gpt":0.5228912831907107,"score_spread":0.4572757126503009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998579277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8878241,0.00033552514,0.000026924241,0.07813827,0.0077127,0.002281076,0.000028798753,0.000056930225,0.023595637],"genre_scores_gemma":[0.984934,0.000010252977,0.000045282355,0.009340035,0.00085782283,0.0002846009,0.00013441253,0.000021006983,0.0043726154],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9925718,0.0010052854,0.0016542805,0.0005326083,0.0032442901,0.0009917812],"domain_scores_gemma":[0.99524903,0.0003573502,0.0012467444,0.00019792828,0.0023348674,0.0006140693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054151807,0.00025017263,0.00065903534,0.0004824196,0.0012365825,0.0000053964427,0.00072733,0.00018618727,0.0006496553],"category_scores_gemma":[0.0034552638,0.00018773043,0.00002982471,0.0037637076,0.00069183804,0.00042052314,0.00015415454,0.0008694363,0.000015251994],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00062652206,0.0006323879,0.28807703,0.0006408333,0.000015441581,0.000011132478,0.37612265,0.000013835492,0.00023155285,0.06579385,0.25502366,0.0128111],"study_design_scores_gemma":[0.0051753214,0.00045258942,0.22245976,0.012604731,0.000016914157,0.000005936203,0.7202363,0.00051362923,0.00013781343,0.019914594,0.017903276,0.00057913124],"about_ca_topic_score_codex":0.58783877,"about_ca_topic_score_gemma":0.57268703,"teacher_disagreement_score":0.34411365,"about_ca_system_score_codex":0.0056698085,"about_ca_system_score_gemma":0.100330815,"threshold_uncertainty_score":0.99814725},"labels":[],"label_agreement":null},{"id":"W1999080869","doi":"10.1080/00050067.2010.489911","title":"The Australian Psychology Workforce 1: A national profile of psychologists in practice","year":2010,"lang":"en","type":"article","venue":"Australian Psychologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Mental health; Quarter (Canadian coin); Demographics; Psychological intervention; Population; Indigenous; Psychology; Census; Applied psychology; Gerontology; Medicine; Demography; Geography; Political science; Sociology; Psychiatry; Environmental health","score_opus":0.12128434822522001,"score_gpt":0.5445189635287818,"score_spread":0.4232346153035618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999080869","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35879585,0.0001591317,0.000036261867,0.13213655,0.008944412,0.003238069,0.00014153456,0.00028541044,0.49626276],"genre_scores_gemma":[0.95295864,0.00022210712,0.005546485,0.0053871083,0.00054883596,0.0005381887,0.000050895676,0.000052719726,0.034695033],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935549,0.0014346427,0.0018365572,0.0008523893,0.00069127337,0.0016302196],"domain_scores_gemma":[0.99485004,0.0017846982,0.0011145317,0.0012756016,0.00067154464,0.00030358467],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0052533736,0.00039855408,0.0005113977,0.0002230071,0.00073715654,0.000028430468,0.001293619,0.0010281628,0.0012990679],"category_scores_gemma":[0.002599763,0.00030359326,0.00013648982,0.0012280477,0.0013109398,0.0002898382,0.000108690416,0.0034291628,0.0012994721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012600962,0.00086636376,0.18158986,0.000112345195,0.00006941455,0.00008395337,0.0012574969,0.000015800624,0.0020872573,0.070060566,0.7251266,0.01747021],"study_design_scores_gemma":[0.0016667577,0.0002288788,0.27135777,0.00016516766,0.000015118582,0.000059924114,0.002185773,0.0000037554216,0.000039667128,0.004899649,0.7190981,0.00027943708],"about_ca_topic_score_codex":0.00077052106,"about_ca_topic_score_gemma":0.0024860874,"teacher_disagreement_score":0.59416276,"about_ca_system_score_codex":0.00016107557,"about_ca_system_score_gemma":0.0002892525,"threshold_uncertainty_score":0.99994165},"labels":[],"label_agreement":null},{"id":"W1999464453","doi":"10.1186/1472-6963-10-50","title":"The \"Medicine in Australia: Balancing Employment and Life (MABEL)\" longitudinal survey - Protocol and baseline data for a prospective cohort study of Australian doctors' workforce participation","year":2010,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":172,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Nursing research; Medicine; Health administration; Workforce; Baseline (sea); Health informatics; Public health; Cohort; Cohort study; Health services research; Quality of Life Research; Health economics; Protocol (science); Family medicine; Gerontology; Nursing; Alternative medicine; Economic growth; Internal medicine","score_opus":0.2900017130144297,"score_gpt":0.5998543810508277,"score_spread":0.309852668036398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999464453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85251725,0.000060735143,0.000011479092,0.001397824,0.00015748918,0.14569117,0.00010732198,0.000027531283,0.000029207396],"genre_scores_gemma":[0.9178618,0.000046329224,0.00024690985,0.0001401454,0.00030325082,0.08063324,0.00013376669,0.000031951455,0.00060261716],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9904518,0.0040684235,0.0018269654,0.00093542895,0.0010835576,0.0016338368],"domain_scores_gemma":[0.9907851,0.00566294,0.0005553238,0.0012625082,0.0009866421,0.00074747833],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.035124913,0.00026099224,0.00071137643,0.00022356257,0.0016884245,0.0000419301,0.0006514779,0.00021874062,0.00006452961],"category_scores_gemma":[0.0016047929,0.00017986046,0.0000133295125,0.0009845922,0.00028720222,0.00025681173,0.00063931115,0.0014721408,0.0000060400394],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014530886,0.0003116188,0.9863063,0.0035126586,0.000018439412,9.760339e-7,0.007136323,0.000009618931,0.000005797448,0.00013055449,0.0007245584,0.00039004476],"study_design_scores_gemma":[0.0038431115,0.0015588346,0.9739925,0.0013109462,0.000010784724,6.0834213e-7,0.011734011,0.0022201245,0.0000018725806,0.000078324854,0.0051259454,0.0001229284],"about_ca_topic_score_codex":0.09371106,"about_ca_topic_score_gemma":0.5569684,"teacher_disagreement_score":0.4632573,"about_ca_system_score_codex":0.00025292736,"about_ca_system_score_gemma":0.0009916143,"threshold_uncertainty_score":0.99961126},"labels":[],"label_agreement":null},{"id":"W1999638699","doi":"10.12927/hcpol.2011.22661","title":"Policy to Practice: Collaboration in the Evolution of a Nursing Health Human Resources Policy","year":2011,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Stakeholder; Context (archaeology); Work (physics); Christian ministry; Public relations; Human resources; Health care; Political science; Nursing; Business; Medicine","score_opus":0.1140184899396868,"score_gpt":0.5617205482153217,"score_spread":0.4477020582756349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999638699","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1771115,0.001578446,0.00013662601,0.7505865,0.0004646725,0.005819631,0.00015886263,0.00022563418,0.063918106],"genre_scores_gemma":[0.9453767,0.0002643923,0.0020993196,0.048834793,0.0024437732,0.00037529087,0.000027614638,0.00006373174,0.0005143962],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9895299,0.0051634265,0.0019634215,0.0005637877,0.0008166404,0.0019628007],"domain_scores_gemma":[0.9954544,0.00060936424,0.0012786695,0.0010918004,0.00083622383,0.0007295543],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0034162186,0.0003559855,0.0006911475,0.0020165849,0.0017044961,0.00002035893,0.0006629727,0.0004080038,0.00003441299],"category_scores_gemma":[0.0035194946,0.00030573693,0.00008075156,0.0071527543,0.00017911891,0.00036328204,0.00012414242,0.001061307,0.00013804609],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00030354274,0.0003439102,0.011167375,0.00070732966,0.000008361406,0.0000035951418,0.37577367,0.000008838921,0.000028549837,0.5917332,0.0112760635,0.0086455345],"study_design_scores_gemma":[0.002142214,0.0028398847,0.23216267,0.0065450417,0.000023181909,0.000042256284,0.5343788,0.000033950877,0.000025488715,0.07664287,0.14453067,0.00063292927],"about_ca_topic_score_codex":0.6326349,"about_ca_topic_score_gemma":0.057214785,"teacher_disagreement_score":0.7682652,"about_ca_system_score_codex":0.009651319,"about_ca_system_score_gemma":0.013505909,"threshold_uncertainty_score":0.9999395},"labels":[],"label_agreement":null},{"id":"W1999803595","doi":"10.1111/j.1466-7657.2008.00706.x","title":"Is the grass any greener? Canada to United States of America nurse migration","year":2009,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Health Resources and Services Administration","keywords":"Workforce; Nursing; Incentive; Context (archaeology); Work (physics); Health care; Medicine; Political science; Geography","score_opus":0.035147457885164816,"score_gpt":0.453418550484098,"score_spread":0.4182710925989332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999803595","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049192373,0.024773182,0.00043303912,0.9108053,0.0023020534,0.0018391232,0.00020758813,0.000068272726,0.010379085],"genre_scores_gemma":[0.5897883,0.038696557,0.0015731916,0.36504418,0.00048605417,0.000104341845,0.0005533865,0.000033354536,0.0037206474],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980265,0.00027038975,0.0006836094,0.00018685756,0.0005211965,0.00031143593],"domain_scores_gemma":[0.99834603,0.0002672861,0.00036774314,0.0002856793,0.0005984465,0.00013479998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029758908,0.0001351366,0.0002753517,0.00007695172,0.00022647584,0.0000061875858,0.00037806507,0.00004246392,0.0003625316],"category_scores_gemma":[0.00031927778,0.00009653533,0.000055722594,0.00059152057,0.00004305388,0.000060793525,0.000012968938,0.00022824571,0.000055343276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000303813,0.000049959097,0.004202739,0.0002868078,0.000018083852,0.0000020572375,0.0012974578,0.00007453111,0.000010122355,0.0013167857,0.9349142,0.05779689],"study_design_scores_gemma":[0.00010062922,0.000066526554,0.012232058,0.026413249,0.000032626183,0.0000023780995,0.0008924148,0.000752362,0.000015318694,0.00063767354,0.9587516,0.00010316859],"about_ca_topic_score_codex":0.2478063,"about_ca_topic_score_gemma":0.08557826,"teacher_disagreement_score":0.5457611,"about_ca_system_score_codex":0.00065729546,"about_ca_system_score_gemma":0.00035773573,"threshold_uncertainty_score":0.9311075},"labels":[],"label_agreement":null},{"id":"W2000171478","doi":"10.1111/j.1365-2929.2005.02366.x","title":"Empirical evidence for symbiotic medical education: a comparative analysis of community and tertiary‐based programmes","year":2006,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":161,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Curriculum; Government (linguistics); Medical education; Higher education; Quality (philosophy); Medicine; Psychology; Nursing; Pedagogy; Political science","score_opus":0.15416945134221427,"score_gpt":0.5666014394463039,"score_spread":0.41243198810408965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000171478","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9353724,0.0020541628,0.0011559697,0.058334187,0.0006579066,0.0014912155,0.0000092566315,0.00006797804,0.00085690955],"genre_scores_gemma":[0.98268765,0.000036683497,0.0016783017,0.013893492,0.00030888422,0.00068320375,0.00037053347,0.000009434588,0.0003318396],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99596685,0.0015578889,0.00097509817,0.00023809768,0.0008468444,0.00041523378],"domain_scores_gemma":[0.99414665,0.0040238374,0.00035841315,0.0004021059,0.00061234715,0.00045664978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002315289,0.00016741735,0.00055795466,0.0002589121,0.00060795504,0.000010597097,0.00032753742,0.00038634823,0.0008687786],"category_scores_gemma":[0.0066904533,0.00013988822,0.000103517414,0.0010387695,0.0004044038,0.000100791956,0.000072170624,0.00071090524,0.000011269139],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013172405,0.0029849133,0.7861544,0.0012632642,0.00010451647,2.5961384e-7,0.0059944005,0.0000051725888,0.0000030357776,0.0020514138,0.18157831,0.019728623],"study_design_scores_gemma":[0.0010625018,0.00032548903,0.9206542,0.0042422763,0.0008824646,0.0000027453789,0.015100324,0.0120562455,0.000023742616,0.0017143545,0.043647762,0.00028791444],"about_ca_topic_score_codex":0.007337382,"about_ca_topic_score_gemma":0.004313522,"teacher_disagreement_score":0.13793054,"about_ca_system_score_codex":0.00024821778,"about_ca_system_score_gemma":0.010990249,"threshold_uncertainty_score":0.9992728},"labels":[],"label_agreement":null},{"id":"W2000459785","doi":"10.1080/20786204.2007.10873505","title":"Against the tide","year":2007,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Staffing; Economic shortage; Quarter (Canadian coin); Health professionals; Health care; Primary health care; Nursing; Rural health; Family medicine; Rural area; Economic growth; Environmental health; Geography; Government (linguistics)","score_opus":0.06322879910290907,"score_gpt":0.42606738789297577,"score_spread":0.3628385887900667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000459785","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14053048,0.0009828125,0.0007582248,0.008811975,0.0015818233,0.0012084134,0.000031939857,0.0003395913,0.84575474],"genre_scores_gemma":[0.9327389,0.00009321399,0.0024203898,0.054626986,0.0008985798,0.000065550914,0.0000125031265,0.000052027746,0.009091852],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.995633,0.0011171773,0.0008083035,0.00039564384,0.00064742466,0.0013984195],"domain_scores_gemma":[0.9911167,0.0064343843,0.0007068653,0.0008571765,0.00049238786,0.00039246236],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005706382,0.0002399126,0.00027531886,0.00009346386,0.0017701302,0.000026244781,0.0005346711,0.00022657112,0.00012488085],"category_scores_gemma":[0.0048767296,0.00016670428,0.00008002909,0.0008624685,0.00016268829,0.000341265,0.0002142702,0.0015755555,0.004689723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003666438,0.0005239356,0.07181903,0.00045613523,0.00032562678,0.00051113276,0.28344616,0.00009869149,0.000649611,0.06504099,0.51414233,0.05931993],"study_design_scores_gemma":[0.00035674882,0.000046027693,0.009669974,0.000076984325,0.000038098737,0.000002235248,0.2620359,0.000013418512,0.0000042145557,0.00015461272,0.7274559,0.00014585246],"about_ca_topic_score_codex":0.0010338597,"about_ca_topic_score_gemma":0.0001832749,"teacher_disagreement_score":0.8366629,"about_ca_system_score_codex":0.00034631763,"about_ca_system_score_gemma":0.00045179634,"threshold_uncertainty_score":0.9995294},"labels":[],"label_agreement":null},{"id":"W2000672921","doi":"10.1080/15265160902797737","title":"Response to Open Peer Commentaries on “Is Health Worker Migration a Case of Poaching?”","year":2009,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Poaching; Peer review; Psychology; Business; Political science; Environmental health; Medicine; Law","score_opus":0.14919517058279588,"score_gpt":0.5224764353888239,"score_spread":0.3732812648060281,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000672921","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07257837,0.00028617107,0.00009729657,0.9244546,0.0006872816,0.0013667331,0.00022438564,0.000016907523,0.0002882507],"genre_scores_gemma":[0.025900554,0.0002973576,0.0036854835,0.96590424,0.0013670108,0.000017422928,0.000027885306,0.00006894906,0.002731091],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9840914,0.011096221,0.0022444422,0.00031988695,0.0013350236,0.00091303687],"domain_scores_gemma":[0.9829443,0.008126335,0.006254345,0.0010111617,0.0013030268,0.00036080918],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014789048,0.00044288597,0.0016620511,0.00043197762,0.0012664031,0.00006672607,0.0015750205,0.00049109885,0.0001462994],"category_scores_gemma":[0.0017871911,0.00029170784,0.0002395083,0.0008267656,0.0007943843,0.000120700635,0.0003421684,0.010088902,0.0000628854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060014958,0.000061719846,0.00020758004,0.0000948262,0.00009386718,0.0005690556,0.039720718,0.000020456828,0.0000020378955,0.000088195644,0.9451,0.008040013],"study_design_scores_gemma":[0.0005831163,0.0065508257,0.00037804068,0.0043058284,0.00008247884,0.00056823547,0.02669182,0.000005786508,0.000009402406,0.000663594,0.9599143,0.0002465511],"about_ca_topic_score_codex":0.028560588,"about_ca_topic_score_gemma":0.002453425,"teacher_disagreement_score":0.046677817,"about_ca_system_score_codex":0.0010281315,"about_ca_system_score_gemma":0.002897693,"threshold_uncertainty_score":0.9999535},"labels":[],"label_agreement":null},{"id":"W2001161824","doi":"10.1089/153056204773644616","title":"Policy Implications Associated with the Socioeconomic and Health System Impact of Telehealth: A Case Study from Canada","year":2004,"lang":"en","type":"review","venue":"Telemedicine Journal and e-Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Fondation pour la Recherche Médicale","keywords":"Telehealth; Socioeconomic status; Confidentiality; Reimbursement; Poverty; Business; Health care; Public relations; Telemedicine; Service (business); Nursing; Political science; Medicine; Psychology; Economic growth; Environmental health; Marketing; Population; Economics","score_opus":0.09860334631549778,"score_gpt":0.4926300713019252,"score_spread":0.39402672498642743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001161824","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02267151,0.9270485,0.000010673288,0.042339023,0.0003251054,0.0064493977,0.0010378851,0.000058757916,0.000059140086],"genre_scores_gemma":[0.096858665,0.89814657,0.000044907843,0.0032915063,0.0011668414,0.00017107643,0.0001424157,0.00009949883,0.00007854299],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9902575,0.0028295342,0.0039554536,0.0006126742,0.0005497695,0.0017950812],"domain_scores_gemma":[0.9878234,0.0012702574,0.007802498,0.00065830874,0.00032888557,0.0021166503],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006278688,0.00078848354,0.004832901,0.00039050714,0.004123151,0.000027951,0.00040711975,0.00029274987,0.000050280873],"category_scores_gemma":[0.0001016825,0.00042302688,0.00019290882,0.00069626194,0.00019150443,0.00008753723,0.00015300738,0.0032848446,0.0000038259973],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006197147,0.00043452877,0.042755213,0.06750084,0.0023260608,0.00044002975,0.026817868,0.000009655437,9.3808366e-9,0.0003529985,0.10504979,0.75425106],"study_design_scores_gemma":[0.012998074,0.01632426,0.14068481,0.3325355,0.0017078088,0.020533318,0.24062108,0.00002150747,2.6596316e-9,0.00025605637,0.23274152,0.0015760595],"about_ca_topic_score_codex":0.97923124,"about_ca_topic_score_gemma":0.8946639,"teacher_disagreement_score":0.752675,"about_ca_system_score_codex":0.018814165,"about_ca_system_score_gemma":0.09775599,"threshold_uncertainty_score":0.99982214},"labels":[],"label_agreement":null},{"id":"W2001636102","doi":"10.1080/0142159042000192055","title":"The role of medical education in the recruitment and retention of rural physicians","year":2004,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":203,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Memorial University of Newfoundland","funders":"","keywords":"Economic shortage; Rural area; Curriculum; Medical education; Scope (computer science); Medicine; Rural health; Health care; Physician supply; Nursing; Psychology; Political science; Pedagogy","score_opus":0.11537991821372538,"score_gpt":0.5236517861371652,"score_spread":0.40827186792343984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001636102","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00085561606,0.9864283,0.0000024852304,0.0038890485,0.0005260217,0.0024379455,0.000003550032,0.000013087246,0.0058439495],"genre_scores_gemma":[0.0009498087,0.9967169,0.000011229496,0.00023860828,0.00041610232,0.00068765145,0.00005462058,0.00002108052,0.00090399344],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937396,0.0027715361,0.0013385271,0.00017320893,0.0015764198,0.00040067657],"domain_scores_gemma":[0.99800086,0.0006724637,0.00068098045,0.00041817548,0.00006451886,0.00016302237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052475124,0.00020068079,0.00089191645,0.000057818947,0.000199358,0.0000038297517,0.0006570431,0.0008432427,0.0006461921],"category_scores_gemma":[0.0015201664,0.00009749146,0.00015316674,0.00029484765,0.0003273494,0.000025788888,0.00014374545,0.0018433525,0.000024892439],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005364061,0.00017698946,0.0003775202,0.0064942786,0.000019454412,7.608296e-7,0.0018569821,8.292958e-9,8.853592e-9,0.005696134,0.0026635362,0.982709],"study_design_scores_gemma":[0.00020451735,0.000045541343,0.00011646547,0.083606735,0.00009199781,0.000003982447,0.008989076,0.000011743501,2.3423466e-8,0.0017532378,0.90510696,0.00006973552],"about_ca_topic_score_codex":0.0018016223,"about_ca_topic_score_gemma":0.0005298603,"teacher_disagreement_score":0.98263925,"about_ca_system_score_codex":0.0002709422,"about_ca_system_score_gemma":0.0052062194,"threshold_uncertainty_score":0.923561},"labels":[],"label_agreement":null},{"id":"W2001800404","doi":"10.12927/cjnl.2013.23252","title":"LPN Perspectives of Factors that Affect Nurse Mobility in Canada","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Lawrence College; Dalhousie University; Centre for Disability Prevention and Rehabilitation; McMaster University; University of Toronto","funders":"Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Workforce; Affect (linguistics); Nursing; Scope (computer science); Qualitative research; Human resources; Psychology; Scope of practice; Political science; Medicine; Sociology; Health care","score_opus":0.22988923281569343,"score_gpt":0.4156776353814084,"score_spread":0.18578840256571497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001800404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97968256,0.0015620552,0.00000657056,0.0064754044,0.00092479243,0.0013584692,0.000011090489,0.00006125524,0.009917819],"genre_scores_gemma":[0.998794,0.000011131155,0.00009819359,0.00032702746,0.000069903224,0.00006637037,0.000007969419,0.0000287632,0.0005965972],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968278,0.0008120989,0.0004850343,0.00038315228,0.00041144254,0.0010804705],"domain_scores_gemma":[0.9978364,0.0010744594,0.00023819183,0.00044233078,0.00014599484,0.0002626001],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00039236475,0.00022675465,0.00046397818,0.000116726806,0.00023407163,0.0000056923063,0.0002523451,0.00020877601,0.0010659858],"category_scores_gemma":[0.0003557022,0.00020391788,0.000060147617,0.00036053362,0.00021520081,0.0001880578,0.00001240088,0.00079980167,0.00006156151],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050033992,0.00013957452,0.9133445,0.00045042642,0.000008094266,0.000001883434,0.076632686,0.000017616632,0.000047324138,0.000455032,0.0068569602,0.0019958843],"study_design_scores_gemma":[0.0002841036,0.000033134696,0.51330876,0.0012761789,0.0000059270724,1.8420204e-7,0.48442942,0.000047968537,0.000105057465,0.00031391412,0.00008973195,0.00010560657],"about_ca_topic_score_codex":0.93173546,"about_ca_topic_score_gemma":0.8176155,"teacher_disagreement_score":0.40779674,"about_ca_system_score_codex":0.0040302505,"about_ca_system_score_gemma":0.0017182598,"threshold_uncertainty_score":0.9998472},"labels":[],"label_agreement":null},{"id":"W2001919145","doi":"10.1503/cjs.010414","title":"Surgical training in Guyana: the next generation","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Georgetown Hospital","funders":"","keywords":"Medicine; General partnership; Curriculum; Credibility; Medical education; Training (meteorology); Health care; Nursing","score_opus":0.48800680016935216,"score_gpt":0.43640409384611206,"score_spread":0.0516027063232401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001919145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9740202,0.0033920072,0.000007982891,0.011594316,0.0037917448,0.00015158791,0.000004430013,0.000005577287,0.007032172],"genre_scores_gemma":[0.9960166,0.00008969018,0.0000543071,0.0015603798,0.0017847057,0.0000058582355,0.00000446449,0.000014067608,0.0004699158],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974523,0.0007182469,0.0008693256,0.00008664357,0.00022987854,0.00064359576],"domain_scores_gemma":[0.99722356,0.0008743496,0.00033197043,0.00014161774,0.00031471878,0.0011138063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004238756,0.000093753406,0.00032360107,0.00030734995,0.000328727,0.000021912922,0.00015967446,0.00014528865,0.00035101202],"category_scores_gemma":[0.0010063772,0.00006665197,0.000078280915,0.0003950809,0.000065218366,0.00022231379,0.000008561744,0.0007111576,0.000050878247],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058192836,0.000008893617,0.5102994,0.000036744907,0.000019609617,0.0018651864,0.025742844,0.00039569108,0.0000064991714,0.0024656362,0.43607616,0.023025172],"study_design_scores_gemma":[0.00051416067,0.000031045303,0.01432445,0.0006128675,0.000009985966,0.00020280809,0.030235972,0.00027951933,0.0000026960588,0.00072568335,0.9529208,0.00013999244],"about_ca_topic_score_codex":0.017316092,"about_ca_topic_score_gemma":0.16971959,"teacher_disagreement_score":0.51684463,"about_ca_system_score_codex":0.0006690959,"about_ca_system_score_gemma":0.011763315,"threshold_uncertainty_score":0.9938391},"labels":[],"label_agreement":null},{"id":"W2002139652","doi":"10.1258/jhsrp.2007.007100","title":"Part of a Global Workforce: Migration of British-Trained Pharmacists","year":2008,"lang":"en","type":"article","venue":"Journal of Health Services Research & Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Workforce; Immigration; Spouse; Destinations; Economic shortage; Work (physics); Health care; Work abroad; Expatriate; Medicine; Nursing; Economic growth; Brain drain; Political science; Government (linguistics); Tourism; Law","score_opus":0.14472610439767886,"score_gpt":0.5588336564316965,"score_spread":0.4141075520340176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002139652","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97701955,0.009063764,0.000027197833,0.008677912,0.00044245267,0.0011186562,0.00022547523,0.00002596921,0.0033990073],"genre_scores_gemma":[0.9749721,0.01934788,0.0007485005,0.0024641717,0.0014286115,0.000025386102,0.000017267625,0.00003117425,0.00096490094],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9890593,0.002979994,0.003614683,0.0002680786,0.0023350148,0.001742898],"domain_scores_gemma":[0.99106866,0.00074334163,0.0028465462,0.0004357625,0.0039386307,0.0009670703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006611199,0.0002133275,0.0011262591,0.00048258057,0.00087541784,0.000010739488,0.0008573738,0.00027667868,0.00028854734],"category_scores_gemma":[0.00031010015,0.00021363253,0.00021849122,0.0026144607,0.0003254847,0.0004334979,0.00020771795,0.0014045059,0.00003951907],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004552148,0.0020103613,0.56347686,0.026074564,0.00032264693,0.0003713673,0.06812757,0.00024970624,0.0005748327,0.0044776234,0.23081961,0.09894273],"study_design_scores_gemma":[0.0140214,0.006099084,0.47896808,0.035480853,0.00005580462,0.0015541525,0.044297878,0.00091581827,0.00023078581,0.008992271,0.40865,0.0007338456],"about_ca_topic_score_codex":0.04336111,"about_ca_topic_score_gemma":0.0051350337,"teacher_disagreement_score":0.17783041,"about_ca_system_score_codex":0.001488495,"about_ca_system_score_gemma":0.008715641,"threshold_uncertainty_score":0.996904},"labels":[],"label_agreement":null},{"id":"W2002190264","doi":"10.3109/01421590802534932","title":"Cracks and crevices: Globalization discourse and medical education","year":2009,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":120,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Health Network; Toronto General Hospital","funders":"","keywords":"Globalization; Accreditation; Competence (human resources); Curriculum; Economic globalization; Sociology; Political science; Engineering ethics; Social science; Pedagogy; Psychology; Law; Social psychology; Engineering","score_opus":0.028449807072050675,"score_gpt":0.4829468773051208,"score_spread":0.4544970702330701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002190264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79897577,0.0074066715,0.0005285812,0.11162408,0.00084453804,0.00078627036,0.0000019561655,0.00021067625,0.07962147],"genre_scores_gemma":[0.9644583,0.002010346,0.00024315085,0.024176806,0.0011971735,0.000044526067,0.00004512138,0.000016973565,0.0078076203],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99739116,0.00051250943,0.00048662742,0.0003074581,0.00085843337,0.00044383094],"domain_scores_gemma":[0.9984422,0.00010488653,0.00011842774,0.00019930849,0.00007856201,0.0010566282],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013903545,0.00014878124,0.00025924967,0.000043704214,0.00036568425,0.000011815322,0.00015385603,0.00053457625,0.008031215],"category_scores_gemma":[0.002606441,0.000113945935,0.000019615036,0.00016791615,0.00018232771,0.00012598946,0.00007697794,0.00068912155,0.0000967047],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045384444,0.00039028897,0.37850443,0.00029199306,0.000011702337,0.000013680793,0.0038390334,9.430418e-8,8.3431155e-7,0.025449283,0.15737721,0.43407607],"study_design_scores_gemma":[0.0022918966,0.0002793714,0.15995678,0.0052763633,0.00007600047,0.00005120032,0.010036524,0.0062690177,6.072878e-7,0.0128424065,0.80243427,0.0004855857],"about_ca_topic_score_codex":0.00033955043,"about_ca_topic_score_gemma":0.00022007123,"teacher_disagreement_score":0.645057,"about_ca_system_score_codex":0.0000991968,"about_ca_system_score_gemma":0.00089908036,"threshold_uncertainty_score":0.9928756},"labels":[],"label_agreement":null},{"id":"W2002240934","doi":"10.1046/j.1440-1584.2003.00460.x","title":"WANTED: TRAINEES FOR RURAL PRACTICE","year":2003,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; University of Calgary","funders":"","keywords":"Teamwork; Affect (linguistics); Medical education; Rural health; Rural community; Rural area; Nursing; Medicine; Psychology; Sociology; Political science","score_opus":0.08122169597034468,"score_gpt":0.49540858327145276,"score_spread":0.4141868873011081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002240934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7024543,0.006414831,0.002062788,0.26180413,0.01234649,0.0054174745,0.00020589241,0.00020144963,0.009092606],"genre_scores_gemma":[0.9592539,0.0011924888,0.018695962,0.010003091,0.0009165487,0.000038331735,0.00001843709,0.00006805533,0.009813183],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939358,0.0015222982,0.0022384848,0.00014563963,0.0005585846,0.0015991409],"domain_scores_gemma":[0.99383247,0.0014666087,0.0023194177,0.0002964567,0.0010348744,0.0010501455],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004445428,0.00030435732,0.00083429384,0.00019723352,0.0009774617,0.000020465306,0.0003497946,0.00025883166,0.0006257855],"category_scores_gemma":[0.001764875,0.00024605737,0.0002570425,0.00040021577,0.000088721055,0.00063422957,0.000018947212,0.0013130239,0.00011443813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017882886,0.00041275038,0.012706025,0.0021014935,0.00020592468,0.0000579153,0.019332537,0.00008482498,0.00015387448,0.038511116,0.90357655,0.021068709],"study_design_scores_gemma":[0.0034696723,0.002346632,0.0026027746,0.0023666343,0.00006107101,0.0004707472,0.16505884,0.000004865735,0.000047782996,0.002760258,0.82053095,0.0002797961],"about_ca_topic_score_codex":0.00041774818,"about_ca_topic_score_gemma":0.000091068156,"teacher_disagreement_score":0.25679955,"about_ca_system_score_codex":0.00072276976,"about_ca_system_score_gemma":0.002069975,"threshold_uncertainty_score":0.99999917},"labels":[],"label_agreement":null},{"id":"W2002452522","doi":"10.12968/hmed.2008.69.sup2.28369","title":"Voluntary work overseas for foundation doctors","year":2008,"lang":"en","type":"review","venue":"British Journal of Hospital Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Life expectancy; Foundation (evidence); Work (physics); Turnover; Developing country; Developed country; Health care; Demography; Gerontology; Economic growth; Environmental health; Population; Management; Law","score_opus":0.07121686986439554,"score_gpt":0.46118926555381556,"score_spread":0.38997239568942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002452522","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015993614,0.98066795,0.000103722996,0.0005422995,0.013910356,0.0028319457,0.00005936359,0.000044297012,0.0016801511],"genre_scores_gemma":[0.000032304557,0.9860279,0.0007957518,0.0004450693,0.010116976,0.00012500795,0.00025755152,0.0001198017,0.0020796387],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937795,0.00058751507,0.0034964993,0.00036367055,0.0008805331,0.00089229597],"domain_scores_gemma":[0.9923554,0.0018379535,0.0037931208,0.00028958573,0.0011072718,0.0006166905],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012295762,0.00048286797,0.0033208283,0.00031481346,0.0007658354,0.000014766087,0.0005814274,0.00067931664,0.0010410476],"category_scores_gemma":[0.0026458255,0.00042326577,0.00069628295,0.0006438374,0.00025238108,0.00027842657,0.000091624825,0.0021534439,0.00010518953],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003228857,0.000057524052,0.00017926157,0.008020532,0.00012322969,0.00036114725,0.0002625796,1.5245323e-7,1.9744375e-9,0.000050525614,0.34969398,0.6412188],"study_design_scores_gemma":[0.0012232071,0.00118764,0.00019798652,0.22098094,0.00052653643,0.0007489445,0.00047591596,2.5257955e-7,3.3235503e-9,0.00014852385,0.7742543,0.00025572084],"about_ca_topic_score_codex":0.0004202073,"about_ca_topic_score_gemma":0.000047893314,"teacher_disagreement_score":0.6409631,"about_ca_system_score_codex":0.001063088,"about_ca_system_score_gemma":0.001449693,"threshold_uncertainty_score":0.99987215},"labels":[],"label_agreement":null},{"id":"W2003452477","doi":"10.1111/j.1440-1584.2008.00953.x","title":"Addressing the health disadvantage of rural populations: How does epidemiological evidence inform rural health policies and research?","year":2008,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":612,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Disadvantage; Rurality; Life expectancy; Health equity; Rural area; Context (archaeology); Social determinants of health; Environmental health; Health policy; Rural health; Economic growth; Medicine; Business; Development economics; Political science; Health care; Geography; Population; Economics","score_opus":0.5819555629839698,"score_gpt":0.604001932544916,"score_spread":0.02204636956094619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003452477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6481694,0.012088453,0.000050715604,0.33721083,0.0008420227,0.0014830781,0.00007640388,0.000043558655,0.000035537127],"genre_scores_gemma":[0.95382434,0.034521323,0.0019854803,0.0073977164,0.0009044671,0.000027246304,0.00002651167,0.000040817242,0.0012721143],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98408294,0.0070336596,0.0040757884,0.00024068836,0.0016272919,0.0029396384],"domain_scores_gemma":[0.9881185,0.0036074314,0.004785423,0.0006738817,0.0009472927,0.0018674625],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015414314,0.00049159076,0.0019654192,0.0004970314,0.0051415535,0.000048596077,0.0008787111,0.00031037175,0.00011560618],"category_scores_gemma":[0.0026843604,0.00027380337,0.00027782127,0.0010673077,0.0015585688,0.001233231,0.00030356264,0.0035423108,0.000016930158],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092788023,0.00016242887,0.7321625,0.0033618314,0.000063009924,0.00001912223,0.05266446,0.00007913135,0.000027129154,0.00858444,0.17386311,0.028084986],"study_design_scores_gemma":[0.001454723,0.0044044587,0.7100113,0.021381203,0.000014933906,0.000600257,0.24486704,0.0000330086,0.000009194833,0.0042695864,0.012600351,0.0003539088],"about_ca_topic_score_codex":0.021646729,"about_ca_topic_score_gemma":0.0020699974,"teacher_disagreement_score":0.32981312,"about_ca_system_score_codex":0.0016400681,"about_ca_system_score_gemma":0.0041101146,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W2003543858","doi":"10.1016/j.socscimed.2009.03.004","title":"How Cuba's Latin American School of Medicine challenges the ethics of physician migration","year":2009,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Compassion; Medical ethics; Sociology; Public health; Health care; Nursing ethics; Medicine; Public relations; Political science; Nursing; Law","score_opus":0.10657383989156734,"score_gpt":0.4885467245545337,"score_spread":0.38197288466296636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003543858","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28646967,0.0012989428,0.00006600134,0.6743029,0.00053529785,0.00068673544,0.000003871004,0.00004903268,0.036587555],"genre_scores_gemma":[0.98808765,0.0011774815,0.00004740349,0.008562516,0.0016943191,0.000013043775,0.0000036034803,0.000007308655,0.00040669515],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996434,0.0005925402,0.00059742975,0.00027838149,0.001516044,0.00058162236],"domain_scores_gemma":[0.9969586,0.0007491107,0.00093825685,0.00032205414,0.0008299612,0.00020198191],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004222081,0.00015459946,0.00056639407,0.00013025808,0.0011851494,0.0000028091977,0.00056553236,0.00013325003,0.0000698283],"category_scores_gemma":[0.0037215266,0.00008901333,0.000038941987,0.0017452774,0.005536882,0.00014953452,0.000041366104,0.00088908727,0.00000603961],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001348227,0.00012718776,0.016593697,0.0004296371,0.000017452983,0.0000018624462,0.5114005,0.0000026828855,0.022201551,0.17317723,0.024398543,0.25151485],"study_design_scores_gemma":[0.0017342984,0.0029655301,0.41688204,0.003143243,0.00009313854,4.473255e-7,0.49509135,0.000101195445,0.00044339753,0.027943492,0.051343795,0.00025807967],"about_ca_topic_score_codex":0.0026365551,"about_ca_topic_score_gemma":0.0010271424,"teacher_disagreement_score":0.70161796,"about_ca_system_score_codex":0.00018191835,"about_ca_system_score_gemma":0.00064183644,"threshold_uncertainty_score":0.9971695},"labels":[],"label_agreement":null},{"id":"W2003550189","doi":"10.1111/j.1365-2923.2009.03573.x","title":"Socially responsible medical education: innovations and challenges in a minority setting","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"General partnership; Curriculum; Situated; Government (linguistics); Population; Public relations; Medical education; Sociology; Political science; Medicine; Pedagogy","score_opus":0.05312283176166965,"score_gpt":0.4778066190029028,"score_spread":0.4246837872412331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003550189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49521798,0.0022064317,0.000006497921,0.45958176,0.0037981945,0.0005855355,0.0000018176964,0.00008435207,0.03851744],"genre_scores_gemma":[0.92084193,0.0049705976,0.008474053,0.05297921,0.005941395,0.0012752389,0.00015829492,0.00004834806,0.005310909],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968901,0.00058942236,0.00079922,0.00036849955,0.000844666,0.0005080562],"domain_scores_gemma":[0.9976768,0.00087137177,0.00020952855,0.0003116929,0.00040940163,0.0005212377],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0038665514,0.00014606156,0.0002434284,0.00024397582,0.00053043076,0.000010921176,0.00025973294,0.00077095244,0.0041787443],"category_scores_gemma":[0.02278146,0.00014166502,0.000020951653,0.0005862802,0.00018250721,0.00015408559,0.00012073164,0.0018584018,0.00012226615],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033326607,0.0007808878,0.12508197,0.00062565075,0.000005377281,0.0000020306798,0.008532009,2.5358355e-8,0.000017363853,0.24530753,0.0947823,0.52483153],"study_design_scores_gemma":[0.0007355021,0.000045670207,0.27800116,0.0015229406,0.000010985164,0.000022639168,0.018856516,0.00017171037,0.0000038141095,0.024238523,0.6761428,0.00024771478],"about_ca_topic_score_codex":0.0013747065,"about_ca_topic_score_gemma":0.024405725,"teacher_disagreement_score":0.5813605,"about_ca_system_score_codex":0.00019021945,"about_ca_system_score_gemma":0.054199737,"threshold_uncertainty_score":0.9967316},"labels":[],"label_agreement":null},{"id":"W2003701417","doi":"10.12968/bjnn.2010.6.3.47128","title":"Doing more with less: Implications of the recession for health care","year":2010,"lang":"en","type":"article","venue":"British Journal of Neuroscience Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Recession; Exchequer; Quarter (Canadian coin); Global recession; Publication; Economic history; Great recession; Political science; History; Economics; Demographic economics; Keynesian economics; Law; Archaeology","score_opus":0.045657511603572794,"score_gpt":0.4563354573240253,"score_spread":0.4106779457204525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003701417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96873957,0.00081911084,0.0026267762,0.022709845,0.003257718,0.0009556767,0.000046357633,0.000021377999,0.0008235784],"genre_scores_gemma":[0.9882902,0.00012182588,0.008737454,0.0025093223,0.00023583815,0.000012387987,9.832962e-7,0.000019928208,0.000072044306],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99792385,0.00021197982,0.0007438822,0.00019670153,0.000410652,0.0005129332],"domain_scores_gemma":[0.9973272,0.00022575619,0.0012816787,0.00024551238,0.0006990333,0.00022082338],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007138867,0.00009520159,0.0002716839,0.00007355314,0.00213851,0.000029697663,0.00055798923,0.0000800899,0.0000045292118],"category_scores_gemma":[0.00041518366,0.00007223395,0.00007750866,0.00053137576,0.00037908542,0.00027833076,0.000037008555,0.00092088466,2.4064164e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029649024,0.00034903933,0.06509603,0.0010329467,0.0000048606885,0.000014723026,0.02275102,0.00032192803,0.058861054,0.0015235469,0.024816707,0.8249317],"study_design_scores_gemma":[0.0021488173,0.0009985088,0.8449267,0.029817086,0.000045194116,0.0022937604,0.037556045,0.00012486498,0.0009463385,0.00077869045,0.08005987,0.00030408628],"about_ca_topic_score_codex":0.00012091738,"about_ca_topic_score_gemma":0.00040265915,"teacher_disagreement_score":0.8246276,"about_ca_system_score_codex":0.0001657003,"about_ca_system_score_gemma":0.0012225127,"threshold_uncertainty_score":0.9991606},"labels":[],"label_agreement":null},{"id":"W2003910130","doi":"10.3402/ijch.v70i4.17845","title":"Rural pharmacy in Canada: pharmacist training, workforce capacity and research partnerships","year":2011,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; University of British Columbia","keywords":"Pharmacy; Workforce; Rural area; Pharmacy practice; Curriculum; Medicine; Pharmaconomist; Pharmacist; Health care; Rural health; Population health; General partnership; Medical education; Nursing; Political science; Public health; Psychology; Pedagogy","score_opus":0.5222209948691632,"score_gpt":0.52957147724778,"score_spread":0.007350482378616796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003910130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9800583,0.0030197273,0.000050617862,0.00925426,0.0028984752,0.00047489558,0.00004328713,0.000015336751,0.0041850694],"genre_scores_gemma":[0.9916944,0.002313111,0.0003849219,0.0046909717,0.00075364433,0.000014654327,0.0000059091153,0.00002557062,0.00011681256],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99363315,0.0019149132,0.001673601,0.00021150541,0.0014623902,0.0011044164],"domain_scores_gemma":[0.9962969,0.00073367363,0.00088925724,0.00016046458,0.0010551249,0.0008646255],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006080116,0.00018757378,0.0004974975,0.00047272316,0.0004000935,0.000016711447,0.0006970556,0.00008468059,0.0005242331],"category_scores_gemma":[0.00064984814,0.00017652509,0.000059337774,0.00034994725,0.00013832648,0.0003915962,0.00011163864,0.0025443335,0.000023856976],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000727972,0.00011170474,0.91200715,0.00017006656,0.00006218969,0.00023674915,0.039703045,0.000005705069,0.000049701757,0.005951396,0.013126958,0.027847348],"study_design_scores_gemma":[0.010910989,0.00042882393,0.3816271,0.0059096855,0.000022936401,0.00075267575,0.07964932,0.0005175922,0.00016856531,0.00926466,0.5101242,0.000623401],"about_ca_topic_score_codex":0.71857333,"about_ca_topic_score_gemma":0.6546862,"teacher_disagreement_score":0.53038,"about_ca_system_score_codex":0.004012966,"about_ca_system_score_gemma":0.012873811,"threshold_uncertainty_score":0.99981046},"labels":[],"label_agreement":null},{"id":"W2004246796","doi":"10.1503/cmaj.109-4835","title":"New national medical electives portal","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Computer science; Feature (linguistics); Service (business); Internet portal; Medical education; Medicine; Multimedia; Data science; The Internet; Business","score_opus":0.01589079618575328,"score_gpt":0.38463937766785683,"score_spread":0.36874858148210354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004246796","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042126462,0.00043025977,0.002503893,0.3503031,0.008805544,0.0004852908,0.000032086322,0.00015847117,0.5951549],"genre_scores_gemma":[0.74788904,0.00028301496,0.0010937311,0.19275126,0.031662118,0.000028852204,0.000053227723,0.000065435735,0.026173342],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99208564,0.0010473386,0.00091584073,0.00020878598,0.004568977,0.0011733951],"domain_scores_gemma":[0.99060845,0.0012005662,0.00043307833,0.00009470022,0.0010224005,0.00664081],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0071678506,0.00015296582,0.0003072893,0.00021258296,0.0012356293,0.000031454503,0.00042717793,0.001122269,0.089286014],"category_scores_gemma":[0.022695538,0.0001395385,0.00009434523,0.00036198486,0.000035230587,0.0001607977,0.000032378754,0.0030521746,0.0022856474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057817188,0.000009249539,0.09115619,0.000008480246,0.000033955428,0.0000546034,0.00036839777,0.0000011494905,2.9025568e-7,0.012757012,0.8693488,0.026256073],"study_design_scores_gemma":[0.0010251263,0.0000449815,0.03887919,0.0002530058,0.000007430365,0.00011742935,0.0005364531,0.00039170843,4.745097e-7,0.004405117,0.95420057,0.0001385144],"about_ca_topic_score_codex":0.010568567,"about_ca_topic_score_gemma":0.17239569,"teacher_disagreement_score":0.70576257,"about_ca_system_score_codex":0.002588884,"about_ca_system_score_gemma":0.033901207,"threshold_uncertainty_score":0.99924785},"labels":[],"label_agreement":null},{"id":"W2004379661","doi":"10.1097/00003246-200004000-00046","title":"The first decade of the American Board of Internal Medicine certification in critical care medicine: An overview of examinees and certificate holders from 1987 through 1996","year":2000,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Competence (human resources); Certificate; Board certification; Cohort; Family medicine; Cohort study; Medical education; Internal medicine; Continuing medical education; Psychology; Continuing education; Management","score_opus":0.21135865023529285,"score_gpt":0.504497207919981,"score_spread":0.2931385576846881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004379661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8386492,0.061245345,0.000042553806,0.09400147,0.00087885413,0.0009527346,0.00010549036,0.00004115309,0.0040832018],"genre_scores_gemma":[0.9923116,0.0037939993,0.00012572511,0.003064812,0.0005168973,0.00006701049,0.000046253233,0.000037121023,0.00003658484],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99465996,0.00103698,0.0020577426,0.0005568144,0.001005311,0.00068319775],"domain_scores_gemma":[0.9909212,0.006495584,0.0003678594,0.0010402258,0.00085254846,0.00032256564],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007520924,0.00033635812,0.0012441082,0.00010446207,0.00040107098,0.0000033008707,0.00071270356,0.00021001908,0.0007751899],"category_scores_gemma":[0.005398478,0.0001828839,0.000070766255,0.0007521837,0.007953073,0.000120561584,0.0001270283,0.00083688804,0.0000042953548],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019545169,0.0002797249,0.6038071,0.014599841,0.00008253878,0.00003288686,0.2407965,0.000012315717,0.0025310265,0.03659558,0.010818591,0.088489406],"study_design_scores_gemma":[0.0025060547,0.0022356259,0.587395,0.018881258,0.00041611455,0.0000065255963,0.35782212,0.00015336498,0.0005961223,0.0045457687,0.025159275,0.00028275838],"about_ca_topic_score_codex":0.050891504,"about_ca_topic_score_gemma":0.008066984,"teacher_disagreement_score":0.1536624,"about_ca_system_score_codex":0.0001869695,"about_ca_system_score_gemma":0.00013854892,"threshold_uncertainty_score":0.9947467},"labels":[],"label_agreement":null},{"id":"W2004635238","doi":"10.1111/j.1440-1854.2004.00637.x","title":"Preparedness for rural community leadership and its impact on practice location of family medicine graduates","year":2005,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Preparedness; Medicine; Psychological intervention; Rural area; Family medicine; Rural health; Odds; Odds ratio; Nursing; Logistic regression; Management","score_opus":0.2803109355222454,"score_gpt":0.5454384411631722,"score_spread":0.2651275056409268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004635238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9060233,0.0036695441,0.00003789313,0.088348016,0.0005364606,0.0011726771,0.00003527528,0.000024144361,0.00015266308],"genre_scores_gemma":[0.99301547,0.0010065375,0.0006760376,0.004042627,0.00057340885,0.0000144357455,0.000027073265,0.000028649229,0.0006157608],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99461704,0.0021138228,0.0018221145,0.00010125107,0.0005010253,0.00084471353],"domain_scores_gemma":[0.9923101,0.0025074396,0.0025812625,0.00028167837,0.0016431921,0.0006763059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0049937638,0.00026916078,0.00083092117,0.00021534208,0.0007763126,0.00000757516,0.00029415276,0.000192824,0.000053514927],"category_scores_gemma":[0.0014404079,0.0001923777,0.00009101211,0.00041511582,0.00014819842,0.00059895485,0.000030796626,0.0014000509,0.00001408249],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.021189772,0.001831256,0.03565493,0.021190025,0.0006004631,0.000011905011,0.2958827,0.0024235656,0.0011705952,0.007815879,0.5285729,0.08365596],"study_design_scores_gemma":[0.008400347,0.018669315,0.1289011,0.025580198,0.00019900434,0.00021872221,0.8013489,0.00021914011,0.00015502091,0.0011500116,0.014706958,0.00045125664],"about_ca_topic_score_codex":0.003149562,"about_ca_topic_score_gemma":0.0002569136,"teacher_disagreement_score":0.51386595,"about_ca_system_score_codex":0.00082969025,"about_ca_system_score_gemma":0.0010795102,"threshold_uncertainty_score":0.7844935},"labels":[],"label_agreement":null},{"id":"W2004683328","doi":"10.1016/s1072-7515(01)01099-7","title":"Career Pathways of Graduates of General Surgery Residency Programs: An Analysis of Graduates From 1983 To 1990","year":2002,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Board certification; Specialty; Family medicine; IMG; Maintenance of Certification; Workforce; Population; Graduate medical education; Medical education; Continuing medical education; Accreditation; Continuing education; Management; Environmental health","score_opus":0.08986582403620608,"score_gpt":0.35774182922743075,"score_spread":0.2678760051912247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004683328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932401,0.0009627222,0.000014645033,0.0032264648,0.00050182757,0.00055381184,0.0012815694,0.000015800286,0.00020305451],"genre_scores_gemma":[0.9959022,0.00078465865,0.0026216602,0.00021218027,0.00012387885,0.000016585589,0.000016173462,0.000040588726,0.00028210419],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99266464,0.0016384855,0.0034320843,0.00029086234,0.0012651229,0.0007088115],"domain_scores_gemma":[0.9876152,0.0026832488,0.006546361,0.0009654539,0.0017422381,0.00044749846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019208754,0.00031708763,0.0027665682,0.0010707893,0.00024283971,0.000004454637,0.0008670861,0.00012126125,0.00023353728],"category_scores_gemma":[0.00110449,0.00022840158,0.0011093813,0.0046635745,0.0005682461,0.00017990105,0.0002104393,0.0004955102,0.0000033924048],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047513275,0.0006630564,0.9696202,0.00020102004,0.0012126418,0.000025220286,0.0030495655,0.0005856366,0.0021131535,0.00030273965,0.019750666,0.002000923],"study_design_scores_gemma":[0.00087409647,0.0016230685,0.9535039,0.0032148887,0.0026814896,0.000012497298,0.027632635,0.0011490986,0.004813989,0.0014046736,0.0025788236,0.00051080796],"about_ca_topic_score_codex":0.03662388,"about_ca_topic_score_gemma":0.006200868,"teacher_disagreement_score":0.030423013,"about_ca_system_score_codex":0.00019167528,"about_ca_system_score_gemma":0.00068020815,"threshold_uncertainty_score":0.96979135},"labels":[],"label_agreement":null},{"id":"W2005246312","doi":"10.12927/hcq..17162","title":"Facts and Opinions: Abetting Emigration of Canada's Nurses and Doctors","year":2005,"lang":"en","type":"letter","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University Health Network","funders":"","keywords":"Emigration; Nursing; Family medicine; Medicine; Best practice; Political science; Public relations; Law","score_opus":0.029408008634581463,"score_gpt":0.38413215534929346,"score_spread":0.354724146714712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005246312","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07934413,0.0072718835,0.0000043905848,0.9064989,0.0027338425,0.002281056,0.000748331,0.00012980461,0.0009876662],"genre_scores_gemma":[0.2506922,0.00097061245,0.000694145,0.73216134,0.008333876,0.00022719751,0.0016363928,0.00017701456,0.0051072463],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946524,0.0010090054,0.0016030028,0.00068729196,0.00065946346,0.0013888737],"domain_scores_gemma":[0.99636555,0.001180828,0.0010883809,0.00052385865,0.0004170392,0.00042435297],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00046875974,0.00050217094,0.0009866932,0.00020671084,0.00093563716,0.000019959583,0.00019612614,0.0013940488,0.000090322304],"category_scores_gemma":[0.000115227835,0.0004841538,0.000051116458,0.00020720765,0.00011844343,0.00015053891,0.000035564903,0.0028594562,0.00000938282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021744285,0.000007696946,0.012722371,0.0061792,0.000023281533,0.000027254295,0.010411618,2.1968258e-7,0.0000010795062,0.00026742226,0.94207525,0.028262889],"study_design_scores_gemma":[0.0004363338,0.00047048132,0.015272107,0.004412792,0.00002884822,0.000013762128,0.011397932,0.000016986129,0.0000015079974,0.00021522169,0.9673335,0.00040054895],"about_ca_topic_score_codex":0.6967502,"about_ca_topic_score_gemma":0.8169122,"teacher_disagreement_score":0.17433758,"about_ca_system_score_codex":0.0006991146,"about_ca_system_score_gemma":0.0037470274,"threshold_uncertainty_score":0.99990237},"labels":[],"label_agreement":null},{"id":"W2005479689","doi":"10.1016/j.ijnurstu.2009.04.012","title":"Nursing workforce: A special issue","year":2009,"lang":"en","type":"editorial","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Focus group; Nursing; Obstetrics; Descriptive statistics; Population; Medicine; Medical education; Sociology; Political science","score_opus":0.0846592594359205,"score_gpt":0.5527669051311441,"score_spread":0.4681076456952236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005479689","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018601665,0.019344117,0.000056776003,0.011452952,0.908432,0.0003641789,0.00006837944,0.000059733797,0.060035866],"genre_scores_gemma":[0.00043383878,0.011366232,0.0013771342,0.00051033555,0.9729801,0.000009042992,0.000053425025,0.00008018019,0.013189744],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99201196,0.0006161241,0.002648395,0.00042519023,0.0033415756,0.000956777],"domain_scores_gemma":[0.98576736,0.002854754,0.0035172077,0.0003006945,0.00729038,0.00026957624],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014334482,0.0006021707,0.0015612255,0.0007182603,0.0007642248,0.00006939469,0.0013536607,0.001120711,0.00042773414],"category_scores_gemma":[0.004442327,0.00052601437,0.00055470434,0.00029409805,0.00040396187,0.00035154365,0.00009440307,0.00396439,0.00024280413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076300226,0.00023244413,0.00004488378,0.000059708418,0.0006122641,0.00017942261,0.01261679,0.000024094015,0.0000012424172,0.00033725885,0.83705544,0.14807346],"study_design_scores_gemma":[0.0014308841,0.00037226005,0.00009406656,0.06534866,0.00032441085,0.00003718307,0.012036935,0.0000036501106,0.0000022710876,0.011105812,0.908898,0.00034588593],"about_ca_topic_score_codex":0.00001695123,"about_ca_topic_score_gemma":0.000017896575,"teacher_disagreement_score":0.14772758,"about_ca_system_score_codex":0.0068851835,"about_ca_system_score_gemma":0.0015175074,"threshold_uncertainty_score":0.99971914},"labels":[],"label_agreement":null},{"id":"W2005499144","doi":"10.1108/lhs-02-2014-0012","title":"Developing a Physician Management &amp; Leadership Program (PMLP) in Newfoundland and Labrador","year":2015,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"General partnership; Government (linguistics); Health care; Medicine; Public relations; Medical education; Political science; Nursing","score_opus":0.3625809556786827,"score_gpt":0.4607413101981643,"score_spread":0.09816035451948157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005499144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80015445,0.020447645,0.00006878789,0.1494633,0.0018838516,0.012475475,0.00001711858,0.0010617997,0.014427593],"genre_scores_gemma":[0.8886799,0.0006555424,0.015967477,0.090355866,0.0004772929,0.0012334035,0.00010509721,0.000107668966,0.0024177344],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9935682,0.0012587432,0.0013554115,0.0007704595,0.00054384477,0.0025033825],"domain_scores_gemma":[0.997879,0.00038861242,0.00047731763,0.0004844603,0.0001104351,0.00066013297],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0027226568,0.0004165456,0.00072900305,0.00046599834,0.00038691296,0.000048319176,0.0004383334,0.00034974018,0.000026227626],"category_scores_gemma":[0.0000304449,0.00041665835,0.000035089415,0.0013916568,0.00010337002,0.000409215,0.0001941951,0.0010878628,0.00030641863],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039105944,0.0002663326,0.7464344,0.078327425,0.0000239597,0.00004201384,0.10942196,0.00007170248,4.5190185e-7,0.011905322,0.0004871783,0.05262823],"study_design_scores_gemma":[0.00478004,0.00029912055,0.33912167,0.037680216,0.0000119463975,0.000004437484,0.47698343,0.0006101992,5.560997e-7,0.0045403666,0.13526572,0.0007023182],"about_ca_topic_score_codex":0.04437437,"about_ca_topic_score_gemma":0.35817483,"teacher_disagreement_score":0.4073127,"about_ca_system_score_codex":0.002003423,"about_ca_system_score_gemma":0.00060214195,"threshold_uncertainty_score":0.9998285},"labels":[],"label_agreement":null},{"id":"W2006316012","doi":"10.1016/j.hcmf.2013.04.003","title":"Ethical Considerations for Effective Health Human Resources Planning and Management","year":2013,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Scope (computer science); Ethical issues; Economic Justice; Business; Key (lock); Public relations; Human resource management; Engineering ethics; Political science; Law; Computer science; Engineering","score_opus":0.06255355408837825,"score_gpt":0.4585933113297449,"score_spread":0.39603975724136664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006316012","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07270306,0.0052715815,0.0041464088,0.79949784,0.0019205638,0.05915438,0.00012942003,0.0013740741,0.055802677],"genre_scores_gemma":[0.8618246,0.000581929,0.015805457,0.10392555,0.00028086916,0.01228524,0.00010471129,0.000101020305,0.0050906697],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99464077,0.0010283341,0.0011657566,0.00082054664,0.0004483472,0.0018962205],"domain_scores_gemma":[0.99703413,0.001070486,0.00044752742,0.00057245884,0.00023338915,0.000641996],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016371763,0.00038189677,0.0006171624,0.00032782328,0.004925736,0.00007378117,0.00019743944,0.0005374598,0.0002498236],"category_scores_gemma":[0.00007833277,0.00036784116,0.00008735282,0.00027220708,0.00013117254,0.00015708256,0.00047567388,0.001405935,0.00018122271],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006280334,0.00006508162,0.025575196,0.0104889255,0.00014198279,0.000015811467,0.0055012107,0.000019445062,0.0000014277364,0.51526636,0.41979238,0.02306936],"study_design_scores_gemma":[0.0038269705,0.0011604051,0.13477081,0.0046243183,0.000070959555,0.0000062071886,0.060867727,0.00042147707,0.0000024482526,0.116416,0.67715335,0.00067932764],"about_ca_topic_score_codex":0.0025908349,"about_ca_topic_score_gemma":0.0013674056,"teacher_disagreement_score":0.7891215,"about_ca_system_score_codex":0.00055728364,"about_ca_system_score_gemma":0.00006206714,"threshold_uncertainty_score":0.99987733},"labels":[],"label_agreement":null},{"id":"W2006715394","doi":"10.12927/whp.2010.21661","title":"The Thai–Australian Alliance: Developing a Rural Health Management Curriculum by Participatory Action Research","year":2010,"lang":"en","type":"article","venue":"World health & population","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Public health; Health care; Curriculum; Nursing; Medicine; Core competency; Focus group; Alliance; Health education; Health promotion; HRHIS; International health; Medical education; Economic growth; Political science; Psychology; Business; Pedagogy","score_opus":0.2143841140606213,"score_gpt":0.5673015059524675,"score_spread":0.35291739189184623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006715394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70244396,0.0023586194,0.00018826486,0.27378207,0.00888993,0.008900542,0.00003570513,0.00065589877,0.0027450046],"genre_scores_gemma":[0.96961975,0.0022182604,0.002325427,0.0064492016,0.0009447743,0.0011667068,0.00032779024,0.00007393508,0.016874148],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907516,0.0028273943,0.0017715498,0.00057113863,0.0011846365,0.0028936486],"domain_scores_gemma":[0.9967138,0.0004979025,0.000904163,0.0008070172,0.00030515768,0.00077193655],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009042913,0.00031152467,0.00045933222,0.0002300469,0.009000628,0.00006573046,0.00045444805,0.00022049028,0.00019786543],"category_scores_gemma":[0.00015252785,0.00025391628,0.00007091537,0.0015258326,0.00013838419,0.00031254627,0.00018029935,0.0027983654,0.0004821437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008274453,0.000083763916,0.30072856,0.0012303364,0.000020004622,0.0000013966601,0.002432558,0.000015203388,0.000010272171,0.06350136,0.5542167,0.07767713],"study_design_scores_gemma":[0.0005039665,0.000080086684,0.25857446,0.0010408732,0.0000046966766,9.692537e-7,0.008870875,0.00021714244,0.0000033119697,0.0027264177,0.72776616,0.00021108903],"about_ca_topic_score_codex":0.023286937,"about_ca_topic_score_gemma":0.10386889,"teacher_disagreement_score":0.26733288,"about_ca_system_score_codex":0.0026398425,"about_ca_system_score_gemma":0.00083661743,"threshold_uncertainty_score":0.9999913},"labels":[],"label_agreement":null},{"id":"W2006766391","doi":"10.1503/cmaj.114-0064","title":"Perspectives on studying abroad","year":2014,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Demographics; Study abroad; Population; Data science; Medicine; Computer science; Political science; Demography; Environmental health; Sociology","score_opus":0.032841595056969326,"score_gpt":0.3982603194094842,"score_spread":0.3654187243525149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006766391","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010134898,0.00047227697,0.000012618406,0.89537716,0.0053484207,0.00048113352,0.000049292332,0.000067405774,0.09717822],"genre_scores_gemma":[0.0020526685,0.00041780874,0.000050624993,0.91300404,0.0592627,0.000042937325,0.00005850924,0.000080660306,0.025030077],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9895883,0.0029334647,0.0012288764,0.00044958506,0.0036375874,0.0021621534],"domain_scores_gemma":[0.9926328,0.0022222002,0.0012097512,0.00032252993,0.0012009797,0.0024117616],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004922456,0.00038775706,0.00077446934,0.000507533,0.0023906017,0.00007281073,0.000725983,0.0047720787,0.030793115],"category_scores_gemma":[0.0071233436,0.00034857207,0.0002189982,0.00030640446,0.000057369518,0.00008274793,0.000038692433,0.022659749,0.0062668626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000046206414,0.000008624424,0.0068899756,0.0000660886,0.00009989165,0.0008977599,0.0029582554,8.027766e-7,1.6036907e-8,0.000179405,0.9868311,0.0020634604],"study_design_scores_gemma":[0.00066439423,0.000095354415,0.0010610612,0.0016476744,0.00003465428,0.00005072849,0.0070144776,0.000018075076,2.1611537e-8,0.00021709103,0.98890185,0.0002946313],"about_ca_topic_score_codex":0.011310922,"about_ca_topic_score_gemma":0.025942406,"teacher_disagreement_score":0.072148144,"about_ca_system_score_codex":0.012248979,"about_ca_system_score_gemma":0.010701615,"threshold_uncertainty_score":0.99989665},"labels":[],"label_agreement":null},{"id":"W2006792935","doi":"10.1503/cmaj.109-4584","title":"New health minister promises open door, pledges to work with doctors","year":2013,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Medicine; Law; Political science; Engineering","score_opus":0.030804916222594677,"score_gpt":0.3931132713850002,"score_spread":0.3623083551624055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006792935","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11057363,0.00029728634,0.00017602388,0.85441726,0.0026196525,0.0031073338,0.000027806915,0.000059893515,0.028721133],"genre_scores_gemma":[0.20914286,0.00019741639,0.011883672,0.61998177,0.00883376,0.00047121386,0.00004044693,0.00013624174,0.14931262],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948396,0.00084421097,0.0010096594,0.00028474513,0.0013227033,0.0016990813],"domain_scores_gemma":[0.9880307,0.00049614743,0.0005820258,0.0002207938,0.0006592581,0.010011125],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002543649,0.00021077655,0.0004988472,0.00018842993,0.0015401978,0.00022023809,0.00080378196,0.0004532429,0.037732232],"category_scores_gemma":[0.0016259614,0.0001600986,0.000049131853,0.0006574593,0.00002298531,0.00033351494,0.000100072866,0.0016723358,0.0041946904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000018234809,0.000009662689,0.18795726,0.0000193168,0.000028412773,0.000020002797,0.0019696185,0.0000010156976,7.064317e-8,0.00019303909,0.78226745,0.027515924],"study_design_scores_gemma":[0.0010682733,0.00016298902,0.12806277,0.0011251897,0.0000066780885,0.000017817089,0.0029266109,0.00000273949,3.1762977e-7,0.00019417224,0.8662654,0.00016705996],"about_ca_topic_score_codex":0.1562671,"about_ca_topic_score_gemma":0.375856,"teacher_disagreement_score":0.23443547,"about_ca_system_score_codex":0.004125433,"about_ca_system_score_gemma":0.023572683,"threshold_uncertainty_score":0.9997597},"labels":[],"label_agreement":null},{"id":"W2007043960","doi":"10.1016/j.socscimed.2015.02.017","title":"Mobility and health sector development in China and India","year":2015,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre; John D. and Catherine T. MacArthur Foundation; Ford Foundation","keywords":"Context (archaeology); Homeland; Public relations; Scope (computer science); China; Health care; Economic growth; Political science; Work (physics); Inequality; Sociology; Economics","score_opus":0.10041148435973378,"score_gpt":0.4881949529689966,"score_spread":0.3877834686092628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007043960","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755095,0.0008742405,0.000007966402,0.012958219,0.0004850993,0.00069779844,0.0000014224944,0.000037685277,0.009428047],"genre_scores_gemma":[0.99661976,0.000054359538,0.00012528562,0.002736887,0.00026497885,0.000033894372,0.000002439355,0.000005138472,0.00015722733],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977584,0.00020894919,0.0004523826,0.00032616156,0.00054287503,0.0007112511],"domain_scores_gemma":[0.9989584,0.0000692688,0.00014973705,0.000097600096,0.000102621954,0.0006223683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068667983,0.000105446896,0.00031111165,0.00011587294,0.0010428427,0.0000049375444,0.00014058588,0.0000852668,0.000058667207],"category_scores_gemma":[0.00047273116,0.00007979403,0.000004586711,0.0007880352,0.00091653893,0.00013178808,0.00012278285,0.00035498195,0.000007878888],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016393233,0.00002126954,0.73605996,0.00011135928,7.2488155e-7,0.000001551912,0.24055961,6.795219e-8,0.000009976763,0.0019183594,0.0026749237,0.018625816],"study_design_scores_gemma":[0.0009341822,0.000108997876,0.96482295,0.00029355413,0.0000011011076,8.426471e-7,0.018059675,0.00001072529,0.0000019776742,0.0015811819,0.014111412,0.00007338206],"about_ca_topic_score_codex":0.0055725523,"about_ca_topic_score_gemma":0.0019663975,"teacher_disagreement_score":0.22876301,"about_ca_system_score_codex":0.0009319501,"about_ca_system_score_gemma":0.002241936,"threshold_uncertainty_score":0.8424069},"labels":[],"label_agreement":null},{"id":"W2007427953","doi":"10.1016/s0140-6736(09)61677-9","title":"Canada 2010: what should global health expect?","year":2009,"lang":"en","type":"review","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presidency; Summit; Scopus; Political science; Global health; Government (linguistics); Foreign policy; Workforce; Public administration; Public relations; Economic growth; Politics; Library science; Health care; Law; MEDLINE; Geography; Economics; Computer science","score_opus":0.22878600740951457,"score_gpt":0.5286385175065362,"score_spread":0.29985251009702163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007427953","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.63573e-7,0.92782444,0.0000034686645,0.05138582,0.005730691,0.0029370098,0.00056060945,0.00019747394,0.011359727],"genre_scores_gemma":[0.0000017764974,0.92440367,0.00010818579,0.06380908,0.0058046416,0.0002627506,0.00026398568,0.00005738372,0.0052885464],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99210227,0.002593645,0.0015976643,0.0006087185,0.0007536663,0.002344013],"domain_scores_gemma":[0.9952753,0.0007536757,0.0012680732,0.00206889,0.000105567895,0.00052845536],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0015389534,0.000686893,0.0043926355,0.00003751208,0.0013377247,0.000059023674,0.0017729785,0.0005931652,0.0006183349],"category_scores_gemma":[0.00013469813,0.0004152028,0.0002507434,0.0006718869,0.00006857398,0.00014068632,0.00027359283,0.0023938424,0.0007731656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006858214,0.0000061451683,0.000009137399,0.0062899846,0.000021987596,0.000007363916,0.00008551734,2.638392e-7,1.1236127e-10,0.0013155082,0.5384412,0.45381606],"study_design_scores_gemma":[0.00026541422,0.000042452266,0.00008570751,0.05316031,0.00009102067,0.000014904306,0.00065090606,9.5318904e-7,1.4519489e-9,0.00042315072,0.94495964,0.00030552948],"about_ca_topic_score_codex":0.7736163,"about_ca_topic_score_gemma":0.86843586,"teacher_disagreement_score":0.45351052,"about_ca_system_score_codex":0.0053052376,"about_ca_system_score_gemma":0.018293548,"threshold_uncertainty_score":0.9999624},"labels":[],"label_agreement":null},{"id":"W2008328729","doi":"10.1037/0003-066x.60.7.712","title":"Global Mobility for Psychologists: The Role of Psychology Organizations in the United States, Canada, Europe, and Other Regions.","year":2005,"lang":"en","type":"article","venue":"American Psychologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Credentialing; Mutual recognition; Professional psychology; Professional association; Public relations; Professional development; Political science; Psychology; Business; Pedagogy; MEDLINE; Law; International trade","score_opus":0.03459614596252374,"score_gpt":0.44160574523401874,"score_spread":0.407009599271495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008328729","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8219386,0.0016213993,0.0014844742,0.13360202,0.00051914953,0.0035553332,0.000941812,0.00012646511,0.036210757],"genre_scores_gemma":[0.9128895,0.00046340135,0.00093447685,0.085037135,0.00013043538,0.0002689924,0.00007587448,0.000026463806,0.0001737461],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99646467,0.0013281957,0.00080040056,0.0004939789,0.00020948696,0.0007032522],"domain_scores_gemma":[0.9969697,0.0010069191,0.00054599566,0.0010321132,0.00033643207,0.000108836815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011250721,0.00022151672,0.00035981255,0.00006692561,0.0005113058,0.0000088700235,0.00077424536,0.00011361334,0.00008334657],"category_scores_gemma":[0.0006143822,0.00013607649,0.000030146595,0.0028196466,0.0014208171,0.00003674807,0.00006652755,0.00042787762,0.000013362483],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037533185,0.00043985152,0.64518195,0.000031828466,0.000034594894,0.0000034109512,0.002493083,0.00026065847,0.0000063908305,0.03132388,0.30682763,0.01302139],"study_design_scores_gemma":[0.0005559961,0.00017404999,0.26296023,0.000026479074,0.000012334315,0.000011027615,0.010403297,0.00009520882,4.0143718e-7,0.0016814346,0.72397,0.00010953336],"about_ca_topic_score_codex":0.5807575,"about_ca_topic_score_gemma":0.7086172,"teacher_disagreement_score":0.41714236,"about_ca_system_score_codex":0.00019893894,"about_ca_system_score_gemma":0.000283709,"threshold_uncertainty_score":0.5549038},"labels":[],"label_agreement":null},{"id":"W2008566525","doi":"10.12927/cjnl.2010.21729","title":"NursesforTomorrow: A Proactive Approach to Nursing Resource Analysis","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University Health Network","funders":"","keywords":"Overtime; Nursing; Staffing; Unit (ring theory); Agency (philosophy); Process (computing); Resource (disambiguation); Health care; Business; Psychology; Medicine; Computer science; Sociology; Political science","score_opus":0.2316801546382155,"score_gpt":0.4449694701708204,"score_spread":0.21328931553260488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008566525","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32132083,0.0002634024,0.006850794,0.020787517,0.0029844784,0.0033579883,0.000022639315,0.0009794465,0.6434329],"genre_scores_gemma":[0.9718461,7.2278186e-7,0.014127105,0.0031630588,0.0010258192,0.00024161917,0.0000917818,0.000098564604,0.00940524],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9945415,0.00073038175,0.0007905243,0.0009904101,0.0007843103,0.0021628714],"domain_scores_gemma":[0.9969799,0.0004623872,0.0003239892,0.0010875328,0.00021055031,0.0009356663],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0012714312,0.0004410433,0.0007720998,0.00078015437,0.0015363503,0.000047547408,0.0006033739,0.00070304127,0.00026819724],"category_scores_gemma":[0.00045688965,0.0004331802,0.0003287311,0.0031963168,0.00032979477,0.00021658484,0.00002825562,0.0026007895,0.0005649977],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016981935,0.0034602552,0.06040939,0.00066677673,0.0012055342,0.00003131827,0.5366048,0.00061705906,0.0017983356,0.04462181,0.16737337,0.18151313],"study_design_scores_gemma":[0.0028901398,0.000506668,0.11519789,0.0058903988,0.0037496474,0.0000350627,0.74022305,0.0051674214,0.0005283511,0.004083506,0.11923056,0.002497324],"about_ca_topic_score_codex":0.00019463208,"about_ca_topic_score_gemma":0.00013674234,"teacher_disagreement_score":0.6505253,"about_ca_system_score_codex":0.0009280132,"about_ca_system_score_gemma":0.0003634961,"threshold_uncertainty_score":0.999812},"labels":[],"label_agreement":null},{"id":"W2008590076","doi":"10.1111/j.1440-1800.2007.00358.x","title":"The exodus of health professionals from sub‐Saharan Africa: balancing human rights and societal needs in the twenty‐first century","year":2007,"lang":"en","type":"review","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":72,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Right to health; Human rights; Compromise; Equity (law); Health care; Economic growth; Health policy; Health equity; Political science; Health professionals; International health; Millennium Development Goals; Developing country; Development economics; Law; Economics","score_opus":0.16609450395546854,"score_gpt":0.49396968088380155,"score_spread":0.327875176928333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008590076","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00356346,0.98347026,0.000009450045,0.0016737966,0.0051723826,0.004296194,0.00008134996,0.00008182472,0.0016513006],"genre_scores_gemma":[0.0036424806,0.99282163,0.00008937838,0.0006222667,0.0016807553,0.00028099373,0.00028000108,0.00009866167,0.00048380985],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98894686,0.00447487,0.0030791995,0.00066387403,0.0009946153,0.0018405572],"domain_scores_gemma":[0.99144554,0.0048159696,0.0022675544,0.0010605912,0.00014501245,0.00026531314],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0063785603,0.000704666,0.0024327657,0.000326728,0.005156882,0.000039059,0.0009936402,0.0010726529,0.000046102286],"category_scores_gemma":[0.00012043849,0.0003922529,0.00034669507,0.0011718103,0.00080313144,0.00012799285,0.00018246882,0.0030946957,0.000042287375],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005945704,0.0005385316,0.0003469119,0.023644112,0.00013585703,0.000017583365,0.16055256,4.63969e-7,7.182143e-7,0.005038968,0.2061691,0.6034957],"study_design_scores_gemma":[0.0004089311,0.00008053176,0.0006056861,0.13555557,0.00012850932,0.0000058528726,0.014101447,0.0000020106418,2.1156187e-7,0.0011429705,0.84768164,0.00028661406],"about_ca_topic_score_codex":0.0011393668,"about_ca_topic_score_gemma":0.0006378897,"teacher_disagreement_score":0.6415126,"about_ca_system_score_codex":0.0013817366,"about_ca_system_score_gemma":0.0008863438,"threshold_uncertainty_score":0.99985296},"labels":[],"label_agreement":null},{"id":"W2008669940","doi":"10.1046/j.1440-1622.2001.02075.x","title":"Caseload in rural general surgical practice and implications for training","year":2001,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton General Hospital","funders":"","keywords":"Medicine; General practice; Orthopedic surgery; Surgery; Obstetrics and gynaecology; Training (meteorology); General surgery; Family medicine; Pregnancy","score_opus":0.1727680446198275,"score_gpt":0.4933397964828629,"score_spread":0.32057175186303544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008669940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974867,0.00253775,0.000082938124,0.019980475,0.00054995593,0.00026416552,0.000010762393,0.00001276637,0.0016942098],"genre_scores_gemma":[0.9905761,0.0043795817,0.0018493454,0.0017730731,0.0009715002,0.000031635063,0.0000073240094,0.000018637573,0.0003928],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99780893,0.00037625563,0.0010368886,0.000104276456,0.00014074531,0.00053288846],"domain_scores_gemma":[0.9924511,0.0061738435,0.0006217831,0.00010626761,0.0003986621,0.00024835317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027361403,0.00010524696,0.00041705914,0.0001948619,0.00032155772,0.000010870036,0.00007603262,0.00013866831,0.00006223344],"category_scores_gemma":[0.0011703211,0.00009069328,0.00008486717,0.00031072297,0.00004020584,0.00038262404,0.00002387545,0.00046843375,0.0000053215317],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000937249,0.00012407459,0.8814038,0.00010359226,0.000037586888,0.00039223436,0.0031432176,0.000021629605,0.00005779841,0.0030001064,0.03431796,0.07646077],"study_design_scores_gemma":[0.0016564166,0.00010873028,0.29287025,0.00094469317,0.00004413326,0.0032185875,0.013134302,0.00007300706,0.0000025564618,0.0017781033,0.6859646,0.00020463092],"about_ca_topic_score_codex":0.0002406601,"about_ca_topic_score_gemma":0.00008614956,"teacher_disagreement_score":0.6516466,"about_ca_system_score_codex":0.00012511553,"about_ca_system_score_gemma":0.0005283908,"threshold_uncertainty_score":0.36983645},"labels":[],"label_agreement":null},{"id":"W2009718235","doi":"10.12927/cjnl.2013.23255","title":"Migration and Mobility: Informing Nursing Health Human Resources Retention and Recruitment Policy","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; Victorian Order of Nurses","funders":"","keywords":"Nursing; Psychology; Health human resources; Human resources; Medicine; Political science","score_opus":0.40360740680979085,"score_gpt":0.47982004529998795,"score_spread":0.0762126384901971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009718235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8938321,0.0026302368,0.0000723432,0.0950648,0.00031576847,0.002803707,0.0000032692162,0.00022748327,0.0050502927],"genre_scores_gemma":[0.99292576,0.00014430021,0.0012049996,0.0032514168,0.000502764,0.000200745,0.00003531713,0.00003520021,0.0016995206],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9968399,0.00064057444,0.0007462431,0.00042384677,0.0003021318,0.001047351],"domain_scores_gemma":[0.9985408,0.00022021846,0.00038606607,0.00030412516,0.00012079166,0.00042800204],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010093644,0.00023564714,0.00035308668,0.00027008983,0.0019615083,0.00007005466,0.000093497016,0.00027555673,0.00006263167],"category_scores_gemma":[0.00016525983,0.00023061522,0.000035172103,0.00030920657,0.00034316466,0.0004605869,0.000022650895,0.00058865716,0.00004441633],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000102471306,0.00022090983,0.05584701,0.0021371809,0.000020479552,0.0000010635426,0.28949317,0.0000055918845,0.0006931383,0.010627934,0.0148120895,0.62603897],"study_design_scores_gemma":[0.002067726,0.0010691911,0.4689082,0.028455637,0.00005185154,0.00002779381,0.45138028,0.0011828993,0.00007426269,0.025581088,0.020511404,0.0006896829],"about_ca_topic_score_codex":0.006467294,"about_ca_topic_score_gemma":0.0005027111,"teacher_disagreement_score":0.6253493,"about_ca_system_score_codex":0.0012903773,"about_ca_system_score_gemma":0.00019308973,"threshold_uncertainty_score":0.9993378},"labels":[],"label_agreement":null},{"id":"W2010456915","doi":"10.1353/hpu.2014.0102","title":"Developing an Integrated Curriculum on the Health of Marginalized Populations: Successes, Challenges, and Next Steps","year":2014,"lang":"en","type":"article","venue":"Journal of Health Care for the Poor and Underserved","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities","keywords":"Curriculum; Curriculum development; Sociology; Political science; Medical education; Medicine; Pedagogy","score_opus":0.19461716257769188,"score_gpt":0.4406283107752459,"score_spread":0.246011148197554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010456915","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34399903,0.15527241,0.007041271,0.48671687,0.0022115796,0.004415285,0.00006618356,0.00005820364,0.00021918015],"genre_scores_gemma":[0.968751,0.01747062,0.0032050428,0.0101840915,0.00024690872,0.000043926393,0.000026375805,0.000034842156,0.000037159698],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99545866,0.0018953827,0.0014864975,0.00020696227,0.0003459995,0.00060649076],"domain_scores_gemma":[0.99528265,0.0015979811,0.0018305572,0.00029122658,0.000705932,0.0002916607],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0046248534,0.00022245977,0.00075589103,0.00013431642,0.0018567117,0.000023257919,0.00029854264,0.00013399147,0.000017860366],"category_scores_gemma":[0.00045704798,0.00011934548,0.000088387744,0.00019895812,0.00009854875,0.00019166328,0.000055142587,0.00062751817,9.5190234e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019270013,0.0002907487,0.011224411,0.012823333,0.00023155901,0.0000019734086,0.07034911,0.00009090286,0.0000045465113,0.6037605,0.011028517,0.28826737],"study_design_scores_gemma":[0.004877028,0.005113974,0.039632667,0.0073370147,0.000085243606,0.00003306014,0.47227785,0.0018872616,0.0000037189159,0.012061082,0.45633215,0.0003589348],"about_ca_topic_score_codex":0.0038881933,"about_ca_topic_score_gemma":0.0087502,"teacher_disagreement_score":0.624752,"about_ca_system_score_codex":0.00042955967,"about_ca_system_score_gemma":0.0010948684,"threshold_uncertainty_score":0.99944276},"labels":[],"label_agreement":null},{"id":"W2010790816","doi":"10.1186/1747-5341-3-24","title":"The 'Brain Drain' of Physicians: Historical antecedents to an ethical debate, c. 1960-79","year":2008,"lang":"en","type":"article","venue":"Philosophy Ethics and Humanities in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital; McMaster University","funders":"","keywords":"Scholarship; Political science; Globalization; Health care; Developed country; Economic growth; Medicine; Law; Population; Economics","score_opus":0.2262386379880634,"score_gpt":0.4684809757810071,"score_spread":0.2422423377929437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010790816","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38682005,0.005484002,0.00011653206,0.5199406,0.0031815483,0.0018521271,0.000027359767,0.00015168391,0.082426086],"genre_scores_gemma":[0.9327223,0.0021394056,0.00014351036,0.061491184,0.0016621832,0.00009315101,0.000013760268,0.000035332392,0.0016992189],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957168,0.0014586294,0.0009997456,0.00035522014,0.0008423219,0.0006273003],"domain_scores_gemma":[0.99315065,0.0055280575,0.00025821154,0.00046254563,0.00041919423,0.00018133913],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003778912,0.00023509082,0.0006173099,0.00017456924,0.002461601,0.0000052792125,0.00043056987,0.00058643316,0.000078540346],"category_scores_gemma":[0.0030660192,0.00016829422,0.000039477458,0.00027277815,0.0012472639,0.00008256192,0.00018047553,0.004643876,0.000013617185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002751039,0.00016289651,0.0046797907,0.0007777494,0.000024867471,0.000050170718,0.33733734,0.0000047664234,0.000080293685,0.61639255,0.039152607,0.0010618609],"study_design_scores_gemma":[0.0026705912,0.0024149707,0.015732147,0.00596672,0.00003724888,0.000016341171,0.034615945,0.000102564634,0.000011352039,0.3724407,0.56549346,0.00049795426],"about_ca_topic_score_codex":0.0030971167,"about_ca_topic_score_gemma":0.0030877397,"teacher_disagreement_score":0.5459022,"about_ca_system_score_codex":0.00038689718,"about_ca_system_score_gemma":0.00023433751,"threshold_uncertainty_score":0.99883705},"labels":[],"label_agreement":null},{"id":"W2010802655","doi":"10.12927/cjnl.2014.23836","title":"Commuter Migration: Work Environment Factors Influencing Nurses’ Decisions Regarding Choice of Employment","year":2014,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Windsor Clinical Research; University of Windsor","funders":"","keywords":"Autonomy; Nursing; Work environment; Work (physics); Job satisfaction; Feeling; Psychology; Role conflict; Medicine; Social psychology; Political science","score_opus":0.2762820765103918,"score_gpt":0.42298290149964585,"score_spread":0.14670082498925402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010802655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808087,0.000533023,0.0016628113,0.007316905,0.0018048887,0.00084295316,0.0000057437014,0.00017786954,0.0068471096],"genre_scores_gemma":[0.9939118,0.000021633845,0.0022092266,0.0013051963,0.0004140871,0.00004358128,0.0000287259,0.00005485138,0.002010912],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960038,0.00094280473,0.00096979714,0.0004218377,0.0006369113,0.0010248479],"domain_scores_gemma":[0.99560153,0.0026828859,0.0004832191,0.0008030267,0.000097508084,0.00033180244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007898701,0.00030561266,0.0005109362,0.00017608951,0.00095106266,0.000017282486,0.00037913298,0.0003550136,0.0003688935],"category_scores_gemma":[0.000636879,0.00027908947,0.00013088476,0.00035006605,0.00023003001,0.00019018532,0.00005080911,0.0008189464,0.00024685534],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014214643,0.00022339812,0.87371874,0.00020191532,0.000040727093,0.0000011744933,0.07626186,0.0006415936,0.00030830677,0.0015598072,0.023243673,0.023656677],"study_design_scores_gemma":[0.0021885002,0.00043398546,0.6308419,0.023368593,0.00017566919,0.0000019397417,0.12787266,0.00026853353,0.00087816856,0.0013926843,0.21171804,0.0008593227],"about_ca_topic_score_codex":0.00034519867,"about_ca_topic_score_gemma":0.00012922492,"teacher_disagreement_score":0.24287683,"about_ca_system_score_codex":0.0009100223,"about_ca_system_score_gemma":0.000090355104,"threshold_uncertainty_score":0.99996614},"labels":[],"label_agreement":null},{"id":"W2010830279","doi":"10.1111/medu.12552","title":"Photovoice: medical residents reflecting on poverty","year":2014,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hôpital Charles-Le Moyne","funders":"","keywords":"Citation; Photovoice; Library science; Poverty; Medical library; History; Medicine; Sociology; Art; Visual arts; Political science; Computer science; Law","score_opus":0.05901658399226829,"score_gpt":0.5406683365043682,"score_spread":0.4816517525120999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010830279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53968376,0.00022651842,0.00024856982,0.11811951,0.011086453,0.0009163241,0.0000018433102,0.000388283,0.32932872],"genre_scores_gemma":[0.7693405,0.00013019073,0.00033563343,0.2151665,0.0034102006,0.00021250486,0.000059614773,0.00003880856,0.011306069],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951912,0.0010920211,0.0007201254,0.00037935,0.0019419525,0.00067534635],"domain_scores_gemma":[0.9969861,0.0013466326,0.00022551764,0.00042772377,0.0001907391,0.0008233059],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00318255,0.0001590293,0.00026408033,0.00010119553,0.0007210044,0.0000082521,0.00039295416,0.0006205112,0.01341075],"category_scores_gemma":[0.029222624,0.00012879628,0.00004042569,0.00032514695,0.00006795993,0.00007608796,0.0000990065,0.0013958717,0.0029696908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007090703,0.0003077471,0.02960678,0.00025204712,0.0000065753275,0.000002451325,0.0014967829,4.0240676e-7,0.000006890126,0.005432803,0.87708235,0.08573426],"study_design_scores_gemma":[0.0010345982,0.0001949309,0.03809841,0.0045728106,0.00001321305,0.000007793433,0.0017883338,0.0009349887,0.000033911725,0.0032162834,0.9498741,0.00023064604],"about_ca_topic_score_codex":0.0026169387,"about_ca_topic_score_gemma":0.00089712103,"teacher_disagreement_score":0.31802267,"about_ca_system_score_codex":0.0004482024,"about_ca_system_score_gemma":0.003640655,"threshold_uncertainty_score":0.9978066},"labels":[],"label_agreement":null},{"id":"W2011331334","doi":"10.1111/j.1601-5037.2009.00388.x","title":"Perceptions of Japanese and Canadian dental hygiene students towards their profession","year":2009,"lang":"en","type":"article","venue":"International Journal of Dental Hygiene","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vancouver Community College","funders":"","keywords":"Dental hygiene; Perception; Medicine; Hygiene; Oral hygiene; Medical education; Family medicine; Dentistry; Psychology","score_opus":0.023695244572270336,"score_gpt":0.42068918165252944,"score_spread":0.3969939370802591,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011331334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905359,0.0004673363,0.000012115031,0.0023151988,0.002503038,0.00035273255,0.00009546575,0.000015571193,0.0037026568],"genre_scores_gemma":[0.99657273,0.000356577,0.0003543453,0.0010505047,0.0005187264,0.0000059624817,0.000027321332,0.000017362603,0.0010964874],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969585,0.00023752412,0.001108268,0.00019288591,0.0010377426,0.00046506757],"domain_scores_gemma":[0.9975805,0.00010428242,0.0006814021,0.00016476106,0.00092819147,0.0005408526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066306756,0.00020481515,0.00038672163,0.00051906303,0.00031716863,0.00002814699,0.00082354527,0.00018700068,0.0005631735],"category_scores_gemma":[0.00015162987,0.00016453788,0.0001345677,0.00020478375,0.0000969442,0.00040781323,0.00017058295,0.0005792226,0.000047492715],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005882751,0.0006290428,0.93942153,0.000065634355,0.00018313549,0.00022640724,0.018310573,0.000028173454,0.0054167947,0.0004459607,0.0027384304,0.031946033],"study_design_scores_gemma":[0.0023060348,0.0005729475,0.9300857,0.0016851509,0.000037265756,0.0004053779,0.061560567,0.000050130497,0.0004893522,0.00046215087,0.002146608,0.00019866606],"about_ca_topic_score_codex":0.011564928,"about_ca_topic_score_gemma":0.01956756,"teacher_disagreement_score":0.04325,"about_ca_system_score_codex":0.00094162195,"about_ca_system_score_gemma":0.00052270683,"threshold_uncertainty_score":0.9983228},"labels":[],"label_agreement":null},{"id":"W2011615204","doi":"10.1016/j.socscimed.2012.07.009","title":"The migration decisions of physicians in Canada: The roles of immigrant status and spousal characteristics","year":2012,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University; University of New Brunswick","funders":"","keywords":"Immigration; Census; Spouse; Rural area; Economic shortage; Confidentiality; Location; Internal migration; Demographic economics; Geography; Medicine; Demography; Gerontology; Population; Political science; Sociology; Government (linguistics)","score_opus":0.0312527796664766,"score_gpt":0.39852464161565293,"score_spread":0.3672718619491763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011615204","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98957413,0.0008868268,0.000009225501,0.007904735,0.0006046107,0.00033763068,0.000018341936,0.0000036579966,0.0006608641],"genre_scores_gemma":[0.99847794,0.00059604296,0.0000058967516,0.0005731035,0.0002933329,0.0000125729275,0.0000025234644,0.0000037560264,0.000034816785],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99805397,0.00019453194,0.0004868913,0.0000939384,0.0005730861,0.0005975552],"domain_scores_gemma":[0.998186,0.0010547587,0.00033902633,0.0001360353,0.00019198736,0.00009222725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001953212,0.000071666116,0.00023024673,0.000035414672,0.0010385347,0.0000018100816,0.00021634533,0.000036284087,0.0000132957875],"category_scores_gemma":[0.0010697468,0.000036240257,0.000011886713,0.0006123784,0.0010694965,0.00007961518,0.000052003274,0.00022189759,7.111892e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003864103,0.000019707302,0.83650434,0.00002363716,0.0000025577638,2.7679317e-7,0.1121843,4.1885082e-7,0.00094879,0.0076977448,0.0017049894,0.040874593],"study_design_scores_gemma":[0.00019266261,0.000029417772,0.89508194,0.0002614685,0.000009601314,1.4852877e-7,0.095599115,0.000044318644,0.000027566628,0.00025120575,0.008468243,0.000034325247],"about_ca_topic_score_codex":0.71012485,"about_ca_topic_score_gemma":0.9247967,"teacher_disagreement_score":0.21467185,"about_ca_system_score_codex":0.00033797097,"about_ca_system_score_gemma":0.0015046381,"threshold_uncertainty_score":0.79876745},"labels":[],"label_agreement":null},{"id":"W2011798968","doi":"10.3390/ijerph10093908","title":"Education as a Social Determinant of Health: Issues Facing Indigenous and Visible Minority Students in Postsecondary Education in Western Canada","year":2013,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":80,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; NorQuest College; University of Alberta; University of Calgary","funders":"","keywords":"Educational attainment; Indigenous; Scope (computer science); Economic growth; Mental health; Psychology; Postsecondary education; Social determinants of health; Political science; Higher education; Sociology; Medical education; Medicine; Health care; Economics; Psychiatry","score_opus":0.05706662103856665,"score_gpt":0.5010427366955331,"score_spread":0.4439761156569665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011798968","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729135,0.0051721632,0.0000013986615,0.020500034,0.00039718184,0.00081488444,0.000031056097,0.000001689956,0.00016808917],"genre_scores_gemma":[0.99296063,0.004267406,0.00008928546,0.0018782922,0.0001752569,0.00003671216,0.000026749487,0.000009450274,0.00055622315],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99561805,0.0011423294,0.0012243734,0.00019089661,0.0011745179,0.0006498516],"domain_scores_gemma":[0.9983577,0.0002684627,0.0006322174,0.00008565181,0.00020415669,0.0004518015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032346155,0.0001128452,0.00033899935,0.00058288977,0.00030326968,0.000045084722,0.00032876866,0.000087755674,0.00020068149],"category_scores_gemma":[0.00017925129,0.000107827735,0.00001801658,0.0001484655,0.00010694813,0.00046556562,0.00019965909,0.000784333,0.0000070819306],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038661146,0.00063778023,0.78964883,0.00017033935,0.000009825966,0.0000035516643,0.009639016,1.908252e-7,0.00002808041,0.000033789063,0.0010200073,0.19876994],"study_design_scores_gemma":[0.00062631065,0.00040614835,0.95774,0.0005420298,4.8000766e-7,0.000025998284,0.029881226,0.0000033175752,0.000004366356,0.00059003534,0.0101185795,0.0000615255],"about_ca_topic_score_codex":0.733579,"about_ca_topic_score_gemma":0.31284863,"teacher_disagreement_score":0.42073038,"about_ca_system_score_codex":0.0033200332,"about_ca_system_score_gemma":0.014529612,"threshold_uncertainty_score":0.9910571},"labels":[],"label_agreement":null},{"id":"W2011833509","doi":"10.1177/1527154407300797","title":"The Impact of Health Care Restructuring and Baccalaureate Entry to Practice on Nurses in New Brunswick","year":2007,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick; Université de Moncton","funders":"","keywords":"Restructuring; Nursing; Baccalaureate Degree; Health care; Focus group; Work (physics); Qualitative research; Medicine; Psychology; Higher education; Political science; Sociology","score_opus":0.03973618176159726,"score_gpt":0.5378000844311213,"score_spread":0.498063902669524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011833509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56015277,0.008892097,0.00021201823,0.23076344,0.003613956,0.0041489564,0.000058101905,0.00022689468,0.1919318],"genre_scores_gemma":[0.9781617,0.00095593365,0.004311976,0.012166352,0.0015298758,0.000008484273,0.000011723527,0.00009455949,0.002759394],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934535,0.0018311059,0.0013854203,0.00046317314,0.0005720914,0.002294713],"domain_scores_gemma":[0.9851254,0.011489472,0.001090031,0.00075230363,0.00048624942,0.0010565269],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002775009,0.000361695,0.0005359582,0.00044532574,0.0013327716,0.00006400545,0.0003268274,0.00026754872,0.000011659016],"category_scores_gemma":[0.017250644,0.00029061676,0.00007758847,0.00086953,0.00018387348,0.0005246513,0.00009620792,0.0013673218,0.000052461866],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.003952467,0.00048895663,0.027090097,0.0005883581,0.00011914298,0.00004423878,0.2651004,0.0003942426,0.00003274108,0.51948833,0.042593572,0.14010747],"study_design_scores_gemma":[0.0022608635,0.0017778984,0.22190359,0.0054439954,0.00009351984,0.0001453515,0.17016707,0.000024092089,0.00007754325,0.0071011996,0.5904647,0.000540166],"about_ca_topic_score_codex":0.29198647,"about_ca_topic_score_gemma":0.004447251,"teacher_disagreement_score":0.5478711,"about_ca_system_score_codex":0.004326969,"about_ca_system_score_gemma":0.008403471,"threshold_uncertainty_score":0.99996734},"labels":[],"label_agreement":null},{"id":"W2011853546","doi":"10.1503/cmaj.1041598","title":"Lack of Aboriginal health professionals a \"huge issue\"","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Health professionals; Public relations; Medicine; Political science; Health care; Law","score_opus":0.03322780856839418,"score_gpt":0.46575451474660834,"score_spread":0.43252670617821415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011853546","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22691022,0.0018352844,0.00020690581,0.73677355,0.006888731,0.00112273,0.00016678372,0.0000813035,0.026014468],"genre_scores_gemma":[0.55863625,0.0019808793,0.0032581224,0.4086426,0.010949135,0.0000831472,0.00007361673,0.00009755311,0.016278671],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99391645,0.00093397545,0.0014839604,0.00019800708,0.0020803842,0.0013872279],"domain_scores_gemma":[0.99363685,0.0003882096,0.0011706717,0.00016938064,0.00096953684,0.0036653725],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0053017917,0.00016920567,0.0005383287,0.00024314113,0.0012486384,0.000012676463,0.0003699088,0.0006852306,0.015248117],"category_scores_gemma":[0.0016946053,0.00014827453,0.00010509552,0.0005178719,0.00005309682,0.00015147614,0.000021727488,0.0024513644,0.0012911959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000025070303,0.000097966295,0.094007626,0.00020825479,0.00006209384,0.00011042186,0.005628144,0.000019043837,0.0000015009163,0.010883119,0.88258183,0.006374904],"study_design_scores_gemma":[0.0016908929,0.00011877864,0.01876888,0.0018318949,0.000007891589,0.00003748257,0.0043845926,0.000011443923,0.0000024358708,0.0017870434,0.9712286,0.00013003859],"about_ca_topic_score_codex":0.03536565,"about_ca_topic_score_gemma":0.104803234,"teacher_disagreement_score":0.33172604,"about_ca_system_score_codex":0.005512403,"about_ca_system_score_gemma":0.042177495,"threshold_uncertainty_score":0.99985003},"labels":[],"label_agreement":null},{"id":"W2012021003","doi":"10.7189/jogh.03.020304","title":"Foreign–trained medical professionals: Wanted or not? A case study of Canada","year":2013,"lang":"en","type":"review","venue":"Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; The Wilson Centre; Niagara College; TD Bank Group; Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto; University Health Network","funders":"","keywords":"MEDLINE; Health professionals; Medicine; Family medicine; Medical education; Health care; Political science","score_opus":0.14953901420178237,"score_gpt":0.5666389116538786,"score_spread":0.4170998974520962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012021003","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005039662,0.9792245,0.000014827454,0.0018154456,0.0042948583,0.008181033,0.00048912107,0.000042101456,0.0008984335],"genre_scores_gemma":[0.0041351886,0.9890547,0.00048139525,0.0034205087,0.0015101446,0.00020414608,0.000024910152,0.000104751474,0.0010642583],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9770606,0.006637341,0.009793093,0.0005771333,0.0038105096,0.0021212972],"domain_scores_gemma":[0.9794052,0.0027898361,0.011897798,0.00083465426,0.0019094805,0.0031629815],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006666548,0.00094094034,0.0073963385,0.00025370903,0.0011612548,0.000012860632,0.0013665665,0.0011819352,0.0021733383],"category_scores_gemma":[0.0025951974,0.0005576131,0.0005300005,0.0015867973,0.000111031775,0.00018936656,0.00044917557,0.0040818593,0.000033809993],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005789867,0.001566704,0.00035489452,0.080053024,0.0006083111,0.014633385,0.001409448,8.429778e-7,2.055776e-9,0.00041874405,0.31962684,0.58074886],"study_design_scores_gemma":[0.0029984121,0.0030499175,0.000060913844,0.13669825,0.00043091245,0.013514427,0.0459921,0.000015078595,5.698728e-9,0.000052005602,0.79675645,0.00043153355],"about_ca_topic_score_codex":0.59326404,"about_ca_topic_score_gemma":0.81900805,"teacher_disagreement_score":0.5803173,"about_ca_system_score_codex":0.011065305,"about_ca_system_score_gemma":0.18940681,"threshold_uncertainty_score":0.99968755},"labels":[],"label_agreement":null},{"id":"W2012830906","doi":"10.1080/10401334.2014.945393","title":"A Framework for Understanding International Medical Graduate Challenges During Transition Into Fellowship Programs","year":2014,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Medical education; Transition (genetics); Graduate medical education; Graduate students; Psychology; Medicine; Accreditation; Chemistry","score_opus":0.18520452042684624,"score_gpt":0.4733847065032981,"score_spread":0.2881801860764519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012830906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74369997,0.0011367082,0.13363324,0.11282591,0.0012316495,0.0008093716,3.4230123e-7,0.00040871455,0.0062541016],"genre_scores_gemma":[0.9904614,0.0006305102,0.0062800036,0.00086608925,0.00135897,0.000101477795,0.000029759149,0.000030123601,0.00024167058],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99659437,0.0015736443,0.00050945434,0.00033241967,0.0004923516,0.0004977778],"domain_scores_gemma":[0.996754,0.0027031417,0.00016263478,0.00011506934,0.00004166545,0.00022348139],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008317082,0.00016245914,0.00035186324,0.00017467723,0.0012325797,0.000008238957,0.0001486711,0.00028927013,0.000056055913],"category_scores_gemma":[0.0064723846,0.00013470267,0.000028695522,0.00008505536,0.00012555825,0.00007576326,0.00004105328,0.0034006815,0.0000058012074],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004078574,0.00011170089,0.028238302,0.0027113557,0.000051937433,0.000016088412,0.40820333,0.00016738659,0.000028310791,0.25211015,0.00026262653,0.30769092],"study_design_scores_gemma":[0.010667639,0.0019156031,0.028842853,0.05981748,0.00008503455,0.000031982905,0.4878101,0.06683113,0.0000015040902,0.26755613,0.075656,0.0007845644],"about_ca_topic_score_codex":0.0007143373,"about_ca_topic_score_gemma":0.00026076447,"teacher_disagreement_score":0.30690637,"about_ca_system_score_codex":0.00026894684,"about_ca_system_score_gemma":0.000040588417,"threshold_uncertainty_score":0.9988985},"labels":[],"label_agreement":null},{"id":"W2012849600","doi":"10.1503/cmaj.109-4848","title":"Nurse supply grows despite shortage fears","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing; Physician supply; Medicine; Nursing shortage; Health information; Business; Environmental health; Health care; Economic growth; Nurse education; Government (linguistics); Economics; Population","score_opus":0.013030691142470697,"score_gpt":0.35751229999163314,"score_spread":0.34448160884916246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012849600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66787356,0.0004000683,0.00033502257,0.1777789,0.009313267,0.0007558046,0.00007394568,0.00015501154,0.1433144],"genre_scores_gemma":[0.90211827,0.00015374324,0.00036222325,0.07935087,0.006132651,0.00003218862,0.000029574325,0.000047274047,0.011773237],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944472,0.0013425867,0.00089511974,0.00020994544,0.0016108062,0.0014943526],"domain_scores_gemma":[0.99357545,0.0007930901,0.00043356133,0.00018805415,0.000566685,0.0044431547],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00538521,0.00016887693,0.00033428514,0.0002020249,0.0015497955,0.00005231491,0.00040164564,0.0008835641,0.020967767],"category_scores_gemma":[0.0051897103,0.00015709043,0.00010302238,0.00030783052,0.00004525834,0.00016884827,0.000020036032,0.0027339356,0.0027025032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005853085,0.000009636717,0.44209787,0.000015800333,0.000020383815,0.00006792268,0.0008293215,0.000002003671,0.0000010044821,0.0028626344,0.5327079,0.02137963],"study_design_scores_gemma":[0.0007218439,0.00004983552,0.11013141,0.00031413123,0.000014143485,0.000033098615,0.0017041642,0.00025493768,5.44826e-7,0.0006941359,0.88593686,0.00014492725],"about_ca_topic_score_codex":0.011677836,"about_ca_topic_score_gemma":0.1458561,"teacher_disagreement_score":0.3532289,"about_ca_system_score_codex":0.0028679536,"about_ca_system_score_gemma":0.0045888517,"threshold_uncertainty_score":0.9997501},"labels":[],"label_agreement":null},{"id":"W2013435939","doi":"10.1111/j.1365-2923.2009.03574.x","title":"Establishing a distributed campus: making sense of disruptions to a doctor community","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Social capital; Context (archaeology); Group cohesiveness; Qualitative research; Sociology; Psychology; Medical education; Medicine; Social psychology; Social science","score_opus":0.03456514449347717,"score_gpt":0.483859491600909,"score_spread":0.4492943471074319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013435939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97455245,0.000025963238,0.001195036,0.015557977,0.0034007498,0.0006900201,0.00006141633,0.00010521702,0.0044111633],"genre_scores_gemma":[0.989833,0.000006658228,0.0023676,0.0063245557,0.00053520815,0.00017404095,0.00022264973,0.00001611562,0.00052019407],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974396,0.00081267033,0.0006443481,0.00015899823,0.0004888126,0.00045555495],"domain_scores_gemma":[0.99707633,0.0012866324,0.00023128114,0.0005571024,0.00040220245,0.00044641973],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001910851,0.00011686522,0.00023808345,0.00010665238,0.00086457224,0.000011838821,0.00028710283,0.0003093663,0.0020380581],"category_scores_gemma":[0.019215243,0.000105317115,0.000039313018,0.0005735395,0.0001040639,0.0001288086,0.00017925588,0.001976986,0.00016459484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018594906,0.0026952778,0.28304172,0.0018718092,0.00003589341,0.0000061755113,0.08614367,0.000011258955,0.0013773773,0.0356658,0.50982714,0.079137936],"study_design_scores_gemma":[0.00066404144,0.000121368794,0.18701948,0.00351068,0.0000416556,0.00001633215,0.040846348,0.00042988363,0.00003511345,0.0020889356,0.7649213,0.00030482275],"about_ca_topic_score_codex":0.0063077128,"about_ca_topic_score_gemma":0.008602223,"teacher_disagreement_score":0.2550942,"about_ca_system_score_codex":0.00019243683,"about_ca_system_score_gemma":0.002284874,"threshold_uncertainty_score":0.9988742},"labels":[],"label_agreement":null},{"id":"W2013600369","doi":"10.1046/j.1038-5282.2001.00383.x","title":"WORK EXPERIENCE PROGRAM AT A METROPOLITAN PAEDIATRIC HOSPITAL: ASSISTING RURAL AND METROPOLITAN ALLIED HEALTH PROFESSIONALS EXCHANGE CLINICAL SKILLS","year":2001,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Metropolitan area; Work (physics); Rural area; Medicine; Medical education; Health professionals; Isolation (microbiology); Rural health; Focus group; Nursing; Family medicine; Business; Health care; Marketing; Economic growth","score_opus":0.0748603152936635,"score_gpt":0.4994013524393134,"score_spread":0.4245410371456499,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013600369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.912514,0.011631807,0.000024695375,0.068073325,0.0039150477,0.0031616674,0.00004560502,0.00020194246,0.00043194732],"genre_scores_gemma":[0.9612769,0.011846885,0.0075301924,0.009302879,0.0028804059,0.00015312829,0.0000461304,0.00011693207,0.0068465564],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98455554,0.004310816,0.0055553853,0.0005530793,0.0014487231,0.0035764652],"domain_scores_gemma":[0.9873935,0.0015000353,0.005573405,0.0006640999,0.0009190698,0.0039498913],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007123977,0.0007246468,0.002258238,0.0005324509,0.002544802,0.00005871872,0.00077250804,0.0005627882,0.00075920485],"category_scores_gemma":[0.0012109461,0.0005734361,0.00045300054,0.0017722385,0.00050056993,0.00062958995,0.0003877241,0.0027473634,0.000117762276],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046094222,0.0009334949,0.75451314,0.0008602296,0.00009209622,0.0000780381,0.0079690125,8.2962435e-7,0.00000103137,0.00056793843,0.16007711,0.07444616],"study_design_scores_gemma":[0.004827617,0.008758067,0.59831655,0.008427779,0.00007988332,0.00029117364,0.22971079,0.0000069726366,0.0000034241812,0.00055872597,0.14808573,0.0009332882],"about_ca_topic_score_codex":0.002727902,"about_ca_topic_score_gemma":0.00050964643,"teacher_disagreement_score":0.22174177,"about_ca_system_score_codex":0.006629464,"about_ca_system_score_gemma":0.0019684562,"threshold_uncertainty_score":0.9996717},"labels":[],"label_agreement":null},{"id":"W2013745844","doi":"10.5430/jha.v3n3p91","title":"Role and working conditions of hospital nurse managers: A binational study from Peru and Mexico","year":2014,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workload; Nursing; Economic shortage; Latin Americans; Perception; Focus group; Nurse education; Medicine; Work (physics); Function (biology); Psychology; Political science; Business","score_opus":0.015647406847636706,"score_gpt":0.36792154421905254,"score_spread":0.35227413737141583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013745844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99430466,0.00031461628,0.00008591048,0.0022891022,0.0007237486,0.0005719855,0.000029047313,0.000014984814,0.0016659626],"genre_scores_gemma":[0.99846697,0.000044535107,0.000847652,0.00009617724,0.00039670317,0.000016415523,0.000022815138,0.000014374982,0.00009436469],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99803233,0.00026957635,0.00088182604,0.00018252793,0.00041019017,0.00022354985],"domain_scores_gemma":[0.997894,0.00043949985,0.0009870834,0.00013108052,0.00035356052,0.00019478519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005997781,0.00014756244,0.000341432,0.000121798585,0.00034339644,0.000030643754,0.0001124085,0.00012296748,0.000091936694],"category_scores_gemma":[0.00029002735,0.00013200191,0.00005135504,0.00013338293,0.00010167719,0.00036213238,0.000036875434,0.00037201453,0.000006703234],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014296794,0.0012046562,0.97973204,0.000059676237,0.00008957008,0.000015167981,0.011804064,0.0000068063887,0.00008602395,0.004661133,0.0007996004,0.0013983205],"study_design_scores_gemma":[0.0018344346,0.011334795,0.92632055,0.0005803315,0.000114245006,0.000005215773,0.051453054,0.00025209854,0.000045732835,0.007192934,0.00069788814,0.0001687369],"about_ca_topic_score_codex":0.00006547571,"about_ca_topic_score_gemma":0.00009709342,"teacher_disagreement_score":0.05341148,"about_ca_system_score_codex":0.000077431396,"about_ca_system_score_gemma":0.00016009758,"threshold_uncertainty_score":0.5382882},"labels":[],"label_agreement":null},{"id":"W2013811089","doi":"10.1080/17441692.2010.550588","title":"Estimating nurse migration from the Bahamas between 1994 and 2005: An exploratory descriptive study using a social network identification methodology","year":2011,"lang":"en","type":"article","venue":"Global Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Health Canada; Health Resources and Services Administration","keywords":"Workforce; Graduation (instrument); Nursing; Descriptive statistics; Commonwealth; Cohort; Medicine; Psychology; Geography; Political science","score_opus":0.46048469620582394,"score_gpt":0.5068700448134582,"score_spread":0.04638534860763427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013811089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96086967,0.00065629825,0.028465567,0.0047881105,0.0017232778,0.002793895,0.00020502659,0.00025677323,0.00024137211],"genre_scores_gemma":[0.9568812,0.000019188998,0.037210207,0.0030258799,0.0024172652,0.00019062942,0.00020207049,0.000035846726,0.000017692666],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9832573,0.012485156,0.0014676214,0.0007300701,0.00045405887,0.0016058241],"domain_scores_gemma":[0.996623,0.00070035044,0.0011616567,0.00054588227,0.00027031644,0.00069881853],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.010425758,0.00031876352,0.00067088066,0.000060888233,0.003937502,0.0000742803,0.0004336775,0.0003377773,0.00010335175],"category_scores_gemma":[0.00058598345,0.00026861482,0.000051216208,0.00070068357,0.00020230333,0.00082429656,0.00017965747,0.00072812295,0.0000430272],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007752401,0.00021436963,0.75294703,0.00006047081,0.00008060101,0.0000025095824,0.20746708,0.000015158514,0.0000024935375,0.0031548685,0.0110611,0.024916794],"study_design_scores_gemma":[0.0008934982,0.0003117259,0.74105716,0.00014691101,0.00007591922,0.0000018733484,0.24159965,0.002109696,3.0962994e-7,0.009608291,0.0039162524,0.0002787373],"about_ca_topic_score_codex":0.056163017,"about_ca_topic_score_gemma":0.03852096,"teacher_disagreement_score":0.034132574,"about_ca_system_score_codex":0.0015214363,"about_ca_system_score_gemma":0.0018143287,"threshold_uncertainty_score":0.9999766},"labels":[],"label_agreement":null},{"id":"W2014398023","doi":"10.1016/j.pec.2011.05.015","title":"Survey of family physicians’ perspectives on management of immigrant patients: Attitudes, barriers, strategies, and training needs","year":2011,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Interpreter; Immigration; Language barrier; Cultural competence; Medicine; Curriculum; Nursing; Family medicine; Competence (human resources); Psychological intervention; Limited English proficiency; Health care; Population; Medical education; Psychology; Pedagogy; Social psychology","score_opus":0.06247550369203957,"score_gpt":0.37234286325076765,"score_spread":0.3098673595587281,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014398023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887131,0.003526505,0.000056085,0.000019661587,0.00042928138,0.0005847786,0.000032574335,0.000018294868,0.0066197165],"genre_scores_gemma":[0.9974973,0.0016352356,0.00048118402,0.00022147971,0.000018978444,0.00005022084,0.0000378911,0.000013584603,0.000044103876],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9985723,0.00024584227,0.0005004649,0.00021054609,0.00022618474,0.0002446735],"domain_scores_gemma":[0.99875164,0.00012730528,0.00036733408,0.00016837598,0.00047986364,0.00010547715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003996298,0.00013605415,0.00024340177,0.00011869166,0.00024847547,0.000006537395,0.000070730144,0.00006433765,0.00004000479],"category_scores_gemma":[0.000036251648,0.00012880331,0.000020563824,0.00025478058,0.00008221771,0.0001315059,0.00002277227,0.0001456111,0.0000022594068],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023941393,0.0005862738,0.22140445,0.00092814397,0.00007442971,1.7292083e-7,0.67583823,0.000006793885,0.000013596276,0.01392313,0.00037957818,0.086605795],"study_design_scores_gemma":[0.0002576244,0.00024208165,0.3691598,0.0011679775,0.000018470413,4.1209184e-8,0.62852514,0.000026081854,0.000005474324,0.00017939361,0.00032874648,0.000089166635],"about_ca_topic_score_codex":0.0032981224,"about_ca_topic_score_gemma":0.00013386464,"teacher_disagreement_score":0.14775534,"about_ca_system_score_codex":0.000063992484,"about_ca_system_score_gemma":0.00026712837,"threshold_uncertainty_score":0.52524465},"labels":[],"label_agreement":null},{"id":"W2014441235","doi":"10.1503/cmaj.131704","title":"False hope for Canadians who study medicine abroad","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Family medicine; Alternative medicine; Pathology","score_opus":0.023093657668491942,"score_gpt":0.4093992237235391,"score_spread":0.3863055660550472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014441235","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38632128,0.00070123706,0.000998297,0.4832841,0.013426899,0.004186669,0.00018598055,0.00015942898,0.110736124],"genre_scores_gemma":[0.83756167,0.0001416206,0.0001690895,0.12377994,0.014424384,0.00020699699,0.000038113427,0.000077376106,0.023600787],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99393207,0.0013575089,0.0012094727,0.00028006965,0.0015728527,0.0016480368],"domain_scores_gemma":[0.9909649,0.0016948552,0.00057414174,0.00023816328,0.0011784177,0.005349551],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009025096,0.00021439549,0.00058988563,0.00031165124,0.0022495294,0.000027419417,0.00048729664,0.00068455166,0.010164629],"category_scores_gemma":[0.013751036,0.00018300208,0.00008380851,0.00039176786,0.000055466604,0.00011752511,0.00002299991,0.0018677929,0.0004324446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012301275,0.000020620802,0.19700061,0.000027982922,0.000052437506,0.000036869224,0.003947189,0.0000027556323,2.538565e-7,0.0012044667,0.78088313,0.016811395],"study_design_scores_gemma":[0.0026526488,0.00035621846,0.046701077,0.00040503097,0.000040777166,0.000014549198,0.0118563585,0.000311869,7.5109966e-8,0.0007024847,0.93679017,0.00016872256],"about_ca_topic_score_codex":0.28122568,"about_ca_topic_score_gemma":0.91122264,"teacher_disagreement_score":0.62999696,"about_ca_system_score_codex":0.0038685168,"about_ca_system_score_gemma":0.006745402,"threshold_uncertainty_score":0.9999555},"labels":[],"label_agreement":null},{"id":"W2014576962","doi":"10.1016/j.jacc.2004.05.023","title":"Working group 4: International medical graduates and the cardiology workforce","year":2004,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Immigration; Private practice; IMG; Quarter (Canadian coin); Family medicine; Medical school; Medical education; Clinical Practice; Political science; Law","score_opus":0.03046018913075055,"score_gpt":0.3771435283513387,"score_spread":0.34668333922058814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014576962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9099056,0.0022990047,0.0011050546,0.070121795,0.005562002,0.0005095656,0.000018003695,0.000016064556,0.010462883],"genre_scores_gemma":[0.9918919,0.0026124013,0.00053104997,0.0028870062,0.0018806655,0.000015453277,8.39833e-7,0.000016992126,0.0001636595],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955718,0.0021084235,0.0011167862,0.00016591678,0.00057453563,0.0004625674],"domain_scores_gemma":[0.9953255,0.0022443945,0.0016397346,0.00032529232,0.00029616934,0.00016889944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003039782,0.00016873999,0.001242252,0.000111917565,0.0003944629,0.0000030804806,0.0009626594,0.00016077615,0.000015713666],"category_scores_gemma":[0.0016115106,0.00008658581,0.00035991255,0.0003991192,0.0021575054,0.00004992805,0.0004111588,0.0011502163,0.000004593468],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005337462,0.00003531753,0.8024042,0.0000614961,0.0014901934,0.00047905327,0.0011219837,0.005566826,0.00007646327,0.14301798,0.031893972,0.008515009],"study_design_scores_gemma":[0.018151728,0.0013387688,0.25776547,0.0026064527,0.0005514975,0.0072001787,0.022816015,0.00020912974,0.000020781878,0.06304307,0.62579715,0.0004997554],"about_ca_topic_score_codex":0.000101088066,"about_ca_topic_score_gemma":0.0000638461,"teacher_disagreement_score":0.5939032,"about_ca_system_score_codex":0.0002291059,"about_ca_system_score_gemma":0.00048251887,"threshold_uncertainty_score":0.79494184},"labels":[],"label_agreement":null},{"id":"W2014581069","doi":"10.1017/s0317167100006478","title":"Withdrawal of Care","year":2009,"lang":"fr","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"University of Cambridge","keywords":"Action (physics); Content (measure theory); Medicine; Computer science; Physical medicine and rehabilitation; Psychology; Mathematics; Physics","score_opus":0.04386494646019974,"score_gpt":0.36519200182484113,"score_spread":0.3213270553646414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014581069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89723724,0.041545924,0.000017902496,0.036295414,0.0057064,0.0004168511,0.00005784656,0.00002026701,0.018702177],"genre_scores_gemma":[0.9801608,0.0032727395,0.004802228,0.010270044,0.0011574882,0.0000015625525,6.153848e-7,0.000019050172,0.0003155049],"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","domain_scores_codex":[0.9861692,0.004984571,0.0027937815,0.00078287144,0.0015614316,0.0037081195],"domain_scores_gemma":[0.9877681,0.001700826,0.002973145,0.00031127725,0.0021173446,0.0051292917],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0082243765,0.00064649095,0.0013799283,0.0014709826,0.0064779785,0.0003874976,0.003931426,0.0009197423,0.0012198222],"category_scores_gemma":[0.0051353346,0.00047825027,0.0005250295,0.0030289786,0.015767427,0.0016396887,0.00010784349,0.0044175005,0.000021150576],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043154915,0.00012682333,0.89379925,0.00019547038,0.00003196094,0.010964239,0.01027357,0.005083431,0.000016871601,0.020951299,0.012819161,0.045306392],"study_design_scores_gemma":[0.0014629876,0.45514444,0.2984585,0.0024565952,0.00026416944,0.03199591,0.015384225,0.0008942066,0.00010228171,0.096588306,0.096008584,0.0012398256],"about_ca_topic_score_codex":0.008266698,"about_ca_topic_score_gemma":0.19628926,"teacher_disagreement_score":0.5953407,"about_ca_system_score_codex":0.00097127317,"about_ca_system_score_gemma":0.017187726,"threshold_uncertainty_score":0.99976695},"labels":[],"label_agreement":null},{"id":"W2014837886","doi":"10.1108/17479894200700003","title":"The Universality of the Canadian Health Care System in Question: Barriers to Services for Immigrants and Refugees","year":2007,"lang":"en","type":"article","venue":"International Journal of Migration Health and Social Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Citizenship; Health care; Immigration; Political science; Distress; Perception; Refugee; Universality (dynamical systems); Nursing; Psychology; Medicine; Public relations; Law; Politics; Clinical psychology","score_opus":0.01529045164550647,"score_gpt":0.4163305110100226,"score_spread":0.40104005936451614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014837886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9254229,0.007282392,0.000039714334,0.064174876,0.0016460121,0.0010349951,0.00027261308,0.000007202834,0.000119285905],"genre_scores_gemma":[0.9941284,0.00023802697,0.00012485604,0.005103529,0.0003468123,0.000007705304,0.000022609462,0.0000069499974,0.000021101621],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9978935,0.00043069114,0.00084130064,0.00010483073,0.0003951668,0.00033451663],"domain_scores_gemma":[0.9970563,0.00024436731,0.0007280065,0.00006660659,0.0014067355,0.00049796083],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017778786,0.00008726334,0.0002291315,0.00014118815,0.001708667,0.000020508136,0.00021706506,0.000109804685,0.0000018183227],"category_scores_gemma":[0.00014283229,0.000060816834,0.00005030425,0.00013564795,0.0000527413,0.00008870306,0.00002985393,0.00027152887,2.6371703e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010531428,0.000008776149,0.45942461,0.0022615648,0.00004301997,0.0000041747335,0.4818022,0.000024562596,0.0000027050514,0.030603364,0.004343263,0.020428628],"study_design_scores_gemma":[0.0008884215,0.00019004845,0.20596582,0.0015244348,0.0000059848,0.0000043890627,0.6730155,0.000013163819,0.0000035078374,0.00011209659,0.11820766,0.000068996196],"about_ca_topic_score_codex":0.26228082,"about_ca_topic_score_gemma":0.956796,"teacher_disagreement_score":0.69451517,"about_ca_system_score_codex":0.0023389333,"about_ca_system_score_gemma":0.0037974431,"threshold_uncertainty_score":0.999591},"labels":[],"label_agreement":null},{"id":"W2014848111","doi":"10.5688/aj740474","title":"Job Location Decisions of Pharmacy Graduates in British Columbia","year":2010,"lang":"en","type":"article","venue":"American Journal of Pharmaceutical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; University of British Columbia","keywords":"Pharmacy; Geography; Rural area; Socioeconomics; Medicine; Nursing; Sociology","score_opus":0.05590247328503102,"score_gpt":0.5034690997318231,"score_spread":0.44756662644679207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014848111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927365,0.00046522805,0.00011637895,0.0028748945,0.0025000968,0.00041835746,0.000007101737,0.0000145888125,0.00086685497],"genre_scores_gemma":[0.9931702,0.0006987569,0.00383398,0.0014782788,0.0004938122,0.00002832547,0.000006235265,0.000022650169,0.0002677437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99703956,0.0005270104,0.0014152983,0.00017484778,0.00039982138,0.0004434411],"domain_scores_gemma":[0.9959904,0.001067153,0.0010486938,0.00018642857,0.0012435436,0.0004637677],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013456213,0.00010279636,0.0004362989,0.00017521126,0.00020142822,0.000026401109,0.00032443434,0.000066402856,0.0011502428],"category_scores_gemma":[0.0017565357,0.0001388623,0.000078401725,0.0010861924,0.00033103922,0.00027484744,0.000045144672,0.0014403933,0.000040091378],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000866778,0.00047338722,0.6071604,0.000071345996,0.000013179321,0.0000040178174,0.00094463443,0.000008019951,0.0018158911,0.00015850873,0.008903997,0.38035995],"study_design_scores_gemma":[0.003411222,0.00047140277,0.8494355,0.0022765088,0.00015623737,0.00022346742,0.0224117,0.00065804354,0.0004562545,0.00389542,0.11621249,0.00039173182],"about_ca_topic_score_codex":0.025729071,"about_ca_topic_score_gemma":0.019593388,"teacher_disagreement_score":0.37996823,"about_ca_system_score_codex":0.00019598253,"about_ca_system_score_gemma":0.0023245923,"threshold_uncertainty_score":0.99976283},"labels":[],"label_agreement":null},{"id":"W2014920719","doi":"10.14574/ojrnhc.v10i1.74","title":"Rural Nuring in Canada: A Voice Unheard","year":2010,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Nursing; Health care; Context (archaeology); Rural area; Politics; Affect (linguistics); Acute care; Rural health; Medicine; Economic growth; Political science; Psychology; Geography","score_opus":0.026565889058974276,"score_gpt":0.4282385020326256,"score_spread":0.4016726129736513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014920719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93966717,0.010324915,0.0000035612036,0.045227893,0.0038804389,0.00032796364,0.00004009048,0.000017411036,0.00051057147],"genre_scores_gemma":[0.9927242,0.0015779654,0.0016181386,0.0026710515,0.0012392701,0.0000027057065,0.000020254638,0.00002801336,0.00011842747],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99688125,0.00027714542,0.0013179355,0.000116911346,0.00044093048,0.0009658552],"domain_scores_gemma":[0.9976939,0.00019546913,0.00077500625,0.00018212627,0.0004317294,0.00072176236],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00070661254,0.00020409365,0.0006530214,0.0001938832,0.0006073211,0.000010515426,0.00019622568,0.00016557824,0.000051237115],"category_scores_gemma":[0.000108893975,0.0001741357,0.000056462715,0.0002658412,0.000060691,0.00015715563,0.000031371314,0.0025751423,0.0000040904106],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049761607,0.00014492334,0.6568467,0.0015833585,0.000019434452,0.0000570744,0.027711976,0.00006765365,0.00011992393,0.000463124,0.046805196,0.26568303],"study_design_scores_gemma":[0.0025266765,0.00044656757,0.6850401,0.01963604,0.000021553902,0.00021089175,0.2570794,0.00012396647,0.000006077916,0.00026306818,0.034370385,0.00027522832],"about_ca_topic_score_codex":0.6420116,"about_ca_topic_score_gemma":0.9493031,"teacher_disagreement_score":0.3072915,"about_ca_system_score_codex":0.0025726703,"about_ca_system_score_gemma":0.007822335,"threshold_uncertainty_score":0.99972594},"labels":[],"label_agreement":null},{"id":"W2014993071","doi":"10.1177/1043659608330349","title":"Nurse Migration to Canada","year":2008,"lang":"en","type":"article","venue":"Journal of Transcultural Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Moncton; Population Health Research Institute; McMaster University","funders":"","keywords":"Workforce; Economic shortage; Nursing; Focus group; Immigration; Medicine; Psychology; Sociology; Political science","score_opus":0.04256269071828108,"score_gpt":0.40864461383713263,"score_spread":0.36608192311885157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014993071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96031266,0.00049657625,0.00025505945,0.03182002,0.002902462,0.00029613552,0.000005607927,0.000017208407,0.003894243],"genre_scores_gemma":[0.9933891,0.000074754265,0.002634054,0.0016255123,0.0006978815,0.0000028170557,0.0000029298394,0.00001225176,0.0015606568],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99800766,0.00019154935,0.00076221145,0.00009897197,0.0004904648,0.00044911925],"domain_scores_gemma":[0.9986461,0.00008564494,0.00028397562,0.000097756805,0.0004902698,0.00039629886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021012737,0.00012575302,0.0002965561,0.00006318344,0.0006928761,0.000004331738,0.0001667087,0.00009044625,0.00010431421],"category_scores_gemma":[0.00006737505,0.000089571644,0.00009150678,0.00025746576,0.000032198546,0.00016294568,0.0000020652349,0.0005178234,0.000017143057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001168812,0.00019127081,0.054180764,0.0001903654,0.0000763865,0.00030279614,0.16329134,0.0010255177,0.007231949,0.00044615395,0.74316525,0.028729409],"study_design_scores_gemma":[0.0036528294,0.0009085228,0.34465256,0.009196972,0.00016134245,0.0013594677,0.0888518,0.00011921719,0.0012941307,0.00023794253,0.54889286,0.0006723688],"about_ca_topic_score_codex":0.121391386,"about_ca_topic_score_gemma":0.4042905,"teacher_disagreement_score":0.2904718,"about_ca_system_score_codex":0.0010493827,"about_ca_system_score_gemma":0.0008490271,"threshold_uncertainty_score":0.8844593},"labels":[],"label_agreement":null},{"id":"W2015089961","doi":"10.7202/032405ar","title":"Une étude exploratoire des sources de stress et de soutien social chez les intervenantes communautaires en santé mentale","year":2007,"lang":"fr","type":"article","venue":"Santé mentale au Québec","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art","score_opus":0.03603896083318137,"score_gpt":0.3988262359748404,"score_spread":0.36278727514165904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015089961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9537756,0.027381813,0.00064456696,0.010588278,0.0010004232,0.0013449028,0.00060979853,0.00036820656,0.0042864485],"genre_scores_gemma":[0.9892597,0.0019656762,0.0016092217,0.0024581992,0.0013204038,0.00015759694,0.00018007155,0.00019354204,0.0028555489],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.989338,0.004039766,0.0017309366,0.00074157346,0.00071502896,0.0034347123],"domain_scores_gemma":[0.9951484,0.0024311785,0.0008011158,0.00062160305,0.00015244159,0.00084526686],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004522696,0.0008721461,0.001028162,0.00023292366,0.00443457,0.00009940043,0.0011520182,0.0009619633,0.0014748534],"category_scores_gemma":[0.00034776848,0.00089162565,0.00041617546,0.00063631043,0.0022514244,0.0005971321,0.0010375729,0.0018665927,0.00038023392],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037181564,0.000996846,0.47434938,0.0018627676,0.00020269581,0.00011227267,0.40577477,0.000022013906,0.00073888456,0.0010161974,0.0031574082,0.11139495],"study_design_scores_gemma":[0.0019667773,0.0004994359,0.37763798,0.0071902224,0.00019174804,0.000047401063,0.58000267,0.00010171954,0.0069115274,0.00067920756,0.023985352,0.000785978],"about_ca_topic_score_codex":0.732612,"about_ca_topic_score_gemma":0.89131075,"teacher_disagreement_score":0.17422788,"about_ca_system_score_codex":0.010494342,"about_ca_system_score_gemma":0.0034418607,"threshold_uncertainty_score":0.9994379},"labels":[],"label_agreement":null},{"id":"W20163562","doi":"10.1111/j.1467-9566.2009.01231.x","title":"一种新型农业经营主体：家庭农场——基于新制度经济学的分析视角","year":2013,"lang":"en","type":"article","venue":"江西农业大学学报：社会科学版","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.052999482951112606,"score_gpt":0.4671608311635087,"score_spread":0.4141613482123961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W20163562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55527955,0.0014458766,0.00018327354,0.015049515,0.004116816,0.0035156864,0.000039655166,0.0011647319,0.4192049],"genre_scores_gemma":[0.9086307,0.00024671483,0.002220482,0.012882837,0.0012284209,0.0008689623,0.00006301119,0.000116745505,0.07374208],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99480534,0.00067039265,0.0011683652,0.00068581675,0.00064992247,0.0020201541],"domain_scores_gemma":[0.99639565,0.0007852742,0.0003943937,0.0011163354,0.0005290109,0.0007793366],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008180122,0.00043530553,0.00063440955,0.00016899747,0.0013103294,0.000041413346,0.00066716975,0.00066233217,0.02656332],"category_scores_gemma":[0.00046823308,0.00038247317,0.00015383349,0.0006188972,0.00014993754,0.0004426155,0.00034381842,0.0014533969,0.06906505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060825612,0.00016662663,0.117308356,0.0005544582,0.00005286366,0.000023672852,0.0038960981,0.000011257064,0.00039407244,0.020307422,0.84080684,0.016417485],"study_design_scores_gemma":[0.0013662543,0.00018172465,0.07108892,0.00067988643,0.00003197694,0.0000074284867,0.0041840323,0.00036392096,0.000087659144,0.010272051,0.91112983,0.0006063151],"about_ca_topic_score_codex":0.0053259707,"about_ca_topic_score_gemma":0.0005740546,"teacher_disagreement_score":0.3533512,"about_ca_system_score_codex":0.00041404058,"about_ca_system_score_gemma":0.0004487894,"threshold_uncertainty_score":0.9999898},"labels":[],"label_agreement":null},{"id":"W2016712351","doi":"10.3109/13561820.2013.801410","title":"The disconnections between space, place and learning in interprofessional education: an overview of key issues","year":2013,"lang":"en","type":"review","venue":"Journal of Interprofessional Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Wilson Centre; University Health Network; University of Toronto","funders":"","keywords":"Conceptualization; Interprofessional education; Space (punctuation); Context (archaeology); Sociology; Engineering ethics; Key (lock); Epistemology; Health care; Computer science; Political science; Engineering","score_opus":0.12119331731017,"score_gpt":0.5460433360173876,"score_spread":0.4248500187072176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016712351","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010772162,0.9810995,0.0000045680113,0.0013659192,0.004265086,0.0015032302,0.000057488192,0.00002262441,0.00090942625],"genre_scores_gemma":[0.0030354306,0.986589,0.00089907885,0.00013884413,0.0016944016,0.00022530253,0.00011408585,0.00009416888,0.007209668],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.988817,0.0056096814,0.0036249184,0.0004301872,0.0008393475,0.0006789039],"domain_scores_gemma":[0.98848665,0.005132891,0.004207459,0.0004904927,0.0012272781,0.0004552614],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0021209607,0.00062851683,0.0026769144,0.00062422623,0.0012716769,0.00004235553,0.0009898508,0.00088207977,0.0005657743],"category_scores_gemma":[0.0009868217,0.00036009352,0.00049583474,0.0006168969,0.00024292625,0.0005425726,0.0006774253,0.006239677,0.000047152946],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035920768,0.0001747974,0.021566043,0.03243928,0.0002244845,0.000010707606,0.011015658,0.0000032039059,8.738764e-7,0.0032220064,0.012175505,0.9188082],"study_design_scores_gemma":[0.00029243296,0.00031966972,0.0010363858,0.26519233,0.00019985669,0.000035895955,0.06894168,0.0000029213509,2.3801331e-7,0.0004124803,0.663311,0.0002551017],"about_ca_topic_score_codex":0.0009696654,"about_ca_topic_score_gemma":0.0011647675,"teacher_disagreement_score":0.9185531,"about_ca_system_score_codex":0.0010076207,"about_ca_system_score_gemma":0.009017523,"threshold_uncertainty_score":0.9998851},"labels":[],"label_agreement":null},{"id":"W2017098326","doi":"10.12968/bjcn.2001.6.12.9446","title":"An evaluation of a clinical supervision programme","year":2001,"lang":"en","type":"article","venue":"British Journal of Community Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Mount Royal University","funders":"","keywords":"Medicine; Isolation (microbiology); Clinical Practice; Nursing; Medical education; Peer support","score_opus":0.34215706231455645,"score_gpt":0.588637436333123,"score_spread":0.2464803740185666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017098326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883404,0.002593558,0.00024938482,0.00072117,0.0011261991,0.00051613944,0.0000043133623,0.000027682963,0.0064211986],"genre_scores_gemma":[0.9956727,0.0008775835,0.002623105,0.00028159813,0.0004751892,0.000004183056,0.000016013706,0.000021758842,0.000027847389],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98120236,0.015039548,0.0022115,0.00007507287,0.000992929,0.00047859608],"domain_scores_gemma":[0.9938472,0.001058479,0.0013190978,0.00042363553,0.0029704203,0.00038116224],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.027110497,0.00010825016,0.00059848407,0.0001184831,0.0011658284,0.000025771156,0.0005497579,0.00026953573,0.00034486927],"category_scores_gemma":[0.0025118436,0.00012165452,0.00016004566,0.0003433923,0.00019341461,0.00048161365,0.000045611876,0.0027163092,0.00000835606],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002477675,0.0012815072,0.058684904,0.000063828535,0.000016702797,0.000014501144,0.0046704332,0.000049935625,0.000031088584,0.000049986145,0.0022185314,0.93267083],"study_design_scores_gemma":[0.00664498,0.0023212899,0.85754585,0.022890788,0.00027586787,0.0012164516,0.08497957,0.002437115,0.000015833059,0.010360282,0.0110790115,0.00023293727],"about_ca_topic_score_codex":0.0022373642,"about_ca_topic_score_gemma":0.0010004819,"teacher_disagreement_score":0.9324379,"about_ca_system_score_codex":0.00031238602,"about_ca_system_score_gemma":0.00080094003,"threshold_uncertainty_score":0.99958444},"labels":[],"label_agreement":null},{"id":"W2017112600","doi":"10.1080/01900692.2012.655471","title":"Supervisor Relationships, Teamwork, Role Ambiguity and Discretionary Power: Nurses in Australia and the United Kingdom","year":2012,"lang":"en","type":"article","venue":"International Journal of Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Teamwork; Supervisor; Public sector; Ambiguity; Quarter (Canadian coin); Private sector; Variance (accounting); Psychology; Power (physics); Nursing; Job satisfaction; Social psychology; Public relations; Business; Political science; Medicine; Accounting; Geography","score_opus":0.13103188681723874,"score_gpt":0.4612980735469238,"score_spread":0.3302661867296851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017112600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.967795,0.00034726912,0.00019144373,0.02859976,0.001580968,0.00031088686,0.000020197955,0.000013968875,0.0011405124],"genre_scores_gemma":[0.9979102,0.00009412883,0.00036576405,0.0003637647,0.0005460453,0.000018675515,0.000059888967,0.000010282566,0.00063125225],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970764,0.001097846,0.00089937536,0.00011184904,0.0004975617,0.00031697922],"domain_scores_gemma":[0.9975833,0.0009733607,0.00058533,0.00010650548,0.00051945087,0.00023201921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030272515,0.00012601758,0.00020011059,0.00029749362,0.00029921802,0.00006585676,0.00022908766,0.0001665552,0.000314752],"category_scores_gemma":[0.0014443639,0.00009024891,0.00004294433,0.00024202706,0.00020608214,0.00094109087,0.00007149371,0.00080990104,0.000013262812],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031889713,0.00010466963,0.75515753,0.0000122738775,0.000034773635,0.0000047404674,0.0031094276,0.0000031129418,0.0000137141615,0.23940253,0.0013193107,0.00051903137],"study_design_scores_gemma":[0.002569902,0.00012057972,0.8739224,0.00031701478,0.000025755602,0.00016956798,0.0120503595,0.00022640705,0.0000055367095,0.008782803,0.10167885,0.00013083794],"about_ca_topic_score_codex":0.0004250838,"about_ca_topic_score_gemma":0.0004203192,"teacher_disagreement_score":0.23061973,"about_ca_system_score_codex":0.00020344967,"about_ca_system_score_gemma":0.0002265762,"threshold_uncertainty_score":0.36802438},"labels":[],"label_agreement":null},{"id":"W2017555462","doi":"10.1136/bmj.326.7388.519/c","title":"University is criticised for accepting tobacco money","year":2003,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Statement (logic); Management; Political science; Public administration; Sociology; Law; Economics","score_opus":0.0934125899566247,"score_gpt":0.46575644222531815,"score_spread":0.37234385226869343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017555462","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50492525,0.0002691758,0.0028983704,0.015754784,0.0021248015,0.0050588325,0.0001330941,0.0003924204,0.46844324],"genre_scores_gemma":[0.9170325,0.000036367535,0.018410815,0.009943556,0.0004619302,0.00006641124,0.000019032203,0.00003831779,0.05399108],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840635,0.00028229415,0.00031482332,0.0002251446,0.00013590913,0.0006354912],"domain_scores_gemma":[0.9986372,0.00055236684,0.00013058478,0.0002861419,0.00021016882,0.00018353263],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006497862,0.00010680655,0.00019629275,0.000048077356,0.00091584853,0.000005060955,0.00014942233,0.00017519765,0.001605316],"category_scores_gemma":[0.00069692166,0.00011270738,0.00006418795,0.00019016642,0.000034673198,0.000102466656,0.000045985624,0.00021664165,0.000524934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001263798,0.00004479472,0.06059852,0.00027695927,0.000016061413,0.000008956805,0.0031027868,0.000007730378,0.00005377334,0.045441773,0.8872641,0.0030581711],"study_design_scores_gemma":[0.0011747216,0.00004788283,0.0036697802,0.00023279576,0.000018721272,7.0750855e-7,0.015464036,0.00007923407,0.00008936097,0.0012112957,0.977849,0.0001624633],"about_ca_topic_score_codex":0.00020692802,"about_ca_topic_score_gemma":0.00011151983,"teacher_disagreement_score":0.41445217,"about_ca_system_score_codex":0.00022357181,"about_ca_system_score_gemma":0.0002663326,"threshold_uncertainty_score":0.99930733},"labels":[],"label_agreement":null},{"id":"W2017722805","doi":"10.1186/1478-4491-7-87","title":"From staff-mix to skill-mix and beyond: towards a systemic approach to health workforce management","year":2009,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":250,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Skill mix; Workforce; Human resources; Human resource management; Health administration; Health care; Health services research; Quality (philosophy); Workforce planning; Business; Human services; Public relations; Nursing; Public health; Medicine; Economics; Economic growth; Management; Political science","score_opus":0.05012275458163808,"score_gpt":0.4211849748783702,"score_spread":0.37106222029673214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017722805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83878314,0.008405508,0.011147359,0.059810624,0.0011466587,0.027661497,0.0007958045,0.0012907019,0.05095868],"genre_scores_gemma":[0.8284084,0.0007470938,0.042479493,0.10766715,0.0019029741,0.0020462363,0.0004286288,0.00021349997,0.0161065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914911,0.000932039,0.0021614807,0.0015297293,0.00088999013,0.0029957034],"domain_scores_gemma":[0.9947838,0.0002713592,0.00080484245,0.0012547264,0.00017849289,0.0027067754],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0026736648,0.00067513797,0.0015224754,0.00053742126,0.0033902787,0.000086027656,0.00077848334,0.0003237753,0.000064209096],"category_scores_gemma":[0.00007522874,0.0006421745,0.0001513728,0.0007846603,0.00006153596,0.00012525795,0.00035609363,0.000751315,0.00018177075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011528635,0.0008210329,0.0014466839,0.007832261,0.00012163635,0.000009710297,0.24688533,0.00044488674,0.000011671035,0.05142147,0.47816604,0.21168642],"study_design_scores_gemma":[0.00365879,0.0045556193,0.01923509,0.006377502,0.000047773945,0.000009815572,0.086036846,0.00024707007,0.0000018227485,0.004767744,0.87402856,0.0010333484],"about_ca_topic_score_codex":0.0044747125,"about_ca_topic_score_gemma":0.0007711403,"teacher_disagreement_score":0.39586255,"about_ca_system_score_codex":0.0019383345,"about_ca_system_score_gemma":0.00042148944,"threshold_uncertainty_score":0.999603},"labels":[],"label_agreement":null},{"id":"W2017744170","doi":"10.12968/bjon.2002.11.7.10139","title":"Patients need a well educated and rewarded nursing workforce","year":2002,"lang":"en","type":"article","venue":"British Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Praise; Excellence; Appeal; Criticism; Workforce; Audience measurement; Nursing; Psychology; Medicine; Medical education; Political science; Law; Social psychology","score_opus":0.05900308472438293,"score_gpt":0.40463090578037064,"score_spread":0.3456278210559877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017744170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93470883,0.013543846,0.00007499589,0.0028854387,0.0031100537,0.0004794372,0.0000063128155,0.00005521584,0.045135893],"genre_scores_gemma":[0.9923589,0.0016355509,0.0020201302,0.00081468927,0.00076042773,0.0000034971642,0.00000513652,0.000051093815,0.0023505783],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9968139,0.0005105511,0.0011516046,0.00021924895,0.0004629503,0.00084177614],"domain_scores_gemma":[0.99768966,0.00024618674,0.00082212785,0.00014907651,0.0005786539,0.00051429094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053120416,0.00018723754,0.0004918152,0.0001788264,0.0010078992,0.00006226286,0.00020065825,0.00023846478,0.0005910134],"category_scores_gemma":[0.00035427228,0.00021873426,0.00009131896,0.00039985188,0.00017082726,0.00037355177,0.00002110176,0.0011135612,0.000069121896],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016220185,0.00071242003,0.025032697,0.00009851718,0.00002303731,0.00010045865,0.01083343,0.000011843358,0.000026634949,0.00008348385,0.2610059,0.70190936],"study_design_scores_gemma":[0.020567,0.0020595575,0.4043242,0.30757803,0.0005826407,0.00624446,0.07578964,0.0016727389,0.00007474138,0.008757141,0.17048977,0.0018600906],"about_ca_topic_score_codex":0.00008880633,"about_ca_topic_score_gemma":0.000009914155,"teacher_disagreement_score":0.7000493,"about_ca_system_score_codex":0.000701657,"about_ca_system_score_gemma":0.0001032702,"threshold_uncertainty_score":0.8919725},"labels":[],"label_agreement":null},{"id":"W2018334450","doi":"10.1016/s0140-6736(11)61090-8","title":"Augmenting surgical capacity in resource-limited settings","year":2011,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Millennium Development Goals; Population; Medicine; Global health; Burden of disease; Health care; Economic shortage; Disease burden; Neglected tropical diseases; Developing country; Economic growth; Demography; Environmental health; Public health; Nursing; Government (linguistics); Economics","score_opus":0.19789716279213043,"score_gpt":0.40222689810280143,"score_spread":0.204329735310671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018334450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78901714,0.00013313492,0.0000026241617,0.005708153,0.00019108894,0.00042304458,0.000010161552,0.00014888405,0.20436576],"genre_scores_gemma":[0.9904725,0.00003933266,0.0006826325,0.005688488,0.00090223213,0.00006635463,0.000008604792,0.000020309602,0.002119577],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973163,0.00090170826,0.00045909084,0.00020677976,0.00019197818,0.0009241553],"domain_scores_gemma":[0.99863,0.0005283124,0.00018024673,0.00052238576,0.00004143387,0.00009764541],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022392876,0.00012189511,0.0003698208,0.00004363444,0.00047624102,0.0000052408477,0.00041128453,0.00015195053,0.0009316646],"category_scores_gemma":[0.00022048969,0.00008186008,0.000034854016,0.00031337223,0.00008128911,0.000053728992,0.00016968671,0.00092537655,0.00051158806],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005048935,0.000071520866,0.76880383,0.00032137925,0.0000152021685,0.000050821156,0.03729589,0.0000048111156,0.00002338488,0.013763159,0.17721435,0.0019307735],"study_design_scores_gemma":[0.0016847774,0.000034599692,0.16150706,0.00074715825,0.000009050827,0.000005798509,0.005031873,0.00012750627,0.000038041293,0.0025734776,0.82808405,0.00015658923],"about_ca_topic_score_codex":0.0014427346,"about_ca_topic_score_gemma":0.00043993548,"teacher_disagreement_score":0.6508697,"about_ca_system_score_codex":0.00012182323,"about_ca_system_score_gemma":0.00004166188,"threshold_uncertainty_score":0.99998164},"labels":[],"label_agreement":null},{"id":"W2018812532","doi":"10.5414/cnp74s129","title":"Shortage of healthcare workers in sub-Saharan Africa: a nephrological perspective","year":2011,"lang":"en","type":"article","venue":"Clinical Nephrology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Economic shortage; Developing country; Population; Nursing shortage; Legislation; Nursing; Global health; Workforce; Family medicine; Economic growth; Public health; Environmental health; Nurse education; Political science; Government (linguistics)","score_opus":0.21072898254322653,"score_gpt":0.4862900232686952,"score_spread":0.27556104072546866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018812532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9591604,0.00365644,0.000045088367,0.008442829,0.0011399459,0.0017668159,0.00003317928,0.00016356932,0.025591765],"genre_scores_gemma":[0.98525196,0.0014652959,0.0012781498,0.011105837,0.0003791965,0.00020624472,0.0000112005455,0.000037723396,0.00026438184],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99112004,0.0036311764,0.0026099882,0.00085479504,0.000252696,0.001531329],"domain_scores_gemma":[0.9947621,0.0029403125,0.00064890354,0.00073562784,0.00038745598,0.00052557513],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0028376325,0.00031782064,0.0013729905,0.00020943918,0.00023446088,0.0000017428251,0.0005802386,0.0015487975,0.0016025762],"category_scores_gemma":[0.0014279828,0.00027273872,0.00026291853,0.000692503,0.0009830332,0.00009256666,0.00032912835,0.0025459097,0.0006056287],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003099824,0.00066541857,0.94486564,0.000106009276,0.000056175013,0.00012783197,0.004471659,0.00000165051,0.000021396814,0.015954392,0.028962146,0.0016678537],"study_design_scores_gemma":[0.0023182526,0.0018723282,0.90313965,0.00024121298,0.00003830224,0.0000050008994,0.007979016,0.000048255584,0.0000036160836,0.01756765,0.06651198,0.00027475064],"about_ca_topic_score_codex":0.005159172,"about_ca_topic_score_gemma":0.007509856,"teacher_disagreement_score":0.041726004,"about_ca_system_score_codex":0.00026254868,"about_ca_system_score_gemma":0.0006186058,"threshold_uncertainty_score":0.99997246},"labels":[],"label_agreement":null},{"id":"W2019444174","doi":"10.1016/j.socscimed.2008.06.012","title":"Ethnicity and utilization of family physicians: A case study of Mainland Chinese immigrants in Toronto, Canada","year":2008,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":95,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University; Queen's University; Toronto Metropolitan University","funders":"","keywords":"Immigration; Focus group; Ethnic group; Socioeconomic status; Census; Mainland China; Health care; Metropolitan area; Medicine; Multiculturalism; Cultural diversity; Qualitative property; Mainland; Family medicine; Population; Geography; Sociology; China; Economic growth; Environmental health","score_opus":0.07135112203395613,"score_gpt":0.4631088906886266,"score_spread":0.3917577686546705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019444174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954858,0.0006621105,0.000004283988,0.00020994266,0.00030014865,0.000744447,0.000008646791,0.000008097909,0.0025765237],"genre_scores_gemma":[0.9992966,0.00013222202,0.000005482916,0.00037827404,0.000120352764,0.00001434824,0.0000013427597,0.0000048628112,0.00004649983],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979376,0.00025448165,0.0005491145,0.0002165147,0.00066146237,0.00038081055],"domain_scores_gemma":[0.99905515,0.00018054029,0.00027870233,0.00012969346,0.00024884028,0.00010704875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010236977,0.0001015952,0.0004138903,0.000053231845,0.000653013,5.403019e-7,0.00014396498,0.000058263104,0.00003376012],"category_scores_gemma":[0.0003605312,0.00007635381,0.000009321964,0.00094341236,0.0006316014,0.0001288234,0.00005067491,0.00016731053,1.3843565e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035886707,0.000101505604,0.7764512,0.000083377985,0.0000024708215,0.000096896976,0.2197283,0.0000010439165,0.00028989912,0.000053230982,0.00039141913,0.002764797],"study_design_scores_gemma":[0.0011557578,0.00017130682,0.71911705,0.00018923225,0.0000063389816,0.0000063234593,0.2791539,0.00006774939,0.000002588092,0.000040275267,0.00004102577,0.000048462647],"about_ca_topic_score_codex":0.99095076,"about_ca_topic_score_gemma":0.9875303,"teacher_disagreement_score":0.059425604,"about_ca_system_score_codex":0.0005365966,"about_ca_system_score_gemma":0.0009499005,"threshold_uncertainty_score":0.5022514},"labels":[],"label_agreement":null},{"id":"W2019601792","doi":"10.1097/acm.0b013e3181f08e2b","title":"Family Medicine Residency Training in Community Health Centers: A National Survey","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Residency training; Quarter (Canadian coin); Medicine; Psychology; Medical education; Continuing education","score_opus":0.32144050735332674,"score_gpt":0.5548503071156782,"score_spread":0.23340979976235143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019601792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87363106,0.002320589,0.00006206832,0.06963873,0.0038925528,0.0014226743,0.000044094097,0.00019839645,0.048789833],"genre_scores_gemma":[0.9562621,0.0016591334,0.0001285412,0.03818826,0.0018405415,0.000089692745,0.00031044037,0.00004110506,0.0014801964],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9903257,0.004645599,0.002185873,0.00039964373,0.0011580668,0.0012851093],"domain_scores_gemma":[0.990925,0.0067144516,0.0007256035,0.00053533615,0.00041769617,0.000681907],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.026893923,0.0003116615,0.00096409384,0.00046079705,0.0009747289,0.0000013823909,0.00078698277,0.00067254534,0.0011699644],"category_scores_gemma":[0.01493414,0.00024528406,0.000025006431,0.0010342639,0.00056728907,0.00016858477,0.00017752258,0.010927376,0.00013667023],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018426435,0.000020039344,0.55047745,0.00046617907,0.000014273097,0.000006315713,0.13010395,0.000001949959,0.00063938135,0.016161876,0.29950956,0.0024148163],"study_design_scores_gemma":[0.0042806133,0.0004639405,0.81868476,0.007786561,0.000008684418,0.000011722472,0.099160336,0.00008729698,0.0000013510137,0.019305227,0.049968228,0.00024129545],"about_ca_topic_score_codex":0.1345672,"about_ca_topic_score_gemma":0.08552685,"teacher_disagreement_score":0.26820734,"about_ca_system_score_codex":0.0005690812,"about_ca_system_score_gemma":0.0023006538,"threshold_uncertainty_score":0.99999994},"labels":[],"label_agreement":null},{"id":"W2019803510","doi":"10.12927/hcpol.2013.23209","title":"Evaluation of Physician Return-for-Service Agreements in Newfoundland and Labrador","year":2013,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Business; Service (business); Marketing","score_opus":0.10913234849382161,"score_gpt":0.48755857542687064,"score_spread":0.37842622693304906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019803510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94506294,0.0010220867,0.000004118904,0.044054158,0.00024640182,0.0043167262,0.00005213785,0.000037064077,0.005204399],"genre_scores_gemma":[0.9838775,0.00017368054,0.00038469903,0.01391631,0.00049977127,0.00081917125,0.000044898996,0.000028152903,0.000255809],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966082,0.0009727627,0.0007812379,0.00029912486,0.00056267524,0.0007760018],"domain_scores_gemma":[0.9972413,0.000320633,0.0003737418,0.000347003,0.0014545313,0.00026277342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016999688,0.00016967181,0.00037777086,0.00022847923,0.00029325794,0.00000749437,0.00014111224,0.00022675407,0.00010189613],"category_scores_gemma":[0.00042111194,0.0001604625,0.000027874283,0.0006365735,0.000035709363,0.00018791018,0.000079154335,0.0003087423,0.00009669753],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014003605,0.0001566966,0.6129567,0.0064664613,0.0000379802,5.0800185e-7,0.036761146,0.000019924984,0.00023914287,0.022287918,0.0057577197,0.3151758],"study_design_scores_gemma":[0.0038370274,0.00024859112,0.926691,0.0018993084,0.000036222078,7.803493e-7,0.008900319,0.004057666,0.000011094835,0.046132535,0.007939495,0.00024595083],"about_ca_topic_score_codex":0.45666456,"about_ca_topic_score_gemma":0.16035824,"teacher_disagreement_score":0.31492984,"about_ca_system_score_codex":0.0011407348,"about_ca_system_score_gemma":0.0013425756,"threshold_uncertainty_score":0.85496306},"labels":[],"label_agreement":null},{"id":"W2019920458","doi":"10.1016/j.ijnurstu.2012.07.015","title":"Employment goals, expectations, and migration intentions of nursing graduates in a Canadian border city: A mixed methods study","year":2012,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Windsor","funders":"","keywords":"Autonomy; Nursing; Psychology; Medicine; Political science","score_opus":0.17905673497550692,"score_gpt":0.6010362863882764,"score_spread":0.42197955141276955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019920458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96758103,0.014674972,0.0005156946,0.012025749,0.0041599693,0.00046797917,0.000011205425,0.000011373307,0.0005520384],"genre_scores_gemma":[0.99116164,0.00045214102,0.007844104,0.00010824527,0.00028768758,0.000031725784,0.0000038577846,0.000014316584,0.000096291704],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9968674,0.0008738602,0.0011649341,0.00012941424,0.0005131533,0.0004512495],"domain_scores_gemma":[0.9969348,0.00068024994,0.0006913165,0.00009559153,0.0013856306,0.0002124485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001808561,0.00015325616,0.00042517166,0.00078541733,0.00031407052,0.000014687331,0.00017172172,0.000068861926,0.000020807925],"category_scores_gemma":[0.0011753674,0.00013525585,0.00007739063,0.00028661915,0.00013982189,0.00035648604,0.00003372803,0.00035350313,0.000001966538],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001313458,0.0011506734,0.69268316,0.00002607631,0.0005190867,0.000008788895,0.23577563,0.000012132656,0.00013431153,0.0017023996,0.004088066,0.06376835],"study_design_scores_gemma":[0.0010208494,0.00023560866,0.4699228,0.0047072447,0.00014120566,0.00003057727,0.51982033,0.000059593094,0.00006376302,0.002955538,0.0009207059,0.00012177328],"about_ca_topic_score_codex":0.014587316,"about_ca_topic_score_gemma":0.06494432,"teacher_disagreement_score":0.28404468,"about_ca_system_score_codex":0.0018448754,"about_ca_system_score_gemma":0.00031535138,"threshold_uncertainty_score":0.99197465},"labels":[],"label_agreement":null},{"id":"W2020017497","doi":"10.1016/j.socscimed.2014.10.004","title":"International migration of health professionals and the marketization and privatization of health education in India: From push–pull to global political economy","year":2014,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; Balsillie School of International Affairs","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Marketization; Health care; Politics; Economic growth; Investment (military); Human resources; Political science; Sociology; Political economy; China; Economics","score_opus":0.021495688980803385,"score_gpt":0.45527568544632,"score_spread":0.4337799964655166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020017497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7438285,0.0003465032,0.0015639972,0.23687227,0.00076393166,0.0016305175,0.000019332545,0.0000138799105,0.014961085],"genre_scores_gemma":[0.9872445,0.000061986284,0.00025330676,0.012010658,0.00029277347,0.000045914163,0.000054927626,0.0000042941656,0.00003167268],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968879,0.001086284,0.0009795135,0.00025744634,0.00043020584,0.00035865468],"domain_scores_gemma":[0.99825627,0.00043585128,0.0006892272,0.00011234744,0.00033577305,0.00017055978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006014803,0.00009277533,0.00038587084,0.00014435257,0.00050907925,0.0000059192585,0.0001825793,0.000080076505,0.000042252806],"category_scores_gemma":[0.0014642581,0.00006636434,0.000011212347,0.00066260394,0.0006809356,0.00017597181,0.00008599505,0.00014433987,0.000001010238],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007401672,0.000054625158,0.4775769,0.00014995073,0.00000262135,1.1985486e-8,0.0207576,5.9050694e-7,0.00001650612,0.45432568,0.0020778957,0.0449636],"study_design_scores_gemma":[0.0011954887,0.00010090575,0.9385402,0.0011023511,0.0000040028817,2.635223e-7,0.016122138,0.00034823132,0.0000040666027,0.03728694,0.0052384622,0.000056950645],"about_ca_topic_score_codex":0.009202527,"about_ca_topic_score_gemma":0.00058775063,"teacher_disagreement_score":0.46096328,"about_ca_system_score_codex":0.0005636274,"about_ca_system_score_gemma":0.0018697282,"threshold_uncertainty_score":0.9973953},"labels":[],"label_agreement":null},{"id":"W2020170115","doi":"10.1097/acm.0b013e3181acf95c","title":"The Sandwich Fellowship: A Subspecialty Training Model for the Developing World","year":2009,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Subspecialty; Training (meteorology); Medical education; Residency training; Medicine; Family medicine; Continuing education; Geography","score_opus":0.24451372454988696,"score_gpt":0.5099928326324769,"score_spread":0.2654791080825899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020170115","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03811952,0.026240949,0.07412134,0.80510145,0.004738535,0.0069273068,0.00001378433,0.00049258565,0.04424452],"genre_scores_gemma":[0.8730696,0.004721343,0.0009566124,0.063494496,0.0058798976,0.00038575882,0.000013814471,0.000040206043,0.05143828],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965658,0.0002631391,0.0010878264,0.00032687208,0.0004917806,0.0012645618],"domain_scores_gemma":[0.9924565,0.006306776,0.0003836394,0.00042787238,0.00019383663,0.00023140405],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0044623096,0.0002420586,0.00042657918,0.00007788038,0.003253915,0.000005206006,0.0007564224,0.00030399818,0.00008785571],"category_scores_gemma":[0.0020435783,0.000118304335,0.000052878695,0.00057666225,0.00021817487,0.000079510784,0.00006241619,0.0020102384,0.000045716293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003085947,0.0000030152905,0.0014679094,0.00011032469,0.0000346392,0.000001755265,0.085369006,0.00018292454,0.00006010007,0.25352603,0.59351164,0.06542404],"study_design_scores_gemma":[0.0019110125,0.00009269466,0.0030124355,0.0021029534,0.000080382626,0.000003729671,0.032111622,0.04664825,0.000006315063,0.09041264,0.8233794,0.00023854169],"about_ca_topic_score_codex":0.00006996631,"about_ca_topic_score_gemma":0.0006428965,"teacher_disagreement_score":0.8349501,"about_ca_system_score_codex":0.00029827302,"about_ca_system_score_gemma":0.0006177971,"threshold_uncertainty_score":0.9980437},"labels":[],"label_agreement":null},{"id":"W2020369349","doi":"10.1097/acm.0b013e318163710f","title":"Assessment of International Medical Graduates and Their Integration into Family Practice: The Clinician Assessment for Practice Program","year":2008,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cancer Care Nova Scotia","funders":"","keywords":"Mentorship; Licensure; Medical education; License; Clinical Practice; Family medicine; Nova scotia; Medicine; Best practice; Psychology; Computer science; Management","score_opus":0.12497581282901248,"score_gpt":0.5944890105120252,"score_spread":0.4695131976830127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020369349","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2200142,0.006679666,0.032153912,0.6831922,0.005725246,0.009263048,0.0000294521,0.00030204016,0.04264023],"genre_scores_gemma":[0.9244106,0.024352843,0.018588202,0.028776236,0.0019499089,0.0011294574,0.00015307972,0.00003415118,0.00060556474],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99518085,0.0012038065,0.0016317382,0.00038865482,0.0011326546,0.000462304],"domain_scores_gemma":[0.9829976,0.014038679,0.0012839885,0.00032498158,0.0010702115,0.0002845638],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008424707,0.00023954442,0.00051916204,0.00011040804,0.00067343435,0.0000037895268,0.00051447423,0.000500314,0.000108969834],"category_scores_gemma":[0.01660413,0.00013188591,0.00004776203,0.000284889,0.00060947315,0.00037458245,0.0001910495,0.002430944,0.00000536302],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009728848,0.0005780573,0.104859956,0.0009821329,0.00066188024,0.000030981904,0.10032373,0.000007812327,0.0008417242,0.13864744,0.30695033,0.34514308],"study_design_scores_gemma":[0.003185463,0.001463528,0.03587903,0.002363434,0.0001554473,0.00006681488,0.15099369,0.00988485,0.000015129907,0.0051462017,0.7906514,0.00019500796],"about_ca_topic_score_codex":0.0010468651,"about_ca_topic_score_gemma":0.00006134719,"teacher_disagreement_score":0.70439637,"about_ca_system_score_codex":0.00028366395,"about_ca_system_score_gemma":0.0011467059,"threshold_uncertainty_score":0.9998705},"labels":[],"label_agreement":null},{"id":"W2020429848","doi":"10.1503/cmaj.109-4922","title":"Arthritis charter sets patient duty to engage","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Charter; Alliance; Duty; Arthritis; Medicine; Disease; Political science; Law; Immunology; Pathology","score_opus":0.014330665241761634,"score_gpt":0.3434885083278678,"score_spread":0.3291578430861062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020429848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7261516,0.00030297955,0.00022669612,0.21131259,0.007891668,0.00077104144,0.000090444126,0.00009330646,0.053159717],"genre_scores_gemma":[0.8293987,0.00015014019,0.00038344535,0.16591135,0.0025074587,0.00004574017,0.000014845408,0.000028018116,0.0015603353],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99485886,0.0014879707,0.0008209826,0.00019326565,0.0013862893,0.0012526427],"domain_scores_gemma":[0.9933728,0.00060922175,0.00030994427,0.0001599747,0.00054664514,0.005001428],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0039234436,0.00014047339,0.0002978676,0.00016982334,0.0015246433,0.00003254208,0.00023389606,0.0005743562,0.017697923],"category_scores_gemma":[0.005936721,0.00013179395,0.00006998534,0.0002481226,0.000016908525,0.00009965224,0.000033959197,0.0022318978,0.005074518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005488847,0.000011056907,0.04256816,0.000011221208,0.000014892271,0.00006866225,0.0036801272,0.0000023709565,0.0000011225222,0.00041318612,0.80424356,0.14898017],"study_design_scores_gemma":[0.00058996776,0.000101990125,0.024701511,0.00047542225,0.000003966313,0.00002826317,0.0013182779,0.00011246234,0.0000011933888,0.00028530014,0.9722498,0.00013185537],"about_ca_topic_score_codex":0.0057849437,"about_ca_topic_score_gemma":0.111071885,"teacher_disagreement_score":0.16800626,"about_ca_system_score_codex":0.0022246016,"about_ca_system_score_gemma":0.002543764,"threshold_uncertainty_score":0.99977523},"labels":[],"label_agreement":null},{"id":"W2020743592","doi":"10.3138/ptc.2010-45","title":"Professional Satisfaction and Desire to Emigrate among Nigerian Physiotherapists","year":2011,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Emigration; Remuneration; Brain drain; Medicine; Job satisfaction; Work (physics); Developing country; Nursing; Psychology; Business; Demographic economics; Political science; Social psychology; Economic growth; Engineering","score_opus":0.028284186444517714,"score_gpt":0.3721116138213179,"score_spread":0.3438274273768002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020743592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929016,0.00022760814,0.000039925908,0.0007577666,0.0014120896,0.0011980586,0.000036755948,0.00010631612,0.0033198474],"genre_scores_gemma":[0.98515767,0.00010084683,0.000679811,0.008564019,0.00030866198,0.00018479585,0.000009644055,0.000065267355,0.0049292776],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976557,0.00032719818,0.00042998756,0.00043573257,0.0003806978,0.0007707004],"domain_scores_gemma":[0.9986536,0.000120970035,0.00020368975,0.0003685885,0.00014250171,0.0005106658],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017392225,0.0002804862,0.0003467007,0.000082213475,0.00078363036,0.000008270708,0.00014987202,0.00013749034,0.0018921258],"category_scores_gemma":[0.000015643216,0.00024542896,0.000033521017,0.00034046976,0.00005773671,0.00016101949,0.000049110255,0.00035067936,0.00005314398],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007836092,0.00009131284,0.83314174,0.0007569782,0.0001034677,0.000019862235,0.017071052,0.0000085787,0.008467757,0.002391087,0.10797044,0.029194087],"study_design_scores_gemma":[0.00059742463,0.000101716876,0.97817373,0.0005941238,0.000003692842,7.5455876e-7,0.0024674784,0.0000479708,0.0004432332,0.000959787,0.016278977,0.00033112968],"about_ca_topic_score_codex":0.8807696,"about_ca_topic_score_gemma":0.9184439,"teacher_disagreement_score":0.14503194,"about_ca_system_score_codex":0.0005543159,"about_ca_system_score_gemma":0.0010821114,"threshold_uncertainty_score":0.9999998},"labels":[],"label_agreement":null},{"id":"W2021191465","doi":"10.1016/j.ijnurstu.2012.09.005","title":"Factors associated with intended and effective settlement of nursing students and newly graduated nurses in a rural setting after graduation: A mixed-methods review","year":2012,"lang":"en","type":"review","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; HEC Montréal; University of Ottawa; Université Laval; Université de Montréal; Centre hospitalier universitaire de Québec","funders":"Canadian Institutes of Health Research","keywords":"CINAHL; Graduation (instrument); Nursing; Psychology; Cochrane Library; MEDLINE; Web of science; Medical education; Library science; Medicine; Political science; Psychological intervention","score_opus":0.19778283639578104,"score_gpt":0.6003486969647118,"score_spread":0.4025658605689308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021191465","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015859067,0.9774313,0.00004121493,0.0010032527,0.0036968293,0.001816724,0.00008290476,0.000016718075,0.000052012478],"genre_scores_gemma":[0.018517124,0.98001343,0.000828832,0.00011185632,0.0002521185,0.000120878285,0.000052407122,0.000051698877,0.000051628405],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9927117,0.003143693,0.0023272745,0.00028049544,0.0010072637,0.0005295261],"domain_scores_gemma":[0.9912552,0.003147032,0.0037000782,0.00013526477,0.0015961864,0.00016620063],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0028344144,0.0005527366,0.002716697,0.00059220067,0.00020099067,0.000025753392,0.00033218277,0.00021744569,0.00001031172],"category_scores_gemma":[0.0016266672,0.00036942685,0.0002509469,0.0004316088,0.00035922698,0.0002900318,0.00013366259,0.0010991202,7.5632994e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013526053,0.0003885946,0.019193627,0.007825028,0.0022914235,0.000017158243,0.015017523,4.7290962e-7,2.3731259e-7,0.000035750825,0.0008765702,0.9542183],"study_design_scores_gemma":[0.0013822162,0.00036575887,0.044739638,0.922176,0.0032569342,0.00006888824,0.01826647,0.000002420616,7.703046e-7,0.00045637402,0.008941599,0.00034292214],"about_ca_topic_score_codex":0.00001586884,"about_ca_topic_score_gemma":0.000028801733,"teacher_disagreement_score":0.9538754,"about_ca_system_score_codex":0.0026752767,"about_ca_system_score_gemma":0.00022977906,"threshold_uncertainty_score":0.9998758},"labels":[],"label_agreement":null},{"id":"W2021452346","doi":"10.1258/135581905774424474","title":"Attitudes and perceptions of registered nurses during and shortly after acute care restructuring in Newfoundland and Labrador","year":2005,"lang":"en","type":"article","venue":"Journal of Health Services Research & Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. John’s Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Restructuring; Perception; Nursing; Acute care; Health care; Quality (philosophy); Medicine; Psychology; Family medicine; Business; Political science","score_opus":0.0480108000119243,"score_gpt":0.5141002215077014,"score_spread":0.4660894214957771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021452346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747509,0.016424766,3.8282917e-7,0.007801084,0.00007426217,0.000665544,0.000031364983,0.00001036901,0.00024137946],"genre_scores_gemma":[0.9792875,0.018320166,0.00088867475,0.00065523357,0.0005668923,0.000021076467,0.0000025075358,0.000026054437,0.00023186897],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99582225,0.00096807734,0.0013250919,0.00027277597,0.0006102586,0.0010015372],"domain_scores_gemma":[0.99763864,0.00035986552,0.0005476393,0.00027180187,0.00056938344,0.00061267393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015591879,0.00018281609,0.0006229588,0.00096151733,0.0007451008,0.0000447779,0.00022055418,0.00017867867,0.000051644623],"category_scores_gemma":[0.00007187945,0.00015302366,0.00003469857,0.0004733422,0.00022950355,0.00050827296,0.00029182018,0.0011842537,0.0000024391425],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059724017,0.000035889887,0.8886274,0.007797084,0.00002653649,0.000026789987,0.08866352,0.000006070654,0.0001273899,0.0001226875,0.000042340253,0.013927017],"study_design_scores_gemma":[0.0013640847,0.00033534644,0.9493026,0.005282793,0.000008554389,0.00009489775,0.04135055,0.000020297204,0.000004936197,0.000192259,0.001950675,0.00009302161],"about_ca_topic_score_codex":0.03433991,"about_ca_topic_score_gemma":0.07871529,"teacher_disagreement_score":0.06067515,"about_ca_system_score_codex":0.0009525828,"about_ca_system_score_gemma":0.000963503,"threshold_uncertainty_score":0.9720905},"labels":[],"label_agreement":null},{"id":"W2021583801","doi":"10.2307/3552195","title":"Physician Distribution and Physician Shortage Intensity in Ontario","year":2001,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Distribution (mathematics); Intensity (physics); Family medicine; Medicine; Business; Mathematics","score_opus":0.04682486622929527,"score_gpt":0.3659551451900936,"score_spread":0.3191302789607983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021583801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88551605,0.00006729516,0.0000068099775,0.021465559,0.000284409,0.0005773128,0.00011133386,0.00006491932,0.09190633],"genre_scores_gemma":[0.966869,0.00003261906,0.000012329794,0.027870419,0.00050892856,0.000055010958,0.00031543907,0.000021723878,0.0043145427],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973146,0.0001331136,0.00039752817,0.0003481038,0.00015239188,0.0016543079],"domain_scores_gemma":[0.99798965,0.000052388255,0.00010592699,0.00037089156,0.00015773428,0.0013233828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031416278,0.00020654232,0.000338034,0.0003495438,0.0007307649,0.00003338591,0.00020792117,0.00024272369,0.00017922952],"category_scores_gemma":[0.00014173114,0.00022333713,0.00003873237,0.0008774691,0.00011135628,0.00030963973,0.0000712395,0.00084304105,0.00021498873],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000018970934,0.000033544955,0.87813365,0.000035223515,0.000011367676,0.000047994585,0.002935595,7.9259604e-7,0.00000400577,0.061955936,0.037536263,0.01928665],"study_design_scores_gemma":[0.0002416605,0.000017214219,0.48858583,0.00008684772,0.0000027021047,0.0000021133096,0.0010581578,0.000034062345,5.2382245e-7,0.0014268247,0.50841355,0.0001305141],"about_ca_topic_score_codex":0.99232656,"about_ca_topic_score_gemma":0.9994312,"teacher_disagreement_score":0.47087726,"about_ca_system_score_codex":0.006494269,"about_ca_system_score_gemma":0.0075432844,"threshold_uncertainty_score":0.998083},"labels":[],"label_agreement":null},{"id":"W2022483980","doi":"10.1046/j.1440-1584.2000.00269.x","title":"Mechanics of an Educational Exchange","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mechanics; Physics","score_opus":0.06999801901125646,"score_gpt":0.4668209847135455,"score_spread":0.39682296570228903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022483980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625434,0.0009610642,0.000015891346,0.03290211,0.0013625633,0.00052627164,0.000057946483,0.00002079273,0.0016099329],"genre_scores_gemma":[0.97449505,0.0015472745,0.0033065,0.0027078334,0.0013058055,0.000008801641,0.000031793632,0.000033812583,0.016563129],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99594814,0.00082970655,0.0017587915,0.000117062424,0.0005403978,0.0008058879],"domain_scores_gemma":[0.9964332,0.00019446632,0.001776264,0.0002951677,0.00043249936,0.0008684209],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017027702,0.00018326992,0.00059223344,0.00016371017,0.00039859803,0.0000056556114,0.00039828016,0.00018165517,0.015973845],"category_scores_gemma":[0.00006725308,0.00015667439,0.00012132809,0.00034976777,0.00005310334,0.0003737408,0.00001915915,0.0008125545,0.00021056776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002024863,0.0014348065,0.030584913,0.0044724876,0.00016149686,0.000039319137,0.03537737,0.00038367353,0.00018394491,0.024916396,0.5226523,0.37776843],"study_design_scores_gemma":[0.008707349,0.012750489,0.16247833,0.014136946,0.0001368484,0.00078837253,0.065648496,0.00015776051,0.00023209046,0.049348798,0.68445617,0.0011583247],"about_ca_topic_score_codex":0.0010410539,"about_ca_topic_score_gemma":0.00021689042,"teacher_disagreement_score":0.3766101,"about_ca_system_score_codex":0.00040933237,"about_ca_system_score_gemma":0.0017205441,"threshold_uncertainty_score":0.9849257},"labels":[],"label_agreement":null},{"id":"W2022560535","doi":"10.1111/jonm.12215","title":"Global nursing leadership","year":2014,"lang":"en","type":"editorial","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Globalization; Restructuring; Public relations; The Internet; Politics; Health care; Global health; Political science; Capital (architecture); Economic growth; Political economy; Sociology; Economics; Law","score_opus":0.1282795520839022,"score_gpt":0.4886699909984645,"score_spread":0.36039043891456224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022560535","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006113688,0.003000525,0.002403136,0.0037271176,0.850859,0.00071660714,0.00002319126,0.00008376583,0.13912553],"genre_scores_gemma":[0.002226147,0.0008232331,0.0045176903,0.0007231416,0.98068327,0.0000148812505,0.000043600903,0.00011620878,0.010851837],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99093074,0.0012155623,0.002399495,0.00047754965,0.0033725898,0.0016040909],"domain_scores_gemma":[0.99300295,0.00087304146,0.0034152267,0.00067837274,0.0014891947,0.0005412037],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0038445615,0.0005928773,0.0013607427,0.00043534077,0.00078578136,0.000064373955,0.001116296,0.0014243823,0.00024118852],"category_scores_gemma":[0.00077390636,0.0005438597,0.00040170166,0.0005420722,0.00021511415,0.00020414134,0.000087131055,0.0029181014,0.0002970588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039069966,0.00023954705,0.000060391718,0.0014825461,0.00016775237,0.00009869176,0.0007936037,0.000063125815,1.2068442e-7,0.0024800445,0.9386669,0.05555659],"study_design_scores_gemma":[0.0016333435,0.00038430226,0.00024402821,0.067133255,0.00070103107,0.000011685848,0.0056758057,0.000021406802,1.5306559e-7,0.0062965597,0.9175272,0.00037120705],"about_ca_topic_score_codex":0.000019975472,"about_ca_topic_score_gemma":0.000011674646,"teacher_disagreement_score":0.12982427,"about_ca_system_score_codex":0.011345151,"about_ca_system_score_gemma":0.00086400984,"threshold_uncertainty_score":0.99987197},"labels":[],"label_agreement":null},{"id":"W2022753250","doi":"10.12927/cjnl.2010.21760","title":"Rural Routes: Recruitment and Retention in Rural Areas for Health Human Resources","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Loyalist College","funders":"","keywords":"General partnership; Internship; Human resources; Multidisciplinary approach; Health care; Rural area; Nursing; Business; Medicine; Medical education; Sociology; Political science","score_opus":0.36791743666748833,"score_gpt":0.4832100861287381,"score_spread":0.11529264946124979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022753250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9369234,0.0010061995,0.00004055974,0.054820824,0.0015178735,0.0031998984,0.000015025458,0.00018877085,0.0022874833],"genre_scores_gemma":[0.99213237,0.00002513347,0.0012445934,0.0028262893,0.00064631656,0.0003773311,0.000084128966,0.000045890356,0.0026179326],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9969375,0.0005000645,0.0007257175,0.0003251939,0.00024988098,0.0012616148],"domain_scores_gemma":[0.99857146,0.00036727297,0.00032249387,0.00032263758,0.00008468814,0.0003314754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015714646,0.00022595348,0.00040009088,0.0001872798,0.0011694508,0.000028452116,0.00016813051,0.00035246648,0.00007778083],"category_scores_gemma":[0.0001876059,0.00022007193,0.000060825198,0.00021319595,0.00020100937,0.0001594365,0.000020832906,0.0010415284,0.00002508021],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016528602,0.00065782375,0.3779789,0.004908971,0.00004110512,0.000006803788,0.3128587,0.000008750947,0.003753471,0.029297672,0.071776636,0.1970583],"study_design_scores_gemma":[0.0062304144,0.0012997536,0.4389239,0.022409981,0.000045495126,0.000016243315,0.4674717,0.00043948827,0.000069150345,0.015641524,0.046658296,0.00079407444],"about_ca_topic_score_codex":0.0013394147,"about_ca_topic_score_gemma":0.003999814,"teacher_disagreement_score":0.19626424,"about_ca_system_score_codex":0.0005578175,"about_ca_system_score_gemma":0.00014482955,"threshold_uncertainty_score":0.8994588},"labels":[],"label_agreement":null},{"id":"W2023052432","doi":"10.1503/cmaj.109-4788","title":"More international grads seek residency","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residency training; Medical education; Computer science; Family medicine; Medicine; Data science","score_opus":0.017292048899186924,"score_gpt":0.387075035959464,"score_spread":0.3697829870602771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023052432","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16609657,0.00021216541,0.0004661071,0.58609265,0.016579937,0.00041650285,0.00004921965,0.0001294544,0.22995737],"genre_scores_gemma":[0.8231451,0.0003950042,0.00078721927,0.13614112,0.015047269,0.00003366034,0.000049365382,0.000048470036,0.024352834],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954786,0.00080092147,0.0007901314,0.00017202392,0.0018242619,0.00093409925],"domain_scores_gemma":[0.9953522,0.0006632119,0.00042669344,0.00013915896,0.00081248546,0.0026062343],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004171508,0.0001251834,0.0002309027,0.0002053461,0.0010936313,0.00003642021,0.0004670093,0.0006358803,0.02063524],"category_scores_gemma":[0.008017443,0.00011550156,0.0000775422,0.00022816329,0.00003461244,0.0001641918,0.000035932044,0.0021579633,0.0019407852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005588429,0.0000075983116,0.35814914,0.000010743784,0.000027354637,0.000056080717,0.0008759306,0.000002493308,6.232318e-7,0.0057414616,0.6244544,0.010668644],"study_design_scores_gemma":[0.0006436728,0.000024847981,0.0952895,0.00025768336,0.0000074582163,0.000038520167,0.0014977147,0.00035432493,3.6953625e-7,0.0021890195,0.8995909,0.00010599396],"about_ca_topic_score_codex":0.011803952,"about_ca_topic_score_gemma":0.08591994,"teacher_disagreement_score":0.6570485,"about_ca_system_score_codex":0.0028187032,"about_ca_system_score_gemma":0.0052111153,"threshold_uncertainty_score":0.99883634},"labels":[],"label_agreement":null},{"id":"W2023101342","doi":"10.2310/7070.2004.03014","title":"Otolaryngology Manpower in Canada: A Crisis in the Making?","year":2004,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University Health Network; North York General Hospital","funders":"","keywords":"Medicine; Otorhinolaryngology; Government (linguistics); Population; Family medicine; Environmental health; Psychiatry","score_opus":0.02932898045531001,"score_gpt":0.3711900451478067,"score_spread":0.34186106469249666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023101342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93980575,0.0014557717,0.000056353485,0.054023366,0.001056773,0.000729065,0.0000033674821,0.0000097428165,0.0028598078],"genre_scores_gemma":[0.96624994,0.00024686067,0.00020970045,0.032992043,0.00021974757,0.000029742509,0.0000010870722,0.000021143176,0.000029719862],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9937778,0.0030698373,0.0015284525,0.00016426474,0.00041932845,0.0010402807],"domain_scores_gemma":[0.99714947,0.0012816798,0.0008168826,0.00049062684,0.00017472959,0.000086628985],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00391645,0.00021597245,0.000648982,0.0002583827,0.00031893264,0.0000044179656,0.0012174482,0.00025818805,0.00028369398],"category_scores_gemma":[0.00038621042,0.000120712815,0.00007455821,0.000658843,0.00011347983,0.00012961977,0.00015022476,0.0026609155,0.00007338287],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012292662,0.00021428154,0.91537493,0.00017477664,0.00005861497,0.0025964482,0.030720683,0.0014224468,0.000060157272,0.0077510728,0.04022743,0.00016988734],"study_design_scores_gemma":[0.0029887254,0.00037430561,0.9250561,0.0005591627,0.000045233177,0.0015986337,0.029928558,0.000033242955,0.000009200727,0.006314413,0.032906342,0.00018605433],"about_ca_topic_score_codex":0.66086656,"about_ca_topic_score_gemma":0.9583341,"teacher_disagreement_score":0.29746753,"about_ca_system_score_codex":0.0017035406,"about_ca_system_score_gemma":0.0036935138,"threshold_uncertainty_score":0.99964},"labels":[],"label_agreement":null},{"id":"W2023228812","doi":"10.1111/j.1440-172x.2008.00680.x","title":"Demands of immigration among nurses from Canada and the Philippines","year":2008,"lang":"en","type":"article","venue":"International Journal of Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Nursing; Economic shortage; Distress; Scale (ratio); Work (physics); Population; Medicine; Psychology; Political science; Geography; Environmental health; Government (linguistics)","score_opus":0.038801894928684744,"score_gpt":0.4404571146198337,"score_spread":0.401655219691149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023228812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9505785,0.0015106281,0.00031004235,0.03947417,0.0045710304,0.00015323663,0.00001340404,0.000005709214,0.003383245],"genre_scores_gemma":[0.9959105,0.0010216833,0.00079312845,0.0011465811,0.00081707386,0.000002590448,0.0000047689223,0.000008359773,0.00029527114],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99776065,0.00053166074,0.0007750381,0.00008297702,0.0007042453,0.00014545154],"domain_scores_gemma":[0.9933486,0.0033124895,0.001574481,0.00009806039,0.0015859988,0.000080358936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006627191,0.00008559955,0.00022416367,0.00006674211,0.00029838068,0.000009832846,0.00025629168,0.00006304458,0.000073373456],"category_scores_gemma":[0.0022335188,0.000058089143,0.00004210255,0.00008525353,0.00023075963,0.0005473026,0.000023189385,0.00043253996,0.0000016503633],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016253829,0.0007985905,0.6195094,0.00007991355,0.0014136559,0.0005050916,0.1418208,0.0006817251,0.00044703807,0.01177415,0.15409134,0.05262447],"study_design_scores_gemma":[0.009737686,0.00027544933,0.7227151,0.005782789,0.0005091043,0.0013303759,0.07830199,0.0011946043,0.00037841988,0.008328154,0.17111036,0.00033595852],"about_ca_topic_score_codex":0.4086991,"about_ca_topic_score_gemma":0.09100378,"teacher_disagreement_score":0.31769532,"about_ca_system_score_codex":0.00032492087,"about_ca_system_score_gemma":0.0008257862,"threshold_uncertainty_score":0.925583},"labels":[],"label_agreement":null},{"id":"W2023233889","doi":"10.12927/cjnl.2010.21754","title":"Collaborative Health Human Resource Planning: A Retention and Recruitment Initiative – Full time, Shared and Unionized Positions","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Human resources; Nursing; Human resource management; Business; Resource (disambiguation); Knowledge management; Psychology; Public relations; Process management; Political science; Management; Medicine; Computer science; Economics","score_opus":0.357756470791532,"score_gpt":0.4721654827682039,"score_spread":0.11440901197667191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023233889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8093131,0.0036729993,0.00016093906,0.12960872,0.0009952871,0.0074007344,0.00023293526,0.0007000901,0.04791515],"genre_scores_gemma":[0.98581386,0.000024041305,0.0043640034,0.005580469,0.00040722635,0.0003006895,0.0005153408,0.00006582925,0.0029285355],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9965249,0.0012950419,0.0005750296,0.00049596594,0.0002700595,0.00083901844],"domain_scores_gemma":[0.9980623,0.00052525103,0.00043462726,0.0002821733,0.00023227475,0.0004633518],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010578035,0.00025264468,0.00041621787,0.00019610676,0.0026641218,0.000050399085,0.000108139255,0.00034504329,0.00020355315],"category_scores_gemma":[0.00018908638,0.00025711433,0.000029384357,0.0004412317,0.00038371692,0.00021370909,0.000038348877,0.0012092718,0.000047999183],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023142134,0.00069353636,0.012565416,0.0018418398,0.00016777043,0.000050942348,0.6496965,0.0000102968315,0.014563506,0.037985235,0.2647797,0.015331011],"study_design_scores_gemma":[0.011294068,0.004189127,0.1601653,0.029682001,0.00022271465,0.000117098345,0.6724507,0.0007679743,0.00027228144,0.013441911,0.10577384,0.0016230062],"about_ca_topic_score_codex":0.00007143177,"about_ca_topic_score_gemma":0.00013268397,"teacher_disagreement_score":0.17650072,"about_ca_system_score_codex":0.00038504117,"about_ca_system_score_gemma":0.00033121245,"threshold_uncertainty_score":0.9999881},"labels":[],"label_agreement":null},{"id":"W2023571174","doi":"10.1111/j.1365-2929.2007.02751.x","title":"Advanced medical communications: support for international residents","year":2007,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Context (archaeology); Medical education; Vocabulary; Communication skills; Psychology; Medicine","score_opus":0.048201480729340704,"score_gpt":0.5556229772587049,"score_spread":0.5074214965293642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023571174","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12278362,0.0026541224,0.025534065,0.48809615,0.05478307,0.006432779,0.000053345593,0.0008116738,0.29885116],"genre_scores_gemma":[0.7143562,0.003064065,0.04029552,0.17938557,0.0070737964,0.0023180079,0.002812684,0.00011284399,0.05058129],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967008,0.00020109597,0.0010080377,0.00025743002,0.0012747776,0.00055781915],"domain_scores_gemma":[0.99614054,0.0015537229,0.00027408046,0.0006168172,0.00080474495,0.00061009574],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043364638,0.00011968059,0.0001946417,0.00012849225,0.0005356739,0.0000065453587,0.0010704229,0.00044320786,0.008467005],"category_scores_gemma":[0.021838114,0.000111935275,0.000053225267,0.0002177873,0.00015411273,0.00014305019,0.00022779929,0.00067098567,0.00053267373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017292336,0.0005134067,0.039736725,0.0001736862,0.000018221168,0.0000020335904,0.0016440907,1.4131265e-7,0.0000043975892,0.019922927,0.605286,0.33252543],"study_design_scores_gemma":[0.0009857198,0.000053774376,0.023154786,0.00077752175,0.000008614831,0.0000045938677,0.003155928,0.0002631449,0.0000074453396,0.0019670674,0.9695133,0.000108096414],"about_ca_topic_score_codex":0.00041253385,"about_ca_topic_score_gemma":0.0014434383,"teacher_disagreement_score":0.5915726,"about_ca_system_score_codex":0.00047762287,"about_ca_system_score_gemma":0.0048145414,"threshold_uncertainty_score":0.9924394},"labels":[],"label_agreement":null},{"id":"W2023669351","doi":"10.15273/dmj.vol37no2.4146","title":"Dal Med takes home ‘For The Health of It’ Title!","year":2010,"lang":"no","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Business","score_opus":0.04395519983540313,"score_gpt":0.43047626962819724,"score_spread":0.3865210697927941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023669351","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04258195,0.019973714,0.00489879,0.7937764,0.0842108,0.0038802736,0.00063456804,0.00018427268,0.049859215],"genre_scores_gemma":[0.7824993,0.024090279,0.008392304,0.08519252,0.041914016,0.00013412884,0.000115422656,0.00037725648,0.057284765],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946939,0.0006294895,0.0016205189,0.00025615067,0.0015723223,0.001227629],"domain_scores_gemma":[0.99404097,0.0025584828,0.0009898045,0.00051172316,0.00041598664,0.0014830516],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0063790465,0.00026034788,0.00069233886,0.00011370232,0.001335984,0.000030961342,0.0010167124,0.0006841543,0.031241901],"category_scores_gemma":[0.0029453381,0.00016201413,0.00022893102,0.00029763204,0.0005186693,0.00007031111,0.00012997714,0.004279016,0.00090684067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016344199,0.00017302958,0.001622774,0.0005803577,0.00008375075,0.000027818387,0.0041058203,0.0000012437591,0.000013370928,0.0037041304,0.86840075,0.12112352],"study_design_scores_gemma":[0.0012790967,0.0003461736,0.002308951,0.001155737,0.000048349124,0.00014763305,0.0025852362,0.00065087294,0.0000047139565,0.00074564473,0.990568,0.00015960138],"about_ca_topic_score_codex":0.0002603923,"about_ca_topic_score_gemma":0.00076761126,"teacher_disagreement_score":0.73991734,"about_ca_system_score_codex":0.00012631364,"about_ca_system_score_gemma":0.004807627,"threshold_uncertainty_score":0.9999641},"labels":[],"label_agreement":null},{"id":"W2023682036","doi":"10.1176/appi.ap.11040060","title":"The Role of International Medical Graduate Psychiatrists in the United States Healthcare System","year":2012,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Workforce; Graduate medical education; Certification; Family medicine; Commission; Board certification; Medicine; Health care; Medical education; Quarter (Canadian coin); Psychology; Continuing medical education; Accreditation; Political science; Continuing education","score_opus":0.046185544905043244,"score_gpt":0.4426677321050373,"score_spread":0.39648218719999406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023682036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83346164,0.029200636,0.00001534604,0.11813227,0.012141226,0.0011529453,0.00005431958,0.00012252857,0.0057190894],"genre_scores_gemma":[0.98214406,0.0068625333,0.00012956858,0.008382293,0.002091051,0.00017718671,0.000088926354,0.000028229579,0.00009612705],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942446,0.0017918829,0.0014312714,0.00022770147,0.0012105394,0.0010940225],"domain_scores_gemma":[0.9970959,0.0013089078,0.0006255712,0.00048806344,0.0001633969,0.0003181492],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005341121,0.00020806318,0.0002875712,0.00016698989,0.0007069002,0.0000055635583,0.0014123211,0.00057686504,0.000043746815],"category_scores_gemma":[0.00028888116,0.000120473625,0.000079301535,0.00079575053,0.00014524293,0.00012388625,0.00015660802,0.003142592,0.00015596699],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010062565,0.000045841673,0.829633,0.00022063426,0.000019871562,3.5072023e-7,0.0067223725,0.0000031053653,4.304175e-7,0.121795855,0.040129,0.0013289177],"study_design_scores_gemma":[0.0011746273,0.00006612366,0.21849386,0.0024095683,0.000026172644,0.000029274388,0.19504017,0.0009790473,0.0000014446105,0.012492221,0.56905776,0.0002297534],"about_ca_topic_score_codex":0.0036234423,"about_ca_topic_score_gemma":0.0006773525,"teacher_disagreement_score":0.6111391,"about_ca_system_score_codex":0.00023856085,"about_ca_system_score_gemma":0.0005311457,"threshold_uncertainty_score":0.9991572},"labels":[],"label_agreement":null},{"id":"W2023691581","doi":"10.1503/cmaj.080291","title":"News @ a glance","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Task (project management); Task force; Computer science; Medicine; Political science; Management; Public administration","score_opus":0.030474660076095055,"score_gpt":0.37821229852053584,"score_spread":0.3477376384444408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023691581","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6220672,0.0009235542,0.000112513946,0.18775609,0.0064680264,0.00044536428,0.00003512838,0.00010969624,0.18208243],"genre_scores_gemma":[0.76431787,0.0021571545,0.000570783,0.19179228,0.011147294,0.00003597935,0.00001599834,0.000041816187,0.02992084],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962378,0.0005879448,0.0006597998,0.00013363121,0.0013058232,0.0010749735],"domain_scores_gemma":[0.9954579,0.00040355808,0.00033490686,0.00011812395,0.00050973974,0.0031757676],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001580481,0.000104417966,0.00024053328,0.00011671229,0.0019829252,0.000009655766,0.0002666255,0.0006125511,0.019454569],"category_scores_gemma":[0.0033131181,0.00009471553,0.000064804764,0.00029855102,0.00003575382,0.00011550955,0.000018030165,0.002192704,0.0034924657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003165367,0.000004576031,0.39201653,0.0000053915237,0.000009708758,0.0002772899,0.0007300879,5.8591996e-7,2.1285663e-7,0.00026982024,0.60307884,0.0036038],"study_design_scores_gemma":[0.00060560467,0.000020548507,0.07122984,0.00014580594,0.0000033904198,0.00019274428,0.0011098541,0.000041980158,2.2293915e-7,0.0002063915,0.92635673,0.00008689258],"about_ca_topic_score_codex":0.02516875,"about_ca_topic_score_gemma":0.20416695,"teacher_disagreement_score":0.3232779,"about_ca_system_score_codex":0.0027715836,"about_ca_system_score_gemma":0.00993051,"threshold_uncertainty_score":0.99931633},"labels":[],"label_agreement":null},{"id":"W2025455348","doi":"10.1097/00001888-200002000-00005","title":"Educating Future Physicians for Ontario","year":2000,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Christian ministry; Medical education; Program director; Family medicine; Medicine; Political science","score_opus":0.05816377038867302,"score_gpt":0.47365790017566406,"score_spread":0.415494129786991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025455348","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7519702,0.0022887252,0.00008114032,0.086406745,0.0041747307,0.0021327867,0.000010761984,0.00023462158,0.15270032],"genre_scores_gemma":[0.35572928,0.0015733422,0.0010776782,0.09643099,0.032313254,0.0007292861,0.00017202063,0.00008668187,0.5118875],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976369,0.00013861958,0.0007352837,0.00032927637,0.0002756673,0.0008842199],"domain_scores_gemma":[0.9985307,0.0006007813,0.0002186883,0.00030583542,0.00010759556,0.0002364028],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075607246,0.00019477958,0.00042629766,0.000050480798,0.00069532316,9.2133877e-7,0.00029873152,0.00044020705,0.012886221],"category_scores_gemma":[0.00016490466,0.00015316992,0.000039559298,0.0002220318,0.00008271283,0.00008644757,0.00002382357,0.0017449544,0.0005755644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009345789,0.000007024322,0.018291684,0.00023716013,0.000014001159,0.0000010092364,0.083780594,0.0000032001503,0.000060346916,0.0027530175,0.83409184,0.060666658],"study_design_scores_gemma":[0.0010694495,0.00012797184,0.0048818276,0.0017311078,0.000037933565,0.0000025726424,0.021275453,0.000026102003,0.000005540995,0.002627839,0.9680807,0.00013352919],"about_ca_topic_score_codex":0.011763569,"about_ca_topic_score_gemma":0.0070629674,"teacher_disagreement_score":0.3962409,"about_ca_system_score_codex":0.00047041354,"about_ca_system_score_gemma":0.00045143694,"threshold_uncertainty_score":0.9948172},"labels":[],"label_agreement":null},{"id":"W2026161671","doi":"10.1080/15265160902718881","title":"Agency and Responsibility in Health Care Worker Migration","year":2009,"lang":"en","type":"letter","venue":"The American Journal of Bioethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Agency (philosophy); Context (archaeology); Health care; Poaching; Moral responsibility; Social responsibility; Public relations; Business; Nursing; Sociology; Political science; Medicine; Law; Environmental health; Population; Geography","score_opus":0.07685014314011647,"score_gpt":0.4716711369076779,"score_spread":0.39482099376756147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026161671","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.117228374,0.0076757036,0.000027229229,0.8735345,0.00055130885,0.00066052785,0.000026078036,0.000019189949,0.00027707362],"genre_scores_gemma":[0.08151603,0.007854264,0.0017323962,0.9057278,0.002581883,0.000008910199,0.000022430557,0.000046161782,0.0005101028],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98786634,0.008252535,0.0019984667,0.00029678218,0.00075791485,0.0008279367],"domain_scores_gemma":[0.9917265,0.002739386,0.0041221473,0.00061021396,0.00061478023,0.0001869659],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006206321,0.0003216079,0.0011499225,0.00031675343,0.0005758687,0.000018410725,0.0005088986,0.0006172941,0.000033829263],"category_scores_gemma":[0.00065834087,0.00021287698,0.00013785876,0.000721559,0.001017921,0.000084000945,0.000088917855,0.012409599,0.00001625885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011749681,0.00003419549,0.01449411,0.0009489425,0.000043225908,0.00023959547,0.06873888,0.000014302621,0.0000019943864,0.00011937081,0.8427889,0.07140155],"study_design_scores_gemma":[0.00058910344,0.0022289453,0.043374717,0.0058714617,0.000044010863,0.00008303377,0.030493794,0.0000074525974,0.0000011774018,0.0030721242,0.9138951,0.00033913707],"about_ca_topic_score_codex":0.0047012945,"about_ca_topic_score_gemma":0.0022410993,"teacher_disagreement_score":0.07110618,"about_ca_system_score_codex":0.0009681838,"about_ca_system_score_gemma":0.0028772997,"threshold_uncertainty_score":0.9898688},"labels":[],"label_agreement":null},{"id":"W2026171565","doi":"10.1016/s0002-9610(00)00370-6","title":"The surgical balancing act","year":2000,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Honor; Presidency; Political science; Law; Computer science; Internet privacy","score_opus":0.04403979051483834,"score_gpt":0.4071275438977068,"score_spread":0.3630877533828684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026171565","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974729,0.001429784,0.0000035747987,0.014283549,0.00086850446,0.00011209617,0.000001919815,0.00002482122,0.008546745],"genre_scores_gemma":[0.988561,0.0051268116,0.00004346648,0.0022563683,0.001271074,0.0000057255475,4.960725e-7,0.000021942229,0.0027131448],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959175,0.0017040801,0.0010606687,0.00009591254,0.0004811813,0.00074068626],"domain_scores_gemma":[0.9872877,0.010835532,0.001106531,0.00034977726,0.00018600792,0.00023444417],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00488957,0.00013553197,0.00054961164,0.00005497206,0.0013342525,0.000017625636,0.00042262685,0.00003836469,0.0011560296],"category_scores_gemma":[0.0002797207,0.00006261235,0.00023539439,0.0005166954,0.00040746786,0.000099617784,0.000038305192,0.0009885281,0.0003523411],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017960578,0.000042420663,0.25695306,0.000023176659,0.000092071,0.00020234824,0.0017390216,0.00007382966,0.000009939312,0.00023712739,0.09336738,0.6454636],"study_design_scores_gemma":[0.00024222366,0.00009328621,0.13012132,0.0005146525,0.00002852894,0.00031245584,0.005978424,0.000028221824,0.000005035253,0.00043650492,0.86211133,0.00012802266],"about_ca_topic_score_codex":0.00027170416,"about_ca_topic_score_gemma":0.000012142754,"teacher_disagreement_score":0.76874393,"about_ca_system_score_codex":0.00014266257,"about_ca_system_score_gemma":0.0005142263,"threshold_uncertainty_score":0.99996585},"labels":[],"label_agreement":null},{"id":"W2027257664","doi":"10.1136/bmj.326.7380.103/a","title":"The exiled tribe: don't forget overseas members of the BMA","year":2003,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Tribe; Kingdom; Association (psychology); Position (finance); Genealogy; Political science; History; Psychology; Law; Business; Biology","score_opus":0.049745499017021445,"score_gpt":0.4428574942145672,"score_spread":0.39311199519754575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027257664","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27358937,0.001155438,0.00001715087,0.02243428,0.004911519,0.0042368257,0.000036014582,0.000105133826,0.6935142],"genre_scores_gemma":[0.9339492,0.0001483582,0.00031564976,0.0034902073,0.00027942262,0.00025247122,0.0000030292454,0.000030348101,0.061531354],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99700254,0.001125808,0.0006488232,0.00017054078,0.0004066899,0.0006455776],"domain_scores_gemma":[0.9974,0.0011205496,0.00041436832,0.00077915227,0.00015556462,0.00013037726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017483685,0.0001310405,0.00022408638,0.000020009162,0.0011935547,0.0000055006417,0.0003546442,0.00016988772,0.0005939771],"category_scores_gemma":[0.0015157103,0.00006888046,0.00011733886,0.00034793475,0.00012502781,0.000049154554,0.00009763956,0.000419789,0.000100135534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121712284,0.00003476636,0.06119482,0.000149768,0.000028741499,0.0000020808166,0.0018546599,0.000025286887,0.000025118674,0.096279174,0.8395849,0.0006989745],"study_design_scores_gemma":[0.0007397386,0.000028976787,0.010757483,0.00023266983,0.000017453054,0.0000018351775,0.0056224708,0.000032651013,0.00010983614,0.0029547906,0.9794178,0.00008428656],"about_ca_topic_score_codex":0.0005062835,"about_ca_topic_score_gemma":0.0012587515,"teacher_disagreement_score":0.6603598,"about_ca_system_score_codex":0.0001652623,"about_ca_system_score_gemma":0.0004926876,"threshold_uncertainty_score":0.91799784},"labels":[],"label_agreement":null},{"id":"W2027907556","doi":"10.1046/j.1440-1584.2002.00455.x","title":"Building the New Northern Ontario Rural Medical School","year":2002,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"National Defence Medical Centre","funders":"","keywords":"General partnership; Curriculum; Context (archaeology); Rural area; Rural health; Medical school; Health care; Medical education; Northern territory; Medicine; Geography; Family medicine; Political science; Sociology; Pedagogy; Archaeology","score_opus":0.06877221190952236,"score_gpt":0.4244282693122642,"score_spread":0.3556560574027418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027907556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73676157,0.0020526377,0.00008689301,0.25613236,0.0029930237,0.00070294685,0.0000046903506,0.000055991808,0.0012098579],"genre_scores_gemma":[0.9387293,0.00073226204,0.0013922531,0.013315859,0.0033991348,0.0000077145005,0.0000035694386,0.000052086278,0.042367842],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99336666,0.0010229283,0.0023227108,0.00015556616,0.0014554514,0.0016766874],"domain_scores_gemma":[0.9934934,0.00046232544,0.0016364496,0.00044797998,0.000343406,0.0036164657],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025821705,0.00033011546,0.00076832477,0.0001463119,0.0013229864,0.000033441334,0.0010217126,0.00034661358,0.02235969],"category_scores_gemma":[0.00056092103,0.00021015297,0.0002567524,0.00042873292,0.00013452763,0.00037011944,0.00008158835,0.0039501935,0.0010474803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012516187,0.00007078239,0.24324144,0.00014202924,0.0000612364,0.00006708074,0.009544394,0.000033812077,0.0000063956836,0.00089186215,0.7152103,0.03060549],"study_design_scores_gemma":[0.0041976245,0.0015406024,0.109155916,0.0075016185,0.00006384909,0.00093255006,0.024382213,0.000026619775,0.000009348069,0.0027170884,0.84898245,0.00049009727],"about_ca_topic_score_codex":0.06974799,"about_ca_topic_score_gemma":0.17912123,"teacher_disagreement_score":0.24281651,"about_ca_system_score_codex":0.0022937956,"about_ca_system_score_gemma":0.005260427,"threshold_uncertainty_score":0.9999772},"labels":[],"label_agreement":null},{"id":"W2028708830","doi":"10.1016/j.nedt.2011.07.004","title":"“Finding my own time”: Examining the spatially produced experiences of rural RNs in the rural nursing certificate program","year":2012,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Interior Health; University of Victoria; University of Northern British Columbia; Simon Fraser University","funders":"University of British Columbia; University of Northern British Columbia","keywords":"Overtime; Certificate; Nursing; Curriculum; Staffing; Nurse education; Distance education; Workforce; Nursing shortage; Rural area; Flexibility (engineering); Medical education; Medicine; Psychology; Pedagogy; Political science; Computer science","score_opus":0.11391042744403398,"score_gpt":0.46897489369154677,"score_spread":0.35506446624751276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028708830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96849173,0.00058112945,0.000005111682,0.009233189,0.0042049373,0.0028162003,0.0000020784223,0.00009337823,0.014572222],"genre_scores_gemma":[0.99411726,0.000014437542,0.00053831015,0.00041554388,0.001157408,0.0019199776,0.000040869272,0.00002668488,0.0017695118],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9962692,0.0013135948,0.00082272076,0.00019465545,0.0004566946,0.000943115],"domain_scores_gemma":[0.9978842,0.00062059914,0.00056004024,0.000617335,0.00017597627,0.00014182572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021114182,0.00021333822,0.00026885734,0.00012405892,0.00091925217,0.00003233069,0.00054992555,0.00015886272,0.0005857737],"category_scores_gemma":[0.00045177338,0.00012787015,0.000048791444,0.0007226828,0.00024976686,0.00036091154,0.000026286047,0.00058087584,0.0002117582],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047093643,0.0006898535,0.065275006,0.00007515808,0.00000607613,7.553384e-8,0.7968881,0.000004510175,0.0007812694,0.0014643514,0.0068893526,0.12787914],"study_design_scores_gemma":[0.00020006964,0.00009782207,0.14990152,0.0014141966,0.000022518569,0.0000036110557,0.842498,0.00007068239,0.0006210616,0.00017667074,0.0048335334,0.0001603227],"about_ca_topic_score_codex":0.00045056068,"about_ca_topic_score_gemma":0.00003803783,"teacher_disagreement_score":0.12771882,"about_ca_system_score_codex":0.0003050475,"about_ca_system_score_gemma":0.0006934433,"threshold_uncertainty_score":0.70702374},"labels":[],"label_agreement":null},{"id":"W202887674","doi":"","title":"Aboriginal nursing education in Canada: an update.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Staffing; Task force; Nursing; Nurse education; Nursing research; Medicine; Task (project management); Psychology; Political science","score_opus":0.046525266114898226,"score_gpt":0.41145078447966554,"score_spread":0.36492551836476733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W202887674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9598529,0.00044681106,0.000004641813,0.0026279145,0.0019801361,0.0011047468,0.000006509921,0.00004890097,0.033927456],"genre_scores_gemma":[0.992905,0.00021121933,0.00023105729,0.0026714494,0.00039921608,0.0011867101,0.000035428875,0.000016214335,0.0023436546],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99809885,0.00025256563,0.0003742286,0.00021109868,0.00022223133,0.0008410533],"domain_scores_gemma":[0.99915063,0.00006118331,0.00010682623,0.00023819903,0.00008821943,0.00035495133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027093652,0.000099526245,0.00016607127,0.00007928909,0.0003747636,0.0000023700918,0.00014781657,0.00008012239,0.00012908886],"category_scores_gemma":[0.000032056996,0.00010091602,0.000010512518,0.00028560084,0.00003200654,0.00017302194,0.0000062050235,0.00036276906,0.00005131336],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000043647495,0.000116777584,0.7816361,0.00004206437,0.0000016802003,0.000012343978,0.0017393815,0.000011509054,3.1091528e-7,0.002025397,0.07112165,0.14324914],"study_design_scores_gemma":[0.00022017544,0.00000383373,0.8460863,0.000087865425,0.0000022496522,0.0000053254194,0.0024016148,0.00002113227,0.0000031718644,0.00028418153,0.15079714,0.00008699891],"about_ca_topic_score_codex":0.91830045,"about_ca_topic_score_gemma":0.95347035,"teacher_disagreement_score":0.14316215,"about_ca_system_score_codex":0.0043601687,"about_ca_system_score_gemma":0.011773008,"threshold_uncertainty_score":0.9994619},"labels":[],"label_agreement":null},{"id":"W2028882416","doi":"10.4212/cjhp.v62i1.111","title":"La résidence en pharmacie au Canada : Possibilités et nouveaux défis","year":2009,"lang":"fr","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Humanities; Gynecology; Political science; Medicine; Art","score_opus":0.025833547861558337,"score_gpt":0.39985276051908397,"score_spread":0.37401921265752563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028882416","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55137795,0.023783138,0.000012281503,0.38772306,0.014267265,0.0008531042,0.0002736042,0.000016678636,0.021692911],"genre_scores_gemma":[0.9632115,0.0018263528,0.0002090694,0.026882341,0.0028893491,0.0000059357517,0.0000068773106,0.000057115958,0.0049114814],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907009,0.0040338314,0.0017048754,0.00035704052,0.0009160186,0.0022873294],"domain_scores_gemma":[0.99144125,0.0021172191,0.0011212607,0.0005343212,0.00091365835,0.0038723026],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00520243,0.0005456758,0.0007291335,0.00021677277,0.0017910983,0.00013153073,0.0016854679,0.0002858968,0.0030308133],"category_scores_gemma":[0.0015115278,0.00044655352,0.0002687894,0.0007095624,0.0004954977,0.00083665084,0.00007176053,0.004811973,0.00016814147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00023093745,0.00020768282,0.03726773,0.00040489764,0.00024815337,0.0058279126,0.052729573,0.00076433225,0.00002645709,0.012737595,0.8256939,0.06386082],"study_design_scores_gemma":[0.002229505,0.0006580749,0.033536553,0.0022605055,0.0002744331,0.0006061961,0.0066805216,0.00016951152,0.00009938721,0.004056456,0.9488205,0.0006083821],"about_ca_topic_score_codex":0.98339474,"about_ca_topic_score_gemma":0.9932435,"teacher_disagreement_score":0.41183352,"about_ca_system_score_codex":0.008963802,"about_ca_system_score_gemma":0.09953554,"threshold_uncertainty_score":0.9997986},"labels":[],"label_agreement":null},{"id":"W2029346042","doi":"10.12927/hcq.2009.20665","title":"Nursing Workforce Planning: The Key to Success","year":2009,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Workforce; Workforce planning; Economic shortage; Variance (accounting); Nursing shortage; Plan (archaeology); Nursing; Key (lock); Health human resources; Business; Medicine; Health care; Operations management; Nurse education; Computer science; Economics; Economic growth; Accounting; Geography; Government (linguistics)","score_opus":0.07016739467846414,"score_gpt":0.4669462686670467,"score_spread":0.3967788739885826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029346042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5334569,0.004023294,0.0014567416,0.3878085,0.0037382548,0.0045673265,0.000032881522,0.0009798685,0.063936174],"genre_scores_gemma":[0.9508074,0.000022641294,0.0007813656,0.043432113,0.0014391245,0.00016264911,0.000024126668,0.000047465524,0.00328312],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944591,0.0010749782,0.0011154561,0.00062311033,0.0006481042,0.0020792517],"domain_scores_gemma":[0.9967631,0.0005823414,0.00032690316,0.0010283877,0.00035839592,0.00094084814],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010211073,0.0003779525,0.0005231439,0.00016531935,0.002566504,0.000050247945,0.00071409135,0.00038559406,0.00016549675],"category_scores_gemma":[0.00008392566,0.0002831045,0.00010298186,0.0009445183,0.00007561235,0.00020673677,0.00002029419,0.0013756009,0.0013151391],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006064131,0.00015500229,0.02949351,0.00030379277,0.00001329212,0.000055697834,0.21325003,0.000071881535,0.000030147976,0.076886766,0.15911525,0.5200182],"study_design_scores_gemma":[0.0014421132,0.0049553253,0.24491163,0.010987726,0.000036905294,0.0000357279,0.086799674,0.00023286263,0.000011484316,0.020947399,0.62864786,0.0009912807],"about_ca_topic_score_codex":0.0010750795,"about_ca_topic_score_gemma":0.0004310615,"teacher_disagreement_score":0.51902694,"about_ca_system_score_codex":0.00072175363,"about_ca_system_score_gemma":0.0006327763,"threshold_uncertainty_score":0.9999621},"labels":[],"label_agreement":null},{"id":"W2029593813","doi":"10.12927/cjnl.2008.20060","title":"\"I'm a Different Kind of Nurse\": Advice from Nurses in Rural and Remote Canada","year":2008,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Workforce; Nursing; Nurse education; Work (physics); Rural health; Rural area; Sustainability; Medicine; Political science","score_opus":0.1390028608073836,"score_gpt":0.38781662851217363,"score_spread":0.24881376770479002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029593813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815158,0.002250161,0.0000053985823,0.0071269763,0.0018671685,0.0005303796,0.000035768695,0.00006330677,0.006604988],"genre_scores_gemma":[0.9962427,0.000059649436,0.00036117653,0.0010332125,0.0002143431,0.000007472443,0.00003138219,0.000030029292,0.002020005],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997366,0.00046433244,0.00062579155,0.00029964084,0.0003852013,0.00085901027],"domain_scores_gemma":[0.99839324,0.0007134447,0.00023564056,0.0003216981,0.00007987598,0.00025612832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013674182,0.00022507526,0.00049058767,0.00010008304,0.00032797398,0.0000030799085,0.00017775322,0.00024161722,0.00014595754],"category_scores_gemma":[0.00016368504,0.00021209453,0.000031957305,0.00024523813,0.00026673058,0.00007785746,0.000013311758,0.00068279356,0.000010923869],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009902292,0.00027348966,0.7658589,0.00080398086,0.000034882036,0.00009496283,0.12245914,0.000016723494,0.00039935656,0.0004793497,0.046169218,0.0624198],"study_design_scores_gemma":[0.0019708308,0.00010635967,0.8275728,0.010999934,0.0000301807,0.000010787043,0.15325661,0.00053777214,0.00013351858,0.0007597149,0.0042961603,0.0003253415],"about_ca_topic_score_codex":0.69663715,"about_ca_topic_score_gemma":0.59960634,"teacher_disagreement_score":0.09703079,"about_ca_system_score_codex":0.00080717384,"about_ca_system_score_gemma":0.00064619497,"threshold_uncertainty_score":0.86489636},"labels":[],"label_agreement":null},{"id":"W2030295200","doi":"10.12927/hcpol.2011.22662","title":"Workforce Integration of New Graduate Nurses: Evaluation of a Health Human Resources Employment Policy","year":2011,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Mentorship; Casual; Restructuring; Incentive; Government (linguistics); Human resources; Health human resources; Nursing; Health care; Political science; Medicine; Business; Medical education; Economics; Finance","score_opus":0.45127085397159916,"score_gpt":0.5673357839620446,"score_spread":0.11606492999044549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030295200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9398093,0.0027436775,0.00016959831,0.03155819,0.000670151,0.0050270883,0.00009745287,0.0002331458,0.019691356],"genre_scores_gemma":[0.99088544,0.0005508751,0.0012981207,0.0034939311,0.0010035592,0.00023583225,0.00009083952,0.000077331344,0.00236405],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9900709,0.003580715,0.00289554,0.0005424789,0.0014924912,0.001417901],"domain_scores_gemma":[0.99403507,0.0001949157,0.0024780673,0.001027984,0.0014930734,0.0007709171],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0044025625,0.0003968742,0.0010295812,0.0010041783,0.00082549127,0.000006184691,0.0004701506,0.00037027645,0.00027494077],"category_scores_gemma":[0.0010294829,0.00036910575,0.00017076782,0.0018085216,0.00018485717,0.00019111426,0.00014209836,0.0007340344,0.00007089744],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032754606,0.0003720052,0.038810857,0.0020513358,0.00005802764,7.900235e-7,0.34494084,0.000023442779,0.0001319972,0.19856226,0.014360635,0.40036026],"study_design_scores_gemma":[0.007910315,0.0051411544,0.63828075,0.019306125,0.00019740242,0.000012192934,0.1129655,0.0004599646,0.0014411381,0.17143425,0.041602056,0.0012491322],"about_ca_topic_score_codex":0.5516918,"about_ca_topic_score_gemma":0.020137237,"teacher_disagreement_score":0.5994699,"about_ca_system_score_codex":0.0023127021,"about_ca_system_score_gemma":0.009092077,"threshold_uncertainty_score":0.9998761},"labels":[],"label_agreement":null},{"id":"W2030847635","doi":"10.4236/health.2013.51017","title":"The “Brain Drain”: Factors influencing physician migration to Canada","year":2013,"lang":"en","type":"article","venue":"Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Emigration; Socioeconomic status; Brain drain; Context (archaeology); IMG; Immigration; Medicine; Descriptive statistics; Thematic analysis; Demographic economics; Population; Political science; Geography; Environmental health; Sociology; Qualitative research","score_opus":0.03015455592665536,"score_gpt":0.39245788977964974,"score_spread":0.3623033338529944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030847635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8142592,0.00020284948,0.000027724749,0.17897257,0.00102945,0.0021330134,0.000016771472,0.00010080048,0.0032576174],"genre_scores_gemma":[0.8704232,0.000039169056,0.00013261674,0.1253963,0.00032925047,0.0002551907,0.000023333245,0.00002857053,0.0033723926],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965736,0.0006770053,0.00071335415,0.00027273738,0.00042823353,0.0013350142],"domain_scores_gemma":[0.99720466,0.0011140407,0.00030510843,0.0004618631,0.00021537406,0.0006989523],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006680826,0.00018743279,0.00027319687,0.000042413943,0.003118367,0.000025917672,0.00026481083,0.00008856123,0.000115737545],"category_scores_gemma":[0.00035535844,0.0001283529,0.000030392917,0.00039944708,0.000025804728,0.000101822494,0.000077384255,0.0005176844,0.00046464396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010144495,0.000011875484,0.04039312,0.00019006281,0.000007595921,5.862779e-7,0.018447889,0.000040940045,0.000039506216,0.0027229844,0.91551065,0.02262461],"study_design_scores_gemma":[0.00016836361,0.00011996615,0.18095492,0.00033172863,0.0000015562159,1.7130881e-7,0.040402967,0.0001211494,0.0000155043,0.00049570575,0.77722967,0.00015832014],"about_ca_topic_score_codex":0.9755312,"about_ca_topic_score_gemma":0.9875854,"teacher_disagreement_score":0.1405618,"about_ca_system_score_codex":0.0020158924,"about_ca_system_score_gemma":0.0040575457,"threshold_uncertainty_score":0.99817944},"labels":[],"label_agreement":null},{"id":"W2031569596","doi":"10.1186/1472-6963-11-27","title":"Supporting work practices through telehealth: impact on nurses in peripheral regions","year":2011,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke; University of Ottawa; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; HEC Montréal; Université Laval; Université de Montréal; Centre hospitalier universitaire de Québec","funders":"Canadian Institutes of Health Research; Max-Planck-Gesellschaft","keywords":"Telehealth; Workforce; Nursing research; Nursing; Health informatics; Medicine; Workforce planning; Health care; Health administration; Nurse education; Work (physics); Public health; Telemedicine; Political science","score_opus":0.2672905862980856,"score_gpt":0.6086274740186431,"score_spread":0.34133688772055754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031569596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94288266,0.0026750206,0.000021482681,0.0029309532,0.0012855069,0.0058581023,0.000046787456,0.00034677,0.043952696],"genre_scores_gemma":[0.9813498,0.0016511707,0.0031371927,0.0072044255,0.0008416417,0.0009840899,0.0000826147,0.00014200395,0.0046070246],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98037285,0.0084430445,0.0023974825,0.0012250011,0.001763737,0.005797872],"domain_scores_gemma":[0.9899712,0.0043250592,0.0020138326,0.0015110635,0.0007748292,0.0014039965],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.010689156,0.00052816654,0.0010372311,0.00066623744,0.0031221423,0.00005419338,0.001262635,0.0006258653,0.0028512636],"category_scores_gemma":[0.0006518074,0.0004310295,0.0001574207,0.0035880904,0.00022623086,0.00086697465,0.00041288036,0.004352735,0.0017954888],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019581278,0.00058138865,0.8677858,0.0047915205,0.000016507469,0.000041192674,0.11447853,0.00003958603,0.0000017866698,0.0023526347,0.0060068057,0.0019460975],"study_design_scores_gemma":[0.0015689674,0.0015256916,0.75551534,0.0074693942,0.0000054884163,0.000007998828,0.13338315,0.00032779906,0.000004694823,0.0029132988,0.09685448,0.00042370154],"about_ca_topic_score_codex":0.11377671,"about_ca_topic_score_gemma":0.032082625,"teacher_disagreement_score":0.11227049,"about_ca_system_score_codex":0.0029557953,"about_ca_system_score_gemma":0.0059157107,"threshold_uncertainty_score":0.99981415},"labels":[],"label_agreement":null},{"id":"W2032226145","doi":"10.12968/bjon.2009.18.17.44152","title":"Is nursing still a recession-proof occupation?","year":2009,"lang":"en","type":"editorial","venue":"British Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Recession; Guardian; Quarter (Canadian coin); Politics; Economics; Political science; Keynesian economics; History; Law; Macroeconomics","score_opus":0.04887626440827586,"score_gpt":0.48106513482208896,"score_spread":0.4321888704138131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032226145","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016402253,0.02993687,0.00060158875,0.002375951,0.9506477,0.0008699711,0.0002507013,0.00009258593,0.013584416],"genre_scores_gemma":[0.0045774896,0.00552977,0.005152677,0.00082746334,0.9793566,0.000011758397,0.00017365647,0.00018338475,0.004187212],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99080217,0.0013828859,0.0032133053,0.00058165804,0.0025453272,0.0014746451],"domain_scores_gemma":[0.9895373,0.0016211782,0.0043331645,0.00043914508,0.0033164232,0.00075281964],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0023687533,0.00054658216,0.0016121195,0.00047903502,0.0015110751,0.00015681749,0.00086321356,0.0024552464,0.0007605473],"category_scores_gemma":[0.0032052477,0.0006336732,0.00042502442,0.0006358499,0.00019879056,0.00061538554,0.000041532207,0.007172162,0.00008351426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026526282,0.00024131549,0.00005266344,0.00021685487,0.00002874676,0.0002358066,0.002633243,0.0000060114676,0.0000025600223,0.000005890271,0.70242274,0.2938889],"study_design_scores_gemma":[0.0016844732,0.00041171498,0.0006254871,0.22208364,0.0002519182,0.0003851709,0.002408966,0.000024919365,0.00000797361,0.004446425,0.7671956,0.0004737595],"about_ca_topic_score_codex":0.00023449052,"about_ca_topic_score_gemma":0.000043790027,"teacher_disagreement_score":0.29341513,"about_ca_system_score_codex":0.003804408,"about_ca_system_score_gemma":0.0035475718,"threshold_uncertainty_score":0.9997888},"labels":[],"label_agreement":null},{"id":"W2032515470","doi":"10.1016/j.socscimed.2013.07.002","title":"Getting doctors into the bush: General Practitioners' preferences for rural location","year":2013,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":115,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Incentive; Earnings; Equity (law); Population; Demographic economics; Global Positioning System; Government (linguistics); Rural area; Health care; Medicine; Business; Economic growth; Economics; Environmental health; Finance; Political science","score_opus":0.05710892755434854,"score_gpt":0.4648471687389484,"score_spread":0.40773824118459984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032515470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92171127,0.00023196779,0.00040369353,0.05752661,0.002062681,0.001963895,0.0000015100687,0.00009581938,0.016002564],"genre_scores_gemma":[0.9900647,0.000034428365,0.0002805077,0.0047809067,0.0026208735,0.0005578369,0.000016400585,0.00000888159,0.0016354643],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99762493,0.00022831101,0.00047710922,0.00025042007,0.0006731979,0.00074600254],"domain_scores_gemma":[0.99779433,0.0005795201,0.00035176484,0.00017112264,0.0009186455,0.00018463694],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024035035,0.00012531568,0.00019903987,0.00007451164,0.004806219,0.000026121934,0.00045199768,0.000110990826,0.0005781458],"category_scores_gemma":[0.0017503686,0.000072464965,0.000026364743,0.0009661933,0.0011932729,0.00053080113,0.00006605537,0.00033743843,0.0001081571],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059259153,0.00006216051,0.07390105,0.00038346797,0.000018334598,4.0886417e-7,0.5288593,0.000021206992,0.0077574328,0.087506674,0.18077159,0.12065911],"study_design_scores_gemma":[0.002024483,0.00051710015,0.2746999,0.0012988129,0.00007930466,0.0000016416027,0.4887023,0.0017844888,0.00013213958,0.08548222,0.14474504,0.00053258473],"about_ca_topic_score_codex":0.012932818,"about_ca_topic_score_gemma":0.0005106952,"teacher_disagreement_score":0.20079884,"about_ca_system_score_codex":0.00041499166,"about_ca_system_score_gemma":0.00066004705,"threshold_uncertainty_score":0.9964894},"labels":[],"label_agreement":null},{"id":"W2032698504","doi":"10.1080/1360080x.2014.991537","title":"Institutional diversity and funding universities in Ontario: is there a link?","year":2015,"lang":"en","type":"article","venue":"Journal of Higher Education Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diversity (politics); Higher education; Institutional research; Political science; Link (geometry); Public administration; Public relations; Regional science; Sociology; Business; Computer science; Law","score_opus":0.10608498421949321,"score_gpt":0.43355640347573565,"score_spread":0.32747141925624246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032698504","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92342424,0.0013150261,0.000011781603,0.015562542,0.00079147867,0.00017845556,0.0000014421403,0.00000545684,0.058709595],"genre_scores_gemma":[0.949211,0.00047808274,0.00041162965,0.0036511028,0.00026814328,0.0000022724694,9.3190965e-7,0.0000027613999,0.045974102],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992884,0.00007923138,0.00022726324,0.00007393319,0.00016348246,0.0001677232],"domain_scores_gemma":[0.9994435,0.000035650428,0.00018196306,0.000057788013,0.000104416715,0.00017673172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033065843,0.00006448606,0.000116189854,0.00026120685,0.00048260865,0.0000080655045,0.000074194526,0.000053002186,0.00013368181],"category_scores_gemma":[0.0000061582778,0.000057538367,0.000014994117,0.00012259289,0.000041692027,0.00023917427,0.00026893782,0.00022043288,0.000006655066],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000113438364,0.00008428165,0.57464814,0.0002198619,0.000053993557,0.000012482473,0.037841104,0.000015849831,1.9690364e-7,0.34708798,0.038717035,0.0012056574],"study_design_scores_gemma":[0.0005080452,0.000030575404,0.50655574,0.00026750588,0.00001580273,0.0000023625098,0.011908551,0.0000010881979,1.04698216e-7,0.0049512954,0.47572193,0.00003703006],"about_ca_topic_score_codex":0.04699991,"about_ca_topic_score_gemma":0.005704367,"teacher_disagreement_score":0.4370049,"about_ca_system_score_codex":0.0013591972,"about_ca_system_score_gemma":0.0009308837,"threshold_uncertainty_score":0.9593462},"labels":[],"label_agreement":null},{"id":"W2033017066","doi":"10.12927/cjnl.2013.23251","title":"Factors That Influence Career Decisions in Canada’s Nurses","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; McMaster University; St. Lawrence College; Centre for Disability Prevention and Rehabilitation; Dalhousie University","funders":"Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Socialization; Nursing; Perception; Work (physics); Psychology; Career development; Job satisfaction; Medicine; Social psychology","score_opus":0.37549704025665653,"score_gpt":0.424103355061793,"score_spread":0.04860631480513644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033017066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.973196,0.0006020725,0.000008573464,0.011703444,0.0020914243,0.0010303969,0.000010876325,0.000105447725,0.011251726],"genre_scores_gemma":[0.99376726,0.000014375095,0.00012707249,0.0034041961,0.00007645598,0.00008644862,0.00001661836,0.000040920324,0.0024666358],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963825,0.00045556697,0.00057074754,0.00039792433,0.0005915472,0.0016017364],"domain_scores_gemma":[0.9969773,0.0017047578,0.00017925704,0.00048641878,0.00018554353,0.00046666645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021970765,0.00027744396,0.00039069986,0.00016407485,0.00055588107,0.000020338764,0.00041640265,0.00026744633,0.0009075022],"category_scores_gemma":[0.0006969752,0.00023886167,0.000045115386,0.00042135155,0.00013194165,0.00033397734,0.000026976764,0.0010257309,0.00042350052],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012260658,0.00002650609,0.937742,0.000049308663,0.0000039787383,0.0000051139878,0.017307125,0.00006676019,0.000020252064,0.0002513306,0.03626045,0.008254942],"study_design_scores_gemma":[0.00027384044,0.000018290357,0.7705446,0.0027781255,0.000006748859,6.936545e-7,0.21969643,0.00004871874,0.000034697678,0.000598057,0.0057947496,0.0002050405],"about_ca_topic_score_codex":0.9514655,"about_ca_topic_score_gemma":0.95597357,"teacher_disagreement_score":0.2023893,"about_ca_system_score_codex":0.003842867,"about_ca_system_score_gemma":0.0029886693,"threshold_uncertainty_score":0.9999812},"labels":[],"label_agreement":null},{"id":"W2033570566","doi":"10.4236/ojpm.2015.53015","title":"International Health Professional Migration and Brain Waste: A Situation of Double-Jeopardy","year":2015,"lang":"en","type":"article","venue":"Open Journal of Preventive Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Double jeopardy; Brain drain; Business; Work (physics); Health care; Immigration; Health professionals; Action (physics); Compensation (psychology); Public relations; Nursing; Economic growth; Medicine; Psychology; Political science; Economics; Social psychology","score_opus":0.12237931403400569,"score_gpt":0.5193791730190995,"score_spread":0.3969998589850938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033570566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73156095,0.0026156944,0.0027976362,0.23645778,0.005580944,0.0028526997,0.00002259512,0.000012196041,0.018099518],"genre_scores_gemma":[0.98523796,0.0003541937,0.002837421,0.0017130784,0.0010252898,0.000027842385,0.000049843104,0.000016775257,0.008737614],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99630964,0.001033145,0.0014802961,0.00015866556,0.00076501013,0.00025321942],"domain_scores_gemma":[0.99544877,0.00038207372,0.0022837482,0.00013731723,0.0013680346,0.00038005647],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067349565,0.0001331425,0.0005809156,0.00019961662,0.00018308901,0.000008024821,0.00039354918,0.000087818,0.0005112531],"category_scores_gemma":[0.00084196095,0.000093062095,0.000036898422,0.00022534002,0.00011209595,0.00050006935,0.00023345147,0.00046820188,0.000009182249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0071702707,0.00060728204,0.15757585,0.0007502469,0.0002875052,0.000025585268,0.09162578,0.00006184403,0.0012775249,0.01038682,0.6776214,0.052609857],"study_design_scores_gemma":[0.06690198,0.009699562,0.12370139,0.04100935,0.00022207043,0.0002030375,0.22231376,0.00097409636,0.00048343607,0.019933546,0.513991,0.00056674064],"about_ca_topic_score_codex":0.0008346875,"about_ca_topic_score_gemma":0.00043861603,"teacher_disagreement_score":0.253677,"about_ca_system_score_codex":0.0003050359,"about_ca_system_score_gemma":0.0011609494,"threshold_uncertainty_score":0.55978626},"labels":[],"label_agreement":null},{"id":"W2033908944","doi":"10.1503/cmaj.109-3088","title":"Black mark for Dalhousie medical school","year":2009,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Accreditation; Appeal; Medical school; Medical education; Medicine; Library science; Political science; Computer science; Sociology; Law","score_opus":0.020526533769719447,"score_gpt":0.3842193893533466,"score_spread":0.36369285558362713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033908944","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09935363,0.0006318249,0.00076392014,0.78299946,0.006527265,0.0015145675,0.000100345234,0.00017055917,0.107938424],"genre_scores_gemma":[0.36169145,0.0009996984,0.0012113374,0.58363575,0.023616273,0.00007223538,0.00007177825,0.000071410795,0.028630082],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993673,0.00068605,0.0011534983,0.00023787502,0.0025666272,0.0016829115],"domain_scores_gemma":[0.9869425,0.001071807,0.00046482973,0.00017296389,0.0008846988,0.010463144],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.006708876,0.00018324617,0.0004063849,0.00019181072,0.0014635087,0.00004016791,0.0005388602,0.0014919122,0.04926828],"category_scores_gemma":[0.029122205,0.0001657209,0.00014334306,0.0003262869,0.000048385165,0.00014927324,0.000020879263,0.003019229,0.0020391885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002255147,0.000021752685,0.037348934,0.000023858505,0.000028029906,0.00012859472,0.0004388233,0.0000013055379,4.416796e-7,0.0016475777,0.9350232,0.025314923],"study_design_scores_gemma":[0.0017149878,0.00011385968,0.028806465,0.00052948116,0.000017098413,0.00004396059,0.0011657616,0.00057281175,3.8174983e-7,0.0022493904,0.96461743,0.00016837771],"about_ca_topic_score_codex":0.0027098437,"about_ca_topic_score_gemma":0.06984934,"teacher_disagreement_score":0.26233783,"about_ca_system_score_codex":0.003073488,"about_ca_system_score_gemma":0.022457367,"threshold_uncertainty_score":0.99983644},"labels":[],"label_agreement":null},{"id":"W2033962670","doi":"10.1056/nejmp038221","title":"Coming to America — International Medical Graduates in the United States","year":2004,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Overtime; Quarter (Canadian coin); Immigration; Medical school; Family medicine; Work hours; Work (physics); Demographic economics; Demography; Medical education; Political science; Law","score_opus":0.05260247056547012,"score_gpt":0.4494601465710984,"score_spread":0.39685767600562827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033962670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5744862,0.0003140445,0.0011453213,0.42107067,0.0013294858,0.00018504413,0.0000016120472,0.000010121638,0.0014575059],"genre_scores_gemma":[0.94452846,0.0013657764,0.0009480923,0.048381064,0.004567111,0.0000044300245,0.000022318301,0.000011850792,0.00017091111],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972265,0.00044592825,0.00089632336,0.000089675596,0.0010067527,0.0003348139],"domain_scores_gemma":[0.99740076,0.0014796657,0.00033090578,0.000118743876,0.00024265079,0.00042727825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025853943,0.000109518485,0.00032284638,0.00032519983,0.00013529389,0.000004378827,0.00049394404,0.00007305681,0.0006524285],"category_scores_gemma":[0.0025803559,0.000057300433,0.000026700302,0.0005601575,0.00008179244,0.000057375633,0.000045142588,0.0010146475,0.000035034158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002524386,0.00033362253,0.11850142,0.00016389647,0.000141397,0.0018794826,0.24898455,0.006167863,0.00008716492,0.006990565,0.42363092,0.19059473],"study_design_scores_gemma":[0.027607752,0.00084788824,0.009733345,0.0037912151,0.00002116221,0.00018527213,0.023992812,0.00014591575,0.0000037462917,0.006985426,0.926601,0.00008445309],"about_ca_topic_score_codex":0.005723871,"about_ca_topic_score_gemma":0.0010505265,"teacher_disagreement_score":0.5029701,"about_ca_system_score_codex":0.00018832469,"about_ca_system_score_gemma":0.0003754133,"threshold_uncertainty_score":0.8652818},"labels":[],"label_agreement":null},{"id":"W2034009890","doi":"10.1177/1527154406291936","title":"The Impact of Nurse Turnover on Patient, Nurse, and System Outcomes: A Pilot Study and Focus for a Multicenter International Study","year":2006,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":191,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Victorian Order of Nurses; Administrative Sciences Association of Canada; Canadian Foundation for Healthcare Improvement","funders":"","keywords":"Productivity; Identification (biology); Turnover; Nursing; Unit (ring theory); Work (physics); Multicenter study; Turnover intention; Indirect costs; Medicine; Business; Psychology; Job satisfaction; Economics; Randomized controlled trial; Accounting; Social psychology","score_opus":0.05254346615503105,"score_gpt":0.511877309604315,"score_spread":0.45933384344928396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034009890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9687544,0.0001789008,0.0000349925,0.0070002833,0.0010144172,0.0055123726,0.00020303753,0.000080222606,0.017221382],"genre_scores_gemma":[0.9979274,0.000006705919,0.00019707921,0.00035507706,0.00054535695,0.00025918434,0.0000068606128,0.00005640042,0.0006458988],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99607325,0.0010731467,0.0010120119,0.0003993817,0.0005033225,0.00093887787],"domain_scores_gemma":[0.99189276,0.0058470136,0.00088375853,0.0004999267,0.00063061016,0.00024596363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093227206,0.00032877282,0.00046470956,0.0002245643,0.0011095385,0.00009173309,0.00022813061,0.00008555395,0.0000044571734],"category_scores_gemma":[0.002546267,0.00022555687,0.000066841,0.00019330614,0.00017702699,0.00032010433,0.000053676576,0.00047056322,0.000011398308],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0074254205,0.02184853,0.6907272,0.0003605295,0.00087767653,0.00002260984,0.095599756,0.00006516325,0.000025109593,0.16771987,0.01024043,0.0050877337],"study_design_scores_gemma":[0.012694339,0.015507926,0.6429824,0.0016053666,0.0005914401,0.000034644883,0.31517693,0.00111597,0.0000058612595,0.0027585542,0.007060917,0.00046563454],"about_ca_topic_score_codex":0.050966248,"about_ca_topic_score_gemma":0.0005879986,"teacher_disagreement_score":0.2195772,"about_ca_system_score_codex":0.0014104001,"about_ca_system_score_gemma":0.00032413492,"threshold_uncertainty_score":0.95535344},"labels":[],"label_agreement":null},{"id":"W2034098273","doi":"10.1046/j.1440-1584.2000.00306.x","title":"A PRIMARY MENTAL HEALTH‐CARE MODEL FOR RURAL AUSTRALIA: OUTCOMES FOR DOCTORS AND THE COMMUNITY","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Eastern Shore Memorial Hospital","funders":"","keywords":"Stigma (botany); Mental health; Mental illness; Rural community; Isolation (microbiology); Primary care; Medicine; Depression (economics); Nursing; Rural area; Psychiatry; Family medicine","score_opus":0.09734996707852585,"score_gpt":0.474921736646652,"score_spread":0.37757176956812616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034098273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8350021,0.0018657604,0.00014572649,0.15541776,0.0010568144,0.0055888416,0.00075761473,0.000054581273,0.00011080515],"genre_scores_gemma":[0.960322,0.0015620316,0.006337216,0.017399326,0.00039523092,0.00018548124,0.00019412696,0.00006817779,0.01353639],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9933297,0.0017578553,0.0025748424,0.00016621532,0.00049295224,0.0016784195],"domain_scores_gemma":[0.99526405,0.0012842781,0.0016366203,0.0004577213,0.00039149806,0.0009658051],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0042524934,0.0004367582,0.0014863126,0.00013055236,0.004062885,0.000039633032,0.0006323599,0.00025333362,0.00017928437],"category_scores_gemma":[0.00010576924,0.00028490458,0.00043551726,0.00019529894,0.00036414855,0.0003876889,0.00006983215,0.0018024724,0.00001527052],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012136882,0.00038163367,0.040913887,0.00838705,0.00036259613,0.0000023572275,0.17961565,0.0005557592,0.0000072438925,0.006084813,0.6840108,0.06754134],"study_design_scores_gemma":[0.07993313,0.0110307345,0.14077279,0.011297005,0.00034084136,0.00032599183,0.45805335,0.0012832535,0.000009626012,0.016286748,0.27889776,0.0017687667],"about_ca_topic_score_codex":0.0034630322,"about_ca_topic_score_gemma":0.0011845344,"teacher_disagreement_score":0.40511304,"about_ca_system_score_codex":0.0012767763,"about_ca_system_score_gemma":0.0013720832,"threshold_uncertainty_score":0.9999603},"labels":[],"label_agreement":null},{"id":"W2034133043","doi":"10.1080/00050060802438096","title":"Training clinical psychologists for rural and northern practice: Transforming challenge into opportunity","year":2008,"lang":"en","type":"article","venue":"Australian Psychologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Training (meteorology); Rural area; Scarcity; Medical education; Northern territory; Mental health; Psychology; Nursing; Medicine; Geography; Sociology; Psychiatry; Ethnology","score_opus":0.4229982369540196,"score_gpt":0.5861926862239413,"score_spread":0.16319444926992166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034133043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8767133,0.0005872249,0.0006426478,0.0625521,0.0033303872,0.0034189185,0.000085963446,0.00050551066,0.052163962],"genre_scores_gemma":[0.97637135,0.0026317306,0.008079415,0.006342509,0.0007308759,0.00038756808,0.00007837643,0.000065564134,0.005312614],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.994984,0.0009290489,0.0016496207,0.00077397295,0.00029533025,0.0013680429],"domain_scores_gemma":[0.9959493,0.0015370285,0.00063819136,0.00067189935,0.00031599178,0.0008875523],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0031265744,0.00040531,0.0007335249,0.00010139402,0.0017624814,0.000014868635,0.00042488475,0.0008882077,0.00027023206],"category_scores_gemma":[0.0016217509,0.00036680914,0.00019271196,0.0002351296,0.0009456725,0.00043325612,0.00005112413,0.0015403468,0.0001670716],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036023918,0.0014666326,0.2504339,0.00089062727,0.00028913465,0.00056977477,0.05400973,0.0000048142488,0.000064290565,0.005387395,0.13277024,0.55051106],"study_design_scores_gemma":[0.004581011,0.0016017986,0.08503946,0.00045192166,0.000079603284,0.00024415934,0.04838887,0.00000875442,0.0000018226602,0.0036150191,0.8553186,0.00066899305],"about_ca_topic_score_codex":0.0007834486,"about_ca_topic_score_gemma":0.0013259159,"teacher_disagreement_score":0.72254837,"about_ca_system_score_codex":0.00014060551,"about_ca_system_score_gemma":0.00031360873,"threshold_uncertainty_score":0.9998784},"labels":[],"label_agreement":null},{"id":"W2034317445","doi":"10.1071/ah030186","title":"The causes and consequences of nursing shortages: a helicopter view of the research","year":2003,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Work (physics); Population health; Workload; Economic shortage; Nursing; Health economics; Health care; Project commissioning; Government (linguistics); Business; Quality (philosophy); Medicine; Economic growth; Public relations; Publishing; Public health; Political science; Management; Engineering; Economics","score_opus":0.40896843247111836,"score_gpt":0.5995904224666057,"score_spread":0.1906219899954873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034317445","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.037450477,0.82502407,0.00000144492,0.12366717,0.0007489178,0.006823849,0.000036854402,0.000028665054,0.006218569],"genre_scores_gemma":[0.35541013,0.6369279,0.00021602001,0.0045751836,0.000047346675,0.0001940118,0.0000019014701,0.000021056667,0.0026064755],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900902,0.006341138,0.001647121,0.00028821116,0.0006033975,0.0010299373],"domain_scores_gemma":[0.9958621,0.0018741561,0.0007310016,0.0007998811,0.00045889468,0.00027394973],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008623528,0.00017689959,0.000735913,0.000046165544,0.0015151693,0.000007473593,0.0004045276,0.00012449552,0.00025601752],"category_scores_gemma":[0.0013769199,0.000093639035,0.00009094061,0.00086485234,0.0012411956,0.00006358343,0.000059405153,0.0008731478,0.000035003595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005632183,0.00022134194,0.1018113,0.1540737,0.000084257925,0.000004746057,0.00827354,9.478432e-7,0.000076822005,0.21260585,0.3696404,0.15315078],"study_design_scores_gemma":[0.0001831294,0.00016858117,0.0084359525,0.13032304,0.000032315365,0.000014607547,0.004285709,2.2684921e-7,0.0001022294,0.0023510563,0.85399854,0.00010461218],"about_ca_topic_score_codex":0.0014942443,"about_ca_topic_score_gemma":0.00049750647,"teacher_disagreement_score":0.48435813,"about_ca_system_score_codex":0.00021637126,"about_ca_system_score_gemma":0.0015477188,"threshold_uncertainty_score":0.9997847},"labels":[],"label_agreement":null},{"id":"W2035149534","doi":"10.1155/2012/274305","title":"The Brain Drain Potential of Students in the African Health and Nonhealth Sectors","year":2012,"lang":"en","type":"article","venue":"International Journal of Population Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Balsillie School of International Affairs","funders":"International Development Research Centre","keywords":"Brain drain; Emigration; Graduation (instrument); Work (physics); Psychology; Investment (military); Economic growth; Public health; Political science; Medicine; Business; Nursing; Economics","score_opus":0.13376955764699733,"score_gpt":0.5988213964433347,"score_spread":0.4650518387963373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035149534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95259374,0.0010548577,0.00004746499,0.044263758,0.0010004918,0.0005544098,0.000009045874,0.0000035709195,0.00047265796],"genre_scores_gemma":[0.9972076,0.00032007476,0.00011613381,0.0013729406,0.000762766,0.0000127970525,0.000008106026,0.000009902655,0.00018968382],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99197215,0.0037730292,0.0011500444,0.00009158013,0.0024240343,0.0005891904],"domain_scores_gemma":[0.9956574,0.0023596592,0.00077131495,0.00015360222,0.0008180371,0.00024000206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018052598,0.000079277015,0.00019917534,0.00035698767,0.00058307854,0.000034335575,0.0007669357,0.00006371753,0.000057581],"category_scores_gemma":[0.0016834224,0.000046282967,0.000047471673,0.00036244767,0.000110088535,0.0002155531,0.00016271428,0.0010289644,0.000008158486],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004003364,0.00015758487,0.9603633,0.00005618581,0.00003172954,0.0000056692443,0.014561669,0.000049218474,0.000014035446,0.008512994,0.009155934,0.006691306],"study_design_scores_gemma":[0.0008381029,0.0002248186,0.94129,0.0003516664,0.0000019791373,0.00002340232,0.027515443,0.00012852726,0.0000010522609,0.0019217655,0.027661644,0.00004158986],"about_ca_topic_score_codex":0.0038850743,"about_ca_topic_score_gemma":0.0011595126,"teacher_disagreement_score":0.04461385,"about_ca_system_score_codex":0.00053415034,"about_ca_system_score_gemma":0.00039895473,"threshold_uncertainty_score":0.6256706},"labels":[],"label_agreement":null},{"id":"W2035503762","doi":"10.1186/1472-6963-11-20","title":"An evaluation of access to health care services along the rural-urban continuum in Canada","year":2011,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":339,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Nursing research; Health informatics; Health administration; Medicine; Public health; Continuum of care; Health services research; Health care; Nursing; Quality of Life Research; Environmental health; Family medicine; Economic growth","score_opus":0.20859437068520964,"score_gpt":0.5539381162445687,"score_spread":0.34534374555935904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035503762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.977849,0.006416109,0.000004767835,0.002793464,0.0006007671,0.0092569655,0.00013356822,0.000056153593,0.0028891736],"genre_scores_gemma":[0.9859987,0.00031907088,0.00029723518,0.011717737,0.00027960388,0.0011104641,0.00015511272,0.00006147049,0.000060633974],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9783528,0.012558676,0.0021515053,0.00071453664,0.003310911,0.0029115833],"domain_scores_gemma":[0.9921448,0.0009853541,0.0007958985,0.0016220261,0.0030919288,0.0013599921],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.017208617,0.00032443792,0.00082834,0.0005057628,0.0019121672,0.000043085878,0.0025355383,0.00020735977,0.0007177178],"category_scores_gemma":[0.00006773013,0.00025422542,0.000046836718,0.00245541,0.00007266681,0.0005480033,0.0006597185,0.0013691445,0.000092389506],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00031358626,0.000072733696,0.8374057,0.010601114,0.0000074777754,0.0000014110308,0.14361492,0.00009093678,0.0000026281948,0.00013212398,0.0016309839,0.0061263773],"study_design_scores_gemma":[0.0008651535,0.00031015254,0.6941342,0.0032374812,0.0000043113982,4.7273403e-7,0.29539788,0.0013747883,0.000018429146,0.0000938707,0.0044208667,0.00014241853],"about_ca_topic_score_codex":0.99704504,"about_ca_topic_score_gemma":0.99976426,"teacher_disagreement_score":0.15178297,"about_ca_system_score_codex":0.006526287,"about_ca_system_score_gemma":0.03749184,"threshold_uncertainty_score":0.999991},"labels":[],"label_agreement":null},{"id":"W2035645071","doi":"10.1111/j.1365-2923.2009.03380.x","title":"The multiple mini‐interview for selection of international medical graduates into family medicine residency education","year":2009,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Context (archaeology); Objective structured clinical examination; United States Medical Licensing Examination; Medical education; Interview; Graduate medical education; Family medicine; IMG; Interpersonal communication; Medicine; Psychology; Medical school; Educational measurement; Curriculum; Accreditation; Pedagogy; Social psychology","score_opus":0.054341867931332166,"score_gpt":0.5028520208332238,"score_spread":0.4485101529018916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035645071","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1618773,0.009506339,0.0028236692,0.7915613,0.018135726,0.002916803,0.0000053279186,0.00017462164,0.012998912],"genre_scores_gemma":[0.9462844,0.0054366933,0.0025531633,0.034700125,0.0044976203,0.00090276345,0.0003249279,0.000030451338,0.0052698115],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960119,0.00061448436,0.0013106758,0.0003204407,0.0013236484,0.00041882932],"domain_scores_gemma":[0.99580747,0.0018971829,0.00051328784,0.000286903,0.0011257998,0.00036938404],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00348927,0.00017519917,0.00031306554,0.00014904216,0.00067796005,0.000008075813,0.0006106217,0.00036303126,0.0011765173],"category_scores_gemma":[0.022253772,0.00011932631,0.00007601883,0.00039760023,0.00020675962,0.00013281748,0.00004960409,0.00054562336,0.000051852105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010216934,0.00039644283,0.011182219,0.00025258807,0.000015966436,1.2977836e-7,0.0023859506,2.1871575e-7,0.000057292462,0.014434203,0.5060977,0.46507514],"study_design_scores_gemma":[0.0012494174,0.00049243646,0.07146006,0.0057963273,0.00004662444,0.0000068452014,0.013874241,0.0018431577,0.000052747797,0.029358095,0.875632,0.00018802917],"about_ca_topic_score_codex":0.0021914179,"about_ca_topic_score_gemma":0.0018876941,"teacher_disagreement_score":0.78440714,"about_ca_system_score_codex":0.00041481963,"about_ca_system_score_gemma":0.0080451695,"threshold_uncertainty_score":0.99973655},"labels":[],"label_agreement":null},{"id":"W2035710408","doi":"10.3109/0142159x.2011.564681","title":"Developing a medical school: Expansion of medical student capacity in new locations: AMEE Guide No. 55","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Situated; Economic shortage; Medical school; Medical education; Public relations; Perspective (graphical); Political science; Medicine; Geography; Computer science","score_opus":0.20613726387116893,"score_gpt":0.49197715737297887,"score_spread":0.28583989350180994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035710408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.893152,0.001443551,0.008690908,0.03372248,0.0029079574,0.0017445496,0.000003575514,0.000349515,0.057985444],"genre_scores_gemma":[0.92510104,0.0033151053,0.017018752,0.030341877,0.0036057702,0.00054384954,0.00006806127,0.00017672079,0.019828828],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890715,0.0016430685,0.0023590606,0.00056230096,0.0052352985,0.0011287878],"domain_scores_gemma":[0.99467516,0.0005570045,0.00036324517,0.0006499167,0.00031874882,0.003435915],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.008356125,0.00031023653,0.0007974088,0.00020503656,0.00023818367,0.000004853745,0.0013894029,0.0016697368,0.10443986],"category_scores_gemma":[0.032862343,0.0002486344,0.000095693504,0.00057690474,0.00040071938,0.00013521232,0.0006906203,0.0031289652,0.0031216182],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013087377,0.0008042078,0.69828683,0.0007115721,0.00006874955,0.00020822835,0.0204104,3.288513e-7,0.0000027242395,0.0107327765,0.2395515,0.029091807],"study_design_scores_gemma":[0.0136934,0.00046622497,0.2270283,0.0399706,0.00009260828,0.000062919695,0.03330034,0.005153335,0.000047023634,0.0062178257,0.6724349,0.0015325325],"about_ca_topic_score_codex":0.020745622,"about_ca_topic_score_gemma":0.0075026746,"teacher_disagreement_score":0.47125855,"about_ca_system_score_codex":0.0007886482,"about_ca_system_score_gemma":0.01395847,"threshold_uncertainty_score":0.9999966},"labels":[],"label_agreement":null},{"id":"W2036777809","doi":"10.12927/cjnl.2012.22812","title":"British Columbia: Improving Retention and Recruitment in Smaller Communities","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Staffing; General partnership; Christian ministry; Nursing; Unit (ring theory); Work (physics); Health authority; Political science; Medicine; Psychology; Engineering","score_opus":0.5013411402161294,"score_gpt":0.43357211418356767,"score_spread":0.06776902603256174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036777809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9799688,0.004729675,0.00002497615,0.0022229657,0.0013304875,0.0012653432,0.00000391045,0.000140609,0.010313247],"genre_scores_gemma":[0.9916378,0.00010079353,0.0007967622,0.0012737841,0.00030170925,0.00016836797,0.000027152322,0.000032325694,0.0056612566],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972167,0.0008745013,0.00044539856,0.00015781951,0.000188983,0.0011165983],"domain_scores_gemma":[0.99903035,0.00031760748,0.00014903548,0.00023202514,0.00005999015,0.00021101674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012917068,0.000109465596,0.00024663474,0.000060169546,0.0006691825,0.000056887755,0.00011004325,0.00028769797,0.0007371699],"category_scores_gemma":[0.000090750545,0.00017229452,0.000028219329,0.00017365455,0.0001726993,0.0002971674,0.000038238206,0.000838819,0.000041818726],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039297323,0.00015242086,0.81560683,0.0007497576,0.0000067220467,0.0000035061591,0.056682307,8.093469e-7,0.00003192017,0.00023765441,0.014059758,0.112429015],"study_design_scores_gemma":[0.0009752413,0.0000832301,0.66199154,0.0074459026,0.000020090456,0.000015916166,0.3202054,0.00009546424,0.0000023934442,0.00048417936,0.008451036,0.00022959826],"about_ca_topic_score_codex":0.054553043,"about_ca_topic_score_gemma":0.11986495,"teacher_disagreement_score":0.2635231,"about_ca_system_score_codex":0.0006302964,"about_ca_system_score_gemma":0.00006594021,"threshold_uncertainty_score":0.95174277},"labels":[],"label_agreement":null},{"id":"W2037282278","doi":"10.1016/s0140-6736(08)61319-7","title":"Sudanese physicians' reintegration programme","year":2008,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; University of Calgary","funders":"","keywords":"Scopus; Homeland; Medicine; Family medicine; Population; Political science; Library science; MEDLINE; Law; Politics; Environmental health","score_opus":0.12580172073443943,"score_gpt":0.43215814187945006,"score_spread":0.3063564211450106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037282278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8709773,0.0005129342,0.00010932987,0.03305709,0.00083073974,0.0012161909,0.000014707653,0.0004530141,0.09282868],"genre_scores_gemma":[0.9735088,0.00031183515,0.0007008566,0.008227303,0.0030224985,0.00018807084,0.00003253263,0.000020199486,0.013987938],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982811,0.0003819456,0.0002675782,0.00015209067,0.00020760566,0.0007096645],"domain_scores_gemma":[0.9988966,0.00023628055,0.00013700179,0.00056062633,0.00010563916,0.000063842606],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048819283,0.00010707495,0.0002847977,0.000016791633,0.0010068305,0.000004830312,0.00031032975,0.000090253234,0.00022293569],"category_scores_gemma":[0.00014699639,0.000064940825,0.000038872622,0.00023615472,0.00009908344,0.00007399557,0.00004917973,0.00050671876,0.0014934696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023602798,0.00006632063,0.098786,0.00017167928,0.000018077673,0.000018635426,0.018068574,0.000014090667,0.00012269251,0.023427643,0.84501183,0.014058435],"study_design_scores_gemma":[0.0009267006,0.00007760463,0.053278707,0.00031157245,0.000009889705,0.000007904191,0.0034319644,0.00022355292,0.000047338403,0.0029254616,0.938622,0.00013728705],"about_ca_topic_score_codex":0.0008642283,"about_ca_topic_score_gemma":0.0005009676,"teacher_disagreement_score":0.102531455,"about_ca_system_score_codex":0.00010205549,"about_ca_system_score_gemma":0.00009872197,"threshold_uncertainty_score":0.99928397},"labels":[],"label_agreement":null},{"id":"W2037635265","doi":"10.1108/17556221211230561","title":"Type of community as confounding variable in the satisfaction of rural child and youth mental health clinicians: implications for evidence‐based workforce development","year":2012,"lang":"en","type":"article","venue":"The Journal of Mental Health Training Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental health; Workforce; Nursing; Diversity (politics); Variety (cybernetics); Rural area; Medicine; Psychology; Workforce development; Medical education; Psychiatry; Political science","score_opus":0.35464743609328137,"score_gpt":0.5680893366244952,"score_spread":0.21344190053121387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037635265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81669,0.024001611,0.00038166423,0.15291966,0.0018153532,0.0027078164,0.00005133746,0.000009972946,0.0014225424],"genre_scores_gemma":[0.97585005,0.004354375,0.00478085,0.014791117,0.00012745992,0.00001961932,0.00003556133,0.000010646665,0.000030307745],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99417794,0.0038976255,0.0012693023,0.00005148162,0.00023536214,0.0003682898],"domain_scores_gemma":[0.9915078,0.005472043,0.0023954273,0.00017583456,0.00026219524,0.00018665654],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.020969067,0.00011206004,0.00031832486,0.00010404202,0.0017173883,0.000010130838,0.00015751258,0.000067928864,0.000012575469],"category_scores_gemma":[0.0015221793,0.000077462944,0.000023242113,0.00029276617,0.00008949675,0.0006283115,0.000027338096,0.00074366963,8.1534745e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001710073,0.00052229356,0.029437216,0.00089604314,0.00004021898,4.0330432e-9,0.8576926,0.000011042206,0.00002936856,0.009310402,0.0016432301,0.09870753],"study_design_scores_gemma":[0.0009077927,0.0007682659,0.12219733,0.0045093377,0.00004636879,0.00007433862,0.8422416,0.000009442802,0.0000042413476,0.00021428042,0.028957445,0.000069600035],"about_ca_topic_score_codex":0.0035775134,"about_ca_topic_score_gemma":0.00019444723,"teacher_disagreement_score":0.15916002,"about_ca_system_score_codex":0.00034572798,"about_ca_system_score_gemma":0.0027539425,"threshold_uncertainty_score":0.99958223},"labels":[],"label_agreement":null},{"id":"W2038786382","doi":"10.12688/f1000research.5927.2","title":"Student perception about working in rural United States/Canada after graduation: a study in an offshore Caribbean medical school","year":2015,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Government (linguistics); Rural area; Residence; Work (physics); Medical education; Health care; Medicine; Economic growth; Political science; Socioeconomics; Psychology; Sociology; Demography; Engineering","score_opus":0.12157366727574037,"score_gpt":0.5143039503145633,"score_spread":0.39273028303882296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038786382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828906,0.000598452,0.0000049096,0.0055069425,0.0013642831,0.008534166,0.00010346999,0.00013088247,0.00086628564],"genre_scores_gemma":[0.99033976,0.00039639545,0.00007142306,0.0013019794,0.00088387594,0.003768323,0.0020734868,0.00011666668,0.0010481197],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9802299,0.008702709,0.0021353678,0.0011075614,0.0056159026,0.0022085276],"domain_scores_gemma":[0.99411106,0.00068080064,0.00030747437,0.0013936129,0.0012669497,0.0022400753],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009965825,0.00058185344,0.0010282719,0.0013702685,0.00041153014,0.000114080285,0.0016822334,0.0010395419,0.003995958],"category_scores_gemma":[0.0014033181,0.0005593279,0.00006270346,0.0018383672,0.00015183019,0.00017716883,0.0030699626,0.009456762,0.0002013377],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00066173327,0.0005098917,0.9520461,0.00037149366,0.000027058448,0.0006466086,0.030347668,0.00082723226,3.752022e-7,0.000017290417,0.012641186,0.0019033385],"study_design_scores_gemma":[0.0021909615,0.000262035,0.8009674,0.004210459,0.000013647791,0.0000013063179,0.17928645,0.007838067,6.467345e-8,0.00034476726,0.0044809342,0.00040393096],"about_ca_topic_score_codex":0.84652716,"about_ca_topic_score_gemma":0.9857128,"teacher_disagreement_score":0.15107876,"about_ca_system_score_codex":0.011166689,"about_ca_system_score_gemma":0.016978988,"threshold_uncertainty_score":0.9996858},"labels":[],"label_agreement":null},{"id":"W2038800548","doi":"10.1016/s0840-4704(10)60215-3","title":"National Guidelines for Rehabilitation Staffing Levels: <i>A Literature Review</i>","year":2003,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Providence Health Care","funders":"","keywords":"Staffing; Rehabilitation; Service (business); Skill mix; Nursing; Medicine; Business; Physical therapy; Health care; Political science; Marketing","score_opus":0.24510756647236506,"score_gpt":0.5640252790320276,"score_spread":0.3189177125596625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038800548","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.9577353e-8,0.9130078,0.00031441203,0.04935519,0.0031158067,0.023021584,0.0013990992,0.0003094463,0.009476643],"genre_scores_gemma":[6.905176e-8,0.891732,0.024328196,0.052644275,0.0007278145,0.010933016,0.0028662733,0.00020489881,0.016563509],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98870283,0.002097378,0.0045399554,0.0013818803,0.001251448,0.0020265058],"domain_scores_gemma":[0.99042934,0.001834257,0.002180215,0.001077318,0.004070132,0.0004087118],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005289439,0.0010139998,0.0029484099,0.0006238335,0.0016374924,0.000045006163,0.00070124713,0.0014401388,0.00021886209],"category_scores_gemma":[0.002106182,0.00086768763,0.0009048273,0.0017320132,0.000052146228,0.00025662815,0.00033395094,0.0019368555,0.00041440516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052371843,0.00001684594,0.0000031637812,0.31277412,0.00004565679,0.0000026351454,0.000041841926,3.6306128e-7,2.4622013e-10,0.02321498,0.38366318,0.28023195],"study_design_scores_gemma":[0.00029258907,0.000107391956,8.322182e-7,0.37474087,0.0002401744,0.0000038618796,0.00047881235,0.0000041349963,1.073717e-9,0.0019931768,0.6217461,0.00039201736],"about_ca_topic_score_codex":0.000042242216,"about_ca_topic_score_gemma":0.0002093481,"teacher_disagreement_score":0.27983993,"about_ca_system_score_codex":0.0022703698,"about_ca_system_score_gemma":0.0014023926,"threshold_uncertainty_score":0.9998562},"labels":[],"label_agreement":null},{"id":"W2038864860","doi":"10.2202/1548-923x.1833","title":"Students' Perception of Faculty Involvement in the Rural Hospital Preceptorship Experience","year":2009,"lang":"en","type":"article","venue":"International Journal of Nursing Education Scholarship","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Lethbridge","funders":"","keywords":"Perception; Nursing; Medical education; Medicine; Nurse education; Psychology","score_opus":0.10497208838614681,"score_gpt":0.5480357854578255,"score_spread":0.4430636970716787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038864860","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815076,0.00020650588,0.000048235717,0.01226211,0.004618586,0.0003943558,0.000005683738,0.000008910602,0.0009480215],"genre_scores_gemma":[0.99665385,0.00006391396,0.000715361,0.0016942042,0.00069656566,0.000017064722,0.000029785813,0.0000059659465,0.0001232669],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964982,0.00065132335,0.0010685031,0.00012255656,0.0014032748,0.00025608827],"domain_scores_gemma":[0.99724495,0.00019605989,0.0009539202,0.00017082838,0.0013315709,0.0001026634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001933928,0.00012410466,0.0001940496,0.0002840399,0.00015619906,0.000056588015,0.0010948098,0.000114623384,0.00018800405],"category_scores_gemma":[0.0006027864,0.00009396116,0.000089278255,0.0002714267,0.00006845464,0.00073137414,0.000020634114,0.0007772082,0.000025863068],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021477923,0.002218196,0.79367024,0.000014592668,0.000016618558,0.000001995048,0.15128309,0.000015912503,0.00057059014,0.0012471032,0.0055137426,0.04523317],"study_design_scores_gemma":[0.0005570931,0.00024339564,0.8271852,0.0024234816,0.000010933891,0.000014080476,0.16463181,0.000001758466,0.000056928868,0.0033344277,0.0014638024,0.00007703985],"about_ca_topic_score_codex":0.00005787751,"about_ca_topic_score_gemma":0.000008296967,"teacher_disagreement_score":0.045156132,"about_ca_system_score_codex":0.0011458449,"about_ca_system_score_gemma":0.0004998865,"threshold_uncertainty_score":0.38316247},"labels":[],"label_agreement":null},{"id":"W2039885571","doi":"10.1097/acm.0b013e318290f9c7","title":"Impact of a Regional Distributed Medical Education Program on an Underserved Community","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Health Sciences Centre; Stornoway Diamond (Canada)","funders":"Canadian Institutes of Health Research","keywords":"Snowball sampling; Medical education; Program evaluation; Psychology; Medicine; Gerontology; Political science","score_opus":0.1626655500810274,"score_gpt":0.5547268594639874,"score_spread":0.39206130938295997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039885571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97227037,0.00026986396,0.000033868433,0.02139777,0.00038881146,0.0024092207,0.000010727199,0.00018205142,0.003037304],"genre_scores_gemma":[0.9904958,0.00028933352,0.00006859116,0.0065966896,0.0006565419,0.00056556024,0.00082348415,0.000022644525,0.0004813556],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99554765,0.0018484821,0.0009948367,0.0002069325,0.00079314545,0.0006089628],"domain_scores_gemma":[0.99640393,0.0011365671,0.00047908098,0.0005955903,0.0004324186,0.000952432],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001863954,0.00020816003,0.00047729127,0.00012099074,0.0004337657,0.0000013516927,0.0005803679,0.0007197569,0.00506485],"category_scores_gemma":[0.002689026,0.00013955284,0.000051663566,0.00046185585,0.00038640288,0.00015562566,0.000087683955,0.0033915213,0.00018156823],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023667193,0.0007083763,0.22294506,0.0004826758,0.00006092559,0.0000010819142,0.012719568,0.0000046320733,0.00011141691,0.0072852345,0.7204147,0.035029627],"study_design_scores_gemma":[0.0033311883,0.0046985624,0.8989833,0.008164017,0.00005734012,0.000013632879,0.0442643,0.0011627296,0.0000047781227,0.01559282,0.023433119,0.00029423638],"about_ca_topic_score_codex":0.025262527,"about_ca_topic_score_gemma":0.00025419454,"teacher_disagreement_score":0.6969816,"about_ca_system_score_codex":0.00046056788,"about_ca_system_score_gemma":0.0017765517,"threshold_uncertainty_score":0.9989077},"labels":[],"label_agreement":null},{"id":"W2041091554","doi":"10.1186/1756-0500-5-249","title":"Ego identity development in physicians: a cross-cultural comparison using a mixed method approach","year":2012,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Licensure; Identity (music); Categorization; Medicine; Psychology; Test (biology); Medical education; Family medicine; Social psychology","score_opus":0.6127401220382416,"score_gpt":0.6741945467400011,"score_spread":0.06145442470175955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041091554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9775277,0.0015007352,0.01510857,0.00010221591,0.0005392155,0.0017396484,0.000007594578,0.000093755705,0.0033806078],"genre_scores_gemma":[0.7998876,0.00001570438,0.19866936,0.00008820335,0.00048961275,0.00033780865,0.00003243364,0.000032101623,0.0004471795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99006724,0.00449785,0.0009994117,0.00047230258,0.0013554462,0.0026077733],"domain_scores_gemma":[0.9952328,0.0029288838,0.00021873508,0.00045444485,0.0007762844,0.00038880605],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.011058658,0.00024226343,0.0005657692,0.0003148976,0.0017264327,0.000097826916,0.00054247945,0.0003142263,0.000138845],"category_scores_gemma":[0.0033851361,0.00020908003,0.00007355981,0.0014696948,0.00023630357,0.0012802101,0.00066654675,0.0017030198,0.0005296793],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012988581,0.00038529077,0.9751608,0.000906479,0.000013636291,0.0000011850506,0.01588793,0.00025528434,0.0005496366,0.0029819598,0.00079011795,0.002937838],"study_design_scores_gemma":[0.0014493421,0.000040577088,0.94196326,0.0012271532,0.000008758314,0.0000023126095,0.025538195,0.010459559,0.0014933934,0.000723878,0.016669512,0.00042409397],"about_ca_topic_score_codex":0.006727286,"about_ca_topic_score_gemma":0.0032652367,"teacher_disagreement_score":0.18356079,"about_ca_system_score_codex":0.0014136205,"about_ca_system_score_gemma":0.0007466692,"threshold_uncertainty_score":0.999887},"labels":[],"label_agreement":null},{"id":"W2041446852","doi":"10.12927/cjnl.2013.23249","title":"Mapping Nurse Mobility in Canada with GIS: Career Movements from Two Canadian Provinces","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; St. Lawrence College; Dalhousie University; Centre for Disability Prevention and Rehabilitation; Hamilton Health Sciences","funders":"University of Toronto; McMaster University; Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Workforce; Scale (ratio); Perspective (graphical); Work (physics); Distributive property; Space (punctuation); Regional science; Sociology; Geography; Nursing; Political science; Medicine; Cartography; Computer science","score_opus":0.15359445903276292,"score_gpt":0.3574650778258764,"score_spread":0.20387061879311347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041446852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9594027,0.0006801651,0.000009278639,0.017800141,0.0010838738,0.0021656756,0.000052808955,0.00007427588,0.018731099],"genre_scores_gemma":[0.9922183,0.000002308392,0.00047479593,0.00554183,0.00024604535,0.00022678239,0.000060645045,0.000042101135,0.0011871691],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959827,0.00049506384,0.00059324084,0.00054413767,0.0005016247,0.0018832174],"domain_scores_gemma":[0.9980209,0.00030643403,0.0001865888,0.00051383866,0.00019057613,0.000781683],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033235893,0.00028340498,0.00038594572,0.00016188862,0.0005439166,0.000025744113,0.0003600733,0.00017489675,0.0010947437],"category_scores_gemma":[0.00009346432,0.0002572278,0.000024634543,0.00046054,0.00013545515,0.00025929205,0.000011626914,0.00091326993,0.00018963624],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004625717,0.000035549678,0.95361173,0.0001588158,0.000014892463,0.000017362641,0.02501554,0.00010904246,0.000008335024,0.00006767157,0.010704077,0.010210731],"study_design_scores_gemma":[0.0010288969,0.00004000238,0.5829746,0.0045190617,0.000008033424,6.425793e-7,0.4060852,0.0005408816,0.000014089341,0.00060631207,0.0038573486,0.0003249184],"about_ca_topic_score_codex":0.99989474,"about_ca_topic_score_gemma":0.9999411,"teacher_disagreement_score":0.38106963,"about_ca_system_score_codex":0.012534383,"about_ca_system_score_gemma":0.009734422,"threshold_uncertainty_score":0.999988},"labels":[],"label_agreement":null},{"id":"W2041468290","doi":"10.1080/07399330600817725","title":"Living “In-between”—Vietnamese Canadian Women's Experiences: Implications for Health Care Practice","year":2006,"lang":"en","type":"article","venue":"Health Care For Women International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Vietnamese; Health care; Immigration; Ideology; Sociology; Gender studies; Nursing; Set (abstract data type); Medicine; Psychology; Political science; Politics","score_opus":0.027867299114030616,"score_gpt":0.4567417712473731,"score_spread":0.42887447213334245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041468290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6555,0.010027236,0.0024931266,0.230216,0.011501019,0.025762498,0.012139081,0.00074722985,0.05161384],"genre_scores_gemma":[0.9366353,0.000113432834,0.0036329054,0.023426248,0.001644533,0.031232337,0.0012063524,0.00008473164,0.0020241544],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99390304,0.00042833385,0.0016705848,0.00076535385,0.0004235806,0.0028091315],"domain_scores_gemma":[0.99418,0.0019391598,0.0008981081,0.00046346948,0.0013462233,0.0011729879],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0015086939,0.00033854233,0.00065704994,0.00053903455,0.0023957917,0.000051505853,0.00060573703,0.00026129629,0.00040144013],"category_scores_gemma":[0.0007960182,0.00037422607,0.00010640551,0.00046640515,0.00006863339,0.00037848033,0.000092226546,0.0005129964,0.0000484942],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00020926612,0.00010917502,0.06860933,0.0026284715,0.000042622712,0.0000015093732,0.8384372,0.00007747685,5.655569e-7,0.01748721,0.06183962,0.010557557],"study_design_scores_gemma":[0.00066574884,0.0002930572,0.014917801,0.00038680303,0.0000019461077,0.0000016335459,0.42936528,0.0000175392,1.7436534e-7,0.00043772795,0.553733,0.00017930704],"about_ca_topic_score_codex":0.10288065,"about_ca_topic_score_gemma":0.30812776,"teacher_disagreement_score":0.49189335,"about_ca_system_score_codex":0.029191246,"about_ca_system_score_gemma":0.010100899,"threshold_uncertainty_score":0.99987096},"labels":[],"label_agreement":null},{"id":"W2041611460","doi":"10.1503/cmaj.071472","title":"Generational attitudes and attributes to affect physician workforce","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Factoring; Affect (linguistics); Workforce; Economic shortage; Productivity; Medicine; Family medicine; Psychology; Political science; Business; Economic growth; Economics; Law","score_opus":0.029828430563294435,"score_gpt":0.3967975453656901,"score_spread":0.3669691148023957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041611460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8698002,0.00095427496,0.0015133424,0.102620095,0.00312755,0.0006986401,0.000058522255,0.00007359646,0.02115377],"genre_scores_gemma":[0.87742424,0.00013837717,0.0010836297,0.10989634,0.007873153,0.000018582054,0.000026652657,0.000028259747,0.0035107888],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99643785,0.00035091402,0.0006358459,0.00019306093,0.0012074836,0.0011748485],"domain_scores_gemma":[0.9945898,0.0009804686,0.00023633247,0.00009502913,0.0005453886,0.0035529623],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0049958844,0.00014340713,0.00025659302,0.00019187195,0.0015744207,0.000044843877,0.00018678093,0.00048686838,0.0018137404],"category_scores_gemma":[0.00231818,0.00013384582,0.000050254548,0.00038268993,0.000030044459,0.0001323328,0.000034630295,0.0013101002,0.0005813874],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014278767,0.000014067356,0.62242776,0.000021866637,0.000033157645,0.000082875034,0.00070073194,0.000010130499,0.000012548127,0.0035413608,0.3387649,0.03437634],"study_design_scores_gemma":[0.00046277104,0.000050765997,0.36180922,0.0003397746,0.000007795401,0.000020713864,0.0007590924,0.000041722786,0.0000055087585,0.00020967588,0.6361545,0.00013851294],"about_ca_topic_score_codex":0.0025003029,"about_ca_topic_score_gemma":0.13770872,"teacher_disagreement_score":0.29738954,"about_ca_system_score_codex":0.0022276402,"about_ca_system_score_gemma":0.0024861968,"threshold_uncertainty_score":0.9997254},"labels":[],"label_agreement":null},{"id":"W2042120521","doi":"10.1503/cmaj.109-3301","title":"Portuguese-speaking African countries face shortages of doctors","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cape verde; Portuguese; Economic shortage; Face (sociological concept); New guinea; Developing country; Brazilian Portuguese; Medicine; Political science; Geography; Economic growth; History; Sociology; Ethnology; Linguistics; Social science; Economics","score_opus":0.01809775235014412,"score_gpt":0.3651565530440235,"score_spread":0.3470588006938794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042120521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9006314,0.00037667784,0.00003970997,0.044780184,0.006432274,0.00036816453,0.00009946163,0.000054651624,0.047217432],"genre_scores_gemma":[0.98840845,0.00024980924,0.00016784552,0.0070536453,0.002220458,0.000009750777,0.00001088775,0.000022027305,0.0018571438],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99568087,0.000398466,0.0010697804,0.00016030032,0.0016636448,0.0010269234],"domain_scores_gemma":[0.99486697,0.0008219623,0.0008043201,0.00017043053,0.0009417889,0.002394513],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040363837,0.00014592618,0.0003730865,0.00021312672,0.00084935664,0.000020407984,0.00039038307,0.0007868098,0.019452555],"category_scores_gemma":[0.0050758333,0.00012941334,0.0000858724,0.0003173403,0.00009518818,0.00016334814,0.00003106515,0.0030942757,0.0002589924],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011905385,0.000016694872,0.8158521,0.000057041427,0.000060232614,0.000124332,0.0055402336,0.000002245869,0.000016433509,0.0041285506,0.16144818,0.012742054],"study_design_scores_gemma":[0.00037789546,0.000030378207,0.118792444,0.00023736493,0.000015693931,0.000025816576,0.007675604,0.0000378154,0.000008057767,0.00020113784,0.8724717,0.00012611557],"about_ca_topic_score_codex":0.022101723,"about_ca_topic_score_gemma":0.3717214,"teacher_disagreement_score":0.7110235,"about_ca_system_score_codex":0.0010126301,"about_ca_system_score_gemma":0.007024416,"threshold_uncertainty_score":0.99920565},"labels":[],"label_agreement":null},{"id":"W2042244498","doi":"10.1080/15265160802654152","title":"Is Health Worker Migration a Case of Poaching?","year":2009,"lang":"en","type":"article","venue":"The American Journal of Bioethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Poaching; Business; Environmental health; Medicine; Population","score_opus":0.10146439024353361,"score_gpt":0.5085453274802464,"score_spread":0.4070809372367128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042244498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8244626,0.0012928355,0.00075332395,0.17242149,0.0002840959,0.00026032564,0.0000124063135,0.000016334918,0.000496614],"genre_scores_gemma":[0.96123546,0.0010539627,0.0036137726,0.033622224,0.0003070303,0.0000012165499,9.0778354e-7,0.0000127884405,0.00015262925],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9960453,0.001721425,0.0012545274,0.000110685505,0.00041041485,0.00045766032],"domain_scores_gemma":[0.9946527,0.00090810115,0.0033107582,0.00035422927,0.00052808877,0.00024614297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004187845,0.0001405686,0.0005811231,0.0001293512,0.0006114131,0.0000069924113,0.00029809232,0.00008909896,0.00006262594],"category_scores_gemma":[0.00029767185,0.000088060304,0.00013627995,0.000636339,0.00050374056,0.00009009755,0.000032705317,0.001759634,0.000017034577],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00305212,0.00057498127,0.03557445,0.00038057633,0.00024325972,0.000564734,0.31469625,0.0002648192,0.00024255087,0.018864604,0.100358926,0.5251827],"study_design_scores_gemma":[0.0052684885,0.03223596,0.08794557,0.012706455,0.00047487963,0.010452061,0.6901328,0.0018675214,0.0005474782,0.046033688,0.111062355,0.0012727197],"about_ca_topic_score_codex":0.0044852835,"about_ca_topic_score_gemma":0.000613022,"teacher_disagreement_score":0.52391,"about_ca_system_score_codex":0.00018662697,"about_ca_system_score_gemma":0.00088779477,"threshold_uncertainty_score":0.7644832},"labels":[],"label_agreement":null},{"id":"W2042393424","doi":"10.1177/1363459306064498","title":"Nurses in international health care: migrants or commodities?","year":2006,"lang":"en","type":"article","venue":"Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Health care; Nursing; Medicine; Sociology; Business; Economic growth; Economics","score_opus":0.07216367414523733,"score_gpt":0.5354773028033036,"score_spread":0.4633136286580663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042393424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6841233,0.021247275,0.00031884413,0.2702746,0.015232781,0.007987419,0.00024255195,0.00007375425,0.0004994943],"genre_scores_gemma":[0.9891537,0.0014576731,0.00008030717,0.00533981,0.0028075753,0.0003493028,0.000102505204,0.00005303314,0.00065613486],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9917022,0.0021037455,0.0034767604,0.000435757,0.00080697064,0.0014745429],"domain_scores_gemma":[0.9951668,0.0010727585,0.0024901847,0.00028329,0.0004390709,0.00054792344],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0058395676,0.00037072034,0.0016173524,0.00035904197,0.020003976,0.00001776131,0.00057620474,0.00015505383,0.0001397247],"category_scores_gemma":[0.00011651842,0.00022923647,0.00009537839,0.00042324187,0.00037353684,0.00021337076,0.00027520585,0.0012787025,0.0000015924281],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028543076,0.0011513963,0.023753503,0.0020971152,0.00005535863,0.000009196382,0.6639015,0.000025015364,3.0741884e-7,0.0015119769,0.11060121,0.1940391],"study_design_scores_gemma":[0.007297812,0.008389216,0.08832624,0.0024029764,0.000017792358,0.000032200962,0.8350116,0.00010081627,7.8380005e-8,0.0016587897,0.05657736,0.00018512624],"about_ca_topic_score_codex":0.048751157,"about_ca_topic_score_gemma":0.1210534,"teacher_disagreement_score":0.3050304,"about_ca_system_score_codex":0.0015089655,"about_ca_system_score_gemma":0.0018986507,"threshold_uncertainty_score":0.98127186},"labels":[],"label_agreement":null},{"id":"W2043193557","doi":"10.1046/j.1365-2923.2001.00964.x","title":"Assessment of English proficiency in international medical graduates by physician examiners and standardized patients","year":2001,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Family medicine; Christian ministry; Licensure; Medicine; Psychology; Oral examination; Medical education; Oral health","score_opus":0.015320424653818743,"score_gpt":0.44538308617318473,"score_spread":0.430062661519366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043193557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9697688,0.00014870708,0.00008067666,0.0056803697,0.0025545293,0.0005578638,0.000011750302,0.000029758072,0.021167519],"genre_scores_gemma":[0.9948091,0.00045390613,0.00019782574,0.0034888838,0.00033376316,0.00014124862,0.00021390094,0.000010408324,0.0003509717],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971239,0.00032857733,0.0006485892,0.00023172672,0.0013532223,0.0003139868],"domain_scores_gemma":[0.998592,0.00029724123,0.00020462747,0.00012470447,0.00052009814,0.00026131587],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011485798,0.00010389812,0.00023321048,0.00010152465,0.000097064105,0.0000043480195,0.00020431366,0.00019523235,0.00092057505],"category_scores_gemma":[0.005654486,0.00008881791,0.000018761051,0.00027855491,0.00012682853,0.00010845591,0.00007507377,0.00044406415,0.000004879148],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002410829,0.0008199901,0.9043977,0.000099246136,0.000005576132,6.389336e-7,0.002803421,2.202383e-7,0.0000037895752,0.00076799217,0.040448003,0.05062929],"study_design_scores_gemma":[0.003014617,0.00016665256,0.8079215,0.0018141002,0.000009908524,3.0404118e-7,0.009030537,0.0011848058,0.0000083054965,0.00038843957,0.1762906,0.00017022165],"about_ca_topic_score_codex":0.00065206346,"about_ca_topic_score_gemma":0.00016121785,"teacher_disagreement_score":0.1358426,"about_ca_system_score_codex":0.00031870502,"about_ca_system_score_gemma":0.0020159192,"threshold_uncertainty_score":0.9999927},"labels":[],"label_agreement":null},{"id":"W2043488207","doi":"10.1503/cmaj.070671","title":"Ontario noncommittal on student loan deferrals","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Debt; Loan; Student loan; Student debt; Medical education; Medicine; Finance; Business","score_opus":0.032548608755567,"score_gpt":0.4110365903584404,"score_spread":0.37848798160287345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043488207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6862618,0.000082579034,0.000050152303,0.022011405,0.004908229,0.00034679388,0.000011462462,0.000036631976,0.28629097],"genre_scores_gemma":[0.9089971,0.00003752364,0.00012404168,0.062925726,0.004054284,0.000009693148,0.00001204726,0.000024632687,0.023814935],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99441385,0.0005001613,0.0010520708,0.00019289763,0.0022593008,0.0015817388],"domain_scores_gemma":[0.9936898,0.000877274,0.0004616951,0.00016431659,0.0005007071,0.0043062484],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0074211387,0.00017017144,0.00031970348,0.00023908119,0.0015148798,0.000034232824,0.0003890287,0.000830705,0.024551911],"category_scores_gemma":[0.0014404185,0.00015294577,0.000104728075,0.00025292515,0.00002795542,0.000098851415,0.000032055086,0.0038660811,0.003555139],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000017015189,0.000036475816,0.68192476,0.0000055215087,0.00003652486,0.00041120037,0.0040825796,0.000001436395,2.3235778e-7,0.0009643315,0.3003481,0.012171846],"study_design_scores_gemma":[0.0007064099,0.00007966548,0.34585208,0.00019954624,0.000007797379,0.000028794195,0.002672821,0.0000019985612,6.475371e-7,0.00012779608,0.6502213,0.00010114924],"about_ca_topic_score_codex":0.15997234,"about_ca_topic_score_gemma":0.9729074,"teacher_disagreement_score":0.8129351,"about_ca_system_score_codex":0.015267193,"about_ca_system_score_gemma":0.009025957,"threshold_uncertainty_score":0.999785},"labels":[],"label_agreement":null},{"id":"W2043525372","doi":"10.1136/bmj.38202.364271.be","title":"Country of training and ethnic origin of UK doctors: database and survey studies","year":2004,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Ethnic group; White (mutation); Family medicine; Medicine; White British; White paper; Quarter (Canadian coin); Medical school; Workforce; Medical education; Political science; Geography","score_opus":0.3307477611651685,"score_gpt":0.5559309886526178,"score_spread":0.2251832274874493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043525372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875405,0.009827139,0.000011804955,0.000497789,0.00029538976,0.0005893521,0.00023463061,0.000020135481,0.0009833038],"genre_scores_gemma":[0.99574536,0.0024001915,0.0011893215,0.00028965477,0.00010043655,0.000024726616,0.000031570427,0.000010832177,0.000207879],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983983,0.00033516798,0.00060726516,0.00017591742,0.00017962532,0.00030372464],"domain_scores_gemma":[0.9981158,0.0010808515,0.0002943208,0.00022931931,0.00017721114,0.000102503625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021929808,0.000105483494,0.00041385312,0.000050290186,0.00016859383,0.000001306706,0.000067770656,0.000096804535,0.00003768023],"category_scores_gemma":[0.0010198257,0.00008797385,0.000011698477,0.00020813057,0.00021227793,0.000065627646,0.000111405454,0.00021292854,0.000004339687],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030396105,0.000080287326,0.9105455,0.004602665,0.00013573492,0.000014629463,0.054600257,0.00002354038,0.00027237527,0.010050394,0.016493546,0.002877097],"study_design_scores_gemma":[0.0037926435,0.0003634547,0.91213495,0.0072426507,0.00006650212,0.000007812872,0.062220868,0.000017138598,0.00012388614,0.0021064826,0.011606486,0.00031713443],"about_ca_topic_score_codex":0.0049650036,"about_ca_topic_score_gemma":0.0069225435,"teacher_disagreement_score":0.008204931,"about_ca_system_score_codex":0.000057756093,"about_ca_system_score_gemma":0.00028955968,"threshold_uncertainty_score":0.7505633},"labels":[],"label_agreement":null},{"id":"W2043548883","doi":"10.12927/cjnl.2012.22799","title":"Alberta: Evaluation of Nursing Retention and Recruitment Programs","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Negotiation; Nursing; Work (physics); Tracking (education); Psychology; Business; Political science; Medicine","score_opus":0.7597546255979772,"score_gpt":0.5435733052046565,"score_spread":0.21618132039332072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043548883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89772046,0.009210207,0.0001549935,0.010040803,0.0033346347,0.005075675,0.0000020642572,0.0001337314,0.07432745],"genre_scores_gemma":[0.9967905,0.000020149071,0.0011615683,0.00019327893,0.00042471444,0.00020002126,0.000038687533,0.000027842061,0.0011432149],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99654716,0.0011947225,0.00051436253,0.00023027122,0.0006183041,0.0008951983],"domain_scores_gemma":[0.998661,0.00024557905,0.00032069135,0.0002581716,0.00027760884,0.00023697081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002876273,0.00015629576,0.00024991957,0.000098067794,0.00040896545,0.0000073457927,0.00007634098,0.0002677454,0.00015386802],"category_scores_gemma":[0.0002717604,0.00015070624,0.000044428594,0.000253228,0.00019948755,0.00026359592,0.000008966813,0.0003511448,0.00006122827],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001506989,0.0005173848,0.070482254,0.0005137315,0.00002152012,1.1965403e-7,0.0980778,0.000004443886,0.00027560798,0.0059939856,0.003954121,0.82000834],"study_design_scores_gemma":[0.006058883,0.0009374682,0.3747338,0.06506239,0.0013782094,0.000028380613,0.5145561,0.003247612,0.00080708176,0.014505582,0.017692594,0.0009919106],"about_ca_topic_score_codex":0.00021465743,"about_ca_topic_score_gemma":0.00005373474,"teacher_disagreement_score":0.8190164,"about_ca_system_score_codex":0.0009937212,"about_ca_system_score_gemma":0.00013345393,"threshold_uncertainty_score":0.6145622},"labels":[],"label_agreement":null},{"id":"W2044700126","doi":"10.12927/cjnl.2006.19032","title":"Feasibility and Outcomes of Paid Undergraduate Student Nurse Positions","year":2006,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Victoria","funders":"Thompson Rivers University","keywords":"Nursing; Psychology; Student nurse; Medical education; Nurse education; Pedagogy; Medicine","score_opus":0.23111574083284894,"score_gpt":0.4690580657885031,"score_spread":0.23794232495565418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044700126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9369181,0.0014280846,0.00014047218,0.038812973,0.0007420694,0.0010315798,0.00002507331,0.00018265222,0.020719038],"genre_scores_gemma":[0.99505913,0.000011892029,0.00080871553,0.00083140796,0.00013404753,0.000026414358,0.00002367072,0.000025799234,0.003078929],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99736875,0.0005820777,0.0006466939,0.00033201266,0.00034988113,0.0007205609],"domain_scores_gemma":[0.99849814,0.000559377,0.00024760602,0.0003882346,0.00014503331,0.00016162287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053806277,0.00019491097,0.00040430136,0.000099496974,0.0005871071,0.000009745567,0.00014755195,0.0002062457,0.0000720068],"category_scores_gemma":[0.000084847736,0.00017830702,0.00007276641,0.00023234998,0.0003550009,0.00010759267,0.000016742322,0.0004439615,0.00005715922],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060827257,0.00041376307,0.9634165,0.00027816242,0.000014535218,0.0000024688854,0.0050760275,0.000011512234,0.00006871381,0.023451531,0.0062106345,0.0009952962],"study_design_scores_gemma":[0.0010248979,0.00009617599,0.94401515,0.0012426217,0.000059159323,0.0000021533772,0.037423193,0.000020392126,0.000030562638,0.015562156,0.0003632406,0.00016029792],"about_ca_topic_score_codex":0.0007287312,"about_ca_topic_score_gemma":0.0004365609,"teacher_disagreement_score":0.058141064,"about_ca_system_score_codex":0.00048037822,"about_ca_system_score_gemma":0.00012014435,"threshold_uncertainty_score":0.7271149},"labels":[],"label_agreement":null},{"id":"W2044770313","doi":"10.1111/j.1440-1854.2005.00685.x","title":"An analysis of the development of a successful medical collaboration to create and sustain family physician anaesthesiology capacity in rural Canada","year":2005,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Health Canada","keywords":"Medicine; Family medicine; Nursing; Medical education","score_opus":0.03723455946135168,"score_gpt":0.3997174323893633,"score_spread":0.3624828729280116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044770313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9770258,0.00012291947,0.000015244048,0.022108745,0.0001766158,0.00047818592,0.00003691394,0.0000039188285,0.000031646312],"genre_scores_gemma":[0.99512994,0.00007024127,0.001088696,0.0035417771,0.00008984949,0.0000063212756,0.000008711163,0.000009580326,0.000054879063],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99504006,0.0013609413,0.0021097267,0.00012360117,0.0007076857,0.00065797707],"domain_scores_gemma":[0.9969547,0.00019084064,0.0014038896,0.00023084988,0.00054206635,0.0006776879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022174008,0.0001732007,0.00091457943,0.00032914974,0.00029184535,0.0000046312625,0.00038945157,0.00015982377,0.000046054105],"category_scores_gemma":[0.00013581899,0.00012331257,0.000060801587,0.001543173,0.00010775394,0.00017372333,0.000044730794,0.0005670619,6.9376057e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004127513,0.00015971393,0.94039917,0.0003711256,0.00014816692,0.0000068429945,0.021887507,0.0018482927,0.00018517271,0.00044246422,0.0031952083,0.03094361],"study_design_scores_gemma":[0.00068012776,0.0004803768,0.9150736,0.00091778726,0.000050799423,0.0000021635017,0.08049795,0.00016909195,0.000109903325,0.000035926147,0.0018752906,0.00010702565],"about_ca_topic_score_codex":0.33773383,"about_ca_topic_score_gemma":0.9043323,"teacher_disagreement_score":0.5665984,"about_ca_system_score_codex":0.0013844157,"about_ca_system_score_gemma":0.008049778,"threshold_uncertainty_score":0.9975737},"labels":[],"label_agreement":null},{"id":"W2044832889","doi":"10.1016/j.clinthera.2007.07.001","title":"Health Care Costs and Mortality for Canadian Urban and Rural Patients with Diabetes: Population-Based Trends from 1993–2001","year":2007,"lang":"en","type":"article","venue":"Clinical Therapeutics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Institute of Health Economics","funders":"University of Alberta","keywords":"Medicine; Residence; Per capita; Rural area; Population; Demography; Environmental health; Health care; Medical prescription; Public health; Diabetes mellitus; Rural health; Gerontology; Economic growth; Nursing","score_opus":0.09260251319071314,"score_gpt":0.48299791608662784,"score_spread":0.3903954028959147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044832889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99389946,0.0011408401,0.000043271433,0.0018205433,0.00061523385,0.0011599335,0.001000837,0.000060470713,0.00025939068],"genre_scores_gemma":[0.97682613,0.000043761993,0.0012565637,0.019947497,0.00031494576,0.00003330385,0.001481627,0.000040705294,0.000055489556],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970076,0.0003599551,0.0010112469,0.00037164552,0.00021956328,0.0010299603],"domain_scores_gemma":[0.99595094,0.002063219,0.00036051715,0.00035599226,0.00023205452,0.001037259],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010237155,0.00022475603,0.0005472025,0.00008877291,0.0008485339,0.000014751581,0.00011634632,0.00035707268,0.000037456262],"category_scores_gemma":[0.000099722936,0.00018435216,0.00005488673,0.00019014753,0.00012920289,0.000058296388,0.000024108771,0.00046673484,0.0000031345405],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014810268,0.00004800693,0.9548117,0.000076588396,0.000042248314,3.6755756e-7,0.00061806064,0.0000011946987,3.5100598e-8,0.00008143439,0.0006502956,0.043522004],"study_design_scores_gemma":[0.0026756467,0.00058141287,0.9718225,0.00027885393,0.00005885164,1.1895014e-8,0.0009779799,0.00026214815,1.6402585e-7,0.00011523002,0.023038244,0.00018897305],"about_ca_topic_score_codex":0.096918836,"about_ca_topic_score_gemma":0.5130869,"teacher_disagreement_score":0.41616806,"about_ca_system_score_codex":0.0005750344,"about_ca_system_score_gemma":0.0005601471,"threshold_uncertainty_score":0.90909487},"labels":[],"label_agreement":null},{"id":"W2045114667","doi":"10.1080/13561820220124120","title":"The rural context of health care provision","year":2002,"lang":"en","type":"review","venue":"Journal of Interprofessional Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; Saskatchewan Health","funders":"","keywords":"Rurality; Context (archaeology); Rural management; Rural area; Rural health; Health care; Nursing; Public relations; Medicine; Political science; Rural development; Geography","score_opus":0.07090902726772988,"score_gpt":0.5085851121863644,"score_spread":0.4376760849186345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045114667","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012399816,0.9861138,0.000007873181,0.00089977623,0.008699232,0.002328284,0.0002229795,0.000024816165,0.0015792603],"genre_scores_gemma":[0.0033912666,0.9923812,0.00017421148,0.0006730072,0.0011613204,0.00008753264,0.00010503298,0.00011054739,0.0019158835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9865651,0.0045342315,0.0061202925,0.00030658493,0.0014574664,0.0010163061],"domain_scores_gemma":[0.98302305,0.0028453302,0.01020581,0.0007145378,0.002780842,0.00043044426],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0017653581,0.00068569405,0.003924915,0.00036814096,0.0017383615,0.000019866253,0.001536602,0.0009031826,0.00041169883],"category_scores_gemma":[0.0006264143,0.00035215478,0.0014670644,0.00046375432,0.00020835693,0.0001725642,0.0005411529,0.004500158,0.00014726025],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021378192,0.000035278066,0.00013123693,0.041893646,0.00011549558,0.000014526311,0.011934502,2.3045776e-7,7.474375e-8,0.00023251763,0.05237242,0.8930563],"study_design_scores_gemma":[0.00037858344,0.0005036155,0.000013238064,0.23345567,0.00012877207,0.000037326023,0.1379687,5.013207e-7,1.4785076e-7,0.00002057452,0.62732583,0.00016702936],"about_ca_topic_score_codex":0.00025641982,"about_ca_topic_score_gemma":0.00024915583,"teacher_disagreement_score":0.89288926,"about_ca_system_score_codex":0.002812457,"about_ca_system_score_gemma":0.0074433875,"threshold_uncertainty_score":0.99989307},"labels":[],"label_agreement":null},{"id":"W2045237841","doi":"10.3152/095820211x13118583635675","title":"Assessing policy and practice impacts of social science research: the application of the Payback Framework to assess the Future of Work programme","year":2011,"lang":"en","type":"article","venue":"Research Evaluation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Work (physics); Principal (computer security); Conceptual framework; Impact assessment; Exploratory research; Management science; Political science; Sociology; Public relations; Economics; Social science; Public administration; Computer science; Engineering","score_opus":0.6809027168370274,"score_gpt":0.7071491872714307,"score_spread":0.026246470434403313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045237841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90291387,0.00090131006,0.0004914386,0.061461978,0.00025356814,0.010602987,0.0000089729065,0.00001969984,0.023346152],"genre_scores_gemma":[0.9963126,0.00009908479,0.002256025,0.0002175102,0.00052752736,0.00052610476,0.0000019924096,0.000015740417,0.000043412107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9745077,0.01804777,0.00072304095,0.00034981265,0.0052545345,0.0011171675],"domain_scores_gemma":[0.9760288,0.012680762,0.00066775945,0.0009916215,0.009444429,0.00018662601],"candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.11623282,0.000103504,0.00020850776,0.00029772043,0.003360967,0.000058056543,0.0010954251,0.00021624574,0.00004447947],"category_scores_gemma":[0.059121426,0.000052425938,0.000041871255,0.0074032955,0.0018980986,0.00044561463,0.0007399999,0.0018535693,0.000015080963],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009095152,0.00042092145,0.04180593,0.0008873301,0.000044135984,1.9578077e-7,0.17780542,0.000015249666,0.0055922656,0.43458402,0.003200956,0.33473405],"study_design_scores_gemma":[0.00038342873,0.00029365293,0.7409143,0.0011382077,0.000042127234,0.0000013122118,0.19701454,0.00047414683,0.001328492,0.04688414,0.011426876,0.00009875776],"about_ca_topic_score_codex":0.002200397,"about_ca_topic_score_gemma":0.0002017264,"teacher_disagreement_score":0.69910836,"about_ca_system_score_codex":0.0006785191,"about_ca_system_score_gemma":0.0054094945,"threshold_uncertainty_score":0.99793655},"labels":[],"label_agreement":null},{"id":"W2045550259","doi":"10.1111/j.1442-2018.2007.00365.x","title":"Poverty reduction by improving health and social services in Vietnam","year":2007,"lang":"en","type":"article","venue":"Nursing and Health Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Poverty reduction; Poverty; Reduction (mathematics); Political science; Economic growth; Development economics; Environmental health; Psychology; Medicine; Economics; Law","score_opus":0.05433175210355551,"score_gpt":0.47148526370965577,"score_spread":0.41715351160610026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045550259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87388515,0.017380225,0.00011948715,0.10257015,0.0014290115,0.0009974509,0.000011328369,0.00013483796,0.0034723824],"genre_scores_gemma":[0.9819285,0.0010937612,0.001480037,0.014913105,0.00032558176,0.000011221481,0.0000150686155,0.000012627887,0.00022009721],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9967141,0.00029609355,0.0007722199,0.0005107105,0.00035537826,0.0013514736],"domain_scores_gemma":[0.99886936,0.00010324744,0.00044615602,0.00008961058,0.00004915432,0.0004424433],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0056879777,0.00016064828,0.0003709531,0.0001949178,0.0044718343,0.00003537247,0.00012433119,0.00016169653,0.000010218156],"category_scores_gemma":[0.000010099901,0.0001420773,0.000015714773,0.0005388283,0.00034963386,0.00029676352,0.00003771737,0.0004928716,0.000004720758],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013490781,0.0001386782,0.21163513,0.003311318,0.0000022515776,9.4611636e-7,0.11166948,0.0000012117831,0.00008959316,0.00392628,0.022917986,0.6461722],"study_design_scores_gemma":[0.0028884115,0.002359819,0.3663811,0.011406773,0.000008491972,0.000042488133,0.54875386,0.0021369276,0.000020144758,0.005831117,0.059412323,0.00075852295],"about_ca_topic_score_codex":0.01054219,"about_ca_topic_score_gemma":0.0026810472,"teacher_disagreement_score":0.6454137,"about_ca_system_score_codex":0.00061234814,"about_ca_system_score_gemma":0.00079508417,"threshold_uncertainty_score":0.9968242},"labels":[],"label_agreement":null},{"id":"W2045679516","doi":"10.1177/101053950001200105","title":"A Comparative Study of Rural Clinics in Remote Islands and Inland Areas","year":2000,"lang":"en","type":"article","venue":"Asia Pacific Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Quarter (Canadian coin); Medicine; Family medicine; Schedule; Isolation (microbiology); Rural health; Public health; Geography; Nursing","score_opus":0.10602387366500862,"score_gpt":0.4681436323101886,"score_spread":0.36211975864518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045679516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9799616,0.0010946068,0.000023482926,0.004790137,0.0003347507,0.0010272836,0.000015347076,0.000014035803,0.012738812],"genre_scores_gemma":[0.9969424,0.0016500647,0.00029245816,0.00035445884,0.00018395828,0.0000040811983,0.000007460482,0.000017226943,0.0005479189],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99257255,0.0031327847,0.0026567485,0.0001796488,0.00056668447,0.0008915627],"domain_scores_gemma":[0.9962274,0.0007615956,0.0014867398,0.00029338023,0.0005191719,0.00071171793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0066917124,0.00021232947,0.0012295833,0.00038900704,0.0003279315,0.000016903217,0.00025265178,0.00018119744,0.00025662556],"category_scores_gemma":[0.00023547804,0.00016799677,0.000060576396,0.00072111125,0.000093742965,0.00029980167,0.000046139514,0.0013416045,0.00002221553],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027988025,0.00075113523,0.85890675,0.00016449518,0.000042125866,0.000010007371,0.08622666,0.000005587972,2.0344255e-7,0.00012597017,0.0062455838,0.047241587],"study_design_scores_gemma":[0.005867692,0.0029244649,0.6565956,0.0007660556,0.000010668125,0.000026125905,0.28919354,0.00011131059,9.7852705e-8,0.00038955634,0.04398239,0.00013250453],"about_ca_topic_score_codex":0.00087351474,"about_ca_topic_score_gemma":0.00067759224,"teacher_disagreement_score":0.20296688,"about_ca_system_score_codex":0.00035956915,"about_ca_system_score_gemma":0.0016787439,"threshold_uncertainty_score":0.68507093},"labels":[],"label_agreement":null},{"id":"W2046087731","doi":"10.1016/j.jmir.2008.07.009","title":"Urban and Rural Health Care Environments: Factors Affecting New Graduates' Choice for Employment","year":2008,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Health care; Specialty; Bachelor; Variety (cybernetics); Receptionists; Medical education; Nursing; Medicine; Family medicine; Political science","score_opus":0.05595768581179468,"score_gpt":0.4468886367539064,"score_spread":0.3909309509421117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046087731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9339048,0.029003646,0.0009229697,0.03457055,0.0012073588,0.00030746326,0.0000032432288,0.000014286626,0.00006567337],"genre_scores_gemma":[0.99027497,0.0052406145,0.00084701384,0.0026055905,0.0008995031,0.000002273797,0.0000028734764,0.0000067335045,0.0001204357],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978737,0.00021851518,0.0005709401,0.00013623752,0.00082207756,0.0003785054],"domain_scores_gemma":[0.99763036,0.001072762,0.0005566955,0.00004677034,0.000037677975,0.0006557355],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015166713,0.00009728312,0.00025189907,0.000114379174,0.001552578,0.000019568733,0.00013978143,0.000056339966,0.000023601462],"category_scores_gemma":[0.00094732945,0.00006529132,0.00003555671,0.0001322049,0.0002390391,0.00025232782,0.000037433103,0.00031482938,9.689394e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011349473,0.000018436696,0.8598714,0.00008510413,0.000008446048,0.0000026775806,0.033523634,0.000012010033,0.000005865603,0.000059785467,0.053822927,0.052578375],"study_design_scores_gemma":[0.003269783,0.00064779294,0.5458654,0.0014775557,0.000027285203,0.000087706474,0.16607597,0.0022795873,0.000019182433,0.00015330903,0.27987128,0.00022512516],"about_ca_topic_score_codex":0.0006315674,"about_ca_topic_score_gemma":0.000029170973,"teacher_disagreement_score":0.31400597,"about_ca_system_score_codex":0.00015720214,"about_ca_system_score_gemma":0.0006937955,"threshold_uncertainty_score":0.9997473},"labels":[],"label_agreement":null},{"id":"W2046615441","doi":"10.1016/j.pain.2011.09.012","title":"The Declaration Montreal: Access to pain management is a fundamental human right","year":2011,"lang":"en","type":"editorial","venue":"Pain","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":168,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Summit; Declaration; Pain management; Research centre; Anesthesiology; Pain medicine; Steering committee; Management; Medicine; Library science; Political science; Engineering; Psychiatry; Law; Anesthesia; Geography","score_opus":0.06119813189544533,"score_gpt":0.4460267082352396,"score_spread":0.3848285763397943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046615441","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013619894,0.0012002492,0.0018637577,0.0043187407,0.885214,0.008076123,0.00031131256,0.00046275722,0.098416895],"genre_scores_gemma":[0.0016722016,0.0012879226,0.00049250614,0.011964037,0.85337895,0.0049469005,0.001409386,0.00024540015,0.12460267],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9879132,0.0075032525,0.0012013266,0.0007987124,0.0011636997,0.0014198228],"domain_scores_gemma":[0.9921613,0.0052997502,0.0006562022,0.0011459372,0.00029980676,0.00043703502],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.017732874,0.00053538143,0.00056497095,0.0001816312,0.003482002,0.00015198163,0.0014949415,0.0010975545,0.0015597289],"category_scores_gemma":[0.0011906222,0.00039404308,0.00014823081,0.00036033188,0.00007012804,0.000152948,0.0007187847,0.0015495004,0.0014049746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011268289,0.00005660162,0.0006620418,0.00076202507,0.000078686804,0.000015718448,0.0024069438,5.875427e-7,3.3882432e-7,0.00057989033,0.9777107,0.017613757],"study_design_scores_gemma":[0.00046749815,0.00016903225,0.00050682185,0.0017315794,0.000059048125,5.1379043e-8,0.0014766518,0.000044719694,0.000001275753,0.0028027475,0.9923659,0.00037469994],"about_ca_topic_score_codex":0.008725346,"about_ca_topic_score_gemma":0.025370441,"teacher_disagreement_score":0.031834986,"about_ca_system_score_codex":0.0012981541,"about_ca_system_score_gemma":0.00027888932,"threshold_uncertainty_score":0.99985117},"labels":[],"label_agreement":null},{"id":"W2046741570","doi":"10.1016/j.jmwh.2007.07.002","title":"Distance Education to Prepare Nursing Faculty in Eritrea: Diffusion of an Innovative Model of Midwifery Education","year":2007,"lang":"en","type":"article","venue":"Journal of Midwifery & Women s Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Economic shortage; Distance education; Nursing; Medical education; Nurse education; Health care; Medicine; Political science; Sociology; Pedagogy","score_opus":0.05184846035815076,"score_gpt":0.49529950317379534,"score_spread":0.44345104281564457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046741570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912298,0.0009145067,0.0013465061,0.0020182268,0.0012103833,0.0013255323,0.000057960395,0.000018960722,0.0018781794],"genre_scores_gemma":[0.9842855,0.0002469166,0.012410729,0.0019471754,0.0003772663,0.000043617278,0.00004969609,0.000039752704,0.0005993622],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99367607,0.00069406605,0.003499976,0.00034307851,0.0007914515,0.0009953495],"domain_scores_gemma":[0.99302995,0.00029148193,0.0033236523,0.00045498778,0.0021238443,0.00077608775],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004657272,0.00028416456,0.0010472428,0.0009341197,0.00031825146,0.000006825789,0.00038742766,0.00025636927,0.0000515456],"category_scores_gemma":[0.00044692316,0.00026377288,0.00007509428,0.0017748796,0.00009254028,0.0005507675,0.000057909838,0.0008216579,0.0000043669365],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0083673475,0.0106435595,0.13847044,0.005735269,0.000059985534,0.0000054203297,0.49529928,0.00155468,0.0051471847,0.005618943,0.013397984,0.3156999],"study_design_scores_gemma":[0.0042839423,0.0051275874,0.5423914,0.047162168,0.00004109876,0.000048482903,0.37508315,0.0010899528,0.0013493454,0.009440062,0.013047088,0.000935717],"about_ca_topic_score_codex":0.0007912504,"about_ca_topic_score_gemma":0.001097675,"teacher_disagreement_score":0.40392095,"about_ca_system_score_codex":0.0046083666,"about_ca_system_score_gemma":0.009949172,"threshold_uncertainty_score":0.99998146},"labels":[],"label_agreement":null},{"id":"W2047825705","doi":"10.12927/hcpap.2009.21226","title":"Canada's Veterans Independence Program: A Pioneer of \"Aging at Home\"","year":2009,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Veterans Affairs Canada","funders":"","keywords":"Health care; Equity (law); Public health; Independence (probability theory); Gerontology; Public policy; Sociology; Political science; Library science; Medicine; Nursing","score_opus":0.050253044841374196,"score_gpt":0.39851633723201474,"score_spread":0.3482632923906405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047825705","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59283817,0.0004659765,0.000036871217,0.39896345,0.0009413794,0.0031487031,0.00017828,0.00034819034,0.0030790002],"genre_scores_gemma":[0.425083,0.00019802297,0.0010200337,0.5705665,0.000058261365,0.00048362918,0.00012865652,0.00008472452,0.0023771778],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99019325,0.0010077012,0.0022460613,0.0013732208,0.0018170145,0.003362767],"domain_scores_gemma":[0.9937831,0.0013718266,0.0009197601,0.001457258,0.00057015783,0.0018978785],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0017208158,0.0008375289,0.0015145179,0.00037823312,0.0020003237,0.000032007818,0.00093473983,0.00063436036,0.000906684],"category_scores_gemma":[0.00042981075,0.0008039543,0.00023237342,0.0015187637,0.00006379737,0.0002206826,0.00046887464,0.0015772935,0.00043094365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016911221,0.00049072504,0.028203644,0.0007056819,0.00005649077,0.00009723922,0.017359076,0.00006806857,0.00025594866,0.0011836633,0.9364039,0.013484497],"study_design_scores_gemma":[0.0031382984,0.002867803,0.085842036,0.00004890208,0.0000627369,0.000039748702,0.0021548574,0.0003885875,0.00012432669,0.00008726108,0.90423584,0.0010096151],"about_ca_topic_score_codex":0.40808004,"about_ca_topic_score_gemma":0.7093859,"teacher_disagreement_score":0.30130583,"about_ca_system_score_codex":0.0057151243,"about_ca_system_score_gemma":0.003810173,"threshold_uncertainty_score":0.99944115},"labels":[],"label_agreement":null},{"id":"W2048244282","doi":"10.1503/cmaj.1041190","title":"New \"point man\" for federal health negotiations","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Prime minister; Negotiation; Point (geometry); Operations research; Prime (order theory); Computer science; Health care; Political science; Law; Politics; Engineering; Mathematics","score_opus":0.026752057111653196,"score_gpt":0.39843686306691045,"score_spread":0.37168480595525727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048244282","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010219474,0.0007375698,0.018663336,0.95113754,0.006408934,0.0014280302,0.00011587078,0.00011519826,0.011174038],"genre_scores_gemma":[0.21418504,0.0010330776,0.027964953,0.698932,0.026921045,0.00021076892,0.00023499191,0.00016412027,0.03035398],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956657,0.00037839368,0.0010810851,0.00020583713,0.001097527,0.00157144],"domain_scores_gemma":[0.9926929,0.0004484803,0.00063182844,0.00013754351,0.00057355873,0.0055157286],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029742257,0.00016039227,0.0003593528,0.0001871308,0.0031045647,0.000053669075,0.00028195398,0.0005880103,0.0066254614],"category_scores_gemma":[0.0028896823,0.00015521202,0.00013321407,0.00029762447,0.000017065537,0.00018516206,0.000019992758,0.0016772534,0.00076980656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010001912,0.000014891917,0.017963327,0.000036402183,0.000035438403,0.000018032722,0.0020585833,0.000037148653,2.3779015e-7,0.0096631935,0.95478404,0.015378693],"study_design_scores_gemma":[0.002780412,0.00012707105,0.012946881,0.0004806375,0.000008273043,0.000040787705,0.0028916986,0.000043957378,5.265397e-7,0.009733259,0.97079253,0.00015393856],"about_ca_topic_score_codex":0.063769,"about_ca_topic_score_gemma":0.45312047,"teacher_disagreement_score":0.3893515,"about_ca_system_score_codex":0.009956666,"about_ca_system_score_gemma":0.03936585,"threshold_uncertainty_score":0.99819326},"labels":[],"label_agreement":null},{"id":"W2049092542","doi":"10.1186/s12889-015-1658-9","title":"Rural definition of health: a systematic literature review","year":2015,"lang":"en","type":"review","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":113,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Public health; Rural health; Biostatistics; Health care; Rural area; Systematic review; MEDLINE; Family medicine; Health policy; Nursing; Gerontology; Pathology; Economic growth","score_opus":0.3155636419816805,"score_gpt":0.5246698559301696,"score_spread":0.20910621394848905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049092542","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.6962666e-7,0.9656603,0.00010483443,0.005042114,0.0019134776,0.022339007,0.0007746449,0.0003597035,0.0038058034],"genre_scores_gemma":[5.74443e-7,0.9802162,0.002096235,0.008888862,0.0005340424,0.0034009612,0.0037077726,0.00019021046,0.00096515485],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.95390695,0.02979635,0.010912089,0.0008673448,0.0015803425,0.0029368952],"domain_scores_gemma":[0.98002803,0.0021336605,0.011911131,0.0022309592,0.0015807308,0.0021155009],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.031254217,0.0011202882,0.013373843,0.0008123387,0.0009425843,0.000045893416,0.0011570426,0.0012440956,0.00025614366],"category_scores_gemma":[0.004261622,0.0008183598,0.00094726955,0.0037022172,0.000102533384,0.00034983794,0.00035777103,0.0028655422,0.0012709438],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000019831198,0.00007567482,0.000011133834,0.7842418,0.000042130418,0.0000019064805,0.0008032899,7.529538e-9,1.0345046e-10,0.006780585,0.10475943,0.10328207],"study_design_scores_gemma":[0.00018800769,0.0001373873,0.0000017716291,0.5019203,0.000092610695,0.00004226862,0.00044045373,5.7012664e-7,5.5622364e-11,0.00012699683,0.496822,0.0002276455],"about_ca_topic_score_codex":0.00055017404,"about_ca_topic_score_gemma":0.00028376107,"teacher_disagreement_score":0.39206254,"about_ca_system_score_codex":0.005383619,"about_ca_system_score_gemma":0.046599656,"threshold_uncertainty_score":0.99950665},"labels":[],"label_agreement":null},{"id":"W2049630690","doi":"10.1016/j.nepr.2012.03.006","title":"Changing the game; some thoughts on future healthcare demands, technology, nursing and interprofessional education","year":2012,"lang":"en","type":"editorial","venue":"Nurse Education in Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Healthcare service; Health care; Context (archaeology); Nursing; Service (business); Interprofessional education; Psychology; Medicine; Medical education; Business; Political science; Marketing; Geography","score_opus":0.015472427308938384,"score_gpt":0.48379218062826845,"score_spread":0.46831975331933007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049630690","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004309984,0.02204537,0.0000042196666,0.12650649,0.8400631,0.002463311,0.000037966132,0.00015690467,0.004412658],"genre_scores_gemma":[0.013441509,0.003435334,0.0008793645,0.005586453,0.9627109,0.0018418134,0.0005312147,0.00013157185,0.011441803],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935095,0.002366845,0.0011394699,0.00081043516,0.0009123747,0.001261426],"domain_scores_gemma":[0.9907227,0.0050558695,0.0017808034,0.0009790724,0.001135271,0.00032624288],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0025504075,0.00055854314,0.0005969224,0.0010634603,0.0016271806,0.000056739074,0.0005681931,0.0027681538,0.0000635939],"category_scores_gemma":[0.004027688,0.00044194568,0.0000593995,0.0010995286,0.00021234165,0.0010289851,0.00011069337,0.0072114673,0.00030328767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003874155,0.0007968951,0.0017768539,0.00059991697,0.000017796445,7.129694e-7,0.02038491,3.9777552e-7,5.0764066e-7,0.018452967,0.88749814,0.0700835],"study_design_scores_gemma":[0.0002649182,0.00007072246,0.00032747976,0.012080558,0.000092665956,0.000008687578,0.28283173,0.0000033291867,0.0000014321739,0.0038313696,0.70022297,0.00026415486],"about_ca_topic_score_codex":0.0004895239,"about_ca_topic_score_gemma":0.00028517446,"teacher_disagreement_score":0.26244682,"about_ca_system_score_codex":0.0025491405,"about_ca_system_score_gemma":0.018465403,"threshold_uncertainty_score":0.99980325},"labels":[],"label_agreement":null},{"id":"W2050369866","doi":"10.1503/cmaj.060329","title":"National and provincial retention of medical graduates of Memorial University of Newfoundland","year":2006,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Canadian Health Services Research Foundation","keywords":"Medicine; Confidence interval; Odds ratio; Logistic regression; Family medicine; Medical school; Demography; Gerontology; Medical education; Internal medicine; Sociology","score_opus":0.017630422662177448,"score_gpt":0.3217289426770682,"score_spread":0.30409852001489074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050369866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9731062,0.00017774542,0.00007974446,0.017341355,0.001140737,0.00020304137,0.000103168124,0.0000073439205,0.007840685],"genre_scores_gemma":[0.99727595,0.00015550059,0.00015320122,0.0002837643,0.0015051734,4.7160157e-7,0.000024181158,0.000005968959,0.0005957751],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960878,0.00046003822,0.0006885597,0.00009412167,0.002367109,0.00030236001],"domain_scores_gemma":[0.99699205,0.0004533636,0.00077083113,0.000044375476,0.0010994306,0.0006399758],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035556636,0.0000676286,0.00027641302,0.00014878994,0.0002983869,0.0000033898482,0.00017356587,0.0005499215,0.0033905932],"category_scores_gemma":[0.002484559,0.00006702911,0.000056592216,0.00020044122,0.00011583972,0.000084403764,0.000027481743,0.0006357279,0.000010229424],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093070994,0.00006369842,0.7832208,0.00021519438,0.0000644323,0.000037817823,0.0008223709,0.0000055075,0.000020701664,0.01539768,0.19561248,0.0044462443],"study_design_scores_gemma":[0.0058890195,0.00021790272,0.75542444,0.0014466743,0.00007308847,0.00004031565,0.0034334091,0.0011399852,0.000011045871,0.008346557,0.22377726,0.0002002912],"about_ca_topic_score_codex":0.12084785,"about_ca_topic_score_gemma":0.43565327,"teacher_disagreement_score":0.31480542,"about_ca_system_score_codex":0.0008213036,"about_ca_system_score_gemma":0.008701373,"threshold_uncertainty_score":0.99752045},"labels":[],"label_agreement":null},{"id":"W2050843123","doi":"10.1046/j.1365-2923.2002.135629.x","title":"Undergraduate training to expand regional health care: Med Experience Plus at Brock University","year":2002,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Citation; Library science; Health care; Medical education; Psychology; Sociology; Medicine; Computer science; Political science; Law","score_opus":0.07888760077866068,"score_gpt":0.43820519760086996,"score_spread":0.35931759682220926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050843123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66584986,0.0023570051,0.00056409393,0.30830154,0.0035023824,0.0015174014,0.0000090525145,0.00028354942,0.017615104],"genre_scores_gemma":[0.8788623,0.00063595513,0.0011665515,0.06489685,0.000662834,0.000078853365,0.0000772484,0.000024781933,0.05359463],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99731535,0.00047453758,0.0004118519,0.00037845006,0.0007247922,0.00069499743],"domain_scores_gemma":[0.9981233,0.00024666433,0.00017083362,0.0002795009,0.00015871329,0.0010210001],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016804876,0.00014183576,0.00025546274,0.0000986941,0.0011664914,0.0000047478065,0.00027775893,0.00019532137,0.0020759641],"category_scores_gemma":[0.0006498312,0.00014232029,0.00003757775,0.00042703818,0.00009026247,0.000100334946,0.00011126127,0.0004089406,0.0006791218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004746691,0.00006375826,0.0027124558,0.00010882207,0.0000037530597,0.0000019390275,0.12613381,0.0000046162613,0.0000031370587,0.0013149825,0.84290355,0.026701685],"study_design_scores_gemma":[0.00054325914,0.00007560537,0.002622994,0.0005936049,0.000003697451,0.0000046144946,0.12297941,0.00008620791,0.0000011929385,0.00006708112,0.8728939,0.00012839747],"about_ca_topic_score_codex":0.0020616269,"about_ca_topic_score_gemma":0.0035331685,"teacher_disagreement_score":0.24340469,"about_ca_system_score_codex":0.0028610996,"about_ca_system_score_gemma":0.002991167,"threshold_uncertainty_score":0.9988363},"labels":[],"label_agreement":null},{"id":"W2051330091","doi":"10.1097/acm.0000000000000113","title":"Comparing the Performance in Family Medicine Residencies of Graduates From Longitudinal Integrated Clerkships and Rotation-Based Clerkships","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Medicine; Clinical clerkship; Family medicine; Medical education; Confounding; Psychology; Internal medicine; Pedagogy; Curriculum","score_opus":0.18703036160195996,"score_gpt":0.42263030333555,"score_spread":0.23559994173359006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051330091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96437943,0.0057422975,0.00012843325,0.026877576,0.00042715395,0.0012299321,0.0000039760516,0.00006876428,0.0011424327],"genre_scores_gemma":[0.99399036,0.001980018,0.00011960884,0.0029462737,0.00043591385,0.00017758703,0.00006369811,0.000024290175,0.00026223648],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959921,0.00078683323,0.0015993125,0.00037705497,0.000604679,0.00064001686],"domain_scores_gemma":[0.99357647,0.004866901,0.0006137109,0.00037934165,0.00033734148,0.00022623457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024063506,0.00028123113,0.00078873703,0.00023522142,0.00039491267,0.0000028427146,0.00045586334,0.00034110722,0.00043557494],"category_scores_gemma":[0.0019835008,0.00016251003,0.000019195051,0.0007565523,0.0008970855,0.00020912058,0.000098255725,0.0022418592,0.00006416486],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090857,0.000004728097,0.97354686,0.0002710941,0.0000131123015,0.0000012955506,0.010701514,0.0000427928,0.00078897644,0.0009728445,0.012938757,0.0006271819],"study_design_scores_gemma":[0.0020784803,0.00018802745,0.92989534,0.009321805,0.000042973395,0.0000010461038,0.042762246,0.0111723645,0.00008264227,0.0034695878,0.00084951735,0.00013598103],"about_ca_topic_score_codex":0.035159014,"about_ca_topic_score_gemma":0.0014059044,"teacher_disagreement_score":0.043651517,"about_ca_system_score_codex":0.00016416721,"about_ca_system_score_gemma":0.00019952322,"threshold_uncertainty_score":0.9739887},"labels":[],"label_agreement":null},{"id":"W2051737471","doi":"10.1503/cmaj.050430","title":"Quebec medical students strike at their own pace","year":2005,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Université de Montréal; Canada Research Chairs","keywords":"Pace; Government (linguistics); Legislature; IMG; Medical school; Medical education; Political science; Medicine; Computer science; Geography; Law","score_opus":0.017668154813543013,"score_gpt":0.38666254110643367,"score_spread":0.36899438629289066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051737471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67990243,0.000772286,0.000028300865,0.29935515,0.0033098178,0.00044556588,0.000061407096,0.00008534759,0.016039688],"genre_scores_gemma":[0.7570498,0.0011089422,0.000119594406,0.16549374,0.013180541,0.000044855828,0.00004882428,0.00006157526,0.06289211],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98988503,0.0013945614,0.0012445952,0.00027130242,0.005444743,0.0017597382],"domain_scores_gemma":[0.9901086,0.0010714692,0.0005932003,0.00022157215,0.0006046144,0.0074005635],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007677502,0.00023234061,0.000448666,0.00018671498,0.0020389522,0.00006268891,0.0010394927,0.0015060448,0.088394575],"category_scores_gemma":[0.005892405,0.00018889632,0.00013042259,0.0003476213,0.00006787009,0.0001909581,0.00016082499,0.0036127504,0.0047849426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010978203,0.000031129217,0.30851737,0.000012376945,0.00005195261,0.0001366805,0.0015043683,0.0000016234125,3.2774943e-7,0.00026986384,0.6531409,0.036322415],"study_design_scores_gemma":[0.0014061055,0.00002890657,0.08270571,0.00043279346,0.000011842932,0.00006514525,0.00233211,0.00013134124,0.0000011601285,0.00005724586,0.91266406,0.00016356556],"about_ca_topic_score_codex":0.06652528,"about_ca_topic_score_gemma":0.9295162,"teacher_disagreement_score":0.8629909,"about_ca_system_score_codex":0.013547905,"about_ca_system_score_gemma":0.014335716,"threshold_uncertainty_score":0.9997902},"labels":[],"label_agreement":null},{"id":"W2051879118","doi":"10.1111/j.1748-0361.2009.00208.x","title":"Do International Medical Graduates (IMGs) “Fill the Gap” in Rural Primary Care in the United States? A National Study","year":2009,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Public Health Service","keywords":"Census; IMG; Workforce; Context (archaeology); Primary care; Family medicine; Medicine; Physician supply; Rural area; Quarter (Canadian coin); Immigration; Rurality; Geography; Demography; Population; Political science; Environmental health; Sociology","score_opus":0.05775073530171045,"score_gpt":0.464440052048847,"score_spread":0.40668931674713654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051879118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8289775,0.0021649362,0.0000055569603,0.16572608,0.0006879045,0.0013299057,0.000023485238,0.00001558746,0.0010689956],"genre_scores_gemma":[0.9584202,0.0032496438,0.000029517003,0.03748601,0.00062004424,0.000021097354,0.000077011435,0.000014522053,0.00008193612],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9895565,0.005137328,0.0018834255,0.00011052397,0.0025106396,0.0008016009],"domain_scores_gemma":[0.9953403,0.002397312,0.0010526633,0.00029583892,0.0006792203,0.0002346849],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0120961275,0.00023435132,0.00047057256,0.00037056708,0.00079899153,0.000028671351,0.0015583121,0.0001295698,0.00018089199],"category_scores_gemma":[0.00051650876,0.000106369596,0.0000769011,0.0010584125,0.00012584805,0.00021029777,0.00012508838,0.0027602476,0.00003072461],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0047888965,0.002024642,0.27678674,0.00039493258,0.000119999684,0.00014854716,0.56639,0.001832403,0.0000049367472,0.010148625,0.09720992,0.040150356],"study_design_scores_gemma":[0.004031535,0.0016280516,0.5078107,0.002311997,0.000016650081,0.00014443947,0.46734214,0.00034280343,4.614731e-7,0.0067718658,0.009440059,0.00015928345],"about_ca_topic_score_codex":0.005131678,"about_ca_topic_score_gemma":0.004497082,"teacher_disagreement_score":0.23102397,"about_ca_system_score_codex":0.0017065965,"about_ca_system_score_gemma":0.0020186915,"threshold_uncertainty_score":0.99954045},"labels":[],"label_agreement":null},{"id":"W2052052002","doi":"10.1002/chp.119","title":"International medical graduates: Learning for practice in Alberta, Canada","year":2007,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medical education; Medicine; Family medicine; Political science","score_opus":0.031766402452512686,"score_gpt":0.49243193960591536,"score_spread":0.4606655371534027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052052002","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3852867,0.0013684526,0.0011289903,0.5829891,0.016019633,0.0024636723,0.0000029812181,0.000015398013,0.0107251],"genre_scores_gemma":[0.97062767,0.00062969694,0.0021285785,0.021042652,0.0013640606,0.00008520353,0.00001601337,0.000024123936,0.0040819943],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99353164,0.0021932095,0.0023834293,0.00016794476,0.00094220386,0.0007815468],"domain_scores_gemma":[0.9802282,0.016070727,0.002216648,0.00018326886,0.00096231565,0.00033884414],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017275492,0.0001455307,0.0003948825,0.00034020288,0.0005211135,0.000011150254,0.0005902798,0.00020017593,0.00010384641],"category_scores_gemma":[0.021472817,0.00010466398,0.000056397075,0.00049269624,0.000037328762,0.00027660545,0.00005288159,0.0025448818,0.0000058423902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001088252,0.0010276047,0.2858854,0.0006976669,0.000033050022,0.00003145632,0.18768404,0.00008520236,0.0000046776304,0.012387192,0.2942406,0.21683486],"study_design_scores_gemma":[0.0012222372,0.000121393605,0.034375064,0.006366934,0.0000079329375,0.00003927365,0.24355473,0.00008774093,9.875791e-7,0.0007716272,0.71335644,0.00009562542],"about_ca_topic_score_codex":0.3042423,"about_ca_topic_score_gemma":0.7151665,"teacher_disagreement_score":0.585341,"about_ca_system_score_codex":0.0015862053,"about_ca_system_score_gemma":0.017565921,"threshold_uncertainty_score":0.9997563},"labels":[],"label_agreement":null},{"id":"W2052441576","doi":"10.1111/j.1466-7657.2008.00705.x","title":"Facilitators and barriers to adjustment of international nurses: an integrative review","year":2009,"lang":"en","type":"review","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":114,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Staffing; Psychosocial; Psychology; Health care; Assertiveness; Scarcity; Relevance (law); Medicine; Political science; Social psychology","score_opus":0.06201823553571435,"score_gpt":0.5359968408740923,"score_spread":0.47397860533837793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052441576","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000013764424,0.96924776,0.000027876338,0.0044566863,0.005455298,0.0060131974,0.0006230641,0.00008594536,0.01408882],"genre_scores_gemma":[0.0000015770748,0.9855637,0.0010833734,0.009437085,0.0005033577,0.00069846545,0.0005804361,0.00006464683,0.002067345],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.992838,0.0014437619,0.0031299298,0.0009400659,0.0010396504,0.00060856587],"domain_scores_gemma":[0.9951053,0.000542224,0.0017352158,0.0007303558,0.00095883483,0.0009280586],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014213638,0.0007943165,0.003526891,0.00040803757,0.00022500864,0.000016559503,0.0013168893,0.0003657943,0.002978939],"category_scores_gemma":[0.003364025,0.0006112758,0.00054873,0.0006117947,0.00017676745,0.00029749697,0.00014831961,0.0010882452,0.00029524797],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011210582,0.000050842842,0.00001559045,0.083699845,0.00013424411,0.0000038444555,0.00045158647,1.1923048e-7,2.854478e-8,0.0017620429,0.08544974,0.82842094],"study_design_scores_gemma":[0.000071219096,0.000097396594,0.000007740162,0.48481748,0.00043629465,0.000016334723,0.000176735,0.0000012720005,2.5922661e-8,0.0000914529,0.5140606,0.00022343165],"about_ca_topic_score_codex":0.00007674581,"about_ca_topic_score_gemma":0.000027654376,"teacher_disagreement_score":0.8281975,"about_ca_system_score_codex":0.0018960271,"about_ca_system_score_gemma":0.0011424207,"threshold_uncertainty_score":0.99963385},"labels":[],"label_agreement":null},{"id":"W2052543647","doi":"10.3928/00220124-20091119-05","title":"Perceptions of Select Registered Nurses of the Continuing Competence Program of the Saskatchewan Registered Nurses' Association","year":2009,"lang":"en","type":"article","venue":"The Journal of Continuing Education in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; University of Regina","funders":"","keywords":"Competence (human resources); Continuing education; Association (psychology); Nursing; Perception; Medicine; Psychology; Family medicine; Medical education; Registered nurse; Social psychology","score_opus":0.025328787743336006,"score_gpt":0.4317398401943333,"score_spread":0.4064110524509973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052543647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98608196,0.0007399197,0.00004166143,0.0062355255,0.0031065089,0.0013630464,0.0000055613878,0.000016808193,0.0024090186],"genre_scores_gemma":[0.9953801,0.0000738137,0.0010647331,0.0001543084,0.00026175144,0.000009464812,0.0000014722215,0.000017606573,0.0030367638],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9946288,0.0020718027,0.0020245952,0.00013905931,0.0006962233,0.00043955512],"domain_scores_gemma":[0.99056053,0.0009889025,0.006229037,0.0006221908,0.001528548,0.00007077434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028153218,0.00018035962,0.00059754885,0.00016094453,0.0002742817,0.000015157569,0.0007949094,0.00018501046,0.00002377456],"category_scores_gemma":[0.0015536492,0.000110360554,0.00021672682,0.0008699974,0.00027720866,0.00019953298,0.000029105066,0.0009268458,9.4437536e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045023946,0.0012528006,0.31664366,0.00035083442,0.000045338693,1.9838048e-7,0.40065038,0.00021753366,0.01697926,0.00073992106,0.007661779,0.25500807],"study_design_scores_gemma":[0.0009889496,0.0003198018,0.74210477,0.036671393,0.00022732941,0.000021618724,0.2141156,0.0000978995,0.0016971019,0.0022712643,0.0013429214,0.00014133373],"about_ca_topic_score_codex":0.00031067742,"about_ca_topic_score_gemma":0.00031526678,"teacher_disagreement_score":0.42546114,"about_ca_system_score_codex":0.00079338567,"about_ca_system_score_gemma":0.0009898448,"threshold_uncertainty_score":0.4500373},"labels":[],"label_agreement":null},{"id":"W2052804003","doi":"10.1177/1527154406292555","title":"In-Country Challenges to Addressing the Effects of Emerging Global Nurse Migration on Health Care Delivery","year":2006,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Healthcare delivery; Health care; Medicine; Political science","score_opus":0.04895063744363436,"score_gpt":0.4956599635896946,"score_spread":0.44670932614606024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052804003","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26812002,0.027279802,0.000114715884,0.5543959,0.004169217,0.0036984198,0.00014056421,0.00023256395,0.14184882],"genre_scores_gemma":[0.9699944,0.0008380707,0.0009459956,0.025712581,0.0021313087,0.000085889085,0.000025450718,0.000051849293,0.00021445772],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99452895,0.0018975959,0.0009580674,0.00042756222,0.000634049,0.0015537918],"domain_scores_gemma":[0.9944664,0.003443812,0.00074055826,0.0006247569,0.0004271452,0.00029728637],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007985672,0.00031647756,0.000464833,0.00027488585,0.0010569256,0.00003200419,0.000307888,0.00024188551,0.000006788335],"category_scores_gemma":[0.0029307646,0.00028236082,0.000064843865,0.00080907304,0.00013200336,0.00043181327,0.000048855603,0.0007564256,0.000073844894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044398222,0.00071329146,0.0015421651,0.0034823343,0.000031333304,0.000025821699,0.12376003,0.0006000633,0.000064924505,0.79098046,0.0529729,0.0253827],"study_design_scores_gemma":[0.00314,0.0016011444,0.052121267,0.030973274,0.00022477319,0.000053797372,0.22907424,0.00022814481,0.0003369659,0.02344694,0.65782744,0.0009720329],"about_ca_topic_score_codex":0.09408538,"about_ca_topic_score_gemma":0.0061734724,"teacher_disagreement_score":0.76753354,"about_ca_system_score_codex":0.004200234,"about_ca_system_score_gemma":0.0014796609,"threshold_uncertainty_score":0.99996287},"labels":[],"label_agreement":null},{"id":"W2053062306","doi":"10.1176/appi.ap.11040074","title":"(Dis)Orientation of International Medical Graduates: An Approach to Foster Teaching, Learning, and Collaboration (TLC)","year":2013,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"IMG; Medical education; Psychology; Medicine; Computer science","score_opus":0.02872807974883586,"score_gpt":0.4405284494399788,"score_spread":0.411800369691143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053062306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9521196,0.00044116017,0.0009744725,0.021475904,0.002493853,0.0011854976,0.000010218438,0.00012026806,0.021179015],"genre_scores_gemma":[0.98116106,0.00026887207,0.008073427,0.007485125,0.0010050581,0.00026335567,0.00015700948,0.00003137159,0.001554724],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99721676,0.0006026045,0.000795156,0.00037942504,0.0006140717,0.0003920047],"domain_scores_gemma":[0.99868137,0.00014762145,0.00035363584,0.00016922083,0.0002193611,0.00042880088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010707551,0.0001600106,0.00023166722,0.00015278526,0.00036814297,0.000011760303,0.00030587823,0.00051102927,0.0004225983],"category_scores_gemma":[0.0005544437,0.00014494343,0.000024013983,0.00023128306,0.00006226959,0.00046378988,0.00013306637,0.0015769704,0.00016429456],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057385314,0.00009881116,0.86898464,0.00017378083,0.000019194747,9.5747176e-8,0.013022121,0.0000122868205,0.000107236476,0.014328023,0.09736942,0.005827035],"study_design_scores_gemma":[0.0051959325,0.0009539124,0.40791377,0.0026356985,0.00008503125,0.00001913373,0.18340677,0.013074296,0.00003940432,0.021232579,0.36443204,0.0010114444],"about_ca_topic_score_codex":0.00032559203,"about_ca_topic_score_gemma":0.00006292909,"teacher_disagreement_score":0.46107084,"about_ca_system_score_codex":0.000094682495,"about_ca_system_score_gemma":0.00029471543,"threshold_uncertainty_score":0.6851239},"labels":[],"label_agreement":null},{"id":"W2053313925","doi":"10.1017/s1041610202008062","title":"Development and Validation of an Indicator of Support forCommunity Residing Older Canadians","year":2001,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Gerontology; Psychology; Medicine","score_opus":0.05112254752289462,"score_gpt":0.4333362336937074,"score_spread":0.38221368617081275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053313925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851075,0.00004127347,0.00023209103,0.00074795383,0.0007763814,0.0003221723,0.000052245225,0.000023319595,0.012697063],"genre_scores_gemma":[0.9920296,0.00011805014,0.0065311487,0.00029000212,0.00012637924,0.000023735129,0.00014659385,0.000015029339,0.0007194351],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983505,0.00014720818,0.0007467977,0.00017013884,0.00034190397,0.00024346776],"domain_scores_gemma":[0.99867445,0.00017515133,0.0004923595,0.0002204747,0.0002715616,0.00016598258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008231717,0.000098988836,0.00018187163,0.00021471623,0.00019724653,0.000005135702,0.00028026087,0.00013937168,0.00061866816],"category_scores_gemma":[0.00011601679,0.00010257747,0.00002264654,0.00023520958,0.00003716732,0.0001636633,0.000064589854,0.00021003663,0.000016218542],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028557755,0.00029131086,0.9426778,0.0003150705,0.00008493755,0.000008330667,0.020573093,0.000026949878,0.00056248513,0.007499367,0.008464377,0.019210694],"study_design_scores_gemma":[0.002934791,0.00022720375,0.55868465,0.0005641346,0.000042541116,0.000019379575,0.014321064,0.00014816454,0.0029205603,0.001953332,0.41774404,0.0004401468],"about_ca_topic_score_codex":0.0033271706,"about_ca_topic_score_gemma":0.0023989577,"teacher_disagreement_score":0.40927967,"about_ca_system_score_codex":0.00019355184,"about_ca_system_score_gemma":0.00036263725,"threshold_uncertainty_score":0.6773982},"labels":[],"label_agreement":null},{"id":"W2053503008","doi":"10.1016/j.jacr.2013.12.023","title":"Restriction of ACGME Fellowships to Candidates Completing US and Canadian Accredited Residencies: Level of Support and Expected Consequences","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; MEDLINE; Graduate medical education; Medicine; Medical education; Family medicine; Political science","score_opus":0.07286880407382143,"score_gpt":0.3772506490073969,"score_spread":0.30438184493357545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053503008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919306,0.00022327647,0.000022348037,0.006484184,0.0003631536,0.00031567554,0.0002572458,0.000003896831,0.00039964486],"genre_scores_gemma":[0.996745,0.00031146646,0.0019614736,0.0007154578,0.00011981692,0.0000036709457,0.000001738718,0.000009952141,0.00013141481],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969054,0.0012681225,0.0011042493,0.00013608951,0.00020761423,0.00037851304],"domain_scores_gemma":[0.99495673,0.001778969,0.0022218763,0.00021237707,0.0005246525,0.0003054006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013230083,0.00012425921,0.0008709345,0.00035988205,0.00026668276,0.0000017305948,0.00030413212,0.00009437632,0.000030699604],"category_scores_gemma":[0.0022986373,0.00008925197,0.000052987678,0.0005923801,0.0009427629,0.00005211394,0.00008111469,0.000336223,5.9590036e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008351033,0.000019069987,0.92477095,0.00019398521,0.000102055,0.000017079128,0.0025791277,0.000064355976,0.01197381,0.001199696,0.058009308,0.00023548446],"study_design_scores_gemma":[0.0011578519,0.0028627547,0.95429766,0.0009374518,0.00009997511,0.0005205628,0.026701782,0.000107741835,0.0009349987,0.00077105523,0.011438582,0.00016955523],"about_ca_topic_score_codex":0.117179245,"about_ca_topic_score_gemma":0.07130054,"teacher_disagreement_score":0.046570726,"about_ca_system_score_codex":0.00017879515,"about_ca_system_score_gemma":0.0012245694,"threshold_uncertainty_score":0.9456458},"labels":[],"label_agreement":null},{"id":"W2053969731","doi":"10.1046/j.1440-1584.2003.00538.x","title":"Rural and remote medicine: comes of age","year":2003,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Discipline; Specialty; Nature versus nurture; Medicine; Field (mathematics); Work (physics); Medical education; Sociology; Public relations; Family medicine; Political science; Social science; Engineering; Mechanical engineering","score_opus":0.04731190991465176,"score_gpt":0.45961181024888526,"score_spread":0.41229990033423347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053969731","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013612108,0.012826195,0.000014757129,0.015156614,0.95541936,0.0012927223,0.00024956375,0.000042208707,0.0013864769],"genre_scores_gemma":[0.010541445,0.05359613,0.0026294966,0.0019075971,0.89525056,0.000006351484,0.0002685264,0.00020640511,0.035593465],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9894419,0.0022433917,0.0046217646,0.00025661185,0.0018298522,0.0016064891],"domain_scores_gemma":[0.9873319,0.002270305,0.0068421257,0.00055610907,0.0015292292,0.0014703076],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0046881977,0.0006687086,0.0030866964,0.00050810457,0.0006015942,0.000012679988,0.00069133413,0.0015134985,0.00067345495],"category_scores_gemma":[0.001987563,0.00051130354,0.00025898303,0.00048926997,0.00054664776,0.00022721334,0.000100771445,0.005307943,0.000033916673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029030128,0.00002765085,0.00090733985,0.0040828823,0.00008588928,0.000059885413,0.0026558214,0.0000011739594,0.0000036832878,0.00012612228,0.9854132,0.0063460567],"study_design_scores_gemma":[0.0027684094,0.0024650088,0.0010048102,0.029472781,0.00012002536,0.000055193672,0.01575482,5.9522995e-7,0.0000021686928,0.0012130834,0.9468146,0.00032848833],"about_ca_topic_score_codex":0.0061367946,"about_ca_topic_score_gemma":0.00046345047,"teacher_disagreement_score":0.060168773,"about_ca_system_score_codex":0.0009561277,"about_ca_system_score_gemma":0.0035721709,"threshold_uncertainty_score":0.99978274},"labels":[],"label_agreement":null},{"id":"W2054324061","doi":"10.3138/cpp.39.2.335","title":"The Employment and Recruitment of Immigrant Care Workers in Canada","year":2013,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Immigration; Demographic economics; Social work; Business; Labour economics; Political science; Economic growth; Economics","score_opus":0.05579221040726697,"score_gpt":0.3764442967184419,"score_spread":0.3206520863111749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054324061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90113986,0.002605563,1.5473681e-7,0.07886476,0.0003489367,0.0022319853,0.00008497704,0.000011717052,0.014712049],"genre_scores_gemma":[0.99253017,0.00022831533,0.000019507477,0.0049024615,0.00009709913,0.00065402954,0.000013703655,0.000016833208,0.0015378813],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99755466,0.00025439833,0.0005021684,0.00018453832,0.00019557287,0.001308642],"domain_scores_gemma":[0.9979049,0.00024422284,0.00013037256,0.00037212909,0.00017378347,0.0011745926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002407375,0.00013578407,0.00021380305,0.00021936961,0.00061148487,0.000018209928,0.0002697242,0.00009435449,0.00017335908],"category_scores_gemma":[0.0002284773,0.00010235608,0.000019368914,0.00050875207,0.000077751385,0.00007810027,0.000059901744,0.00030341512,0.000031520678],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000004145231,0.0000032147286,0.83307034,0.00008963683,0.0000136536855,0.000005226784,0.004032167,0.000001762581,9.1899403e-7,0.013927901,0.07316032,0.075690724],"study_design_scores_gemma":[0.000282455,0.000017286387,0.40737146,0.0001533739,0.0000019269742,7.484814e-7,0.048794903,0.000013445759,0.0000011339697,0.00022206898,0.5430476,0.00009358614],"about_ca_topic_score_codex":0.99998564,"about_ca_topic_score_gemma":0.99999464,"teacher_disagreement_score":0.4698873,"about_ca_system_score_codex":0.007900402,"about_ca_system_score_gemma":0.04832212,"threshold_uncertainty_score":0.9959081},"labels":[],"label_agreement":null},{"id":"W2054347460","doi":"10.1111/j.1440-1584.2007.00845.x","title":"Use of clinical placements as a means of recruiting health care students to underserviced areas in Southeastern Ontario: Part 1 – Student perspectives","year":2007,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"Canadian Medical Association","keywords":"Incentive; Accommodation; Medical education; Nursing; Health care; Medicine; Incentive program; Psychology; Family medicine; Political science","score_opus":0.23905675591736408,"score_gpt":0.563239046071915,"score_spread":0.3241822901545509,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054347460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98980975,0.00042085437,0.000033463362,0.005931846,0.001323102,0.0022079798,0.00005309886,0.00001724748,0.00020263177],"genre_scores_gemma":[0.99381006,0.00020919224,0.0016655573,0.002717233,0.0002969832,0.000009651819,0.000011968672,0.00004282634,0.0012365087],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98773384,0.0021030277,0.0065605263,0.0003516488,0.0016553481,0.0015956121],"domain_scores_gemma":[0.99124026,0.0008010573,0.004928249,0.00047140353,0.0010432323,0.0015157962],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008316008,0.00036922644,0.0018895109,0.0005076779,0.00033110863,0.000017163655,0.0007079593,0.00026412494,0.0002732952],"category_scores_gemma":[0.0003355628,0.0003324308,0.0002847903,0.00061961514,0.00010226756,0.00030133457,0.0002098155,0.0017662416,0.00003267043],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017432063,0.00048434548,0.7731249,0.0006620799,0.00009129217,0.00002331005,0.22037165,0.00008096778,0.0000018464461,0.00011337877,0.001232886,0.0020701615],"study_design_scores_gemma":[0.002278591,0.0027672276,0.5073755,0.0070535704,0.000018104096,0.00000970518,0.47758645,4.5642508e-7,0.0000038692688,0.000025525145,0.0027525972,0.00012841176],"about_ca_topic_score_codex":0.12556806,"about_ca_topic_score_gemma":0.38276383,"teacher_disagreement_score":0.26574937,"about_ca_system_score_codex":0.0026695086,"about_ca_system_score_gemma":0.004149928,"threshold_uncertainty_score":0.9999128},"labels":[],"label_agreement":null},{"id":"W2055587411","doi":"10.5402/2012/357280","title":"A Descriptive, Cross-Sectional Study of Ugandan Students in Health Care Education regarding Postgraduate Migration and Future Practice","year":2012,"lang":"en","type":"article","venue":"ISRN Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Universiteit Stellenbosch; Children's Hospital Foundation","keywords":"Graduation (instrument); Government (linguistics); Health care; Cross-sectional study; Medical education; Psychology; Medicine; Economic growth; Economics","score_opus":0.043596069541857116,"score_gpt":0.5000942428658989,"score_spread":0.45649817332404174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055587411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986198,0.0034759017,0.000005253817,0.002207082,0.0044744886,0.0025311422,0.000008461626,0.00003753648,0.0010621435],"genre_scores_gemma":[0.9955162,0.00037530874,0.00088773656,0.0008729992,0.001305136,0.0003767062,0.00011749299,0.000024489855,0.00052394124],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966505,0.0011223773,0.0009391711,0.00031350012,0.00048642707,0.0004880362],"domain_scores_gemma":[0.9976579,0.0002045349,0.00078495825,0.00027224305,0.00086145627,0.00021890315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015856947,0.00017129343,0.00025371092,0.00027410654,0.0006116129,0.000032350727,0.00012995374,0.00016209664,0.000024507526],"category_scores_gemma":[0.000349588,0.00017259593,0.000023721854,0.00048030456,0.000029175208,0.0009457678,0.00006105375,0.0004638651,0.00002012812],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014134873,0.0015523202,0.8648533,0.000352876,0.000010710318,5.198035e-8,0.12639019,0.00000225891,0.000010805255,0.0005940193,0.000805602,0.0052864607],"study_design_scores_gemma":[0.00050356553,0.000166924,0.6612912,0.00021550729,0.000010404047,0.00000309226,0.3209092,0.0000014816648,0.0000030109688,0.000036335372,0.016779037,0.00008024237],"about_ca_topic_score_codex":0.02039773,"about_ca_topic_score_gemma":0.009855557,"teacher_disagreement_score":0.20356217,"about_ca_system_score_codex":0.0014491407,"about_ca_system_score_gemma":0.0018908535,"threshold_uncertainty_score":0.9861255},"labels":[],"label_agreement":null},{"id":"W2056058818","doi":"10.1136/bmj.322.7302.1611","title":"Is it time for evidence based medical registration?","year":2001,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Information retrieval","score_opus":0.19397293475231123,"score_gpt":0.5469126590014867,"score_spread":0.3529397242491754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056058818","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017158063,0.000555053,0.0044613355,0.89418745,0.000931728,0.0037276887,0.000028630348,0.00022941272,0.07872067],"genre_scores_gemma":[0.30580184,0.00048097497,0.018683348,0.28465796,0.00523206,0.0023175722,0.00009954463,0.00008292115,0.3826438],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977582,0.00027066088,0.00064139,0.00025495744,0.0005404426,0.0005343322],"domain_scores_gemma":[0.99686986,0.0019542074,0.00021351043,0.00041304174,0.00023763033,0.00031175753],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002059237,0.000108040775,0.00020033872,0.000035897658,0.0004771414,0.000006711075,0.00024380785,0.00028230905,0.017201973],"category_scores_gemma":[0.0034818207,0.00009504856,0.00005991074,0.00018815605,0.000046814035,0.0001251468,0.000036020985,0.00026246073,0.0038147937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001300197,0.000022645023,0.009946458,0.0001617087,0.0000036759543,0.00000993774,0.00026811083,0.0000028085854,0.000008134362,0.0009792136,0.9871863,0.0012809982],"study_design_scores_gemma":[0.0007100112,0.0001196085,0.0032563324,0.0026963067,0.000012104423,0.00000437501,0.0003379918,0.008993712,0.000012952389,0.0008022981,0.98292166,0.00013267221],"about_ca_topic_score_codex":0.00027743864,"about_ca_topic_score_gemma":0.00025796948,"teacher_disagreement_score":0.60952944,"about_ca_system_score_codex":0.00013876658,"about_ca_system_score_gemma":0.0014008982,"threshold_uncertainty_score":0.9969609},"labels":[],"label_agreement":null},{"id":"W2056261492","doi":"10.1111/j.1754-7121.2006.tb01996.x","title":"Whatever happened to regionalization? The curious case of Nova Scotia","year":2006,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Nova scotia; Contradiction; Context (archaeology); Decentralization; Health care; Appeal; Jurisdiction; Accountability; Political science; Politics; Public administration; Humanities; Geography; Sociology; Law; Art; Ethnology","score_opus":0.046158783752345806,"score_gpt":0.3924232156617336,"score_spread":0.3462644319093878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056261492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76331216,0.00018568696,0.0006913439,0.20388196,0.001023586,0.0021362281,0.00017048103,0.0000778759,0.028520672],"genre_scores_gemma":[0.98960364,0.000002520827,0.000261759,0.0056383414,0.00031756295,0.000044521526,0.0002689346,0.000021733422,0.0038409608],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99803245,0.00024982897,0.000634159,0.00024665712,0.00020814386,0.00062873383],"domain_scores_gemma":[0.9980854,0.00015934698,0.000240439,0.0004312185,0.0005280915,0.00055553287],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050276687,0.00014085088,0.00016991362,0.0001987609,0.0007682944,0.000040730458,0.00021439292,0.00019075113,0.0013553428],"category_scores_gemma":[0.00024218945,0.00012067269,0.000037129685,0.0007329727,0.00007946869,0.00023559836,0.000023073098,0.00020349862,0.00040122023],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002465718,0.000037307123,0.046243012,0.00009519228,0.00001151556,0.00020705492,0.0005496236,0.000017185572,0.000010698488,0.5665828,0.38543296,0.00078797655],"study_design_scores_gemma":[0.0004271076,0.00012820843,0.016961053,0.00015611933,0.000018686229,0.00021701059,0.0027084749,0.00014906426,0.00003220162,0.0024575484,0.9765103,0.00023422792],"about_ca_topic_score_codex":0.2180717,"about_ca_topic_score_gemma":0.98046523,"teacher_disagreement_score":0.76239353,"about_ca_system_score_codex":0.0005103545,"about_ca_system_score_gemma":0.0046290993,"threshold_uncertainty_score":0.99955755},"labels":[],"label_agreement":null},{"id":"W2056917887","doi":"10.12927/cjnl.2012.22814","title":"Research to Action: An Evaluation","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Staffing; Nursing; Overtime; Job satisfaction; Empowerment; Psychology; Business; Work (physics); Public relations; Action research; Political science; Medicine; Engineering; Pedagogy","score_opus":0.8754571204727014,"score_gpt":0.6610896149401839,"score_spread":0.2143675055325175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056917887","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.803741,0.0013251948,0.00021780521,0.046442598,0.006105944,0.0026354035,0.0000029273804,0.000353427,0.1391757],"genre_scores_gemma":[0.988213,0.0000034757454,0.0011246123,0.0024761362,0.003380731,0.00021126855,0.000022203256,0.000035736277,0.00453283],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99295974,0.0035211137,0.00032843952,0.00028019838,0.0011156456,0.0017948393],"domain_scores_gemma":[0.99754685,0.00051481015,0.000068775305,0.0004898526,0.00061618706,0.0007635196],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009004265,0.00012171036,0.00015839368,0.00025727868,0.0014790522,0.000016140937,0.00020867115,0.000294395,0.0018449131],"category_scores_gemma":[0.0006177259,0.00012207279,0.000025584524,0.0007951424,0.00009733615,0.00046671758,0.000020210997,0.0010689463,0.0050384994],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051078806,0.0005896376,0.051610067,0.00042963965,0.000012761617,0.0000010090247,0.220914,0.00007840006,0.0008465665,0.0141122285,0.3192589,0.39163598],"study_design_scores_gemma":[0.000873679,0.00043099196,0.17147659,0.0030466216,0.00003957248,0.0000050840536,0.652046,0.00044323155,0.00031159725,0.0025938016,0.16836904,0.00036379416],"about_ca_topic_score_codex":0.00020726651,"about_ca_topic_score_gemma":0.00013396774,"teacher_disagreement_score":0.431132,"about_ca_system_score_codex":0.0018757713,"about_ca_system_score_gemma":0.0003344485,"threshold_uncertainty_score":0.9998209},"labels":[],"label_agreement":null},{"id":"W2056959926","doi":"10.2147/rmhp.s60708","title":"&amp;ldquo;Brain drain&amp;rdquo; and &amp;ldquo;brain waste&amp;rdquo;: experiences of international medical graduates in Ontario","year":2014,"lang":"en","type":"article","venue":"Risk Management and Healthcare Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Canadian Institutes of Health Research","funders":"","keywords":"Brain drain; Thematic analysis; Socioeconomic status; Developing country; Medicine; Position (finance); Descriptive statistics; Business; Medical education; Qualitative research; Demographic economics; Economic growth; Environmental health; Population; Sociology; Economics; Social science; Finance","score_opus":0.05590638178235964,"score_gpt":0.4305083511250896,"score_spread":0.37460196934273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056959926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9000302,0.001569115,0.00033945843,0.080724575,0.0012635133,0.0019223198,0.00005692902,0.00016029077,0.013933629],"genre_scores_gemma":[0.9366389,0.006327755,0.005141696,0.01410807,0.0012731741,0.0006653438,0.00039755323,0.00009641006,0.035351112],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920868,0.0016969097,0.002017001,0.0010924764,0.0013615448,0.0017452115],"domain_scores_gemma":[0.99538755,0.0015336095,0.0008745221,0.00086206355,0.0002608021,0.001081454],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003613761,0.00062341563,0.0010793712,0.0010504128,0.00096550875,0.000069547816,0.0007620544,0.00059076695,0.0010038614],"category_scores_gemma":[0.0017232304,0.00057607394,0.00013255038,0.00076104625,0.0005331975,0.0003412629,0.00096334075,0.0015517115,0.00018134233],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000377474,0.00026744555,0.6206836,0.002288848,0.00013199262,0.00000920095,0.17726722,0.000012525254,0.000004932934,0.094836555,0.070574485,0.03354568],"study_design_scores_gemma":[0.002486959,0.00017378994,0.07350135,0.0017994699,0.000032020384,0.000007346287,0.022381797,0.00009931347,0.0000013817046,0.015739385,0.8832279,0.0005492867],"about_ca_topic_score_codex":0.33272773,"about_ca_topic_score_gemma":0.75473154,"teacher_disagreement_score":0.8126534,"about_ca_system_score_codex":0.0008126758,"about_ca_system_score_gemma":0.0006800524,"threshold_uncertainty_score":0.99990934},"labels":[],"label_agreement":null},{"id":"W205721643","doi":"","title":"Recruitment and retention of general practitioners in rural Canada and Australia: a review of the literature.","year":2013,"lang":"en","type":"review","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":139,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Rural area; Medicine; Relevance (law); Family medicine; MEDLINE; Nursing; Psychology; Political science","score_opus":0.18774462696307329,"score_gpt":0.44559711653134026,"score_spread":0.257852489568267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W205721643","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019292228,0.9850772,2.7810387e-8,0.000601848,0.0005567019,0.011358786,0.00012393291,0.0000046340538,0.00034767072],"genre_scores_gemma":[0.00011653833,0.98757434,0.00004239273,0.00027176298,0.00007096455,0.008261387,0.00009528653,0.000014975766,0.0035523772],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99656695,0.0013042622,0.0012292316,0.0002095677,0.00026812401,0.00042188202],"domain_scores_gemma":[0.9979027,0.00021958828,0.0012807942,0.00031481456,0.00014381639,0.00013830817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009976019,0.00022017721,0.0011816003,0.00006847655,0.00008507722,0.0000048836396,0.00013822243,0.000268647,0.000043802997],"category_scores_gemma":[0.00029799138,0.00013434749,0.00008639087,0.00042105545,0.000057158275,0.00008073172,0.00012176375,0.00063787814,9.183407e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004530892,0.000013059057,0.0009437494,0.44005778,0.000038251543,0.000001914677,0.0001107865,2.375746e-8,3.3389494e-8,0.0002552301,0.02922199,0.52935266],"study_design_scores_gemma":[0.00012559214,0.0000063329567,0.007076575,0.24455832,0.00014811673,0.000006779007,0.00005509169,9.4474906e-8,9.915434e-8,0.000027813645,0.74790645,0.00008871108],"about_ca_topic_score_codex":0.24514244,"about_ca_topic_score_gemma":0.17732944,"teacher_disagreement_score":0.7186845,"about_ca_system_score_codex":0.0004993879,"about_ca_system_score_gemma":0.00056099106,"threshold_uncertainty_score":0.8376822},"labels":[],"label_agreement":null},{"id":"W2057308674","doi":"10.1016/j.midw.2011.03.010","title":"Midwives on the move: Comparing the requirements for practice and integration contexts for internationally educated midwives in Canada with the U.S., U.K. and Australia","year":2011,"lang":"en","type":"article","venue":"Midwifery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research; University of British Columbia","keywords":"Context (archaeology); Focus group; Public relations; Bridging (networking); Nursing; Medicine; Sociology; Political science; Business; Marketing; Computer science; Geography","score_opus":0.16316848677797316,"score_gpt":0.4363384189896716,"score_spread":0.2731699322116984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057308674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9721075,0.00031946274,0.00013092894,0.02224545,0.0005032849,0.0030997533,0.000032325337,0.000013454491,0.0015478297],"genre_scores_gemma":[0.9913417,0.00004746015,0.00038630544,0.0055807573,0.00009123693,0.00084941153,0.000018161445,0.000016272834,0.0016686938],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99841505,0.00040784464,0.0003661859,0.00023731533,0.00019590401,0.00037770197],"domain_scores_gemma":[0.995513,0.00366722,0.00029711417,0.00021948242,0.0002377559,0.00006540543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010102779,0.00016509749,0.00018449005,0.000035209465,0.0008020344,0.000025893878,0.00023426983,0.00005136317,0.000028237237],"category_scores_gemma":[0.0006225377,0.000077938006,0.000015809466,0.00010647228,0.00013217898,0.0001821681,0.000057336525,0.00036207808,0.0000024387618],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015334713,0.0005427336,0.51131916,0.00095208146,0.000546946,0.000011068147,0.10254777,0.00006511535,0.00054625096,0.22855604,0.13065307,0.008925059],"study_design_scores_gemma":[0.0023513688,0.0005264166,0.8524688,0.0015930267,0.000089022455,0.000006903261,0.09501354,0.0010260626,0.00022269845,0.0027831725,0.043634064,0.00028493488],"about_ca_topic_score_codex":0.38201457,"about_ca_topic_score_gemma":0.8668095,"teacher_disagreement_score":0.4847949,"about_ca_system_score_codex":0.00029180333,"about_ca_system_score_gemma":0.0004883613,"threshold_uncertainty_score":0.62210065},"labels":[],"label_agreement":null},{"id":"W2057553825","doi":"10.12927/hcpol.2008.19810","title":"To Boldly Go: A Partnership Enterprise to Produce Applied Health and Nursing Services Researchers in Canada","year":2008,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Foundation for Healthcare Improvement","funders":"Canadian Institutes of Health Research; Canadian Health Services Research Foundation","keywords":"General partnership; Linkage (software); Nursing; Sociology; Medical education; Political science; Medicine","score_opus":0.153076202206593,"score_gpt":0.4980414120830733,"score_spread":0.34496520987648027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057553825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7081346,0.0015722142,0.0000032682096,0.28144383,0.00022085698,0.0039551253,0.00004679163,0.000105038285,0.004518315],"genre_scores_gemma":[0.8860005,0.00049374416,0.0006812371,0.110536,0.0005753231,0.0005869013,0.000025943194,0.000067242494,0.0010331114],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99295497,0.0011529985,0.0011529643,0.00090277113,0.0007778297,0.00305847],"domain_scores_gemma":[0.994411,0.00036289362,0.000234162,0.0007483723,0.00022410262,0.004019469],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011782749,0.00035636942,0.0007332657,0.0005820598,0.0012536267,0.000013683047,0.0004125181,0.00018475168,0.000027247166],"category_scores_gemma":[0.00035362935,0.0003689037,0.000026055983,0.0019421323,0.00006482868,0.00009605193,0.00022394014,0.0011023566,0.00018300893],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0012727361,0.000121350866,0.5873594,0.005656118,0.000011662717,0.00006711512,0.26407003,0.00005186601,0.000014601297,0.006073295,0.092131294,0.043170486],"study_design_scores_gemma":[0.0023081885,0.0009789743,0.5055529,0.011034005,0.000004486798,0.000039294464,0.1236893,0.00008777347,0.000028948421,0.0010040242,0.3542588,0.0010133174],"about_ca_topic_score_codex":0.98830205,"about_ca_topic_score_gemma":0.9867462,"teacher_disagreement_score":0.26212752,"about_ca_system_score_codex":0.009878908,"about_ca_system_score_gemma":0.027572805,"threshold_uncertainty_score":0.9998763},"labels":[],"label_agreement":null},{"id":"W2057891443","doi":"10.12927/cjnl.2013.23253","title":"Perspective from the Canadian Nurses Association","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Mental Health Association","funders":"","keywords":"Perspective (graphical); Association (psychology); Nursing; Psychology; Sociology; Medicine; Computer science; Psychotherapist","score_opus":0.23438880008533858,"score_gpt":0.43090801169765786,"score_spread":0.19651921161231928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057891443","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15217076,0.0016149102,0.000009057032,0.5383283,0.004894084,0.0017924298,0.000038072634,0.00024993767,0.3009025],"genre_scores_gemma":[0.9613667,0.0000058763076,0.00016689255,0.015927516,0.0012717034,0.00009881869,0.000026208974,0.0000291024,0.021107145],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99716246,0.0007716129,0.00027902809,0.00027044365,0.00035947046,0.0011570009],"domain_scores_gemma":[0.99729675,0.0013884616,0.00019089584,0.000324232,0.00045508842,0.00034454415],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00044323647,0.00015103258,0.00018376594,0.000057743087,0.0020901153,0.000054936118,0.00027297903,0.00039232202,0.0028351103],"category_scores_gemma":[0.0009897114,0.000116732816,0.00005219444,0.0002681994,0.00010819179,0.00017837572,0.000007845759,0.000995616,0.006046333],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011600555,0.000024072679,0.14766935,0.000012153136,0.0000269375,0.0000010900432,0.12328122,0.0000030714093,0.000012149306,0.009699375,0.71533847,0.003920544],"study_design_scores_gemma":[0.0003744476,0.0000308494,0.4193376,0.0010991989,0.000037981878,3.8635855e-7,0.49765545,0.00008461734,0.000008651265,0.019500023,0.06167556,0.00019523504],"about_ca_topic_score_codex":0.824057,"about_ca_topic_score_gemma":0.6468572,"teacher_disagreement_score":0.809196,"about_ca_system_score_codex":0.009381346,"about_ca_system_score_gemma":0.0008494158,"threshold_uncertainty_score":0.99920905},"labels":[],"label_agreement":null},{"id":"W2058284694","doi":"10.1111/j.1365-2923.2009.03357.x","title":"Evaluating distributed medical education: what are the community’s expectations?","year":2009,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Social capital; Public relations; Workforce; Pride; General partnership; Community development; Economic growth; Political science; Sociology; Medical education; Medicine; Social science","score_opus":0.08985633054557761,"score_gpt":0.5469973673088514,"score_spread":0.4571410367632738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058284694","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47175902,0.0053346204,0.00026150528,0.50961006,0.0063215974,0.0013631519,0.000005270219,0.00023182952,0.0051129456],"genre_scores_gemma":[0.8739488,0.0004936422,0.00049396936,0.12038166,0.0019306194,0.00065002916,0.0006794001,0.000020442714,0.0014014327],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.992878,0.0034607956,0.0009640349,0.0002629872,0.001831406,0.0006027424],"domain_scores_gemma":[0.99553335,0.0017612736,0.000457303,0.0008035073,0.0007609458,0.00068361795],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0036856087,0.00020272155,0.00028760458,0.00008530374,0.00282712,0.000059321257,0.00081481936,0.00046112,0.0052641477],"category_scores_gemma":[0.02569973,0.00014688533,0.00006508657,0.00072539394,0.00018760622,0.00037221686,0.000104248895,0.0022664892,0.000611685],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034159988,0.0014361962,0.0069829603,0.00014324176,0.000011463304,9.867821e-7,0.018855933,0.000002873707,0.0000014964253,0.0057468694,0.49356467,0.47321916],"study_design_scores_gemma":[0.0010608172,0.00026029596,0.08302169,0.009322692,0.00006431388,0.00003199747,0.6558776,0.0022984676,0.0000053890344,0.01249437,0.23517181,0.00039059506],"about_ca_topic_score_codex":0.0007513158,"about_ca_topic_score_gemma":0.0006589324,"teacher_disagreement_score":0.6370216,"about_ca_system_score_codex":0.0005896719,"about_ca_system_score_gemma":0.014971608,"threshold_uncertainty_score":0.9984711},"labels":[],"label_agreement":null},{"id":"W2058303002","doi":"10.1097/00001888-200505000-00015","title":"U.S. Citizens Who Graduated from Medical Schools Outside the United States and Canada and Received Certification from the Educational Commission for Foreign Medical Graduates, 1983???2002","year":2005,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Commission; Political science; Medical education; Family medicine; Medicine; Law","score_opus":0.06657915559091034,"score_gpt":0.404763546994591,"score_spread":0.3381843914036807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058303002","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45321977,0.0043906574,0.00018167,0.5399821,0.00041882996,0.001167135,0.00019412581,0.000051774598,0.0003939432],"genre_scores_gemma":[0.9023626,0.021070652,0.00023439903,0.06505556,0.0041375896,0.00044162653,0.0036166569,0.000060075505,0.0030208358],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948994,0.001055803,0.0013247703,0.00051985343,0.0014861306,0.0007140424],"domain_scores_gemma":[0.98358834,0.014105928,0.00046546353,0.00045552506,0.0003405846,0.0010441829],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002478852,0.00031682066,0.0005188736,0.000071016446,0.0013988978,0.000009764951,0.00066872407,0.00062472856,0.002120833],"category_scores_gemma":[0.010259269,0.00017047048,0.000024144516,0.00032735977,0.0005541742,0.000090327405,0.00016709126,0.0025267568,0.000022074206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013951775,0.0000085199,0.056321993,0.000046118814,0.00005270404,0.0000016574519,0.0052186456,0.0000043030996,0.000022798264,0.0022994142,0.9310449,0.004839465],"study_design_scores_gemma":[0.0041046194,0.000093313145,0.11500788,0.0050745285,0.00018987714,0.000012238466,0.02867262,0.02337774,0.000031171363,0.036159463,0.7869326,0.0003439362],"about_ca_topic_score_codex":0.760513,"about_ca_topic_score_gemma":0.41814855,"teacher_disagreement_score":0.47492653,"about_ca_system_score_codex":0.00033411427,"about_ca_system_score_gemma":0.0017742421,"threshold_uncertainty_score":0.9999011},"labels":[],"label_agreement":null},{"id":"W2058565835","doi":"10.1353/cpp.2012.0014","title":"Impact of Public Policy on Nursing Employment: Providing the Evidence","year":2012,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Casual; Workforce; Public policy; Stimulus (psychology); Labour economics; Government (linguistics); Nursing; Business; Demographic economics; Political science; Economics; Psychology; Economic growth; Medicine","score_opus":0.1938596287897363,"score_gpt":0.5103676440973401,"score_spread":0.31650801530760386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058565835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6794934,0.002845043,0.0000143969255,0.19684523,0.0008804658,0.0020920667,0.00020050688,0.00017377856,0.11745505],"genre_scores_gemma":[0.98492163,0.00015733928,0.000032690386,0.008714358,0.0035417317,0.00016196545,0.000020485571,0.00007027531,0.0023795103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.993046,0.0012096772,0.0007889979,0.00033837478,0.00050880155,0.004108159],"domain_scores_gemma":[0.99336463,0.000920071,0.00046051576,0.0011219019,0.00038262323,0.0037502795],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00211115,0.00035389396,0.00042811493,0.0015946733,0.0019533858,0.000078696256,0.00095163845,0.00034054913,0.0006804516],"category_scores_gemma":[0.007124435,0.00025628175,0.00019391773,0.0027703186,0.00031184466,0.0010363056,0.000096909585,0.0008807467,0.00055040733],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015620371,0.00008454093,0.43766347,0.00009814798,0.000053889966,0.0000016006688,0.0064539188,0.0000028328598,0.000019715528,0.4193267,0.08305611,0.05322346],"study_design_scores_gemma":[0.0006094339,0.0003356901,0.62390536,0.0023215006,0.000022301738,0.000019846433,0.0027793653,0.000054794196,0.00001248081,0.0024044134,0.36702165,0.0005131655],"about_ca_topic_score_codex":0.7639286,"about_ca_topic_score_gemma":0.13002998,"teacher_disagreement_score":0.6338986,"about_ca_system_score_codex":0.012551835,"about_ca_system_score_gemma":0.045669522,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W2058606789","doi":"10.1111/j.1475-6773.2007.00713.x","title":"International Migration of Nurses: Introduction","year":2007,"lang":"en","type":"article","venue":"Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Health Services Research Foundation; AcademyHealth; International Development Research Centre; Rockefeller Foundation","keywords":"Queen (butterfly); Executive director; Suite; Library science; Program director; Management; Sociology; Medicine; Political science; Law; Medical education; Computer science","score_opus":0.08040639445924105,"score_gpt":0.5756250205848813,"score_spread":0.49521862612564027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058606789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9115289,0.0010278844,0.0003535924,0.037514195,0.0043150615,0.0026137938,0.000033842844,0.00016933693,0.04244342],"genre_scores_gemma":[0.9860236,0.0014437955,0.0014287933,0.0020879325,0.0037967765,0.000083913554,0.0002038432,0.000033459826,0.0048978887],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950381,0.00091595185,0.0011478235,0.00037769013,0.0012879055,0.0012325117],"domain_scores_gemma":[0.9963646,0.00065944693,0.0005474012,0.0004587812,0.0016056902,0.0003640762],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008709108,0.00011982443,0.00027535186,0.0005605718,0.0008825914,0.000010091825,0.0004541898,0.00021227036,0.0014947141],"category_scores_gemma":[0.00010315904,0.00011264065,0.000038322243,0.0010674096,0.00009925853,0.0002381353,0.00016428766,0.0009693514,0.00057223183],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002978361,0.0008679347,0.44812325,0.015032007,0.000086376574,0.000012460631,0.14809413,0.00007890923,0.0020418994,0.03638262,0.17794797,0.16835408],"study_design_scores_gemma":[0.0005138081,0.00024627682,0.07977919,0.00077165005,0.0000016201341,0.0000018631872,0.051712733,0.00051191833,0.00018407332,0.0005138795,0.86568236,0.000080638754],"about_ca_topic_score_codex":0.019582262,"about_ca_topic_score_gemma":0.016410226,"teacher_disagreement_score":0.68773437,"about_ca_system_score_codex":0.0008505089,"about_ca_system_score_gemma":0.000542919,"threshold_uncertainty_score":0.9994181},"labels":[],"label_agreement":null},{"id":"W2059232580","doi":"10.1186/1471-2458-12-613","title":"Is there really a pot of gold at the end of the rainbow? Has the Occupational Specific Dispensation, as a mechanism to attract and retain health workers in South Africa, leveled the playing field?","year":2012,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Medicine; Remuneration; Public health; Emigration; Earnings; Biostatistics; Population; Demographic economics; Environmental health; Economics; Finance","score_opus":0.1949502787206071,"score_gpt":0.41180901508202716,"score_spread":0.21685873636142006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059232580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68546,0.0025669863,0.0003534147,0.30369312,0.00043050738,0.004474144,0.00015358525,0.000033985154,0.0028342768],"genre_scores_gemma":[0.9795207,0.00016252056,0.0004976378,0.017247679,0.00023944161,0.00024855766,0.000017842462,0.00003709222,0.0020285326],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99115884,0.00430265,0.0016330156,0.00041142656,0.0009698161,0.0015242228],"domain_scores_gemma":[0.99256325,0.0041208547,0.0014080368,0.0011733782,0.00024295198,0.00049150165],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.012718326,0.00029801624,0.0005700715,0.0001344148,0.0022892382,0.00004164047,0.0008239556,0.00022153977,0.0006086202],"category_scores_gemma":[0.0013318546,0.00014167097,0.00012566282,0.0011936396,0.00028547877,0.00017642802,0.00045413763,0.0009816032,0.00004464513],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003127814,0.00012590227,0.65882325,0.00045185612,0.00003314723,2.5530682e-7,0.21905811,0.000011637424,0.000009046694,0.05071699,0.06660133,0.0038556897],"study_design_scores_gemma":[0.00080010935,0.00018351177,0.8612191,0.0006170522,0.000007800227,0.0000051832913,0.06086162,0.00010399784,0.0000068959753,0.0018650059,0.07417077,0.0001589509],"about_ca_topic_score_codex":0.010718895,"about_ca_topic_score_gemma":0.0139540555,"teacher_disagreement_score":0.2940607,"about_ca_system_score_codex":0.0009067935,"about_ca_system_score_gemma":0.004921699,"threshold_uncertainty_score":0.99900967},"labels":[],"label_agreement":null},{"id":"W2059484824","doi":"10.3928/01484834-20080401-10","title":"College Students' Perceptions of Their Experiences: What Do Minority Students Think?","year":2008,"lang":"en","type":"article","venue":"Journal of Nursing Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ethnic group; Situational ethics; Diversity (politics); Perception; Workforce; Psychology; Race (biology); Ethnically diverse; Cultural diversity; Multilevel model; Social psychology; Political science; Gender studies; Sociology","score_opus":0.07440672734443544,"score_gpt":0.5066885645997454,"score_spread":0.43228183725531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059484824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861027,0.0030048545,0.000029995392,0.001169915,0.0078362515,0.00050950964,0.0000045461275,0.000016590971,0.0013256588],"genre_scores_gemma":[0.99390584,0.0025038219,0.00096922595,0.0003681232,0.0008520509,0.00002424031,0.0000041627104,0.0000138774585,0.0013586297],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996933,0.0005398437,0.0011011478,0.00015501995,0.0009232716,0.00034775052],"domain_scores_gemma":[0.9971459,0.0002449998,0.0011121032,0.00028040266,0.0009669111,0.0002496692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008837874,0.00015096799,0.00039101168,0.0002309813,0.00085417886,0.00002588354,0.00048679564,0.00016947188,0.0003696487],"category_scores_gemma":[0.00013666374,0.00012262682,0.00011426417,0.00038873332,0.00017979229,0.00079490535,0.000037703427,0.0005396269,0.000028020013],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001267292,0.0029621387,0.32506973,0.00009752114,0.000030577557,0.0000032237597,0.609753,0.00000503955,0.00008978572,0.00017119166,0.055541586,0.006149478],"study_design_scores_gemma":[0.00045208458,0.00021545592,0.25158197,0.0041652247,0.000031711137,0.00008161494,0.7410554,0.0000024792823,0.00002273963,0.00056358846,0.001744292,0.000083374835],"about_ca_topic_score_codex":0.000060418814,"about_ca_topic_score_gemma":0.000008850046,"teacher_disagreement_score":0.13130246,"about_ca_system_score_codex":0.0009555895,"about_ca_system_score_gemma":0.0013421404,"threshold_uncertainty_score":0.65697396},"labels":[],"label_agreement":null},{"id":"W2059610353","doi":"10.12927/cjnl.2012.23055","title":"Career Advancement and Educational Opportunities: Experiences and Perceptions of Internationally Educated Nurses","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mentorship; Workforce; Perception; Economic shortage; Nursing; Medical education; Psychology; Medicine; Political science","score_opus":0.3725812199226092,"score_gpt":0.47804157785874757,"score_spread":0.1054603579361384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059610353","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96426845,0.004263899,0.00003469159,0.019681655,0.0019671773,0.00034618162,0.000011357723,0.00003117546,0.00939541],"genre_scores_gemma":[0.9913821,0.00016540759,0.0009233677,0.00087249867,0.00042684368,0.00013019676,0.000037788675,0.000013469375,0.0060483324],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9986389,0.0001774433,0.00033845447,0.0001584265,0.00023136046,0.00045539415],"domain_scores_gemma":[0.99895865,0.0003499021,0.00015271148,0.000118554955,0.00017421742,0.00024595045],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002597527,0.00011914878,0.00016372779,0.00011042142,0.000381206,0.0000076202145,0.00008451781,0.00009522747,0.0010362819],"category_scores_gemma":[0.00011795424,0.00011464422,0.000018279348,0.00009126611,0.00041920535,0.00027861234,0.00001702861,0.00018447678,0.0000149404505],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059924852,0.00029182623,0.24755017,0.00041699622,0.000019104893,1.7826505e-7,0.6895079,8.4731994e-7,0.00015694454,0.031156447,0.011911065,0.018928612],"study_design_scores_gemma":[0.00021175419,0.000050267616,0.13488092,0.0014373554,0.00001785729,0.0000053982535,0.85462725,0.000009489314,0.0000135587825,0.00046640704,0.008170411,0.00010935119],"about_ca_topic_score_codex":0.00010272327,"about_ca_topic_score_gemma":0.000020402433,"teacher_disagreement_score":0.16511935,"about_ca_system_score_codex":0.00019459371,"about_ca_system_score_gemma":0.00025854248,"threshold_uncertainty_score":0.9998769},"labels":[],"label_agreement":null},{"id":"W2059662813","doi":"10.1051/pmed/2014014","title":"L’Association des facultés de médecine du Canada (AFMC) présente un nouveau prix international : le prix international AFMC-Charles Boelen pour la responsabilité sociale","year":2014,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Humanities; Political science; Philosophy","score_opus":0.026033865184313942,"score_gpt":0.3605933822415001,"score_spread":0.3345595170571862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059662813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56503695,0.002327875,0.0026763366,0.39069194,0.008319451,0.0012074858,0.00092725473,0.0002975058,0.028515168],"genre_scores_gemma":[0.6141215,0.0034260207,0.0098075615,0.0063344543,0.0061853863,0.00028576035,0.00050270243,0.00017781487,0.3591588],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99016136,0.0035072898,0.0016477777,0.0009235336,0.0017453417,0.0020146798],"domain_scores_gemma":[0.9907097,0.005383257,0.0010256496,0.00055220426,0.0013903766,0.0009387695],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0051402906,0.0006041079,0.000784534,0.00019876496,0.0013695793,0.00014778567,0.001287897,0.0011264555,0.0040411055],"category_scores_gemma":[0.014884986,0.00065794186,0.00026143642,0.00042511665,0.0004394274,0.0004985214,0.00069814565,0.0017491803,0.00046735012],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005826099,0.0015074048,0.45550942,0.0005746198,0.00054549787,0.00006646196,0.008159235,0.00016687119,0.0003115252,0.026919369,0.42841646,0.07724052],"study_design_scores_gemma":[0.0033352016,0.00009083877,0.08709585,0.0009955835,0.000096767566,0.00002351935,0.0055907867,0.0030984022,0.00018204724,0.008521728,0.8904308,0.00053846464],"about_ca_topic_score_codex":0.25558624,"about_ca_topic_score_gemma":0.308459,"teacher_disagreement_score":0.46201435,"about_ca_system_score_codex":0.009219117,"about_ca_system_score_gemma":0.008874052,"threshold_uncertainty_score":0.9999305},"labels":[],"label_agreement":null},{"id":"W2060241638","doi":"10.1111/j.1440-1584.2007.00894.x","title":"Analysis to synergy: Why coordination of rural initiatives at metropolitan universities is important and timely","year":2007,"lang":"en","type":"letter","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Workforce; Staffing; Government (linguistics); Curriculum; Accountability; Economic growth; Political science; Public relations; Rural area; Human resources; Business; Public administration; Medicine; Nursing; Economics","score_opus":0.04430181246734346,"score_gpt":0.41610846764527626,"score_spread":0.3718066551779328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060241638","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29411298,0.001829809,0.000055794782,0.70088786,0.0008503586,0.00075791514,0.0007156592,0.000030579362,0.000759059],"genre_scores_gemma":[0.37019578,0.0023355242,0.0011182199,0.59548223,0.002373457,0.0000073721444,0.00045931133,0.0001092894,0.027918821],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923647,0.0013465481,0.0032490264,0.00026183325,0.0012056719,0.0015722328],"domain_scores_gemma":[0.9911892,0.0007399693,0.0051511344,0.00042609882,0.0015456141,0.0009479776],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021029627,0.00057425397,0.0022237108,0.0022381358,0.00076948124,0.000019816445,0.0005038687,0.0009207233,0.0013987639],"category_scores_gemma":[0.000095897885,0.00050445844,0.00049044227,0.0017044106,0.0002760283,0.00044699866,0.0001670165,0.0027920646,0.00003258131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028235643,0.000025378995,0.030401243,0.00112465,0.0009382221,0.00012602289,0.006919009,0.00000645717,0.000005359445,0.00028825135,0.9596035,0.00027956621],"study_design_scores_gemma":[0.0019570708,0.0033700054,0.04776844,0.0066902754,0.001765512,0.00012928563,0.25894502,0.000012188029,0.0000609066,0.00040800404,0.6779563,0.00093699136],"about_ca_topic_score_codex":0.010094797,"about_ca_topic_score_gemma":0.0009709672,"teacher_disagreement_score":0.28164718,"about_ca_system_score_codex":0.005258801,"about_ca_system_score_gemma":0.0015168845,"threshold_uncertainty_score":0.9997407},"labels":[],"label_agreement":null},{"id":"W2060592843","doi":"10.3138/jvme.34.3.340","title":"Factors Associated with Practice Decisions of Nebraska Veterinarians Regarding Type of Practice and Community Size","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medical education; Practice management; Psychology; Medicine; Family medicine","score_opus":0.22924910698417791,"score_gpt":0.5431252209249736,"score_spread":0.31387611394079573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060592843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922142,0.0005151672,0.000287112,0.0031044453,0.0012373081,0.0002573578,0.0000036439349,0.000011348698,0.0023694204],"genre_scores_gemma":[0.9945996,0.00037104578,0.00382771,0.00092967064,0.00015608054,0.0000020643406,0.0000062673193,0.000019181101,0.00008840661],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99467784,0.0026798397,0.001353368,0.00010279677,0.0008729519,0.00031321455],"domain_scores_gemma":[0.9646925,0.02931972,0.0028135404,0.0002782405,0.0023988972,0.0004971454],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009315026,0.00014584778,0.00048973295,0.0001597598,0.00043097752,0.000005892381,0.0002726909,0.00029467494,0.00015966826],"category_scores_gemma":[0.14013979,0.000107181724,0.000050487717,0.0005105268,0.00017756161,0.00057345873,0.000114721406,0.0017961493,0.0000012617882],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.04751856,0.02782285,0.4444569,0.0036687478,0.002323006,0.00063459313,0.30464506,0.00003830551,0.010627893,0.0028821854,0.032107383,0.123274535],"study_design_scores_gemma":[0.0034364567,0.018260492,0.4924345,0.015659086,0.00050131197,0.0010072592,0.37827283,0.000017410726,0.00006775996,0.0003063687,0.089720346,0.00031617563],"about_ca_topic_score_codex":0.0004983643,"about_ca_topic_score_gemma":0.000057213747,"teacher_disagreement_score":0.13082476,"about_ca_system_score_codex":0.00029473114,"about_ca_system_score_gemma":0.0025941979,"threshold_uncertainty_score":0.86710316},"labels":[],"label_agreement":null},{"id":"W2060624537","doi":"10.1007/s12134-007-0015-y","title":"Licensure of Internationally Educated Nurses Seeking Professional Careers in the Province of Alberta in Canada","year":2007,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; Mount Royal University; College & Association of Registered Nurses of Alberta; Alberta Advanced Education; University of Alberta","funders":"","keywords":"Licensure; Workforce; Immigration; Economic shortage; Context (archaeology); Professional development; Nursing; Political science; Sociology; Public relations; Medical education; Medicine; Government (linguistics); Geography; Law","score_opus":0.017345984345698007,"score_gpt":0.37805058022007093,"score_spread":0.3607045958743729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060624537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96762943,0.00022302962,0.0098934,0.011392669,0.0016226482,0.0007078505,0.000049746865,0.000009048937,0.008472196],"genre_scores_gemma":[0.9933922,0.000539497,0.0022135428,0.0016391798,0.0003056466,0.000056777266,0.00018599408,0.000023532264,0.0016435744],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943876,0.0012268504,0.0027723776,0.0002697569,0.0010095022,0.0003338957],"domain_scores_gemma":[0.9909714,0.0040290775,0.0024207823,0.00019138528,0.002273676,0.0001136739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004912162,0.00027946595,0.00046614927,0.0009919984,0.00010216457,0.00004839004,0.0006238254,0.00023839649,0.00020792677],"category_scores_gemma":[0.0036702405,0.00022362042,0.00012817605,0.00058978994,0.00012413472,0.00081652484,0.00004639836,0.0011758636,0.000001937889],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011577938,0.00063905685,0.827057,0.00015484264,0.00010087453,0.00003874479,0.038180232,0.0021604146,0.013254445,0.10428589,0.008817755,0.004152943],"study_design_scores_gemma":[0.0024549405,0.00038940646,0.87598556,0.004721957,0.00003943964,0.00024503958,0.0576932,0.023616701,0.004175928,0.0024439292,0.02787543,0.00035847523],"about_ca_topic_score_codex":0.37431976,"about_ca_topic_score_gemma":0.9636641,"teacher_disagreement_score":0.5893443,"about_ca_system_score_codex":0.002254414,"about_ca_system_score_gemma":0.0038583556,"threshold_uncertainty_score":0.9118976},"labels":[],"label_agreement":null},{"id":"W2060822817","doi":"10.1016/j.outlook.2013.11.003","title":"Waiting and watching: Nurse migration trends before a change to the National Council Licensure Examination as entry to practice for Canada's nurses","year":2013,"lang":"en","type":"article","venue":"Nursing Outlook","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Licensure; Workforce; Nursing; Context (archaeology); Medicine; Health care; Health human resources; Family medicine; Political science; Geography","score_opus":0.07831796780406163,"score_gpt":0.4237195309834054,"score_spread":0.3454015631793438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060822817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60836625,0.0002898364,0.00007257157,0.35801205,0.0029606917,0.0040087523,0.00010851571,0.00012856962,0.02605273],"genre_scores_gemma":[0.94833416,0.000009017314,0.0014659704,0.029055918,0.001808934,0.0016717128,0.00008979131,0.000048189122,0.017516337],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99703836,0.00035700935,0.0004591576,0.00039661332,0.0010374027,0.00071144087],"domain_scores_gemma":[0.9961566,0.0011875643,0.00021098476,0.00019339046,0.0019071456,0.0003443578],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012273883,0.00022224842,0.00022132313,0.000097631695,0.0014427735,0.000064751956,0.00017119174,0.00017841496,0.000113964365],"category_scores_gemma":[0.0033121759,0.00017870108,0.00003071639,0.00034293963,0.000034604815,0.00039980398,0.00002374235,0.0003421255,0.00008755089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013648917,0.000113820024,0.003127483,0.00012770889,0.00002150873,0.0000012217934,0.15238439,0.000042494168,0.000055016313,0.0031778316,0.6348379,0.20597413],"study_design_scores_gemma":[0.0005219359,0.00028811552,0.034116495,0.001322924,0.000053636806,0.000010874543,0.05229243,0.003221382,0.000015719976,0.00027762237,0.90765953,0.00021935275],"about_ca_topic_score_codex":0.25012252,"about_ca_topic_score_gemma":0.530332,"teacher_disagreement_score":0.33996785,"about_ca_system_score_codex":0.0032133483,"about_ca_system_score_gemma":0.001248499,"threshold_uncertainty_score":0.9998572},"labels":[],"label_agreement":null},{"id":"W2060966228","doi":"10.1111/j.1440-1584.2007.00926.x","title":"Extending rural and remote medicine with a new type of health worker: Physician assistants","year":2007,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Physician assistants; Medicine; Workforce planning; Health care; Nursing; Rural health; Rural area; Service (business); Business; Family medicine; Economic growth; Marketing; Nurse practitioners; Government (linguistics)","score_opus":0.22793016160006405,"score_gpt":0.5457322442706204,"score_spread":0.3178020826705563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060966228","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005593824,0.9888145,0.000104258754,0.005747711,0.0024157672,0.0019389833,0.00003925501,0.000043397642,0.00033679794],"genre_scores_gemma":[0.0005814452,0.9891065,0.0029159419,0.0015024813,0.0021982703,0.0000022658548,0.000055861074,0.0001408519,0.0034963908],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98801476,0.0020334928,0.00618352,0.0003573734,0.0012324265,0.0021784096],"domain_scores_gemma":[0.98355734,0.0008470641,0.012156021,0.00061786093,0.0006871569,0.0021345436],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0057949503,0.00091366714,0.006609486,0.0008060815,0.00076897506,0.000015147522,0.0006463262,0.00059821893,0.00020702311],"category_scores_gemma":[0.00020929937,0.0005988602,0.00033152802,0.001807597,0.00034119314,0.00027162343,0.000101033555,0.0034800635,0.000034443372],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002539312,0.000034260145,0.00043305662,0.028365273,0.00016656151,0.000027742779,0.0014274297,5.644352e-7,8.492781e-8,0.0001408294,0.03889386,0.9302564],"study_design_scores_gemma":[0.001140599,0.002927281,0.0009969656,0.34212378,0.00022472489,0.0002591914,0.0072888285,3.7628433e-7,5.451472e-8,0.00016507506,0.64457244,0.00030072223],"about_ca_topic_score_codex":0.005364574,"about_ca_topic_score_gemma":0.00053409574,"teacher_disagreement_score":0.92995566,"about_ca_system_score_codex":0.0017980383,"about_ca_system_score_gemma":0.008883562,"threshold_uncertainty_score":0.9996463},"labels":[],"label_agreement":null},{"id":"W2061256371","doi":"10.3821/1913-701x(2008)141[252:iipgit]2.0.co;2","title":"Integrating international pharmacy graduates into the workforce","year":2008,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Pharmacy; Workforce; Business; Medical education; Medicine; Family medicine; Political science","score_opus":0.09700489619148293,"score_gpt":0.4031216631808902,"score_spread":0.30611676698940726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061256371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9496253,0.0031913128,0.00016414018,0.0046213833,0.0153098805,0.001159403,0.00020425166,0.00012792094,0.025596377],"genre_scores_gemma":[0.9574823,0.015065475,0.0005450167,0.015957039,0.0039046067,0.00009505461,0.000059809765,0.00009451057,0.0067962166],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99417937,0.00083053985,0.0014223416,0.00052522414,0.00089962943,0.0021429195],"domain_scores_gemma":[0.9939518,0.000699645,0.0006847008,0.00040550105,0.0013437214,0.002914616],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014199689,0.00055508706,0.00050305366,0.00037666332,0.008475061,0.00010887483,0.001836982,0.00010577355,0.003530609],"category_scores_gemma":[0.00073729653,0.00045176144,0.00020574723,0.0010419165,0.00047923267,0.00062301906,0.00016081048,0.0028910202,0.00017246034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003624048,0.00007074459,0.096816525,0.0002883849,0.00042076438,0.057269603,0.04977729,0.0012715656,0.0006888239,0.0010900805,0.6048205,0.18712333],"study_design_scores_gemma":[0.0021457034,0.000023731629,0.00007854388,0.00014942937,0.0000718733,0.12627886,0.0005079874,0.0050235516,0.00028463386,0.00029652173,0.8645423,0.00059685594],"about_ca_topic_score_codex":0.21939687,"about_ca_topic_score_gemma":0.3516739,"teacher_disagreement_score":0.25972182,"about_ca_system_score_codex":0.006768194,"about_ca_system_score_gemma":0.010256812,"threshold_uncertainty_score":0.9997934},"labels":[],"label_agreement":null},{"id":"W2061611655","doi":"10.1503/cmaj.060525","title":"The Canadian contribution to the US physician workforce","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Workforce; Family medicine; Medicine; Population; Physician supply; Health care; Economic growth; Environmental health; Economics","score_opus":0.01636313687143631,"score_gpt":0.37024569233070664,"score_spread":0.35388255545927033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061611655","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13809219,0.0009986478,0.00032208583,0.75725496,0.010983474,0.001574254,0.00008110723,0.0000604478,0.09063283],"genre_scores_gemma":[0.7834726,0.00010912544,0.000026071186,0.20481399,0.0067612,0.000029276784,0.000014919772,0.000022686612,0.0047501405],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994025,0.0008031282,0.0008518173,0.00016910824,0.001690068,0.0024608627],"domain_scores_gemma":[0.99085295,0.001463312,0.00038448785,0.00024304265,0.0012681022,0.0057881004],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.013442177,0.00015913443,0.00021604347,0.00015545971,0.0107069565,0.000121899946,0.00067171344,0.00065084477,0.00096916105],"category_scores_gemma":[0.006340228,0.00009995833,0.000090752284,0.0007692939,0.00006248673,0.00009228654,0.000028415827,0.002913324,0.0022840449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000019256957,0.000005051058,0.10101763,0.0000031512338,0.000039799943,0.00009629022,0.0011337403,0.00001731147,4.3514413e-7,0.014253854,0.8186256,0.06478788],"study_design_scores_gemma":[0.00031547333,0.00002449217,0.092094116,0.00014752436,0.0000098377695,0.000014561981,0.0017515863,0.000058525966,8.3902586e-7,0.00039299927,0.90508795,0.00010210859],"about_ca_topic_score_codex":0.5029845,"about_ca_topic_score_gemma":0.99818933,"teacher_disagreement_score":0.6453804,"about_ca_system_score_codex":0.01195295,"about_ca_system_score_gemma":0.0132375015,"threshold_uncertainty_score":0.9999441},"labels":[],"label_agreement":null},{"id":"W2062911218","doi":"10.1108/13660750110380379","title":"Physician recruitment and retention: shortage and utilization","year":2001,"lang":"en","type":"article","venue":"Leadership in Health Services","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Incentive; Monopolistic competition; Business; Government (linguistics); Physician supply; Health care; Payment; Quality (philosophy); Economic growth; Finance; Economics; Monopoly","score_opus":0.48772816671415004,"score_gpt":0.4794606087105118,"score_spread":0.008267558003638209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062911218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91142786,0.026304414,0.000045703535,0.047966424,0.0008640746,0.0051423656,0.000014814996,0.00031618105,0.00791816],"genre_scores_gemma":[0.9532566,0.006505105,0.00032697927,0.03823179,0.00025107135,0.00026134876,0.000056321776,0.000029995934,0.0010807862],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968854,0.0007042201,0.00076444447,0.00045033765,0.00023575439,0.0009598149],"domain_scores_gemma":[0.99881303,0.0002487859,0.00030960547,0.00025612154,0.00006224659,0.0003101843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130023,0.00019847076,0.0003545552,0.0001382989,0.0006200948,0.000017732738,0.000113724236,0.00021330094,0.00011168677],"category_scores_gemma":[0.000011554497,0.00019494735,0.000018071674,0.0004524436,0.000059752754,0.0002716174,0.00006777204,0.0004538773,0.000045594796],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020734285,0.00009573999,0.86000293,0.02995519,0.000011346088,0.000015583115,0.049904887,0.000010400125,0.000011353747,0.006331345,0.00030019475,0.053153694],"study_design_scores_gemma":[0.001811661,0.00037359324,0.6460231,0.020350363,0.000013609919,0.000007936622,0.19632927,0.0027612234,0.0000053127774,0.0041295956,0.12779124,0.00040311017],"about_ca_topic_score_codex":0.0043574697,"about_ca_topic_score_gemma":0.014001019,"teacher_disagreement_score":0.21397984,"about_ca_system_score_codex":0.00021902366,"about_ca_system_score_gemma":0.000107727355,"threshold_uncertainty_score":0.79497224},"labels":[],"label_agreement":null},{"id":"W2062995668","doi":"10.2105/ajph.2006.095844","title":"Too Poor to Leave, Too Rich to Stay: Developmental and Global Health Correlates of Physician Migration to the United States, Canada, Australia, and the United Kingdom","year":2007,"lang":"en","type":"article","venue":"American Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":92,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Disadvantaged; Public health; Medicine; Population; Destinations; Developing country; Developed country; Health policy; Economic growth; Political science; Environmental health; Nursing","score_opus":0.06336903153537281,"score_gpt":0.41495243438418833,"score_spread":0.3515834028488155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062995668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74434775,0.000114752664,0.0019402005,0.2518399,0.00036522382,0.0012117757,0.00012268501,0.000013941627,0.00004375125],"genre_scores_gemma":[0.8595931,0.00016680456,0.0031088772,0.13671416,0.00017692665,0.000014567107,0.000046913003,0.00002174876,0.00015692685],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934538,0.0019081448,0.0019380691,0.00029712802,0.0008841725,0.0015186631],"domain_scores_gemma":[0.9938754,0.0011083087,0.0016792747,0.00026147297,0.0009066032,0.0021689318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0076010637,0.0002975874,0.0008785144,0.0004394035,0.0011143709,0.000046712987,0.00043776518,0.000063461106,0.000017694192],"category_scores_gemma":[0.00067379675,0.00019211552,0.00004166967,0.0040305424,0.00025969115,0.00014155604,0.00017375486,0.0007407336,0.000009090286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019121803,0.00022401883,0.3047321,0.00034047145,0.0002716876,0.000020741394,0.07476503,0.0009950203,0.000006388407,0.011555803,0.44030386,0.16487269],"study_design_scores_gemma":[0.0015395042,0.0023976567,0.31472665,0.00055737875,0.000017590608,0.000049033373,0.10961373,0.0001341711,0.0000030875299,0.00009023347,0.57061744,0.00025352134],"about_ca_topic_score_codex":0.8868134,"about_ca_topic_score_gemma":0.723245,"teacher_disagreement_score":0.16461918,"about_ca_system_score_codex":0.0030160784,"about_ca_system_score_gemma":0.006269463,"threshold_uncertainty_score":0.9993641},"labels":[],"label_agreement":null},{"id":"W2063050139","doi":"10.12927/cjnl.2010.21755","title":"Internationally Educated Nurses: Building Capacity for Clinical/Nurse Managers","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Nursing; Capacity building; Business; Medicine; Political science","score_opus":0.42320314713798596,"score_gpt":0.5421021253241505,"score_spread":0.11889897818616452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063050139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8756595,0.00018702836,0.0019275424,0.046135355,0.036553565,0.002589769,0.000037357688,0.0006250393,0.036284834],"genre_scores_gemma":[0.9430623,0.000011858233,0.034537464,0.006331615,0.0032235594,0.0002121992,0.00005935769,0.0000961065,0.012465561],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962391,0.0004664977,0.0010350707,0.0006132474,0.000359495,0.0012865658],"domain_scores_gemma":[0.9960134,0.0020506864,0.00046734957,0.0005636231,0.00045151517,0.00045344865],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020297936,0.00028100563,0.00044021662,0.00018992453,0.00092653395,0.000033248958,0.00056605454,0.0006432993,0.00040369912],"category_scores_gemma":[0.0020478994,0.00028503922,0.00019795376,0.00030756017,0.0004786591,0.00022626607,0.000017196444,0.0020116523,0.00034279225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009875074,0.0011598769,0.09615499,0.0013537051,0.00016058503,0.0000075748717,0.032308135,0.000013475939,0.0018700049,0.1475846,0.53373665,0.18466291],"study_design_scores_gemma":[0.004748938,0.0004133332,0.08526146,0.00749205,0.00023476269,0.000015534994,0.09183747,0.0011240996,0.00021175112,0.025201116,0.7823061,0.0011534016],"about_ca_topic_score_codex":0.00016562252,"about_ca_topic_score_gemma":0.00023518511,"teacher_disagreement_score":0.24856944,"about_ca_system_score_codex":0.0004029689,"about_ca_system_score_gemma":0.0004138628,"threshold_uncertainty_score":0.9999602},"labels":[],"label_agreement":null},{"id":"W2063091284","doi":"10.1177/1527154406292854","title":"Innovations in Health Care Delivery: Responses to Global Nurse Migration—A Research Example","year":2006,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; Canadian Foundation for Healthcare Improvement; Canadian Institutes of Health Research","funders":"","keywords":"Overtime; Demographics; Nursing; Work (physics); Perception; Mental health; Verbal abuse; Work environment; Health care; Medicine; Psychology; Job satisfaction; Environmental health; Human factors and ergonomics; Poison control; Psychiatry; Political science","score_opus":0.15160215049159606,"score_gpt":0.5897422923217464,"score_spread":0.43814014183015026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063091284","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3661826,0.0018217212,0.0004297915,0.4735725,0.001116642,0.0032980698,0.0004896351,0.00037280467,0.15271623],"genre_scores_gemma":[0.9581149,0.00009009577,0.012223754,0.022229955,0.002237624,0.0002652009,0.00018933522,0.00007436305,0.0045747524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98839295,0.0052982992,0.0015738831,0.000679791,0.0010757153,0.00297937],"domain_scores_gemma":[0.9905823,0.00481986,0.00046996464,0.0009146667,0.0025608907,0.00065234775],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0035656504,0.00032113088,0.0004636408,0.0011711363,0.0026462893,0.00010836587,0.0004559442,0.000338041,0.000059870552],"category_scores_gemma":[0.0097272415,0.00036977252,0.000050201208,0.0051326337,0.00026386953,0.00065946335,0.00010975348,0.0014381142,0.0007597226],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00034802084,0.00038833468,0.015650045,0.00022536035,0.0000074653335,0.000013660452,0.029086886,0.00012693445,0.0000148203235,0.80187327,0.15010777,0.0021574646],"study_design_scores_gemma":[0.00081168796,0.00031334502,0.04725818,0.0016250589,0.000013903972,0.000021662447,0.067932054,0.00004704003,0.000010934075,0.022810599,0.85885197,0.00030359332],"about_ca_topic_score_codex":0.5679772,"about_ca_topic_score_gemma":0.031319726,"teacher_disagreement_score":0.7790626,"about_ca_system_score_codex":0.013087601,"about_ca_system_score_gemma":0.008530309,"threshold_uncertainty_score":0.9998754},"labels":[],"label_agreement":null},{"id":"W2063649975","doi":"10.1136/bmj.329.7480.1467","title":"Meeting mania 2004","year":2004,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Mania; Sign (mathematics); Psychology; Psychiatry; Medicine; Bipolar disorder; Mathematics; Mood","score_opus":0.059914577662233445,"score_gpt":0.4674417032874037,"score_spread":0.40752712562517024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063649975","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35860988,0.00094895257,0.00020255016,0.029284883,0.002023106,0.0017091557,0.000009244679,0.00048455544,0.60672766],"genre_scores_gemma":[0.9652257,0.000045525172,0.0079663275,0.008444302,0.0016327205,0.00017932273,0.000012155132,0.0000401569,0.0164538],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982831,0.00014988672,0.00048871076,0.00019439976,0.00022150371,0.00066241936],"domain_scores_gemma":[0.9991257,0.00012687902,0.00016807426,0.00031156253,0.000090841386,0.00017690302],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00067900494,0.00010846833,0.0001730797,0.000039446102,0.00060503633,0.0000045601428,0.00015327094,0.00016157448,0.00075163605],"category_scores_gemma":[0.00025327833,0.00009791891,0.0000368594,0.00018292495,0.000025372907,0.0000652418,0.00008271527,0.0003601889,0.006549245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012630165,0.00016793262,0.08426806,0.0008079816,0.00003252906,0.00013733625,0.009121643,0.0011075349,0.00022942387,0.07676013,0.82260525,0.004635881],"study_design_scores_gemma":[0.0019151069,0.00009039031,0.022530405,0.002364205,0.00001548371,0.000009847838,0.0055082613,0.000027154143,0.000102339676,0.013233285,0.9538921,0.0003113918],"about_ca_topic_score_codex":0.0017041564,"about_ca_topic_score_gemma":0.0006600869,"teacher_disagreement_score":0.6066158,"about_ca_system_score_codex":0.00033247366,"about_ca_system_score_gemma":0.00030156886,"threshold_uncertainty_score":0.99422425},"labels":[],"label_agreement":null},{"id":"W2063942605","doi":"10.1186/1472-6920-13-140","title":"Program evaluation of a model to integrate internationally educated health professionals into clinical practice","year":2013,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"Fraser Health Authority; University of British Columbia","keywords":"Workforce; Medical education; Medicine; Entry Level; Program evaluation; Population; Health professionals; Educational program; Test (biology); Curriculum; Nursing; Health care; Psychology; Pedagogy; Political science","score_opus":0.23534861494481385,"score_gpt":0.6636569947518104,"score_spread":0.42830837980699654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063942605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7680014,0.00095934526,0.0057583572,0.18563844,0.0071806,0.018938115,0.000007632413,0.00026843496,0.013247678],"genre_scores_gemma":[0.709993,0.00015570587,0.20901273,0.059697464,0.00135052,0.015564935,0.00041383703,0.000060365786,0.0037514044],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9892015,0.0045071035,0.0025257634,0.00055655726,0.0026057775,0.00060328684],"domain_scores_gemma":[0.9881931,0.002424855,0.001278831,0.00054024043,0.0061783083,0.0013846463],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.014416077,0.00022377615,0.0005082975,0.0002374018,0.00034607516,0.000016470787,0.0005054731,0.00043280842,0.0029964545],"category_scores_gemma":[0.058075786,0.00018197738,0.000093081326,0.0006594405,0.00010530635,0.0004164433,0.00018101874,0.00096680765,0.0011306223],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012661896,0.003892023,0.011102984,0.0006280388,0.000029370924,7.030009e-8,0.007899267,0.000071333074,0.0000048037473,0.00678153,0.40824017,0.5612238],"study_design_scores_gemma":[0.0053830408,0.001973017,0.14759257,0.022678968,0.0002570947,0.000013135952,0.10491581,0.46442106,0.000014833016,0.041497547,0.21018232,0.0010705901],"about_ca_topic_score_codex":0.0044575348,"about_ca_topic_score_gemma":0.0020058013,"teacher_disagreement_score":0.5601532,"about_ca_system_score_codex":0.0010718515,"about_ca_system_score_gemma":0.06732958,"threshold_uncertainty_score":0.99964714},"labels":[],"label_agreement":null},{"id":"W2064030815","doi":"10.1002/chp.20054","title":"Learning to practice in Canada: The hidden curriculum of international medical graduates","year":2010,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Ministry of Advanced Education, Government of Alberta","keywords":"Medical education; Curriculum; Health care; Referral; Medicine; Continuing medical education; Psychology; Nursing; Political science; Pedagogy","score_opus":0.019046694483404115,"score_gpt":0.4579834888835269,"score_spread":0.4389367944001228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064030815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6852661,0.0004283938,0.000014345378,0.30381054,0.008587615,0.0007652024,0.0000017692078,0.000004948032,0.0011211238],"genre_scores_gemma":[0.9860225,0.00046868547,0.0013238587,0.010617936,0.0007905527,0.00007360861,0.000003885354,0.00001468598,0.0006842973],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9927735,0.0034062858,0.0020218242,0.00014113063,0.0011331261,0.0005241323],"domain_scores_gemma":[0.99070245,0.005478493,0.002186278,0.00027847456,0.0010536569,0.00030066838],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.010686096,0.00012923306,0.00038083724,0.0002660956,0.00041677017,0.000010001525,0.00094447174,0.00013702521,0.00019160056],"category_scores_gemma":[0.017470762,0.000074484975,0.000046614317,0.00067894394,0.000053487795,0.00020762165,0.00011979442,0.004276574,0.000010318986],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012386793,0.00046245052,0.6278203,0.0001908013,0.000014731586,0.000009137319,0.14655958,0.000032593474,0.00002412418,0.0039630933,0.1309561,0.08984318],"study_design_scores_gemma":[0.0006460188,0.0001224993,0.18286978,0.0061393217,0.000010535172,0.000051384293,0.5493149,0.00010018516,0.0000030089784,0.0006541098,0.2599913,0.000096984884],"about_ca_topic_score_codex":0.45251787,"about_ca_topic_score_gemma":0.7208756,"teacher_disagreement_score":0.44495055,"about_ca_system_score_codex":0.00076918234,"about_ca_system_score_gemma":0.024177633,"threshold_uncertainty_score":0.9980206},"labels":[],"label_agreement":null},{"id":"W2064348744","doi":"10.1176/pn.43.17.0002","title":"Black M.D.s Hope AMA Apology Leads to Better Care for Minorities","year":2008,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Atlanta; Political science; White (mutation); Health care; Commission; Convention; Law; Medicine; Family medicine","score_opus":0.04707322365949333,"score_gpt":0.40692023488416745,"score_spread":0.3598470112246741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064348744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9255449,0.0028288148,0.0004920669,0.025250852,0.0054785367,0.0031734945,0.00010558005,0.00026915257,0.036856607],"genre_scores_gemma":[0.8483955,0.000905449,0.03775139,0.06718212,0.008667858,0.0014046622,0.00012988262,0.0001609835,0.035402138],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99689263,0.00024684204,0.00078223477,0.00053650344,0.0002466457,0.0012951671],"domain_scores_gemma":[0.99814254,0.0003845178,0.00020270082,0.00058929704,0.00028026037,0.0004006638],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016569239,0.00029146075,0.0005276471,0.00024845512,0.0012745912,0.0000065509134,0.00034928892,0.00036853898,0.00051064644],"category_scores_gemma":[0.00009997768,0.00027122608,0.00015189333,0.00053951837,0.00010365532,0.00008198454,0.00010847531,0.0004563126,0.002583902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013144485,0.000032736345,0.34353033,0.0004973813,0.000008479191,0.0000026263808,0.009220459,0.0000069125213,0.000005123859,0.0011671751,0.64322805,0.0021692521],"study_design_scores_gemma":[0.0014687545,0.00042559404,0.027117882,0.00008032226,0.00003535627,0.00000457565,0.011342642,0.0000065685917,0.000008456717,0.0010670302,0.9581042,0.00033863794],"about_ca_topic_score_codex":0.0016807835,"about_ca_topic_score_gemma":0.0027907193,"teacher_disagreement_score":0.31641245,"about_ca_system_score_codex":0.00023598484,"about_ca_system_score_gemma":0.00034613203,"threshold_uncertainty_score":0.999974},"labels":[],"label_agreement":null},{"id":"W2064576505","doi":"10.1186/1471-2458-9-s1-s7","title":"Addressing the migration of health professionals: the role of working conditions and educational placements","year":2009,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Economic shortage; Medicine; Biostatistics; Public health; Perspective (graphical); Work (physics); Global health; Developing country; Economic growth; Public relations; Nursing; Political science; Economics","score_opus":0.2402130807348718,"score_gpt":0.5093437132372172,"score_spread":0.26913063250234537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064576505","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51793665,0.013884453,0.00037705284,0.45792234,0.0006786433,0.0039878697,0.000099352466,0.00007004316,0.005043584],"genre_scores_gemma":[0.98439187,0.0003238652,0.00092527946,0.013371902,0.00023043173,0.0001510227,0.00013868595,0.00001380799,0.00045313963],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99399334,0.0029014568,0.0014877754,0.00026111622,0.0005676034,0.0007886936],"domain_scores_gemma":[0.99564546,0.0017178493,0.0016273317,0.00043825456,0.00030341613,0.00026768303],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005536329,0.00016298125,0.0004084025,0.00013653534,0.0025604905,0.000018491635,0.0003014489,0.00011579914,0.00020694133],"category_scores_gemma":[0.0005437212,0.00009964589,0.000051121675,0.00059311185,0.00016224761,0.00018369006,0.00008076668,0.00051652064,0.000010106594],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071566035,0.0007528683,0.56806713,0.0011893192,0.000035442758,6.334296e-8,0.04283651,0.000024353754,0.000040173138,0.2523495,0.07923587,0.05539719],"study_design_scores_gemma":[0.0007848162,0.00025890907,0.78947586,0.002989671,0.000008271806,0.0000035027674,0.055913057,0.0006688394,0.000006976321,0.013235287,0.13651004,0.00014477383],"about_ca_topic_score_codex":0.0015258595,"about_ca_topic_score_gemma":0.0014208875,"teacher_disagreement_score":0.4664552,"about_ca_system_score_codex":0.000357591,"about_ca_system_score_gemma":0.0066655637,"threshold_uncertainty_score":0.99896574},"labels":[],"label_agreement":null},{"id":"W2064645541","doi":"10.1097/01.nne.0000299496.23119.68","title":"A Responsive Evaluation of an Aboriginal Nursing Education Access Program","year":2007,"lang":"en","type":"article","venue":"Nurse Educator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"General partnership; Curriculum; Experiential learning; Nursing; Economic shortage; Program evaluation; Nursing shortage; Focus group; Nurse education; Medical education; Needs assessment; Medicine; Psychology; Sociology; Political science; Pedagogy","score_opus":0.09728853063357204,"score_gpt":0.6382410278348732,"score_spread":0.5409524972013012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064645541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93923426,0.0005461225,0.000017546681,0.0012393458,0.007294333,0.0033937509,0.000008298773,0.00014980539,0.048116516],"genre_scores_gemma":[0.9911707,0.00001126997,0.0047330917,0.0005090987,0.0017790247,0.0005850489,0.00008706417,0.000039691553,0.001085011],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99631333,0.0009553347,0.00075728586,0.0003798483,0.0008455115,0.0007486614],"domain_scores_gemma":[0.9961324,0.0003126658,0.0005278409,0.0005675077,0.0020111252,0.00044848013],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0039137495,0.00018658972,0.00027007906,0.00032481024,0.00046441465,0.000017906641,0.00034682412,0.0002597692,0.00096522394],"category_scores_gemma":[0.00048997917,0.00018416373,0.000048382004,0.00079390826,0.00014100852,0.0004703703,0.000010816264,0.0004505672,0.00013392072],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008328656,0.0038508524,0.051147696,0.00024927943,0.00001639657,9.461291e-7,0.029627487,0.0000065099866,0.00021448941,0.008001392,0.03157993,0.87447214],"study_design_scores_gemma":[0.0017865608,0.00075545564,0.62660235,0.004250279,0.00030154447,0.000012051238,0.19538142,0.00033640297,0.0013864475,0.0073124426,0.16137867,0.000496376],"about_ca_topic_score_codex":0.00078440795,"about_ca_topic_score_gemma":0.00032682845,"teacher_disagreement_score":0.87397575,"about_ca_system_score_codex":0.0014293749,"about_ca_system_score_gemma":0.01142533,"threshold_uncertainty_score":0.999948},"labels":[],"label_agreement":null},{"id":"W2065180322","doi":"10.1186/1744-8603-9-60","title":"Empirical impact evaluation of the WHO Global Code of Practice on the International Recruitment of Health Personnel in Australia, Canada, UK and USA","year":2013,"lang":"en","type":"article","venue":"Globalization and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Government (linguistics); Public health; Health policy; Social policy; Global health; Health services research; International health; Political science; Public relations; Economic growth; Medicine; Nursing; Law; Economics","score_opus":0.3058458968859313,"score_gpt":0.5550103991994916,"score_spread":0.2491645023135603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065180322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9228002,0.0007116763,0.00003269697,0.070898354,0.00033922555,0.0031395662,0.0002421108,0.0000045620895,0.0018315985],"genre_scores_gemma":[0.9907523,0.00052475056,0.0000884734,0.00841501,0.000027936916,0.00006701243,0.000024124522,0.000005249217,0.00009517931],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99559104,0.0018474357,0.0010481529,0.00021359183,0.0009395965,0.00036020062],"domain_scores_gemma":[0.9973434,0.0003443073,0.0012254379,0.00025138946,0.00067695824,0.00015846072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038625028,0.00013393223,0.00036340288,0.000042005235,0.00027704332,0.000007055004,0.00017739019,0.00009385958,0.0003361739],"category_scores_gemma":[0.00076490507,0.00008387238,0.000030252071,0.0004119016,0.00009197021,0.00008668586,0.00007940641,0.00019577438,0.0000023117732],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006852329,0.00012235963,0.9221834,0.0002771056,0.000027553444,8.317616e-8,0.006325875,0.00045263677,0.0000012758226,0.013628629,0.053537644,0.0033748955],"study_design_scores_gemma":[0.0010017804,0.00020399853,0.97929686,0.0008587583,0.000012744482,0.0000024176225,0.011688818,0.002649272,0.0000024973122,0.0008577198,0.0033643593,0.00006075827],"about_ca_topic_score_codex":0.8250012,"about_ca_topic_score_gemma":0.64469266,"teacher_disagreement_score":0.18030855,"about_ca_system_score_codex":0.0021476268,"about_ca_system_score_gemma":0.0039942362,"threshold_uncertainty_score":0.70856035},"labels":[],"label_agreement":null},{"id":"W2065227773","doi":"10.1016/j.socscimed.2005.03.042","title":"Working in London hospitals: Perceptions of place in nursing students’ employment considerations","year":2005,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Popularity; Perception; Context (archaeology); Nursing; Feeling; Focus group; Psychology; Public relations; Sociology; Medicine; Social psychology; Business; Political science; Marketing; Geography","score_opus":0.05314066058233486,"score_gpt":0.49973981974783677,"score_spread":0.4465991591655019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065227773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.961393,0.00037723873,0.000023988121,0.017033715,0.000637976,0.0008573946,0.0000012919876,0.000036316625,0.019639071],"genre_scores_gemma":[0.9976552,0.00008293714,0.00017587467,0.0011634621,0.0004840762,0.000061810424,0.0000026790176,0.000009076772,0.00036489646],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99687654,0.00029418597,0.000849553,0.00031146884,0.0009093431,0.0007589295],"domain_scores_gemma":[0.99892926,0.000369783,0.00022647312,0.0001610041,0.00015421017,0.00015925913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026173454,0.00012466367,0.0003642005,0.0003525004,0.00095767895,0.000007750966,0.00027898786,0.00011852009,0.0006644339],"category_scores_gemma":[0.0006186232,0.00011227471,0.000024089886,0.001477949,0.0010763975,0.00020961455,0.00006249686,0.0004996782,0.000028114466],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000141088,0.00015156715,0.82546794,0.000012807411,0.0000010973367,0.000002488335,0.15905836,0.00004743887,0.0003625745,0.006491451,0.0023049412,0.006085225],"study_design_scores_gemma":[0.0018783258,0.00011878636,0.8958924,0.0043207873,0.000011218635,9.893591e-7,0.093407154,0.00011921221,0.000015661848,0.0024486238,0.001635683,0.00015116521],"about_ca_topic_score_codex":0.0013385398,"about_ca_topic_score_gemma":0.0063156914,"teacher_disagreement_score":0.07042446,"about_ca_system_score_codex":0.0017318561,"about_ca_system_score_gemma":0.0005586492,"threshold_uncertainty_score":0.7365789},"labels":[],"label_agreement":null},{"id":"W2065281072","doi":"10.1177/1527154406294629","title":"Health Services Delivery: Reframing Policies for Global Nursing Migration in North America—A Caribbean Perspective","year":2006,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Business; Agency (philosophy); Nursing; Economic growth; Medicine; Psychology; Sociology; Economics","score_opus":0.030146883892132513,"score_gpt":0.4746046997538661,"score_spread":0.4444578158617336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065281072","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41732433,0.00708914,0.0041669467,0.4503876,0.0023614329,0.006019052,0.0013702823,0.00087923877,0.11040196],"genre_scores_gemma":[0.9673293,0.00031958704,0.010520425,0.017529959,0.003163018,0.00014702222,0.0003600637,0.00009490287,0.00053572585],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9932889,0.0013033247,0.0013496175,0.0007192956,0.0005758528,0.0027630276],"domain_scores_gemma":[0.99485207,0.0017284945,0.0012473525,0.0005784297,0.001105365,0.0004883178],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006868436,0.000488613,0.00074982014,0.00044963838,0.0020668257,0.0001151583,0.00037586622,0.00031752724,0.0000075924017],"category_scores_gemma":[0.0009138455,0.0005527475,0.00012635665,0.0016815042,0.00031671065,0.0010317957,0.000056054316,0.0008208084,0.000061520215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004662951,0.0010645897,0.026052022,0.0008659364,0.000045230856,0.0000081746475,0.13364685,0.0010198279,0.000012728766,0.81574297,0.010526145,0.010549246],"study_design_scores_gemma":[0.002976441,0.00078910304,0.09476856,0.006895054,0.00023910624,0.000068035886,0.42721346,0.0041694236,0.0000130163335,0.1135935,0.34814808,0.0011262042],"about_ca_topic_score_codex":0.56164724,"about_ca_topic_score_gemma":0.06722884,"teacher_disagreement_score":0.70214945,"about_ca_system_score_codex":0.016389646,"about_ca_system_score_gemma":0.0026712755,"threshold_uncertainty_score":0.9996924},"labels":[],"label_agreement":null},{"id":"W2065384610","doi":"10.1177/1744987111422427","title":"The future of nursing workforce research","year":2011,"lang":"en","type":"article","venue":"Journal of research in nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Nursing; Workforce planning; Health care; Staffing; Restructuring; Population; Medicine; Nursing shortage; Business; Public relations; Political science; Nurse education; Economic growth; Economics; Finance","score_opus":0.4028701506283772,"score_gpt":0.6378930413354683,"score_spread":0.2350228907070911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065384610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65469205,0.05409397,0.00007832275,0.022842724,0.0052609644,0.0016700033,0.0000032504238,0.000025464773,0.26133326],"genre_scores_gemma":[0.9882427,0.005884862,0.0022788236,0.00003978231,0.0020905877,0.000015579697,4.575576e-7,0.000040819625,0.0014063725],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.98689014,0.0065850094,0.0015598986,0.00021509688,0.0026583078,0.0020915777],"domain_scores_gemma":[0.99039465,0.0047914274,0.0005624311,0.00054882886,0.0032581852,0.0004444462],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.032411713,0.0001394889,0.00043615533,0.0011209766,0.0020380833,0.000026637406,0.001128003,0.0003376645,0.00013211757],"category_scores_gemma":[0.0012366757,0.00009303051,0.00011164474,0.0027473762,0.0013572017,0.00029972702,0.000101793354,0.0064604194,0.00004288526],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036854194,0.00070865115,0.035889503,0.0003469624,0.000024686393,0.00014744338,0.07249342,0.000014125833,0.0002580803,0.07204997,0.087345034,0.7270367],"study_design_scores_gemma":[0.0023206878,0.0019829362,0.044921737,0.08892825,0.00001685629,0.000116867006,0.47423053,0.00019003694,0.0006024487,0.28489807,0.10154522,0.00024636174],"about_ca_topic_score_codex":0.0001439355,"about_ca_topic_score_gemma":0.00009091861,"teacher_disagreement_score":0.72679037,"about_ca_system_score_codex":0.0019618648,"about_ca_system_score_gemma":0.0014912435,"threshold_uncertainty_score":0.99926114},"labels":[],"label_agreement":null},{"id":"W2065789439","doi":"10.12927/hcpap.2010.21796","title":"Internationally Educated Workers Jeopardy: Answers and Questions","year":2010,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Framing (construction); Boom; Immigration; Certification; Bust; Business; Public relations; Health care; Immigration policy; Economic shortage; Economics; Political science; Economic growth; Management; Government (linguistics); Engineering","score_opus":0.057355739426009106,"score_gpt":0.41325902568920425,"score_spread":0.3559032862631951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065789439","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14229585,0.0005820825,0.00004233689,0.83812994,0.007357877,0.0045911074,0.00068943953,0.00091188925,0.0053994507],"genre_scores_gemma":[0.0016957324,0.0007173528,0.0018370637,0.9588288,0.00127836,0.0024123383,0.0023631018,0.0004908244,0.030376434],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872946,0.0018846869,0.0027270888,0.0025137933,0.0016275095,0.003952317],"domain_scores_gemma":[0.9897836,0.003862466,0.0015036204,0.001981083,0.0009024393,0.0019668343],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0020130086,0.0016326688,0.0020863991,0.0011083737,0.0029937178,0.00014920511,0.0013882081,0.004895347,0.0017509278],"category_scores_gemma":[0.0013544827,0.0016126763,0.00037667266,0.0012932274,0.0002175606,0.0002982815,0.0009294368,0.014256934,0.0039119595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068891095,0.00016716463,0.010045052,0.0008155661,0.00015941965,0.00012578577,0.007529243,0.0000035790745,0.000030150235,0.00048246555,0.9786046,0.0013480298],"study_design_scores_gemma":[0.0016574065,0.0007687807,0.008159323,0.00006722445,0.0001478422,0.00005905111,0.0013021794,0.000068157584,0.0000022431182,0.00017864583,0.98622924,0.0013599064],"about_ca_topic_score_codex":0.011533836,"about_ca_topic_score_gemma":0.013705088,"teacher_disagreement_score":0.14060013,"about_ca_system_score_codex":0.0039681965,"about_ca_system_score_gemma":0.003539659,"threshold_uncertainty_score":0.9998554},"labels":[],"label_agreement":null},{"id":"W2066094758","doi":"10.3138/ptc.59.4.255","title":"Shifting the Public-Private Mix: A Policy Analysis of Physical Therapy Funding in Ontario","year":2007,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Payment; Business; Quality (philosophy); Public funding; Public policy; Public economics; Public relations; Public administration; Finance; Political science; Economics; Economic growth","score_opus":0.05053410768883135,"score_gpt":0.4274514373334737,"score_spread":0.3769173296446423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066094758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98959917,0.0002303818,0.0000583551,0.0045862896,0.00024657816,0.00063928496,0.000014495577,0.000032684144,0.004592788],"genre_scores_gemma":[0.99348176,0.000060262824,0.000081198246,0.0052895024,0.00033484993,0.000038847982,0.000017815632,0.00003555164,0.00066021824],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965763,0.0003557493,0.00077781006,0.0003395977,0.000638932,0.0013115807],"domain_scores_gemma":[0.99729943,0.0012587528,0.00044841558,0.0006199059,0.0001349443,0.00023855027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010753169,0.00025725356,0.00067304197,0.0005164918,0.00054543815,0.000012468212,0.00051944,0.00009970088,0.00046128995],"category_scores_gemma":[0.0000675106,0.00018253364,0.00016745052,0.0037717437,0.00007495769,0.00011379335,0.000065683686,0.00072730304,0.0000044493913],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031943913,0.0002077022,0.9284468,0.000073406125,0.00077245483,0.000013545207,0.025813835,0.0003998073,0.00309148,0.026169607,0.0016140601,0.013077823],"study_design_scores_gemma":[0.0012418865,0.000092030336,0.82804734,0.00017555934,0.000041310184,2.5321282e-7,0.004270572,0.0012133045,0.0002916411,0.0009073132,0.1633905,0.00032828207],"about_ca_topic_score_codex":0.99673903,"about_ca_topic_score_gemma":0.99969333,"teacher_disagreement_score":0.16177644,"about_ca_system_score_codex":0.003234887,"about_ca_system_score_gemma":0.0040164953,"threshold_uncertainty_score":0.84591174},"labels":[],"label_agreement":null},{"id":"W2066187791","doi":"10.12927/cjnl.2010.21757","title":"Christie Gardens Apartments and Care Inc. and the Ontario Long Term Care Association: Long Term Care Recruitment and Retention Project","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Ontario Long Term Care Association","funders":"","keywords":"Long-term care; Nursing; Term (time); Test (biology); Psychology; Association (psychology); Nursing care; Gerontology; Medicine","score_opus":0.2077718136344301,"score_gpt":0.4174219865182274,"score_spread":0.20965017288379728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066187791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9736977,0.010422831,0.000002288339,0.0028328407,0.0018128218,0.0041934247,0.000037807637,0.0001170175,0.0068832175],"genre_scores_gemma":[0.9947133,0.00015449549,0.00017169041,0.0004525688,0.00045981468,0.00025838977,0.00028475947,0.000040608113,0.0034643568],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970721,0.0006140683,0.00047380663,0.00055195065,0.00043932482,0.00084874383],"domain_scores_gemma":[0.99838513,0.00031158587,0.00037188904,0.0003684515,0.0003486704,0.00021424564],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005181116,0.000309339,0.00041435717,0.00008927935,0.0018520046,0.00010269357,0.00013735623,0.00052871066,0.00006640863],"category_scores_gemma":[0.00013274878,0.0002486522,0.000050663548,0.00010319672,0.0003163102,0.00012570267,0.00007010545,0.0013450797,0.000013355827],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017838393,0.000016257849,0.6562342,0.0013118407,0.000027566983,0.0000073343595,0.32300815,1.08197916e-7,0.000011071818,0.00003131519,0.0010985176,0.01807525],"study_design_scores_gemma":[0.0029323883,0.00016630163,0.7988739,0.0032660863,0.00020586696,0.000011619257,0.18992426,0.0000026248335,0.000022096096,0.00003539012,0.004301756,0.00025773345],"about_ca_topic_score_codex":0.004152309,"about_ca_topic_score_gemma":0.12631188,"teacher_disagreement_score":0.1426397,"about_ca_system_score_codex":0.0022066557,"about_ca_system_score_gemma":0.00035111196,"threshold_uncertainty_score":0.99999654},"labels":[],"label_agreement":null},{"id":"W2066580335","doi":"10.7202/044985ar","title":"Citoyens de deuxième classe ? Perceptions de la santé et du système de soins chez les francophones du nord-est de l’Ontario","year":2010,"lang":"fr","type":"article","venue":"Francophonies d Amérique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Political science; Humanities; Art","score_opus":0.012487003671116586,"score_gpt":0.3441599163772082,"score_spread":0.3316729127060916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066580335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93604666,0.0032582432,0.006804758,0.015563259,0.01120987,0.0018426088,0.0005371865,0.0007669031,0.02397051],"genre_scores_gemma":[0.9464397,0.0062997467,0.019495394,0.005441038,0.006811449,0.0008156294,0.000111788104,0.00036098104,0.014224302],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9851928,0.0067387302,0.0018139326,0.0012006727,0.0006407025,0.0044131987],"domain_scores_gemma":[0.98965836,0.00545396,0.0007924658,0.0014369993,0.00060973305,0.0020484698],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.006427263,0.0012815773,0.0015238292,0.0003967653,0.0035370325,0.00026544338,0.0012695241,0.0043028477,0.01078319],"category_scores_gemma":[0.002659952,0.0014287698,0.0006235884,0.0010387729,0.001586219,0.0005923923,0.00049699587,0.009624243,0.0021955832],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002578403,0.0008095337,0.596923,0.0018030668,0.00012180294,0.00044075603,0.3046419,0.00073913933,0.0065797395,0.0044649765,0.08146054,0.0017577016],"study_design_scores_gemma":[0.0020818948,0.00030116,0.5420077,0.002773566,0.00011044317,0.00083840336,0.06838937,0.0016067398,0.00020268871,0.0052954284,0.37523317,0.0011594159],"about_ca_topic_score_codex":0.55191976,"about_ca_topic_score_gemma":0.9244283,"teacher_disagreement_score":0.37250856,"about_ca_system_score_codex":0.006439412,"about_ca_system_score_gemma":0.017551841,"threshold_uncertainty_score":0.9999936},"labels":[],"label_agreement":null},{"id":"W2066729988","doi":"10.1093/jurban/78.3.535","title":"Residents' Preferences and Preparation for Caring for Underserved Populations","year":2001,"lang":"en","type":"article","venue":"Journal of Heredity","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Massachusetts; Commonwealth Fund","keywords":"Preparedness; Specialty; Medicine; Ethnic group; Logistic regression; Quarter (Canadian coin); Family medicine; Public health; Rural area; Demography; Environmental health; Gerontology; Geography; Nursing","score_opus":0.23795880174816592,"score_gpt":0.5061051416671891,"score_spread":0.2681463399190232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066729988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98843855,0.0004677729,0.0062055327,0.0017515328,0.0014557865,0.0009607397,0.000018388371,0.00001750485,0.00068416964],"genre_scores_gemma":[0.991437,0.00013349086,0.0064469012,0.00014729807,0.0010354653,0.0000410655,0.0000098135115,0.000009618943,0.0007393015],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99869156,0.00013073176,0.00065357913,0.00010138193,0.00016327643,0.00025944482],"domain_scores_gemma":[0.9982297,0.0004935865,0.0005856355,0.00009437916,0.00047074948,0.00012596419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008618956,0.00007743536,0.00022164243,0.00006049239,0.0005934302,0.000013646889,0.0000897106,0.00012526763,0.00004383313],"category_scores_gemma":[0.0005106196,0.00006406038,0.000058486057,0.00007343553,0.000019364788,0.00031162341,0.000022364567,0.00018919795,0.00000180517],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016342283,0.000091145535,0.8928203,0.0007150022,0.00005527384,0.000002649453,0.0031654635,0.00028094338,0.00009128272,0.004255002,0.09386222,0.0030264726],"study_design_scores_gemma":[0.0043851566,0.0013798852,0.78214526,0.0015399709,0.00017874228,0.000030513793,0.010011983,0.0021698044,0.00004575538,0.120425835,0.0774368,0.0002503036],"about_ca_topic_score_codex":0.00039509195,"about_ca_topic_score_gemma":0.0040842015,"teacher_disagreement_score":0.11617083,"about_ca_system_score_codex":0.00014414932,"about_ca_system_score_gemma":0.00019400349,"threshold_uncertainty_score":0.4564245},"labels":[],"label_agreement":null},{"id":"W2067146838","doi":"10.12927/cjnl.2013.23248","title":"I Was Never Recruited: Challenges in Cross-Canada Nurse Mobility","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Lawrence College; University of Toronto; McMaster University; Dalhousie University; Centre for Disability Prevention and Rehabilitation","funders":"University of Toronto; Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Incentive; Nursing; Work (physics); Health human resources; Registered nurse; Human resources; Business; Psychology; Medicine; Political science","score_opus":0.3993059774103809,"score_gpt":0.4552762218080459,"score_spread":0.055970244397665014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067146838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77780586,0.008679942,0.000005588983,0.121701926,0.0036108848,0.0025993641,0.000010644822,0.00028776345,0.08529805],"genre_scores_gemma":[0.9880545,0.00009814798,0.00023791766,0.005120258,0.00042584646,0.00028705568,0.00001519457,0.00005402005,0.005707032],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953586,0.00085728476,0.00082852814,0.00063148036,0.0005111621,0.0018129497],"domain_scores_gemma":[0.99752146,0.000844425,0.0002139261,0.0007358679,0.00025867825,0.0004256236],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00087169744,0.00030483896,0.00046250338,0.0001205216,0.0005224311,0.000023694989,0.0003828748,0.0005041664,0.0020317163],"category_scores_gemma":[0.0004796184,0.0002987742,0.000055273336,0.00039245,0.00026814226,0.000489172,0.000022793882,0.0013986581,0.00088697055],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043748136,0.00095837,0.46248305,0.0033520106,0.000035757894,0.00005283233,0.07427482,0.00020438811,0.000088794994,0.011431118,0.2510392,0.19564219],"study_design_scores_gemma":[0.0014113988,0.00009755086,0.748212,0.0051553156,0.0000120641525,0.0000044714448,0.19134499,0.00033952534,0.000031077514,0.0055073854,0.047359727,0.00052452437],"about_ca_topic_score_codex":0.26497546,"about_ca_topic_score_gemma":0.2816373,"teacher_disagreement_score":0.28572893,"about_ca_system_score_codex":0.0024577244,"about_ca_system_score_gemma":0.0009765354,"threshold_uncertainty_score":0.9999464},"labels":[],"label_agreement":null},{"id":"W2068308238","doi":"10.2202/1548-923x.1518","title":"Preparing the Community Health Nursing Workforce: Internal and External Enablers and Challenges Influencing Undergraduate Nursing Programs in Canada","year":2008,"lang":"en","type":"article","venue":"International Journal of Nursing Education Scholarship","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; University of Saskatchewan; University of Manitoba; University of Toronto; McMaster University","funders":"","keywords":"Nursing; Workforce; Workbook; Nurse education; Community health; Nursing research; Occupational health nursing; Public health; Medicine; Health education; Political science","score_opus":0.20287407609992023,"score_gpt":0.4705974945607296,"score_spread":0.2677234184608094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068308238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95145935,0.016636766,0.000103195714,0.02593837,0.0033500567,0.00040839773,0.0000022647891,0.000018878902,0.002082729],"genre_scores_gemma":[0.99230576,0.004650904,0.0012778054,0.0011828863,0.00046673277,0.00001459636,0.0000050590347,0.00002477084,0.0000715173],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99535424,0.0016882452,0.0012658837,0.00023023688,0.00087129243,0.0005900929],"domain_scores_gemma":[0.9967387,0.0007203298,0.0012338054,0.00024240016,0.00069086126,0.00037391044],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024946565,0.00023265538,0.00037702796,0.00033027978,0.0011756753,0.00008946524,0.0005958597,0.000108825705,0.0000067518904],"category_scores_gemma":[0.00051011896,0.00020002728,0.000049296756,0.0002300042,0.0003138729,0.0007728074,0.000054227236,0.0024306958,0.0000016000203],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00026174253,0.00038727105,0.38064006,0.00008741784,0.000035826473,0.000011396814,0.06333688,0.00009884557,0.00003131106,0.0015777344,0.00080177136,0.5527297],"study_design_scores_gemma":[0.0011352417,0.00015968169,0.8097955,0.052046616,0.00002439535,0.0016808406,0.12008194,0.00012582072,0.000017074854,0.013141453,0.0015538143,0.0002376018],"about_ca_topic_score_codex":0.15624753,"about_ca_topic_score_gemma":0.14926115,"teacher_disagreement_score":0.55249214,"about_ca_system_score_codex":0.007799927,"about_ca_system_score_gemma":0.006432172,"threshold_uncertainty_score":0.9998707},"labels":[],"label_agreement":null},{"id":"W2068675207","doi":"10.1016/j.jcjo.2015.03.002","title":"The geographic distribution of optometrists in Ontario","year":2015,"lang":"en","type":"letter","venue":"Canadian Journal of Ophthalmology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Government (linguistics); Optometry; Medicine; Population; Scopus; Subject (documents); Glaucoma; Ophthalmology; Political science; Library science; MEDLINE; Environmental health; Law","score_opus":0.06913740513009783,"score_gpt":0.39507160510064004,"score_spread":0.3259341999705422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068675207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74995434,0.0071854196,0.0000021524188,0.20065251,0.009193459,0.0008726364,0.00025892345,0.0000040698765,0.03187647],"genre_scores_gemma":[0.9713454,0.000043305223,0.00004461323,0.01563822,0.0015119009,0.000024332376,0.00027131668,0.00004858412,0.011072293],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949003,0.0013451326,0.0018048309,0.0002038412,0.00041053447,0.0013353804],"domain_scores_gemma":[0.9946782,0.0011376007,0.0018075206,0.00044774608,0.0012944536,0.0006344608],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0026520332,0.0002676846,0.0009210447,0.00086623983,0.00039840693,0.000011333694,0.0009155098,0.0016868063,0.0011036313],"category_scores_gemma":[0.0011102482,0.00020350977,0.00018455222,0.00071068306,0.0004000093,0.00007000249,0.000044446344,0.007175266,0.00004219497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033183984,0.0000044112408,0.3941268,0.000080586375,0.00003418142,0.012368479,0.00035290435,0.0000047530434,4.000559e-8,0.000065990054,0.5928877,0.000040946634],"study_design_scores_gemma":[0.00047178235,0.00030906967,0.15013431,0.00073720416,0.0000302618,0.00769951,0.0003000496,5.831906e-7,1.5506501e-7,0.001422428,0.8387569,0.00013769972],"about_ca_topic_score_codex":0.7514835,"about_ca_topic_score_gemma":0.5694106,"teacher_disagreement_score":0.24586923,"about_ca_system_score_codex":0.0036918393,"about_ca_system_score_gemma":0.020061728,"threshold_uncertainty_score":0.9998095},"labels":[],"label_agreement":null},{"id":"W2068915647","doi":"10.1080/00185860009596543","title":"Misconceptions regarding Restructuring of Registered Nurse Positions in Western New York and Southern Ontario","year":2000,"lang":"en","type":"article","venue":"Hospital Topics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Chicago","keywords":"Restructuring; Political science; Nursing; Regional science; Medicine; Geography; Law","score_opus":0.04495598446679559,"score_gpt":0.36108765777807034,"score_spread":0.31613167331127473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068915647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97537345,0.00044259286,0.0000071621143,0.0019823045,0.00029458944,0.00050951034,0.00001574846,0.00004527387,0.021329373],"genre_scores_gemma":[0.8675102,0.00004278687,0.0017185622,0.00023182668,0.0002944332,0.00001965587,0.000014350452,0.000019290437,0.1301489],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99859494,0.00009695983,0.00053222507,0.00024334989,0.00013749064,0.00039501776],"domain_scores_gemma":[0.9992631,0.000060448943,0.00014471356,0.00033366165,0.000034433706,0.00016365902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101868645,0.00013365613,0.00026257,0.000056441622,0.00024034474,0.000010568418,0.00013009249,0.00017679727,0.00087041146],"category_scores_gemma":[0.000027338801,0.00013355768,0.00004194227,0.00013146218,0.0000700026,0.00009772391,0.00003137349,0.0004257909,0.00007033733],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000555929,0.000047766534,0.8815073,0.00013231058,0.000011474734,0.000012111649,0.10343068,0.000047057187,0.000009888138,0.0013148148,0.002042852,0.011388159],"study_design_scores_gemma":[0.0026462488,0.0003340475,0.8345403,0.003575115,0.00004213239,0.000009137406,0.023489634,0.000024962643,0.000019095867,0.0049301907,0.12995104,0.00043808692],"about_ca_topic_score_codex":0.06583004,"about_ca_topic_score_gemma":0.1285897,"teacher_disagreement_score":0.12790819,"about_ca_system_score_codex":0.00024757444,"about_ca_system_score_gemma":0.00021555276,"threshold_uncertainty_score":0.9530395},"labels":[],"label_agreement":null},{"id":"W2069670847","doi":"10.1136/bmj.b4843","title":"Australia operates \"closed shop\" to restrict doctors from overseas, say critics","year":2009,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Data science; Medicine","score_opus":0.11434845738687946,"score_gpt":0.5163002179423557,"score_spread":0.4019517605554762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069670847","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9275026,0.00019023704,0.00003246051,0.03243294,0.0021293324,0.0021070894,0.00019216859,0.00030082956,0.035112377],"genre_scores_gemma":[0.9535333,0.00004475852,0.0048199487,0.016470365,0.0017391623,0.00007497976,0.000097500735,0.000028194409,0.023191797],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967876,0.00043733348,0.00083022617,0.0004304424,0.00042558223,0.0010888184],"domain_scores_gemma":[0.99787205,0.00048422127,0.00012783657,0.0006334563,0.00021976083,0.0006626753],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00047683244,0.00025340612,0.00038877036,0.00009954341,0.00055750605,0.000029294872,0.0003411348,0.00032780468,0.002936894],"category_scores_gemma":[0.000817446,0.0002324286,0.00006972605,0.00045831382,0.00002972889,0.00013698223,0.00008597682,0.00056271016,0.0035754803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013734099,0.000076076365,0.04761678,0.00004230894,0.000013410176,0.00005821016,0.0015399252,0.0000607592,0.00045249626,0.007260089,0.94173974,0.0010028699],"study_design_scores_gemma":[0.0009676194,0.00029492442,0.29777798,0.0008818142,0.00003594751,0.0000011627055,0.0032042293,0.00006495693,0.0002582397,0.0025142105,0.69356024,0.0004386712],"about_ca_topic_score_codex":0.0040255142,"about_ca_topic_score_gemma":0.0005077224,"teacher_disagreement_score":0.2501612,"about_ca_system_score_codex":0.00036381587,"about_ca_system_score_gemma":0.00029183825,"threshold_uncertainty_score":0.9979746},"labels":[],"label_agreement":null},{"id":"W2069835531","doi":"10.1176/appi.ap.34.6.414","title":"Meeting the Global Mental Health Challenge","year":2010,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Mental health; Global mental health; Psychology; MEDLINE; Medical education; Psychiatry; Medicine; Political science","score_opus":0.04305793171601238,"score_gpt":0.4372815940171539,"score_spread":0.3942236623011415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069835531","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008267087,0.029693838,0.000003996859,0.8716309,0.03772512,0.0028215575,0.00052940595,0.00049472944,0.05627375],"genre_scores_gemma":[0.0004303089,0.007376682,0.0007028172,0.9372224,0.047832076,0.00033098005,0.0005927755,0.00015720032,0.0053547183],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99035364,0.0019111568,0.0021992691,0.0011283734,0.0012373059,0.0031702318],"domain_scores_gemma":[0.99534357,0.0005559872,0.0020850769,0.0014595354,0.00012036363,0.0004354442],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0024513428,0.00086009956,0.0010700371,0.00010005637,0.0035890327,0.000016560592,0.002283231,0.010078873,0.0008287403],"category_scores_gemma":[0.00015750524,0.0006291123,0.00030800016,0.00049628445,0.00027734737,0.00013089037,0.00063802325,0.054406133,0.0025553894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002038774,0.000018322471,0.012347294,0.0009774267,0.000049874838,0.000003688453,0.0013808091,1.5852899e-7,1.8322928e-7,0.002270674,0.9816413,0.0012899077],"study_design_scores_gemma":[0.0005869536,0.000081746104,0.00051214325,0.0034988692,0.00003642398,0.000024691628,0.00211493,0.000007804074,4.7737547e-8,0.010686802,0.98196083,0.00048872706],"about_ca_topic_score_codex":0.0018762575,"about_ca_topic_score_gemma":0.0015844413,"teacher_disagreement_score":0.06559155,"about_ca_system_score_codex":0.0013152494,"about_ca_system_score_gemma":0.0031941042,"threshold_uncertainty_score":0.999616},"labels":[],"label_agreement":null},{"id":"W2070357727","doi":"10.1186/1472-6963-13-146","title":"Access granted! barriers endure: determinants of difficulties accessing specialist care when required in Ontario, Canada","year":2013,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Queen's University; University of Toronto","funders":"","keywords":"Health administration; Nursing research; Medicine; Public health; Health care; Context (archaeology); Legislation; Health services research; Health informatics; Logistic regression; Nursing; Family medicine; Environmental health; Economic growth; Geography; Political science","score_opus":0.10471744084205747,"score_gpt":0.4810811524490483,"score_spread":0.37636371160699084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070357727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887006,0.0019048536,0.0000020309874,0.00067547255,0.00086728606,0.0041671097,0.00008977577,0.00005833473,0.003534538],"genre_scores_gemma":[0.9948616,0.00020259147,0.00039518805,0.0016702313,0.00026572554,0.0006448107,0.00010387982,0.00006707105,0.0017888963],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98869187,0.0030989249,0.0022596926,0.000809331,0.0019907164,0.003149462],"domain_scores_gemma":[0.99407226,0.0012649904,0.0007367931,0.0009861849,0.0015829296,0.0013568472],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022167673,0.00038989223,0.0010915487,0.0005401319,0.0021801325,0.00011946902,0.0018984876,0.0004123438,0.003730036],"category_scores_gemma":[0.00019837685,0.00035113897,0.00006986334,0.0011980581,0.00021786877,0.00092824426,0.0009979524,0.0019812207,0.00007787456],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017158492,0.000031761363,0.9216806,0.010916047,0.0000058635665,0.000014042047,0.06141359,0.000023633966,0.0000100704,0.000032017513,0.0037150958,0.0019856435],"study_design_scores_gemma":[0.0010933513,0.00010223849,0.84297013,0.0056836335,0.000003140955,0.0000011934992,0.13452794,0.0003030313,0.000040922856,0.00015959519,0.0148703335,0.0002444672],"about_ca_topic_score_codex":0.9993939,"about_ca_topic_score_gemma":0.99992657,"teacher_disagreement_score":0.0787105,"about_ca_system_score_codex":0.0071133166,"about_ca_system_score_gemma":0.02906874,"threshold_uncertainty_score":0.9998941},"labels":[],"label_agreement":null},{"id":"W2070739464","doi":"10.1503/cmaj.109-4459","title":"Philippines brain drain: Fact or fiction?","year":2013,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Brain drain; Statistic; Southeast asia; Medicine; History; Economic growth; Statistics; Ancient history; Economics; Mathematics","score_opus":0.025342931644761264,"score_gpt":0.37974321725318544,"score_spread":0.3544002856084242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070739464","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2082252,0.00032938705,0.00011800425,0.67572933,0.0075641903,0.0011597094,0.00005682686,0.00016579044,0.10665158],"genre_scores_gemma":[0.58271396,0.00041793677,0.00036114146,0.28695145,0.013864384,0.00018355445,0.000046344787,0.00007518616,0.115386024],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954049,0.0008698203,0.0009104542,0.00018840884,0.0013433272,0.0012831034],"domain_scores_gemma":[0.9937676,0.0012349761,0.00043589587,0.00015116516,0.0009182791,0.0034920743],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024112284,0.00016366661,0.0003059473,0.00020026565,0.0017509343,0.000062707055,0.00032186598,0.0007991007,0.15417288],"category_scores_gemma":[0.008536081,0.00012583692,0.00008416767,0.00040332993,0.000036538448,0.00023288635,0.000027551796,0.0021823447,0.0055617453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004919189,0.000009952381,0.07569092,0.000018683959,0.000029013687,0.000051174422,0.0008741298,0.0000013239319,0.0000014604068,0.0002758456,0.8998173,0.023225296],"study_design_scores_gemma":[0.0007218417,0.000049924824,0.058265287,0.00024874078,0.000006455768,0.00005421499,0.003887024,0.00017330462,3.6160557e-7,0.000506461,0.93595225,0.00013416041],"about_ca_topic_score_codex":0.033629704,"about_ca_topic_score_gemma":0.1992535,"teacher_disagreement_score":0.38877788,"about_ca_system_score_codex":0.0029470685,"about_ca_system_score_gemma":0.007249648,"threshold_uncertainty_score":0.99981546},"labels":[],"label_agreement":null},{"id":"W2071241189","doi":"10.1080/01421590601175291","title":"World conference on medical education: A window on the globalizing world of medical education?","year":2007,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Wonder; Internationalization; Medical education; Generalizability theory; Political science; Medical school; Public relations; Medicine; Psychology; Business","score_opus":0.11270730338233989,"score_gpt":0.4967116814598835,"score_spread":0.3840043780775436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071241189","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09843146,0.0007030634,0.00011019191,0.34954137,0.0042474717,0.0010536772,0.0000026569085,0.00015840238,0.5457517],"genre_scores_gemma":[0.85755455,0.00014823434,0.00012631496,0.086219616,0.0035913286,0.00021380243,0.000030720064,0.000045735833,0.052069694],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98925567,0.0014952312,0.0015624556,0.00056169095,0.0059893895,0.0011355672],"domain_scores_gemma":[0.99389905,0.0020043373,0.00044615346,0.0009144542,0.00035994378,0.0023760842],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.010660412,0.00034692374,0.0005909951,0.00028458665,0.0006036992,0.00001450122,0.0015473427,0.0008054918,0.15441367],"category_scores_gemma":[0.015346524,0.00022571933,0.00013155804,0.001254765,0.00067238125,0.00006241217,0.00028839026,0.0037883876,0.0013035809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012872952,0.0014192404,0.04831118,0.00014684706,0.000028800949,0.000016074984,0.0017329986,1.1093906e-7,3.0527406e-7,0.374941,0.51529723,0.05797748],"study_design_scores_gemma":[0.0012329128,0.00016161957,0.018437825,0.013494662,0.0000350161,0.000014609243,0.008103756,0.00043497747,0.00000862343,0.008439974,0.9492672,0.00036881425],"about_ca_topic_score_codex":0.0015158241,"about_ca_topic_score_gemma":0.009592741,"teacher_disagreement_score":0.7591231,"about_ca_system_score_codex":0.00057184265,"about_ca_system_score_gemma":0.015761094,"threshold_uncertainty_score":0.99947405},"labels":[],"label_agreement":null},{"id":"W2071244861","doi":"10.1097/01.acm.0000243353.62431.3e","title":"Concurrent Sessions: Exploring Issues Relating to International Medical Graduates","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Facilitator; Accreditation; Medical education; Session (web analytics); Competence (human resources); Workforce; Presentation (obstetrics); Staffing; Commission; Medicine; Psychology; Nursing; Political science; Computer science","score_opus":0.19067759613917706,"score_gpt":0.5277576842818249,"score_spread":0.33708008814264784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071244861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65459377,0.007696636,0.0011116462,0.26616904,0.013381573,0.0013643698,0.0000116937745,0.00066848885,0.055002782],"genre_scores_gemma":[0.9560916,0.0034086204,0.00030671488,0.010589837,0.010357467,0.00044262892,0.00011211168,0.00004884776,0.018642161],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99535304,0.00037559512,0.0015075394,0.00045754283,0.0014419347,0.00086436054],"domain_scores_gemma":[0.99706715,0.0014820645,0.00032422403,0.00026523694,0.00023206175,0.00062925246],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021272067,0.00025390406,0.00048254646,0.000226912,0.0005441954,0.0000029159123,0.0006034671,0.00043358968,0.004368906],"category_scores_gemma":[0.004892899,0.00019112758,0.000034901383,0.00045161642,0.00013984203,0.00020923978,0.0003385253,0.0022603157,0.0010769462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027050033,0.000014787354,0.16820528,0.00017211575,0.00002060714,0.00003405747,0.011553099,0.000023121933,0.00032144765,0.04811354,0.7533614,0.018153522],"study_design_scores_gemma":[0.0014926693,0.000105965046,0.008642198,0.012089653,0.000025142532,0.000010412214,0.016167674,0.0006128685,0.000066523724,0.0048807124,0.95564425,0.00026194754],"about_ca_topic_score_codex":0.0028231377,"about_ca_topic_score_gemma":0.000105728635,"teacher_disagreement_score":0.30149785,"about_ca_system_score_codex":0.0003311455,"about_ca_system_score_gemma":0.00019009714,"threshold_uncertainty_score":0.99970084},"labels":[],"label_agreement":null},{"id":"W2071675372","doi":"10.1258/135581905774424519","title":"Health care provider outcomes during and shortly after acute care restructuring in Newfoundland and Labrador","year":2005,"lang":"en","type":"article","venue":"Journal of Health Services Research & Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. John’s Health Sciences Centre; Government of Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Overtime; Restructuring; Sick leave; Turnover; Human resources; Health care; Medicine; Closure (psychology); Nursing; Acute care; Work (physics); Demographic economics; Psychology; Business; Political science; Economic growth; Labour economics; Finance; Management; Economics","score_opus":0.031501638024586186,"score_gpt":0.49737778105402086,"score_spread":0.4658761430294347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071675372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9016864,0.04401342,5.1884814e-7,0.052352745,0.00016449833,0.0014592978,0.000043790005,0.000027801032,0.00025154388],"genre_scores_gemma":[0.9796081,0.010018213,0.0011891882,0.00769525,0.0011070463,0.000059637892,0.000007557194,0.00005962367,0.00025533958],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.991963,0.00197375,0.002115692,0.0004545231,0.0011682193,0.0023248056],"domain_scores_gemma":[0.9960578,0.00047291652,0.0008549965,0.00041851294,0.0008652678,0.0013304906],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002526683,0.00033156664,0.0011125796,0.0013771103,0.0015488137,0.000091782276,0.00040941668,0.00025630064,0.000047594145],"category_scores_gemma":[0.000094798284,0.00026512053,0.00006967322,0.00077295105,0.00013190068,0.0007454485,0.0004988603,0.0024558282,0.000011847664],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059121003,0.000029206487,0.76446,0.010945779,0.000035305573,0.00006446195,0.1807628,0.0000133795675,0.0000046709697,0.00009305805,0.00013909665,0.042860992],"study_design_scores_gemma":[0.0023998988,0.00050718314,0.89047384,0.004303844,0.000006594346,0.000078042845,0.08509827,0.000017167691,0.00000242229,0.00013697326,0.016804459,0.00017130747],"about_ca_topic_score_codex":0.092809856,"about_ca_topic_score_gemma":0.20349377,"teacher_disagreement_score":0.1260138,"about_ca_system_score_codex":0.0049671694,"about_ca_system_score_gemma":0.0045591053,"threshold_uncertainty_score":0.9999801},"labels":[],"label_agreement":null},{"id":"W2071908310","doi":"10.4236/ce.2014.521208","title":"How Do Graduates of Longitudinal Integrated Clerkships Fare on the Medical Council of Canada Qualifying Exam Part ll?","year":2014,"lang":"en","type":"article","venue":"Creative Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Victoria; University of Calgary","funders":"","keywords":"Medical school; Medical education; Longitudinal study; Medicine; Family medicine; Psychology","score_opus":0.1594542997219673,"score_gpt":0.4141292188618172,"score_spread":0.25467491913984985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071908310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94116205,0.000372553,0.00011435232,0.025323637,0.0015193904,0.00076943974,0.000042243144,0.000027220243,0.030669106],"genre_scores_gemma":[0.9934219,0.00005922845,0.000071298724,0.0008835065,0.0003431006,0.00015340134,0.00005883062,0.000016111464,0.0049926317],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99637747,0.0014068958,0.0005536189,0.0002393963,0.0010535012,0.00036909973],"domain_scores_gemma":[0.9942823,0.002700458,0.0005949631,0.0003772639,0.0018380443,0.0002069632],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0023500272,0.000167388,0.00034396336,0.000042432228,0.00047325395,0.000008980004,0.0002618018,0.00015806507,0.00077553093],"category_scores_gemma":[0.01012088,0.00010671215,0.000037629343,0.0003511533,0.00017345687,0.00006820183,0.000037787693,0.0005359469,0.000010826418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000273483,0.0004473046,0.23186423,0.0011514568,0.00009898027,9.430513e-7,0.02907711,0.000012190909,0.00004209318,0.12481952,0.5930225,0.019190166],"study_design_scores_gemma":[0.00084649783,0.00048361655,0.20152889,0.010098282,0.00008302209,0.0000024358662,0.35017404,0.00033047833,0.0012591537,0.0046700276,0.4301194,0.00040414088],"about_ca_topic_score_codex":0.24521334,"about_ca_topic_score_gemma":0.25176993,"teacher_disagreement_score":0.32109693,"about_ca_system_score_codex":0.0014560779,"about_ca_system_score_gemma":0.0148411915,"threshold_uncertainty_score":0.9982173},"labels":[],"label_agreement":null},{"id":"W2072138008","doi":"10.1111/j.1440-1800.2004.00205.x","title":"<i>PRODUCTION AND CONSUMPTION OF SCIENCE IN A GLOBAL CONTEXT</i>","year":2004,"lang":"en","type":"editorial","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre for Global Health Research; University of Toronto","funders":"","keywords":"Context (archaeology); Consumption (sociology); Production (economics); Sociology; Psychology; Engineering ethics; Social science; Economics; Geography; Engineering","score_opus":0.06623612956942337,"score_gpt":0.47137576120154706,"score_spread":0.4051396316321237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072138008","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10253303,0.0028893428,0.000025179357,0.00043552634,0.89154166,0.0009148523,0.00006118339,0.000081590646,0.0015176386],"genre_scores_gemma":[0.33984262,0.0013878933,0.0005662263,0.00016288202,0.65732443,0.00007184004,0.00009578214,0.000048973336,0.0004993616],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961746,0.00031224906,0.00095315045,0.00074041757,0.0009893392,0.0008302482],"domain_scores_gemma":[0.99767697,0.00039088816,0.00066114566,0.0004493327,0.00062949216,0.00019218726],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018086621,0.00027814135,0.0006347476,0.00027289896,0.00058824895,0.000013364846,0.00029056077,0.0010945568,0.00003081547],"category_scores_gemma":[0.0027789865,0.0002911178,0.000037452734,0.0007502389,0.0034791087,0.00026261015,0.000085873275,0.001317803,0.000041031104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029609769,0.00012241788,0.007663477,0.0016211611,0.0000044629874,0.000004113644,0.011847819,0.000015248855,0.00004883852,0.001068171,0.96886915,0.008439035],"study_design_scores_gemma":[0.0054725558,0.00076759636,0.026379835,0.17247212,0.00019175978,0.000017215301,0.03585801,0.000036930105,0.000111627676,0.012228062,0.74510163,0.0013626373],"about_ca_topic_score_codex":0.0012789342,"about_ca_topic_score_gemma":0.00079329644,"teacher_disagreement_score":0.2373096,"about_ca_system_score_codex":0.0041193194,"about_ca_system_score_gemma":0.0034011353,"threshold_uncertainty_score":0.9999541},"labels":[],"label_agreement":null},{"id":"W2073221964","doi":"10.1016/j.outlook.2008.08.003","title":"Developing a practice-academic partnership logic model","year":2009,"lang":"en","type":"review","venue":"Nursing Outlook","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Logic model; General partnership; Process (computing); Construct (python library); Computer science; Mathematics education; Knowledge management; Psychology; Medical education; Nursing; Medicine; Political science; Public administration","score_opus":0.4458713643848805,"score_gpt":0.6165266482173253,"score_spread":0.17065528383244477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073221964","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.550482e-7,0.8734435,0.0011619296,0.006469782,0.0012653595,0.0030482674,0.000015347785,0.00060654856,0.11398884],"genre_scores_gemma":[0.0000020776774,0.9550944,0.0184482,0.0070980787,0.0013118832,0.00039564507,0.00016442916,0.0001766894,0.017308624],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909879,0.0023780118,0.0024912378,0.0010837552,0.000745521,0.002313549],"domain_scores_gemma":[0.99436206,0.0016255459,0.0021284677,0.0009638049,0.0003694823,0.00055066706],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0020726086,0.0009862642,0.0030077114,0.000369905,0.001292314,0.000030611118,0.00090737635,0.0028690402,0.000115559036],"category_scores_gemma":[0.0016164782,0.0008527872,0.00042943572,0.00080911734,0.00015877848,0.00033979528,0.00011219275,0.005803442,0.0029649774],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000026775902,0.000042930813,0.0000023016603,0.01389172,0.00003625678,0.000021143227,0.0019145157,0.000015518513,1.2787035e-8,0.03515805,0.06426061,0.88463014],"study_design_scores_gemma":[0.00018934166,0.000047198067,6.4672275e-7,0.20542295,0.00066909054,0.000037658254,0.00072134286,0.00016196906,2.0945903e-8,0.008761746,0.7833664,0.00062164426],"about_ca_topic_score_codex":0.00003838293,"about_ca_topic_score_gemma":0.0000106472235,"teacher_disagreement_score":0.8840085,"about_ca_system_score_codex":0.0050246646,"about_ca_system_score_gemma":0.006364925,"threshold_uncertainty_score":0.9993923},"labels":[],"label_agreement":null},{"id":"W2073517167","doi":"10.1503/cmaj.081304","title":"Medical profession urged to end mental health discrimination","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Commission; Stigma (botany); Mental health; Medical profession; Medicine; Population; Psychiatry; Family medicine; Political science; Law; Environmental health","score_opus":0.03052188576746745,"score_gpt":0.4075956193588497,"score_spread":0.37707373359138224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073517167","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29841635,0.00038733872,0.00017666079,0.6815945,0.007308985,0.0010521555,0.000070838476,0.00009578245,0.0108974185],"genre_scores_gemma":[0.77577126,0.0012889579,0.00046851786,0.20724303,0.005115618,0.00008323531,0.00013543313,0.000055518278,0.009838465],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99039245,0.0018458416,0.0013924922,0.0002935462,0.0043828497,0.0016928109],"domain_scores_gemma":[0.9889777,0.00046148043,0.00059014396,0.00017124366,0.0005893666,0.009210108],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006619366,0.00020917437,0.00046256013,0.00033980343,0.004294797,0.000017288825,0.00044919562,0.0009172249,0.028496474],"category_scores_gemma":[0.0066871326,0.00018274401,0.0000964717,0.0005455764,0.000059570437,0.00020226096,0.00007575373,0.0029944251,0.0018001652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020031683,0.000042207284,0.096434385,0.00003465325,0.000020043984,0.00015699487,0.009267421,5.464017e-7,0.0000011195677,0.00049669866,0.86686,0.026665943],"study_design_scores_gemma":[0.0012848942,0.00013283589,0.08041133,0.0012442305,0.0000045600555,0.00022435884,0.006504834,0.00014037083,0.000001400707,0.000100294325,0.9097575,0.0001934241],"about_ca_topic_score_codex":0.017463317,"about_ca_topic_score_gemma":0.18388481,"teacher_disagreement_score":0.47735488,"about_ca_system_score_codex":0.0075478973,"about_ca_system_score_gemma":0.02516986,"threshold_uncertainty_score":0.9993057},"labels":[],"label_agreement":null},{"id":"W2073574278","doi":"10.12927/cjnl.2010.21829","title":"International Nurse Migration to Canada: Are We Missing the Bigger Picture?","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Attrition; Economic shortage; Nursing shortage; Productivity; Nursing; Absenteeism; Population; Business; Workforce; Medicine; Psychology; Nurse education; Economic growth; Economics; Environmental health","score_opus":0.19520305489230055,"score_gpt":0.4220141422224433,"score_spread":0.22681108733014277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073574278","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16374701,0.00019658807,0.0002240782,0.8040879,0.013169874,0.00070774416,0.00001689986,0.00013460327,0.017715326],"genre_scores_gemma":[0.968818,0.0000050178323,0.0009398542,0.02097174,0.0021907415,0.000044156768,0.000021107042,0.000035610163,0.006973757],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977344,0.0002633546,0.00040215283,0.00030521312,0.0005189744,0.00077587244],"domain_scores_gemma":[0.99841535,0.0004319796,0.00021118512,0.00041224627,0.00022737357,0.00030185934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004540168,0.00018888534,0.00018367203,0.00008498844,0.001069259,0.000036856025,0.00043100875,0.0002423503,0.0005549483],"category_scores_gemma":[0.00044852056,0.00014253646,0.000041804455,0.00027781446,0.00010074941,0.00008089369,0.00001567418,0.0013029764,0.000133467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018111701,0.00008630225,0.031719,0.00015246296,0.000024585757,0.000013428745,0.075443,0.00006934626,0.0017156921,0.002744624,0.8200262,0.06782425],"study_design_scores_gemma":[0.00034863848,0.000022323275,0.041966595,0.002188866,0.00002231329,0.000008009995,0.119308434,0.00036651533,0.00019602048,0.00068217627,0.8346487,0.00024137474],"about_ca_topic_score_codex":0.06508066,"about_ca_topic_score_gemma":0.66526395,"teacher_disagreement_score":0.805071,"about_ca_system_score_codex":0.0007507964,"about_ca_system_score_gemma":0.00076074223,"threshold_uncertainty_score":0.94114506},"labels":[],"label_agreement":null},{"id":"W2073967637","doi":"10.1093/fampra/19.2.146","title":"Preferences for gender of family physician among Canadian European-descent and South-Asian immigrant women","year":2002,"lang":"en","type":"article","venue":"Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Immigration; Asian Indian; Family medicine; Descent (aeronautics); Asian americans; Ethnic group; Gerontology; Environmental health; Population","score_opus":0.11001380244011372,"score_gpt":0.37604888888989135,"score_spread":0.26603508644977764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073967637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69862145,0.0016170955,0.00006816376,0.0010981348,0.000616754,0.0017791658,0.00016783089,0.00008074351,0.29595065],"genre_scores_gemma":[0.98337895,0.00047326297,0.0013771276,0.012506794,0.0002809564,0.00018603861,0.000016878177,0.000058412035,0.0017215818],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99623734,0.0010721168,0.0007067091,0.00045357362,0.0003243029,0.0012059873],"domain_scores_gemma":[0.9970278,0.0008535958,0.00060062064,0.0004341845,0.00041134746,0.0006724661],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013464501,0.0002646599,0.00041185613,0.00015114136,0.0007837379,0.00002869628,0.00028525662,0.00017146632,0.00006417755],"category_scores_gemma":[0.00065075257,0.00024586267,0.00005476729,0.00028791802,0.00012623274,0.0004735319,0.000082784776,0.0005546512,0.00024859438],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00130233,0.0009049339,0.13043553,0.004488275,0.0006840825,0.0000987408,0.5024867,0.000066276145,0.00095598085,0.00640337,0.23699927,0.11517449],"study_design_scores_gemma":[0.0014619041,0.000300902,0.2839587,0.00044491107,0.0000936283,0.0000012132597,0.22070102,0.00027343314,0.0000047940284,0.00028812527,0.4920991,0.00037225345],"about_ca_topic_score_codex":0.06359096,"about_ca_topic_score_gemma":0.012853711,"teacher_disagreement_score":0.29422906,"about_ca_system_score_codex":0.00035349434,"about_ca_system_score_gemma":0.0002582223,"threshold_uncertainty_score":0.99999934},"labels":[],"label_agreement":null},{"id":"W2074061717","doi":"10.1097/01.acm.0000225237.79434.83","title":"Bridge to Health Care: Alabama???s Health Professions Partnership Initiative","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); General partnership; Health care; Population; Medical education; Allied health professions; Health professions; Medicine; Nursing; Sociology; Political science; Engineering; Environmental health","score_opus":0.15819079084010745,"score_gpt":0.5248702995211089,"score_spread":0.3666795086810014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074061717","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09534703,0.029589789,0.001621028,0.7919538,0.0041478192,0.009924581,0.00014568797,0.0011845718,0.0660857],"genre_scores_gemma":[0.79252476,0.0010847495,0.0003892593,0.19002314,0.0043132263,0.0005991569,0.00045852934,0.00009265327,0.010514518],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99052805,0.0023680665,0.0025413495,0.00086749333,0.0010461882,0.002648854],"domain_scores_gemma":[0.9946522,0.001358048,0.0011265414,0.00073721266,0.0003982203,0.0017277815],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033536432,0.0005079712,0.0013033989,0.0003792854,0.002034804,0.0000033848642,0.0006092921,0.00060176593,0.0007647593],"category_scores_gemma":[0.0010366286,0.00040601424,0.00006383011,0.0013895796,0.00024064569,0.00016482543,0.00027311395,0.0034566058,0.0012942259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083529245,0.000014597514,0.033060525,0.0007293107,0.000010446808,0.000006025775,0.084170066,0.0000057259404,0.000009711751,0.015162565,0.86424404,0.0025034356],"study_design_scores_gemma":[0.0024144996,0.0009720397,0.065524906,0.007923014,0.000020585012,0.0000076121087,0.072364636,0.00001150062,0.00001062019,0.0026283548,0.8477218,0.00040043367],"about_ca_topic_score_codex":0.013160325,"about_ca_topic_score_gemma":0.0023651433,"teacher_disagreement_score":0.69717777,"about_ca_system_score_codex":0.0020736095,"about_ca_system_score_gemma":0.0030868847,"threshold_uncertainty_score":0.9998392},"labels":[],"label_agreement":null},{"id":"W2074175436","doi":"10.5172/conu.2006.22.2.288","title":"Meeting the health needs of Indigenous people: How is nursing education meeting the challenge?","year":2006,"lang":"en","type":"article","venue":"Contemporary Nurse","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Workforce; Project commissioning; Nursing; Work (physics); Publishing; Medicine; Political science; Engineering","score_opus":0.04598932129679906,"score_gpt":0.3980803906776278,"score_spread":0.35209106938082874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074175436","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45177388,0.061778102,0.00004803044,0.24631383,0.003405997,0.0046300013,0.000041283656,0.0002547231,0.23175417],"genre_scores_gemma":[0.9882905,0.00030350068,0.00012723445,0.004280487,0.0012027082,0.00020808216,0.000059787657,0.00006472459,0.005462982],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9953593,0.0016546062,0.001176543,0.00032235403,0.00051429233,0.0009728917],"domain_scores_gemma":[0.9959953,0.00095712626,0.0015540764,0.00092683727,0.00038445034,0.00018220647],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002304629,0.0003174182,0.0005660404,0.00016461508,0.0027972185,0.000031964977,0.0006264689,0.00023999697,0.00006749515],"category_scores_gemma":[0.00018650632,0.00020597385,0.00013174937,0.0008687007,0.00023789624,0.00023051437,0.00006574505,0.0008886076,0.000049923223],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014595494,0.0007614911,0.093712054,0.0010104111,0.000040613817,0.0000015051464,0.4449621,0.000013936831,0.000040348765,0.014496411,0.41432074,0.030494416],"study_design_scores_gemma":[0.0010937175,0.00040063934,0.029083868,0.010250759,0.00005000181,0.000010966805,0.7957317,0.00020262037,0.00009214786,0.0053015016,0.15731314,0.00046889813],"about_ca_topic_score_codex":0.012288095,"about_ca_topic_score_gemma":0.0012811489,"teacher_disagreement_score":0.5365166,"about_ca_system_score_codex":0.00046377644,"about_ca_system_score_gemma":0.0031691815,"threshold_uncertainty_score":0.998501},"labels":[],"label_agreement":null},{"id":"W2074274188","doi":"10.1097/00001888-200609000-00014","title":"Medical Workforce Policy-Making in Canada, 1993???2003: Reconnecting the Disconnected","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Workforce; Productivity; Workforce planning; Physician supply; Economic shortage; Business; Normative; Medicine; Public relations; Political science; Health care; Economic growth; Economics; Government (linguistics)","score_opus":0.0456571147994562,"score_gpt":0.43559317413569043,"score_spread":0.3899360593362342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074274188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7456482,0.0051165265,0.00016124733,0.17495613,0.0026597704,0.0015389823,0.000009592325,0.00016698155,0.069742545],"genre_scores_gemma":[0.959925,0.0005383388,0.000034770077,0.029696297,0.005338539,0.00014021638,0.00003779455,0.00004765797,0.0042414097],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936241,0.001067095,0.0018936635,0.00047887658,0.0011992027,0.0017370915],"domain_scores_gemma":[0.9942126,0.0041833166,0.00057202706,0.0004937815,0.00016654748,0.00037169005],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033265296,0.00032230964,0.0006669379,0.0002076426,0.00078644906,0.0000024339715,0.00082764955,0.0005673843,0.0017124237],"category_scores_gemma":[0.01135236,0.00020504068,0.000024746101,0.0023296995,0.00021764009,0.00009811357,0.00021099557,0.004283963,0.00007151944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008145455,0.000006516497,0.6596318,0.00019850713,0.000013893061,0.000097776385,0.00716022,0.00010005536,0.000023057395,0.055547416,0.26806846,0.009070841],"study_design_scores_gemma":[0.0051827314,0.00011371878,0.22939304,0.024829907,0.00006448008,0.00011540545,0.0841474,0.0058272737,0.000019367155,0.015397241,0.63404655,0.00086286094],"about_ca_topic_score_codex":0.97568583,"about_ca_topic_score_gemma":0.9716075,"teacher_disagreement_score":0.43023878,"about_ca_system_score_codex":0.0025975397,"about_ca_system_score_gemma":0.006858601,"threshold_uncertainty_score":0.99920017},"labels":[],"label_agreement":null},{"id":"W2074450854","doi":"10.1111/j.1466-7657.2008.00699.x","title":"Internationally educated nurses: profiling workforce diversity","year":2009,"lang":"en","type":"review","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Jurisdiction; Destinations; Diversity (politics); Nursing; Medicine; Cultural diversity; Political science; Economic growth; Economics","score_opus":0.14943633258842723,"score_gpt":0.5504671094503679,"score_spread":0.40103077686194066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074450854","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000014864115,0.8839022,0.000036444835,0.002285762,0.01104304,0.004129547,0.00013752305,0.00032421685,0.09813978],"genre_scores_gemma":[0.000004272332,0.97220474,0.0009126937,0.0037277427,0.0019244874,0.0003252372,0.0015982444,0.00010487431,0.019197693],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928463,0.0011243393,0.0026698562,0.0010293886,0.0013050666,0.001025059],"domain_scores_gemma":[0.9946818,0.0008373475,0.0023038483,0.000782429,0.0010057584,0.00038883233],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012487016,0.00088329305,0.0028480196,0.00044580357,0.0010980534,0.00004583656,0.0022248058,0.00070352585,0.0017959897],"category_scores_gemma":[0.0012005778,0.0007726168,0.0009388496,0.0008500381,0.00014498831,0.00032196942,0.0004817106,0.0022269792,0.0029913343],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010638547,0.00014596313,0.00006093174,0.03151567,0.00013121164,0.000016438202,0.00019990078,2.844573e-7,1.2863287e-8,0.005037442,0.09141666,0.87146485],"study_design_scores_gemma":[0.00009652804,0.00002079324,0.0000073426318,0.45009252,0.00050298334,0.000029992912,0.00005833767,0.0000036550157,1.4773982e-8,0.00042787343,0.54843277,0.00032720892],"about_ca_topic_score_codex":0.00006697445,"about_ca_topic_score_gemma":0.0000122433175,"teacher_disagreement_score":0.8711376,"about_ca_system_score_codex":0.004206644,"about_ca_system_score_gemma":0.0014890902,"threshold_uncertainty_score":0.999616},"labels":[],"label_agreement":null},{"id":"W2074541007","doi":"10.1080/14767724.2012.646901","title":"Training ‘expendable’ workers: temporary foreign workers in nursing","year":2012,"lang":"en","type":"article","venue":"Globalisation Societies and Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Athabasca University; University of Alberta","funders":"","keywords":"Restructuring; Closure (psychology); Recession; Health care; Politics; Vocational education; Training (meteorology); Economic shortage; Work (physics); Business; Nursing; Political science; Economic growth; Labour economics; Public relations; Medicine; Economics; Government (linguistics); Law","score_opus":0.09037741807034877,"score_gpt":0.45049091138566194,"score_spread":0.36011349331531317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074541007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.830288,0.0049476414,0.00013910982,0.0033330221,0.001958536,0.00071431044,0.0000062235567,0.00010170631,0.15851147],"genre_scores_gemma":[0.9910863,0.00022943638,0.002539401,0.00204436,0.00088296103,0.00016760657,0.00010895334,0.000020629637,0.002920362],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9978873,0.00035052656,0.0005366774,0.00022660571,0.00023785411,0.0007610014],"domain_scores_gemma":[0.9990287,0.0001952519,0.00025516385,0.00017498812,0.00010172824,0.00024420227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010991,0.00017093257,0.00022484084,0.000083389576,0.0006742632,0.000026713136,0.00008629485,0.00027158365,0.00024634146],"category_scores_gemma":[0.00010029416,0.00017333141,0.000043622404,0.00041377003,0.00010728391,0.0006704463,0.000027963504,0.00031134824,0.00005433296],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022495471,0.000062700434,0.7772675,0.00008322398,0.000004440879,4.5838895e-8,0.037275314,0.0000053520084,0.0000021211345,0.0050897445,0.13522987,0.044957202],"study_design_scores_gemma":[0.00029465195,0.000013864569,0.20565641,0.0013618162,0.0000114932855,0.0000019039054,0.7457929,0.00004195216,0.0000016834765,0.007889369,0.03876797,0.00016598031],"about_ca_topic_score_codex":0.0022997572,"about_ca_topic_score_gemma":0.000039342543,"teacher_disagreement_score":0.7085176,"about_ca_system_score_codex":0.00080967543,"about_ca_system_score_gemma":0.000655131,"threshold_uncertainty_score":0.706825},"labels":[],"label_agreement":null},{"id":"W2074848126","doi":"10.12927/hcq.2004.17237","title":"Canadian-Trained Nurses in North Carolina","year":2004,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Cecil G. Sheps Center for Health Services Research, University of North Carolina, Chapel Hill; University of North Carolina at Chapel Hill","keywords":"Emigration; Work (physics); Unemployment; Training (meteorology); Medicine; South carolina; Nursing; Family medicine; Geography; Political science; Economic growth; Public administration; Archaeology","score_opus":0.028296105964225108,"score_gpt":0.3933539628724098,"score_spread":0.3650578569081847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074848126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9413427,0.00088041706,0.0000079731135,0.045672175,0.0030660504,0.0021043282,0.0001778637,0.0002489341,0.006499532],"genre_scores_gemma":[0.98805296,0.00006360989,0.00037168033,0.009286917,0.0005233828,0.0003142268,0.00013816569,0.000059427217,0.0011896221],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99512446,0.0005442787,0.0011051088,0.0005612256,0.00036824748,0.0022967076],"domain_scores_gemma":[0.9973059,0.00017765572,0.00020711611,0.00062574394,0.0002828738,0.0014006984],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00045694291,0.0003249537,0.00054617145,0.00043821053,0.0008503731,0.000010676581,0.00034441246,0.0004561669,0.00025356066],"category_scores_gemma":[0.00006465904,0.0003316343,0.00007525454,0.0010016403,0.000058664584,0.00018823757,0.0000126160785,0.0012455514,0.0015254833],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00011754173,0.00008687739,0.87853205,0.000981516,0.000010400313,0.00033288565,0.07385208,0.00004789461,0.000003540053,0.017189166,0.0047905343,0.024055522],"study_design_scores_gemma":[0.0030750735,0.0012664768,0.81413513,0.001307469,0.000009765032,0.000018865505,0.030386591,0.000020189402,0.0000013203794,0.005645254,0.1435492,0.0005846682],"about_ca_topic_score_codex":0.89321685,"about_ca_topic_score_gemma":0.9959849,"teacher_disagreement_score":0.13875867,"about_ca_system_score_codex":0.0040178937,"about_ca_system_score_gemma":0.006826104,"threshold_uncertainty_score":0.9999136},"labels":[],"label_agreement":null},{"id":"W2075200327","doi":"10.1007/s10775-013-9238-y","title":"The cultural and educational transitioning of first generation immigrant undergraduate students in Quebec, Canada","year":2013,"lang":"en","type":"article","venue":"International Journal for Educational and Vocational Guidance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Immigration; Psychosocial; Diversity (politics); Educational attainment; Pedagogy; Psychology; Cultural diversity; Career counseling; Sociology; Political science; Psychotherapist","score_opus":0.040334647408420535,"score_gpt":0.4305054810883468,"score_spread":0.3901708336799263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075200327","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76503456,0.0024325638,0.000099735065,0.2279501,0.0034330774,0.000659775,0.000057363908,0.000004181094,0.0003286426],"genre_scores_gemma":[0.9879612,0.0010609815,0.00083585706,0.0010825743,0.0016032394,0.00046037667,0.00018684563,0.000012069744,0.006796891],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978346,0.00012677198,0.00086832664,0.00021163179,0.0006730838,0.00028553713],"domain_scores_gemma":[0.9960599,0.0014825134,0.00042830224,0.000083545376,0.0018031864,0.00014257914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049152726,0.00014657034,0.000157244,0.00008931935,0.0010893863,0.00011225667,0.00031894047,0.00006401701,0.00012562204],"category_scores_gemma":[0.00046010717,0.00011272064,0.00003967546,0.00011656988,0.00012456578,0.00043368834,0.000043039716,0.00025369035,0.0000057975194],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013415076,0.00020561792,0.75430334,0.00012351149,0.00016324672,5.191593e-7,0.0028751,0.00033093896,0.00029653622,0.08946762,0.14776845,0.004330949],"study_design_scores_gemma":[0.0008565418,0.000019991036,0.9439955,0.0003985785,0.00001034561,0.000021654801,0.0025576612,0.0006781338,0.000015415093,0.017275311,0.03402634,0.00014452489],"about_ca_topic_score_codex":0.33453813,"about_ca_topic_score_gemma":0.76858,"teacher_disagreement_score":0.43404186,"about_ca_system_score_codex":0.00062948203,"about_ca_system_score_gemma":0.0017443253,"threshold_uncertainty_score":0.8378789},"labels":[],"label_agreement":null},{"id":"W2076099578","doi":"10.1016/j.amepre.2014.08.004","title":"Racial Disparities in Access to Care Under Conditions of Universal Coverage","year":2014,"lang":"en","type":"article","venue":"American Journal of Preventive Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cancer Care Ontario; Public Health Ontario; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Health equity; Medicine; Demography; Odds; American Community Survey; Health care; Gerontology; Environmental health; Population; Logistic regression; Public health; Geography; Political science; Census; Sociology; Nursing","score_opus":0.028746051599500468,"score_gpt":0.4522256463521328,"score_spread":0.42347959475263236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076099578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97943145,0.00018078041,0.0052874675,0.005968255,0.0007883714,0.0004580015,0.00002748675,0.000008738678,0.007849428],"genre_scores_gemma":[0.99681765,0.00011476749,0.0002216657,0.0020955545,0.00043378337,0.000008285469,0.000009812002,0.000014251496,0.00028421349],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997213,0.0010027455,0.00090259576,0.00013158853,0.00039070824,0.00035936007],"domain_scores_gemma":[0.9970838,0.0009038675,0.0010070286,0.0001595452,0.00058090786,0.00026487216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007372807,0.0001338326,0.0007328811,0.0003579459,0.0001501251,0.000002655211,0.00033460718,0.00004739591,0.0007427589],"category_scores_gemma":[0.00053842313,0.00010639476,0.00006550099,0.0005997224,0.00042150912,0.00018968235,0.000099187906,0.00049998984,0.000010389201],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016483138,0.00026385335,0.84430605,0.0007070266,0.00018962099,0.00005860983,0.07413613,0.0013526755,0.00054089585,0.018015904,0.02067857,0.038102366],"study_design_scores_gemma":[0.004305855,0.0046277605,0.83498126,0.006323509,0.0001377405,0.00000872103,0.12464648,0.000017315704,0.000071792536,0.0046006064,0.020054044,0.00022493115],"about_ca_topic_score_codex":0.0024309175,"about_ca_topic_score_gemma":0.0012087673,"teacher_disagreement_score":0.050510347,"about_ca_system_score_codex":0.0003461387,"about_ca_system_score_gemma":0.00030274704,"threshold_uncertainty_score":0.8132689},"labels":[],"label_agreement":null},{"id":"W2076104357","doi":"10.1503/cmaj.080165","title":"Economist challenges recruiting hyperbole","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hyperbole; Global health; Public relations; Political science; Medicine; Health care; Law; Metaphor; Linguistics","score_opus":0.07354664429113049,"score_gpt":0.3751467102809802,"score_spread":0.3016000659898497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076104357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4541313,0.0035313708,0.000013344328,0.20512569,0.0044745393,0.00037148045,0.000024856725,0.00009753928,0.33222985],"genre_scores_gemma":[0.90079844,0.011145147,0.00034648058,0.060308844,0.011267954,0.000046055633,0.000013179237,0.00005216898,0.016021729],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965296,0.0006389949,0.00076303334,0.00017270964,0.0007975707,0.0010981363],"domain_scores_gemma":[0.9955837,0.00063964666,0.00041332605,0.00012435383,0.0004353772,0.0028035925],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027145247,0.00012323265,0.00028848788,0.00012838755,0.0023246848,0.0000116945375,0.00026324939,0.00066140183,0.013738746],"category_scores_gemma":[0.003180816,0.000120242505,0.00007371349,0.0001288879,0.000040841325,0.00013732795,0.00002371962,0.002048751,0.0024328686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009690419,0.000021095811,0.26083422,0.00004897528,0.000059993672,0.00064237753,0.0061669135,0.000003761555,7.5979597e-7,0.0026385377,0.65992916,0.06964451],"study_design_scores_gemma":[0.00057325774,0.000023374278,0.03663441,0.00022971681,0.000004728116,0.00019766651,0.004803111,0.000058648526,5.2871866e-7,0.00025592648,0.95710266,0.00011599435],"about_ca_topic_score_codex":0.008315602,"about_ca_topic_score_gemma":0.08929305,"teacher_disagreement_score":0.44666713,"about_ca_system_score_codex":0.0031777157,"about_ca_system_score_gemma":0.0071554244,"threshold_uncertainty_score":0.99897414},"labels":[],"label_agreement":null},{"id":"W2076264826","doi":"10.4102/curationis.v37i1.1164","title":"Student nurses’ perceptions of guidance and support in rural hospitals","year":2014,"lang":"en","type":"article","venue":"Curationis","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"North-West University; Universiteit Stellenbosch","keywords":"Nursing; Feeling; Focus group; Perception; Medicine; Bachelor; Nurse education; Qualitative research; Psychology; Medical education","score_opus":0.02009986194457453,"score_gpt":0.437075052869024,"score_spread":0.41697519092444946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076264826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9774297,0.00010348301,0.0001349374,0.0015502053,0.00047503345,0.0005999223,0.000011002364,0.000035995974,0.019659758],"genre_scores_gemma":[0.9955065,0.00009274992,0.0004910405,0.00037582841,0.00011314,0.00010838184,0.00002100954,0.000009980599,0.0032813468],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99861705,0.00023196527,0.0005526494,0.00014172624,0.00017194432,0.00028468136],"domain_scores_gemma":[0.9992276,0.00015934334,0.00016854594,0.0002150199,0.00013777496,0.000091723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040829988,0.00008898818,0.00021062506,0.00005602973,0.0003017643,0.000007841371,0.000100216166,0.000100651814,0.0006215135],"category_scores_gemma":[0.00014539582,0.00008416049,0.000021459075,0.00015147304,0.000081968916,0.00014749536,0.000047890106,0.00017188642,0.00016684554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000081050275,0.00003821462,0.97077775,0.00008908194,0.000002650102,3.3831915e-7,0.009753619,0.000009634211,0.000108965454,0.0119668925,0.0047908598,0.0024538722],"study_design_scores_gemma":[0.0004994082,0.00011984918,0.97698796,0.00025842842,0.000006154141,6.971931e-7,0.012256125,0.00015216184,0.000012904993,0.00087985274,0.008739223,0.000087226195],"about_ca_topic_score_codex":0.00030032298,"about_ca_topic_score_gemma":0.0005466489,"teacher_disagreement_score":0.01807686,"about_ca_system_score_codex":0.000092740745,"about_ca_system_score_gemma":0.000086079075,"threshold_uncertainty_score":0.6805137},"labels":[],"label_agreement":null},{"id":"W2076386050","doi":"10.1503/cjs.016612","title":"Préparation des chirurgiens canadiens à la prestation des soins au XXI<sup>e</sup> siècle","year":2012,"lang":"fr","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Humanities; Art","score_opus":0.1036233478326212,"score_gpt":0.3706854625719141,"score_spread":0.26706211473929287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076386050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95773226,0.01994143,0.0001826153,0.0043256143,0.0046466873,0.0004699231,0.00023858738,0.000022132004,0.012440751],"genre_scores_gemma":[0.98725724,0.0012893371,0.0009461685,0.00079545466,0.002844201,0.00001543053,0.000038066868,0.000088322704,0.0067257793],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992186,0.002209642,0.0017668084,0.00024044658,0.00042486834,0.0031722107],"domain_scores_gemma":[0.9889321,0.0026742762,0.0010589624,0.00029271358,0.00097238086,0.0060695894],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0050162203,0.0004047662,0.00077560963,0.0008480721,0.002491566,0.0000926907,0.00026627947,0.00069048756,0.0016287874],"category_scores_gemma":[0.0028725623,0.00043542156,0.00029438193,0.0008303085,0.0010438898,0.0018182495,0.000025415051,0.0013230789,0.00024970758],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000640348,0.00009656709,0.76225024,0.0009950683,0.00010659021,0.00034896375,0.07074472,0.0019186329,0.000006642986,0.0039347326,0.1285061,0.03102769],"study_design_scores_gemma":[0.000360497,0.00009726336,0.52866024,0.0044246716,0.00015329414,0.00057514815,0.012009424,0.0002889812,0.000020996658,0.0011462446,0.45185387,0.00040936016],"about_ca_topic_score_codex":0.35856706,"about_ca_topic_score_gemma":0.6768555,"teacher_disagreement_score":0.32334775,"about_ca_system_score_codex":0.0050112265,"about_ca_system_score_gemma":0.025484482,"threshold_uncertainty_score":0.99980974},"labels":[],"label_agreement":null},{"id":"W2076396245","doi":"10.1503/cmaj.1041574","title":"Canada achieves lowest perinatal mortality ever","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicalization; Childbirth; Medicine; Perinatal mortality; Pregnancy; Political science; Psychiatry","score_opus":0.018176787162244933,"score_gpt":0.3592677332939244,"score_spread":0.3410909461316795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076396245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8722167,0.00023360549,0.000025880325,0.103925034,0.0044699716,0.00026789162,0.00015405427,0.0000347002,0.018672148],"genre_scores_gemma":[0.9397863,0.00008499748,0.000082327984,0.054453973,0.0025545221,0.000013926584,0.000020054564,0.000021694821,0.0029822183],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99531454,0.00042105862,0.00077799347,0.00019003943,0.0020147008,0.0012816719],"domain_scores_gemma":[0.9949483,0.0002517324,0.00035435942,0.00016021894,0.0005425428,0.0037428383],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020210876,0.0001612621,0.00028695626,0.00008143083,0.0016065541,0.00002696147,0.00035348337,0.0005638585,0.01226064],"category_scores_gemma":[0.002643228,0.00014969434,0.00006533026,0.0002673103,0.00003855485,0.00016083768,0.000033371394,0.0024918788,0.00056727417],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006968332,0.000015869826,0.575539,0.000038473412,0.00006750922,0.0009325607,0.00055192533,0.000029655617,6.267553e-7,0.0022952706,0.41845188,0.002070267],"study_design_scores_gemma":[0.00072227465,0.00001877925,0.30392107,0.00019980488,0.00000965508,0.0000512766,0.0011726329,0.00000983288,7.183725e-7,0.0003037368,0.6934663,0.00012393769],"about_ca_topic_score_codex":0.98038685,"about_ca_topic_score_gemma":0.99926895,"teacher_disagreement_score":0.2750144,"about_ca_system_score_codex":0.013253721,"about_ca_system_score_gemma":0.06708451,"threshold_uncertainty_score":0.9998094},"labels":[],"label_agreement":null},{"id":"W2076472002","doi":"10.1186/1478-4491-11-65","title":"The value of survival analyses for evidence-based rural medical workforce planning","year":2013,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian Primary Health Care Research Institute, Australian National University; Australian Government","keywords":"Workforce; Health services research; Medicine; Workforce planning; Turnover; Public health; Health administration; Rural health; Rural area; Health care; Family medicine; Geography; Nursing; Gerontology; Economic growth; Management","score_opus":0.2453303529292534,"score_gpt":0.5476216045150109,"score_spread":0.3022912515857574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076472002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9409883,0.012012634,0.0039540823,0.03201517,0.0010513649,0.008051602,0.00006504636,0.00025288263,0.0016088964],"genre_scores_gemma":[0.9827362,0.00032019292,0.0019005918,0.007263736,0.0013142569,0.0022249941,0.00007649893,0.00009533711,0.004068219],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939169,0.0011951185,0.0018245905,0.00039092594,0.000965302,0.0017071537],"domain_scores_gemma":[0.98488003,0.012078127,0.0011590036,0.0006642972,0.000505652,0.00071290665],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004933846,0.0003032651,0.0008345477,0.0001389153,0.004355505,0.000036930523,0.0008403393,0.0003273295,0.00030287192],"category_scores_gemma":[0.0020577912,0.00020435343,0.00027458975,0.0003301618,0.00032099045,0.00013950108,0.00011575808,0.0006008815,0.000034250086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035768459,0.00044161265,0.26293075,0.0171564,0.00034217874,0.0000033616195,0.03246769,0.003434859,0.00018680992,0.09309785,0.537805,0.04855662],"study_design_scores_gemma":[0.007174051,0.00399338,0.1053825,0.030129181,0.00013589658,0.0000023340701,0.05134803,0.030640827,0.00006519459,0.010956005,0.7591993,0.00097324915],"about_ca_topic_score_codex":0.0044214292,"about_ca_topic_score_gemma":0.0007831691,"teacher_disagreement_score":0.22139433,"about_ca_system_score_codex":0.00033739375,"about_ca_system_score_gemma":0.0010612727,"threshold_uncertainty_score":0.9969407},"labels":[],"label_agreement":null},{"id":"W2076823882","doi":"10.1111/j.1440-1800.2006.00322.x","title":"Writing place: a comparison of nursing research and health geography","year":2006,"lang":"en","type":"review","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Nursing literature; Context (archaeology); Sociology; Health geography; Nursing research; Health care; Scope (computer science); Social science; Epistemology; Nursing; Medicine; Geography; Political science; Health policy; Public health; International health","score_opus":0.5149534216979067,"score_gpt":0.6569832802529526,"score_spread":0.1420298585550459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076823882","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019769628,0.97714084,0.00006365493,0.0007203162,0.0023758872,0.003527251,0.000055400425,0.0002018278,0.015717117],"genre_scores_gemma":[0.00073457457,0.9945053,0.001861132,0.000083708925,0.0017581172,0.0001890683,0.00031128118,0.00017769626,0.00037915996],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98796713,0.0038190817,0.0035094405,0.0010163715,0.0011764411,0.0025115537],"domain_scores_gemma":[0.99351084,0.0024929864,0.0020161516,0.0008963606,0.0005423062,0.0005413681],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005630795,0.00065547123,0.0040010335,0.0013896625,0.0026341432,0.000039744868,0.00053841516,0.0013206505,0.000039991402],"category_scores_gemma":[0.00014695142,0.0006278626,0.00029316577,0.0019704727,0.001754297,0.00012906804,0.0001351561,0.0044788774,0.000060421127],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020972217,0.00037820856,0.0012038889,0.045344185,0.00002354326,0.0000024849126,0.008659078,0.0000011459641,3.0865518e-8,0.0017040037,0.11590093,0.82676154],"study_design_scores_gemma":[0.0003101114,0.0003503982,0.00022889164,0.46518075,0.000112563546,0.000012137761,0.013674215,0.000019981546,6.63374e-8,0.00096850295,0.51882803,0.00031434602],"about_ca_topic_score_codex":0.0007002786,"about_ca_topic_score_gemma":0.00004185646,"teacher_disagreement_score":0.8264472,"about_ca_system_score_codex":0.0026543785,"about_ca_system_score_gemma":0.0020665037,"threshold_uncertainty_score":0.99997586},"labels":[],"label_agreement":null},{"id":"W2076854522","doi":"10.1071/py09016","title":"Gold Coast Primary Care Partnership Council: partnership and innovation that makes a difference","year":2009,"lang":"en","type":"article","venue":"Australian Journal of Primary Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"General partnership; Enthusiasm; Population health; Primary care; Gold coast; Work (physics); Community health; Government (linguistics); Health economics; Medicine; Health care; Public relations; Public health; Political science; Public administration; Nursing; Economic growth; Family medicine; Engineering; Geography; Psychology","score_opus":0.2096303079736574,"score_gpt":0.42406790400164185,"score_spread":0.21443759602798446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076854522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.922174,0.0071270447,0.000079625104,0.047950592,0.00092159107,0.001587344,0.000048340862,0.00014023346,0.01997127],"genre_scores_gemma":[0.9583839,0.0014495937,0.0017339818,0.030703073,0.00074600143,0.000013360212,0.000080566184,0.00003880471,0.0068506966],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9936429,0.001110028,0.0020815588,0.00040842802,0.0013597065,0.001397338],"domain_scores_gemma":[0.99463665,0.00041929964,0.0022547971,0.00042984998,0.0014072356,0.00085219124],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0035122943,0.0004231255,0.0011143348,0.00037410896,0.0006595128,0.000046557594,0.00041571326,0.00036872836,0.00007890997],"category_scores_gemma":[0.00025018805,0.00036301874,0.00010318335,0.00093950174,0.00015893855,0.00046386832,0.00006467649,0.0018299026,0.000027161086],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0018191297,0.00031935316,0.38267756,0.0076117716,0.000080714475,0.0001825583,0.036356248,0.000016886861,0.00032201366,0.010285717,0.44597396,0.11435408],"study_design_scores_gemma":[0.003212458,0.002241168,0.79821235,0.004505078,0.000057285288,0.00015479246,0.012768381,0.0000017681645,0.000029545723,0.0022717956,0.17606802,0.00047734176],"about_ca_topic_score_codex":0.0002057936,"about_ca_topic_score_gemma":0.00026698352,"teacher_disagreement_score":0.4155348,"about_ca_system_score_codex":0.003986424,"about_ca_system_score_gemma":0.0068201344,"threshold_uncertainty_score":0.99988216},"labels":[],"label_agreement":null},{"id":"W2077457057","doi":"10.1111/j.1466-7657.2005.00421.x","title":"Overcoming strangeness and communication barriers: a phenomenological study of becoming a foreign nurse","year":2005,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":116,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Phenomenology (philosophy); Context (archaeology); Sociology; Thematic analysis; Lived experience; Nursing; Language barrier; Psychology; Public relations; Medicine; Political science; Qualitative research; Epistemology; Social science; History; Computer science; Psychotherapist; Law","score_opus":0.0852034686101864,"score_gpt":0.4866369812110609,"score_spread":0.4014335126008745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077457057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8719777,0.08153403,0.00011975208,0.008324971,0.00034195467,0.002234904,0.000017419632,0.000079567704,0.035369743],"genre_scores_gemma":[0.9857055,0.010681783,0.0019184701,0.0012696985,0.00012564643,0.0001139417,0.000013939003,0.000015128918,0.0001558799],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9978977,0.0004925737,0.0008243571,0.0002279509,0.00029585234,0.00026156846],"domain_scores_gemma":[0.99854904,0.00037697644,0.00040593796,0.00032167454,0.00022256214,0.00012378303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008159423,0.00014042624,0.00039919803,0.0000749802,0.00033629165,0.000008613861,0.000348485,0.00008310772,0.0006936815],"category_scores_gemma":[0.00037645502,0.00012520312,0.000043308577,0.00013970058,0.00009042488,0.00019087741,0.000062986466,0.00032368192,0.000022468419],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000438941,0.002294024,0.20914207,0.0049166344,0.0003224862,0.000009261254,0.06566453,0.000091373644,0.00012663014,0.08311342,0.011524966,0.62235564],"study_design_scores_gemma":[0.010639172,0.0015435166,0.057563324,0.37057132,0.0009325542,0.00006920099,0.23349525,0.0043004784,0.000038510494,0.01622353,0.30308628,0.0015368526],"about_ca_topic_score_codex":0.000117346404,"about_ca_topic_score_gemma":0.000107062086,"teacher_disagreement_score":0.6208188,"about_ca_system_score_codex":0.00035770453,"about_ca_system_score_gemma":0.00006799633,"threshold_uncertainty_score":0.7595326},"labels":[],"label_agreement":null},{"id":"W2077976801","doi":"10.12927/cjnl.2013.23254","title":"Global Trends, Local Impact: The New Era of Skilled Worker Migration and the Implications for Nursing Mobility","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Occupational mobility; Nursing; Fragmentation (computing); Business; State (computer science); Career Pathways; Political science; Medicine; Labour economics; Medical education; Economics","score_opus":0.145198527222634,"score_gpt":0.45103263790399034,"score_spread":0.30583411068135635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077976801","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24571739,0.006006834,0.020433113,0.71534437,0.0009969532,0.0052253674,0.00005809002,0.00017481444,0.0060430844],"genre_scores_gemma":[0.9960125,0.000020485495,0.00096144853,0.0013922207,0.00035728246,0.0002679912,0.000030866035,0.000020813868,0.00093639],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9974602,0.0006229931,0.00063095556,0.0003104317,0.00019392338,0.000781514],"domain_scores_gemma":[0.9970055,0.0016043097,0.00033452647,0.0005764099,0.0002517781,0.00022748015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008268013,0.00021325001,0.0003589133,0.000037439277,0.0011189758,0.00003464933,0.00027181942,0.00025818538,0.00014462447],"category_scores_gemma":[0.0003023519,0.0001206866,0.00015035384,0.00055223366,0.0009958227,0.00017201764,0.000015155963,0.00047682424,0.00001937122],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009069111,0.00021982627,0.032552253,0.00013954898,0.000049523973,5.423692e-8,0.04150378,0.00018752621,0.000018828912,0.036357697,0.18435808,0.70370597],"study_design_scores_gemma":[0.0036734191,0.00017162085,0.8308158,0.0026625004,0.00017308736,0.000010171343,0.072720505,0.0033516,0.000009599855,0.08438022,0.0017988628,0.00023262721],"about_ca_topic_score_codex":0.003705756,"about_ca_topic_score_gemma":0.0009796277,"teacher_disagreement_score":0.79826355,"about_ca_system_score_codex":0.0006888544,"about_ca_system_score_gemma":0.00036584647,"threshold_uncertainty_score":0.860637},"labels":[],"label_agreement":null},{"id":"W2078213039","doi":"10.12927/hcpap.2010.21798","title":"Internationally Educated Health Professionals and the Challenge of Workforce Distribution","year":2010,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Economic shortage; Business; Distribution (mathematics); Health professionals; Health care; Service (business); Public relations; Nursing; Economic growth; Political science; Marketing; Medicine; Economics","score_opus":0.06569015577966318,"score_gpt":0.42333151071737946,"score_spread":0.35764135493771626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078213039","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030678205,0.002403961,0.000077084,0.94935274,0.0046560485,0.008728921,0.0016080593,0.00035218155,0.0021428154],"genre_scores_gemma":[0.0046446333,0.002723086,0.00033338787,0.9716896,0.0009289357,0.0028524767,0.004967916,0.0002819075,0.011578084],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98511136,0.0040430883,0.0038005377,0.001886773,0.001978717,0.0031795506],"domain_scores_gemma":[0.98577654,0.006587435,0.0034886093,0.0019697007,0.0010546553,0.0011230557],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0054055885,0.0013257309,0.0027725694,0.00045001283,0.0029011602,0.000057287736,0.0014776693,0.0033707605,0.0007893688],"category_scores_gemma":[0.0016242962,0.0009748201,0.0004261335,0.0010425003,0.00034327485,0.00019862417,0.0011539042,0.011865658,0.0006076802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020099387,0.00027959075,0.00063442177,0.001872373,0.00012063204,0.000016344506,0.015376776,0.0000015075852,0.0000032613993,0.0066385632,0.9702379,0.0028086829],"study_design_scores_gemma":[0.0037481505,0.000918312,0.0018801971,0.00015141167,0.00007699257,0.000021418111,0.0013072696,0.00011379713,0.0000022559584,0.0007839312,0.9902289,0.00076734484],"about_ca_topic_score_codex":0.005364229,"about_ca_topic_score_gemma":0.0050963014,"teacher_disagreement_score":0.026033573,"about_ca_system_score_codex":0.0029116878,"about_ca_system_score_gemma":0.0038572014,"threshold_uncertainty_score":0.9999494},"labels":[],"label_agreement":null},{"id":"W2078254629","doi":"10.3352/jeehp.2011.8.13","title":"Implementation of a multi-level evaluation strategy: a case study on a program for international medical graduates","year":2011,"lang":"en","type":"article","venue":"Journal of Educational Evaluation for Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Personalization; Baseline (sea); Resource (disambiguation); Psychological intervention; Medical education; Data collection; Process (computing); Knowledge management; Intervention (counseling); Underpinning; Program evaluation; Process management; Computer science; Psychology; Medicine; Business; Nursing; Engineering; Political science","score_opus":0.5803600417563879,"score_gpt":0.693242103122204,"score_spread":0.11288206136581613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078254629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91936463,0.0004021896,0.0024391261,0.034535583,0.008169791,0.03427318,0.00039066598,0.000034279183,0.00039055373],"genre_scores_gemma":[0.9691123,0.000029304218,0.019470608,0.00088100665,0.0008926358,0.009008361,0.00029540778,0.000044398992,0.0002659754],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99044734,0.0025662289,0.0035555037,0.0003741295,0.0024507924,0.00060601573],"domain_scores_gemma":[0.9799579,0.0025828495,0.004330068,0.00029782433,0.012321564,0.0005097889],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.020584255,0.00026853086,0.00058866764,0.0006147608,0.0011503386,0.00001120775,0.0003943598,0.00024088827,0.0026859147],"category_scores_gemma":[0.0071081663,0.00022146758,0.00021744348,0.00042300046,0.00007683396,0.0003649224,0.000052986783,0.0006103439,0.000012374446],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028385378,0.025574919,0.20576616,0.0019397069,0.001040379,0.00000917169,0.13749225,0.0002486578,0.000029028646,0.016054312,0.12014927,0.4888576],"study_design_scores_gemma":[0.036975097,0.0148604745,0.35858172,0.003913182,0.00087049906,0.00016637168,0.5358813,0.022787822,0.000044650522,0.021053975,0.004283196,0.0005817103],"about_ca_topic_score_codex":0.0009750483,"about_ca_topic_score_gemma":0.0036361048,"teacher_disagreement_score":0.4882759,"about_ca_system_score_codex":0.0014658839,"about_ca_system_score_gemma":0.021045519,"threshold_uncertainty_score":0.99822575},"labels":[],"label_agreement":null},{"id":"W2078444350","doi":"10.1186/1747-5341-8-6","title":"The WHO simulation initiative: improving global health partnerships","year":2013,"lang":"en","type":"article","venue":"Philosophy Ethics and Humanities in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Global health; Public relations; Government (linguistics); Political science; Globe; Curriculum; Redress; Public health; Negotiation; International health; Tracking (education); Medical education; Health promotion; Medicine; Psychology; Pedagogy; Nursing","score_opus":0.36683700616997506,"score_gpt":0.5189509697717484,"score_spread":0.15211396360177332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078444350","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045697927,0.023264559,0.0004959401,0.6323321,0.0027617884,0.0045897905,0.00003604374,0.00028092947,0.29054093],"genre_scores_gemma":[0.9582211,0.0021305317,0.000053700023,0.03748286,0.0014598207,0.00016375033,0.000018649213,0.00001926864,0.0004503683],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959463,0.0016121166,0.00091535127,0.00028844993,0.00050582347,0.00073196],"domain_scores_gemma":[0.993271,0.0054525603,0.00039954222,0.00029776891,0.00039436773,0.00018474602],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0039898516,0.00021674158,0.00042328564,0.00007211612,0.0035901149,0.000030018025,0.00021868297,0.0002644321,0.000243597],"category_scores_gemma":[0.0018702991,0.00014573822,0.000023500392,0.00019548452,0.0008513215,0.0002143017,0.00014837424,0.0023602676,0.000044487526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038851267,0.000016536063,0.008194453,0.0008814451,0.000011437868,0.0000019032851,0.058293868,0.00003104047,3.1819994e-7,0.9240165,0.0033101207,0.0052035213],"study_design_scores_gemma":[0.0013827559,0.00046904437,0.017983055,0.003080937,0.000012405724,0.0000011418092,0.047815938,0.0044111903,1.2725772e-7,0.84786034,0.076758035,0.0002250293],"about_ca_topic_score_codex":0.003667877,"about_ca_topic_score_gemma":0.0042256224,"teacher_disagreement_score":0.91252315,"about_ca_system_score_codex":0.0004185704,"about_ca_system_score_gemma":0.00038418363,"threshold_uncertainty_score":0.99994135},"labels":[],"label_agreement":null},{"id":"W2078481186","doi":"10.1503/cmaj.080639","title":"Annual residency scramble near completion","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Residency training; Medical education; Medicine; Family medicine","score_opus":0.03297834155207936,"score_gpt":0.3750041099064986,"score_spread":0.3420257683544192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078481186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76259726,0.00082410075,0.0001771915,0.17898151,0.006224661,0.0006571179,0.00025075255,0.0001539669,0.05013342],"genre_scores_gemma":[0.87946564,0.0011070104,0.0014502892,0.086497255,0.008926541,0.00003733421,0.00006130045,0.00006277346,0.022391869],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99497986,0.00096974766,0.00085804344,0.00017531763,0.0018234769,0.0011935825],"domain_scores_gemma":[0.9948553,0.00047464253,0.00042240933,0.00014176963,0.0010811873,0.0030247252],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0029019103,0.0001329749,0.00029746493,0.00013889553,0.003880608,0.000015559322,0.0002910426,0.0007331349,0.020241542],"category_scores_gemma":[0.0038121755,0.00012777036,0.000077996956,0.0003697732,0.00007678242,0.00022085884,0.000027990893,0.002415414,0.0039137085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072861408,0.000009557057,0.24478607,0.000010263685,0.000013734388,0.0002765572,0.0017586828,0.0000028558,5.0002626e-7,0.000489922,0.75129884,0.0013457375],"study_design_scores_gemma":[0.0006568445,0.00004384742,0.18816417,0.00020366927,0.000005882591,0.00017455615,0.0018113963,0.00016077385,2.08871e-7,0.00041874332,0.8082496,0.00011032762],"about_ca_topic_score_codex":0.033996776,"about_ca_topic_score_gemma":0.11858289,"teacher_disagreement_score":0.11686836,"about_ca_system_score_codex":0.0032213016,"about_ca_system_score_gemma":0.015179179,"threshold_uncertainty_score":0.99988604},"labels":[],"label_agreement":null},{"id":"W2078540711","doi":"10.1155/2011/892518","title":"Health Promoting Schools Provide Community-Based Learning Opportunities Conducive to Careers in Rural Practice","year":2011,"lang":"en","type":"article","venue":"International Journal of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Ministry of Health, British Columbia; University of British Columbia; National Natural Science Foundation of China; BC Children's Hospital; Children's Hospital Foundation","keywords":"Medicine; Medical education; Public relations; Data science; Political science; Computer science","score_opus":0.31586185387772325,"score_gpt":0.5089057406896508,"score_spread":0.19304388681192752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078540711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8891385,0.0008321638,0.0006255925,0.0925198,0.0030735834,0.0009581938,0.000011608383,0.000055442168,0.012785115],"genre_scores_gemma":[0.95428354,0.00025788043,0.004609155,0.039825197,0.000621091,0.000028711866,0.000027438495,0.000029519091,0.00031746103],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99361724,0.0028224846,0.0018127952,0.00012418017,0.0010874384,0.00053589244],"domain_scores_gemma":[0.9935804,0.0014735822,0.0018017133,0.00018789068,0.002420889,0.0005355018],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0073627625,0.00019831005,0.00058031245,0.0006782519,0.0003849529,0.000010596706,0.00072542875,0.00011221587,0.00013661518],"category_scores_gemma":[0.0060699647,0.00016317671,0.00005746034,0.00026818243,0.00009708882,0.00047314924,0.00012767309,0.0031402234,0.000030762396],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0062415344,0.0009805543,0.3744879,0.0011499106,0.0004469914,0.0014456308,0.45797634,0.000671906,0.0012189328,0.0036275883,0.061454404,0.09029831],"study_design_scores_gemma":[0.006071587,0.0041563045,0.04620985,0.024859054,0.00004406355,0.00012697802,0.73574173,0.00015558019,0.000044778804,0.00047515973,0.18183555,0.0002793423],"about_ca_topic_score_codex":0.018198693,"about_ca_topic_score_gemma":0.0005962039,"teacher_disagreement_score":0.32827806,"about_ca_system_score_codex":0.0011901913,"about_ca_system_score_gemma":0.0019084361,"threshold_uncertainty_score":0.9991596},"labels":[],"label_agreement":null},{"id":"W2078682718","doi":"10.1016/j.profnurs.2015.02.008","title":"Linking Learners for Life Where They Live (L4): Developing a Global Health Initiative for Student Engagement","year":2015,"lang":"en","type":"article","venue":"Journal of Professional Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"Universidad de la República Uruguay; Public Health Agency of Canada; University of Saskatchewan","keywords":"Circumpolar star; General partnership; Context (archaeology); Indigenous; Community engagement; Medical education; Student engagement; Sociology; Pedagogy; Public relations; Political science; Medicine; Geography","score_opus":0.22038683385464944,"score_gpt":0.5636706441883319,"score_spread":0.3432838103336825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078682718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5363444,0.028094403,0.13074811,0.2322758,0.05143324,0.017108524,0.00029624207,0.00028684374,0.0034124309],"genre_scores_gemma":[0.83931357,0.00038567197,0.14005753,0.014255336,0.004796722,0.00032841775,0.000052521355,0.000106230334,0.0007040154],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9935188,0.0016878947,0.002131876,0.0003434451,0.001080222,0.0012377329],"domain_scores_gemma":[0.9921327,0.0017677001,0.002748439,0.00019246218,0.0022343765,0.00092430273],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0072342707,0.00034304417,0.00090372807,0.00017061742,0.0019328692,0.00003343578,0.00047485315,0.00030641182,0.000028147457],"category_scores_gemma":[0.001535532,0.00027204488,0.00023920512,0.00024940327,0.000076587465,0.00041125208,0.00014060069,0.0012201598,0.000020823712],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.008496076,0.001531676,0.11377605,0.003976575,0.0006413298,0.00002821575,0.37081042,0.0014202424,0.000027565615,0.052882686,0.3726362,0.073772945],"study_design_scores_gemma":[0.013244988,0.0033993402,0.014396753,0.06448201,0.00018545527,0.000035479487,0.7313815,0.0007650475,0.0000079900265,0.069511175,0.10185979,0.00073050574],"about_ca_topic_score_codex":0.00007116909,"about_ca_topic_score_gemma":0.00027054752,"teacher_disagreement_score":0.36057103,"about_ca_system_score_codex":0.005485784,"about_ca_system_score_gemma":0.01185348,"threshold_uncertainty_score":0.9999732},"labels":[],"label_agreement":null},{"id":"W2078870157","doi":"10.1111/j.1440-1584.2007.00846.x","title":"Use of clinical placements as a means of recruiting health care professionals to underserviced areas in Southeastern Ontario: Part 2 – Community perspectives","year":2007,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"Canadian Medical Association","keywords":"Incentive; Accommodation; Sample (material); Health care; Resource (disambiguation); Community health; Medical education; Business; Public relations; Medicine; Nursing; Psychology; Political science; Public health; Economics","score_opus":0.3089238776286269,"score_gpt":0.5539925018123639,"score_spread":0.24506862418373704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078870157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9833309,0.00034710183,0.000034870416,0.012788331,0.0010872647,0.0019715102,0.00008551446,0.00001895349,0.0003355519],"genre_scores_gemma":[0.9913212,0.00008417453,0.0027212987,0.0042897966,0.00023102573,0.00000966679,0.000025574998,0.00003983414,0.00127742],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9853745,0.005668538,0.006247572,0.00023965593,0.0009961476,0.0014735889],"domain_scores_gemma":[0.98949146,0.0019140224,0.005363161,0.0005682869,0.0012780976,0.0013849961],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012534523,0.00034716696,0.0018650312,0.00047639673,0.00066811446,0.000009248111,0.00057682616,0.0003315834,0.0003381922],"category_scores_gemma":[0.0007897202,0.00030279037,0.00027438346,0.00065887696,0.00014386652,0.00034276262,0.00019123663,0.0034008943,0.00002365723],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024934146,0.0006067019,0.6751831,0.0015906228,0.00006783149,0.000012261219,0.31273708,0.00004748773,0.000004343578,0.00028220282,0.0036308847,0.0033440464],"study_design_scores_gemma":[0.0019746239,0.0026492637,0.3204828,0.014625383,0.0000144758405,0.000013852206,0.6563815,0.0000011890828,0.000010744456,0.000099909535,0.0035941259,0.00015213562],"about_ca_topic_score_codex":0.23857321,"about_ca_topic_score_gemma":0.48541787,"teacher_disagreement_score":0.35470033,"about_ca_system_score_codex":0.0019571364,"about_ca_system_score_gemma":0.0065946416,"threshold_uncertainty_score":0.9999424},"labels":[],"label_agreement":null},{"id":"W2079176691","doi":"10.1108/14777270910952298","title":"PAHS: a Nepali project with international implications","year":2009,"lang":"en","type":"article","venue":"Clinical Governance An International Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Nepali; Context (archaeology); Originality; Rural health; Medical education; Community engagement; Rural area; Public relations; Political science; Engineering ethics; Medicine; Sociology; Engineering; Geography; Social science; Qualitative research","score_opus":0.15726952284472737,"score_gpt":0.5833301286623908,"score_spread":0.42606060581766336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079176691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72822726,0.00034338646,0.00556612,0.111115515,0.015224555,0.0016318785,0.00043784388,0.00044782998,0.13700563],"genre_scores_gemma":[0.9479676,0.0035168736,0.008139511,0.026359785,0.008962783,0.000063545325,0.00011507032,0.000043520573,0.0048313504],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99546814,0.0005857437,0.0017185521,0.0005198148,0.0010475379,0.00066020363],"domain_scores_gemma":[0.9954964,0.000578605,0.0014470085,0.00047996882,0.0015611465,0.00043689404],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017845061,0.00026413912,0.00039490836,0.0001028186,0.00060423947,0.00012857803,0.0017116363,0.00027424534,0.0012675262],"category_scores_gemma":[0.0011617576,0.00020611275,0.0001933403,0.0002413466,0.00014610369,0.0011299023,0.00011723481,0.0017831619,0.0003391698],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017152595,0.0010819054,0.66167897,0.0000094521265,0.0002655414,0.00014039976,0.0010264117,0.000060275153,0.000026550268,0.064727016,0.12712525,0.14214297],"study_design_scores_gemma":[0.0020745813,0.00059670414,0.5129202,0.00047313297,0.000021192225,0.00017392194,0.00053013774,0.00020547697,0.0000020863358,0.0041397265,0.47863796,0.0002248641],"about_ca_topic_score_codex":0.0001504861,"about_ca_topic_score_gemma":0.00021309967,"teacher_disagreement_score":0.3515127,"about_ca_system_score_codex":0.00067432784,"about_ca_system_score_gemma":0.0011786884,"threshold_uncertainty_score":0.9996455},"labels":[],"label_agreement":null},{"id":"W2079217598","doi":"10.1186/ar4664","title":"Patient-Centered Outcomes Research Institute (PCORI) multisite project to develop treatment decision aids for racial/ethnic minorities with lupus nephritis","year":2014,"lang":"en","type":"article","venue":"Arthritis Research & Therapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research; Canadian Arthritis Network; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Arthritis Society; Lupus Research Alliance; National Institutes of Health; Lupus Foundation of America; Central New York Community Foundation","keywords":"Lupus nephritis; Ethnic group; Medicine; Outcomes research; Family medicine; Rheumatology; Alternative medicine; Internal medicine; Intensive care medicine; Pathology; Political science; Disease","score_opus":0.21562634664253466,"score_gpt":0.5314630169643283,"score_spread":0.31583667032179363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079217598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97136784,0.0058595403,0.0010897388,0.0022299087,0.0015400628,0.015690586,0.00024682237,0.00025188032,0.0017236192],"genre_scores_gemma":[0.9175292,0.023503602,0.033021517,0.0015502108,0.00089481834,0.014856678,0.00022818343,0.00021929575,0.008196487],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9873076,0.0040245703,0.0012589652,0.0012813887,0.0024828985,0.0036445472],"domain_scores_gemma":[0.987413,0.005846717,0.00017120724,0.0012675697,0.0044520334,0.0008494575],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0055758236,0.0005520879,0.001023728,0.0012102294,0.0041236086,0.00015926293,0.00075111876,0.00042897885,0.00021677306],"category_scores_gemma":[0.0026335963,0.0004220041,0.00014762509,0.0028972467,0.00057418214,0.00058031146,0.00039740477,0.0012625204,0.00059648097],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004319135,0.0003992076,0.05176265,0.00010562601,0.00008299503,0.000042668205,0.024097353,0.0000084941,0.0001654489,0.0014606328,0.015598878,0.9019569],"study_design_scores_gemma":[0.01230026,0.013652843,0.011470299,0.0027423957,0.000004341163,0.0000133683125,0.011147616,0.000049377144,0.00027224983,0.0016000031,0.9462519,0.0004952934],"about_ca_topic_score_codex":0.011750684,"about_ca_topic_score_gemma":0.066897236,"teacher_disagreement_score":0.9306531,"about_ca_system_score_codex":0.0015284282,"about_ca_system_score_gemma":0.0017194954,"threshold_uncertainty_score":0.99982315},"labels":[],"label_agreement":null},{"id":"W2079552426","doi":"10.7718/ijss.v8i1.672","title":"Migration Factors of Clinical Instructors in a University","year":2014,"lang":"en","type":"article","venue":"IAMURE International Journal of Social Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Emigration; Developing country; Overtime; Immigration; Attrition; Latin Americans; Economic shortage; Nursing shortage; Nursing; Economic growth; Medicine; Political science; Business; Nurse education; Economics","score_opus":0.11209970623884706,"score_gpt":0.5221946264029877,"score_spread":0.4100949201641407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079552426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873866,0.000014691805,0.000077389515,0.0029542537,0.002415055,0.0000650857,0.0000059000376,0.0000049884598,0.0070760804],"genre_scores_gemma":[0.99857634,0.000048917667,0.0005070693,0.00016462046,0.0005845269,1.1961875e-7,0.0000011443972,0.000002256891,0.00011497723],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99765307,0.00056451454,0.000870685,0.00009605337,0.00064777886,0.00016792347],"domain_scores_gemma":[0.99760276,0.00063848996,0.0011395332,0.000031414464,0.0005243833,0.00006343488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002376782,0.00006003683,0.00025580014,0.00021494318,0.00020032225,0.0000071094187,0.0005262174,0.00013153977,0.00015124236],"category_scores_gemma":[0.0008628876,0.0000477585,0.00010560462,0.0003121752,0.00027992984,0.00031053126,0.000056276036,0.0003551366,0.000004823367],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007227599,0.0000412999,0.9783143,0.0000072830276,0.000011580261,0.000002385303,0.0039219707,0.000022636681,0.000020384667,0.013308239,0.0010125136,0.0032651736],"study_design_scores_gemma":[0.0007465775,0.00016682761,0.92518276,0.00020982441,0.0000066154453,0.0000011811073,0.014297618,0.00013011182,0.000018780976,0.0021956523,0.05698463,0.000059395632],"about_ca_topic_score_codex":0.001056661,"about_ca_topic_score_gemma":0.0018165499,"teacher_disagreement_score":0.055972114,"about_ca_system_score_codex":0.00015312633,"about_ca_system_score_gemma":0.0004556379,"threshold_uncertainty_score":0.19475351},"labels":[],"label_agreement":null},{"id":"W2080186797","doi":"10.1046/j.1440-1584.2003.00504.x","title":"BARRIERS TO MANAGING MENTAL HEALTH IN WESTERN AUSTRALIA","year":2003,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nova Scotia Health Authority","funders":"Health Promotion Agency","keywords":"Mental health; Referral; Nursing; Medicine; Rural health; Agency (philosophy); Health care; Rural area; Psychiatry; Political science; Sociology","score_opus":0.0684698464277214,"score_gpt":0.46561350090231096,"score_spread":0.39714365447458955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080186797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8172807,0.000646927,0.000059228496,0.176177,0.003492412,0.0017450575,0.000051273684,0.00004490868,0.0005025138],"genre_scores_gemma":[0.96622425,0.00066964194,0.0025514401,0.019671706,0.0003136074,0.00001679688,0.000011050114,0.000057280355,0.010484229],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99162513,0.0021748964,0.0029081437,0.00027332612,0.0006334571,0.0023850591],"domain_scores_gemma":[0.99400246,0.00013567321,0.0015217611,0.0003749557,0.00018406202,0.0037810765],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045965887,0.0003863119,0.0011403407,0.00058591604,0.0008890459,0.000025055304,0.0004830574,0.00019431894,0.0014434375],"category_scores_gemma":[0.00021659119,0.00035611956,0.0001587102,0.00092124,0.000068623376,0.00039820303,0.00005685738,0.001718098,0.00037481735],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003779987,0.000090680434,0.6182421,0.00082433503,0.000042117375,0.000059963168,0.026115514,0.00023010033,0.000020075562,0.00255315,0.3456819,0.005762093],"study_design_scores_gemma":[0.0053690616,0.003299908,0.1267833,0.011510723,0.0000138281675,0.00033107522,0.10802507,0.0000038025491,0.000034314482,0.0016209156,0.7422775,0.00073049247],"about_ca_topic_score_codex":0.0036452452,"about_ca_topic_score_gemma":0.003170237,"teacher_disagreement_score":0.49145877,"about_ca_system_score_codex":0.0027884454,"about_ca_system_score_gemma":0.0026714017,"threshold_uncertainty_score":0.9998891},"labels":[],"label_agreement":null},{"id":"W2080235957","doi":"10.1503/cmaj.080838","title":"Immigrant workers flood training program","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Training (meteorology); Immigration; Health care; Medicine; Medical education; Political science; Geography","score_opus":0.042413145177899,"score_gpt":0.3834687366174164,"score_spread":0.34105559143951736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080235957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8520835,0.0007188024,0.000047993955,0.07833991,0.0052338755,0.0009187255,0.000028597502,0.00022968528,0.062398914],"genre_scores_gemma":[0.95807964,0.00044617892,0.0012138945,0.027749034,0.0053338516,0.000092595954,0.000020625428,0.00004334489,0.0070208632],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994926,0.00072332233,0.00090468663,0.00018889346,0.0016321052,0.001625007],"domain_scores_gemma":[0.99452627,0.00044882015,0.00041504373,0.00012765915,0.000522053,0.0039601335],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027125138,0.00015963808,0.00034503615,0.00018140403,0.002622519,0.000019938316,0.000311155,0.00079747254,0.009000054],"category_scores_gemma":[0.0027608487,0.00014446818,0.00011738406,0.00046684375,0.00006388092,0.00013464536,0.000019171875,0.002922468,0.0011781699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011282659,0.000028378881,0.40518513,0.000016897937,0.000059983413,0.0007108998,0.009581769,0.0000030582385,3.4830384e-7,0.0001710709,0.5026614,0.08156978],"study_design_scores_gemma":[0.0010218766,0.00006908672,0.078060694,0.00039873878,0.000011797534,0.00027825718,0.012569535,0.00011662318,2.2494011e-7,0.00010203597,0.90721947,0.00015168138],"about_ca_topic_score_codex":0.019085914,"about_ca_topic_score_gemma":0.17126384,"teacher_disagreement_score":0.40455806,"about_ca_system_score_codex":0.002544221,"about_ca_system_score_gemma":0.012517392,"threshold_uncertainty_score":0.9995995},"labels":[],"label_agreement":null},{"id":"W2080287534","doi":"10.5206/wurjhns.2014-15.4","title":"Perceived Barriers to Accessing Specialized Medical Care in Rural Communities of Ontario: A Pilot Study","year":2014,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Referral; Economic shortage; Health care; Rural area; Medicine; Family medicine; Rural health; Nursing; Government (linguistics); Political science","score_opus":0.13134063238595758,"score_gpt":0.5156111646412511,"score_spread":0.3842705322552935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080287534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97303265,0.0016667307,0.000005041283,0.022324746,0.0006764574,0.0013469056,0.0000025897764,0.000021023501,0.00092383486],"genre_scores_gemma":[0.9961497,0.0009728286,0.00018610162,0.001991831,0.00023927106,0.00003118901,0.0000030348651,0.000013660774,0.00041233562],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98623544,0.007617084,0.0012730131,0.00026652083,0.002726542,0.001881403],"domain_scores_gemma":[0.9941906,0.0018172287,0.00034756152,0.00023662673,0.0005816879,0.0028263447],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01390502,0.00022533443,0.00070960633,0.0008164469,0.0054032975,0.00014835653,0.0010592846,0.00009878556,0.00014457926],"category_scores_gemma":[0.0014979215,0.00015920124,0.0000400295,0.0012104304,0.0007917152,0.00044406147,0.0005435721,0.0033511543,0.000013280221],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007552576,0.000091616756,0.8771155,0.00027034257,0.000007086376,0.000009988822,0.107524894,0.0000062340373,0.0000064243554,0.00029081604,0.0002361748,0.013685669],"study_design_scores_gemma":[0.003077449,0.011859758,0.46304488,0.005069994,0.0000037344532,0.00003364444,0.5099877,0.000121085424,9.235296e-7,0.0020929333,0.004480503,0.00022735819],"about_ca_topic_score_codex":0.28359374,"about_ca_topic_score_gemma":0.8833604,"teacher_disagreement_score":0.5997666,"about_ca_system_score_codex":0.001748983,"about_ca_system_score_gemma":0.0111239785,"threshold_uncertainty_score":0.99894816},"labels":[],"label_agreement":null},{"id":"W2080524055","doi":"10.1071/py00056","title":"Primary Health Care with Immigrant and Refugee Populations: Issues and Challenges","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Primary Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Community health; Health care; Refugee; Immigration; Medicine; Health equity; Nursing; Poverty; Population health; Public health; Health policy; Downtown; International health; Alliance; Ethnic group; Economic growth; Political science","score_opus":0.08289084582976917,"score_gpt":0.41847680462570497,"score_spread":0.3355859587959358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080524055","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49134678,0.2687714,0.000009329186,0.23554699,0.00045873216,0.0015778546,0.00007986018,0.00009418139,0.0021148697],"genre_scores_gemma":[0.37615278,0.5168428,0.04781862,0.049294982,0.002051387,0.00005971643,0.00019159717,0.0002163096,0.007371848],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99466044,0.001219405,0.0018515401,0.00043585306,0.00063710596,0.0011956871],"domain_scores_gemma":[0.9966028,0.00017926905,0.0012921101,0.00039805748,0.00029724007,0.0012305744],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018630562,0.00038571283,0.0012613859,0.00024122969,0.0011935394,0.00002588578,0.00023478312,0.00022160988,0.00024199564],"category_scores_gemma":[0.000025826032,0.00030174627,0.000069668204,0.0002613964,0.00019074109,0.00049065956,0.000052690833,0.0012212383,0.000025180227],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022650978,0.00030237227,0.07968214,0.023287812,0.0001657458,0.00016799908,0.06846046,0.000038811155,0.000007853328,0.003050879,0.10153939,0.7210314],"study_design_scores_gemma":[0.00254172,0.0031503963,0.36180463,0.0043491293,0.00003720479,0.00037722292,0.0134398425,7.1004513e-7,0.0000011836868,0.00046957395,0.6135011,0.000327291],"about_ca_topic_score_codex":0.0029509838,"about_ca_topic_score_gemma":0.0018790647,"teacher_disagreement_score":0.72070414,"about_ca_system_score_codex":0.0013222325,"about_ca_system_score_gemma":0.0023478162,"threshold_uncertainty_score":0.9999435},"labels":[],"label_agreement":null},{"id":"W2082162677","doi":"10.1016/j.healthplace.2010.04.016","title":"“We can see a future here”: Place attachment, professional identity, and forms of capital mobilized to deliver medical education in an underserviced area","year":2010,"lang":"en","type":"article","venue":"Health & Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"School of Medicine, University of New Mexico; James Cook University; Vancouver Foundation; Cook Medical; University of Victoria; University of Northern British Columbia","keywords":"Conceptualization; Social capital; Capital (architecture); Identity (music); Curriculum; Sociology; Cultural capital; Habitus; Sense of community; Symbolic capital; Public relations; Pedagogy; Political science; Social science; Geography","score_opus":0.031856357364096324,"score_gpt":0.4571535122131002,"score_spread":0.4252971548490039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082162677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9401698,0.00069978443,0.0000157626,0.05300277,0.0023277372,0.0031788936,0.00005319595,0.00008713547,0.00046492208],"genre_scores_gemma":[0.9815264,0.00042055862,0.0011759892,0.014394584,0.00041651045,0.00040028154,0.0001601382,0.000047579928,0.0014579751],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99535394,0.00079765473,0.0012126986,0.00061063113,0.00091602106,0.0011090416],"domain_scores_gemma":[0.99662346,0.0004005479,0.0005076279,0.00054419396,0.00029428105,0.0016298811],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020940918,0.00031409087,0.00063859386,0.00026208212,0.0006180901,0.000014392814,0.00042433504,0.0006482014,0.0010585291],"category_scores_gemma":[0.00024047491,0.0002739476,0.00004229966,0.00053451536,0.00008508824,0.00043453905,0.00030324404,0.0017011556,0.000066496934],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024435224,0.0024117504,0.7370979,0.0093978755,0.000036659974,0.000020910584,0.1375223,0.000047319187,0.00028809506,0.028826434,0.06608089,0.015826296],"study_design_scores_gemma":[0.011949363,0.0018192834,0.4808093,0.010151534,0.000043512926,0.00007667625,0.42808476,0.00261431,0.00002529326,0.005167361,0.05794491,0.0013136955],"about_ca_topic_score_codex":0.0124436915,"about_ca_topic_score_gemma":0.4717671,"teacher_disagreement_score":0.4593234,"about_ca_system_score_codex":0.0007221929,"about_ca_system_score_gemma":0.007956826,"threshold_uncertainty_score":0.9999713},"labels":[],"label_agreement":null},{"id":"W2082415884","doi":"10.1097/acm.0b013e3181c88506","title":"Abraham Flexner of Kentucky, His Report, Medical Education in the United States and Canada, and the Historical Questions Raised by the Report","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Politics; Medical education; Quality (philosophy); Medical school; Political science; Medicine; Public relations; Law","score_opus":0.021141114533595438,"score_gpt":0.41614532111898717,"score_spread":0.3950042065853917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082415884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6704884,0.0032630658,0.000014930647,0.32226488,0.0012393871,0.00080147735,0.000003897796,0.000016669092,0.0019072562],"genre_scores_gemma":[0.94594496,0.0055017215,0.00002492852,0.033932384,0.00088376325,0.00024330731,0.00020396936,0.000020312591,0.013244634],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961286,0.0010141821,0.0013630961,0.0002631635,0.00086528814,0.00036566524],"domain_scores_gemma":[0.99428993,0.004000799,0.00068599463,0.0005486802,0.00020669568,0.0002678964],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007462174,0.00015115009,0.00037023824,0.0000768497,0.00049428054,0.00000185291,0.0003630975,0.00035914764,0.00026819232],"category_scores_gemma":[0.0127451755,0.00006518234,0.000013915469,0.0003869213,0.0008178513,0.000041201176,0.00008694545,0.0029032568,8.6636e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005418647,0.000011791745,0.0852471,0.00007009755,0.000008396567,0.00003457094,0.008960782,2.7135312e-7,0.000021095699,0.0043566097,0.9004759,0.00075919635],"study_design_scores_gemma":[0.0012394486,0.000034623095,0.025298031,0.00059486384,0.000051480587,0.0006195487,0.011256891,0.00017107357,0.0000020265338,0.0028617848,0.9577872,0.000082991544],"about_ca_topic_score_codex":0.89876574,"about_ca_topic_score_gemma":0.4741579,"teacher_disagreement_score":0.42460787,"about_ca_system_score_codex":0.00026604874,"about_ca_system_score_gemma":0.0027238934,"threshold_uncertainty_score":0.9993971},"labels":[],"label_agreement":null},{"id":"W2082914558","doi":"10.1097/qad.0b013e32835857d4","title":"Human capital contracts for global health","year":2012,"lang":"en","type":"letter","venue":"AIDS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Medicine; Emigration; Global health; Population; Developing country; Economic growth; Economic shortage; Environmental health; Geography; Government (linguistics); Economics","score_opus":0.06698291340605513,"score_gpt":0.47301794304219297,"score_spread":0.40603502963613786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082914558","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006653124,0.007103518,0.00019916812,0.9342339,0.009999304,0.0075651254,0.002084338,0.00064242654,0.03151909],"genre_scores_gemma":[0.024935853,0.00006103926,0.0012947144,0.91761684,0.025304317,0.00084628194,0.0029153486,0.0001381553,0.026887417],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932954,0.0008255196,0.0013820048,0.0006480555,0.00057248375,0.0032765917],"domain_scores_gemma":[0.99668133,0.0005645953,0.0010383731,0.00085559307,0.0003164677,0.0005436204],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0011829144,0.0005922856,0.0012604952,0.000089841786,0.0016865333,0.000020084197,0.0005673716,0.0023397773,0.0010146182],"category_scores_gemma":[0.00016435505,0.00055404456,0.00027727464,0.00020279932,0.00010656186,0.00015876134,0.00016637616,0.0032443325,0.0015447736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015203014,0.000032875116,0.0053239698,0.0016348152,0.00005486543,0.00001322819,0.00062316377,1.5566023e-7,5.500086e-7,0.009764598,0.98042625,0.0021102997],"study_design_scores_gemma":[0.001071796,0.00045521528,0.002523402,0.0008389762,0.00006280017,0.00000540363,0.00038643982,6.241073e-7,4.3001447e-7,0.0064755203,0.98775744,0.0004219525],"about_ca_topic_score_codex":0.0033390496,"about_ca_topic_score_gemma":0.00045804828,"teacher_disagreement_score":0.018282728,"about_ca_system_score_codex":0.0022456858,"about_ca_system_score_gemma":0.0012896823,"threshold_uncertainty_score":0.9998986},"labels":[],"label_agreement":null},{"id":"W2083354291","doi":"10.1111/j.1440-1584.2005.00728.x","title":"Rural medical education comes of age","year":2005,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Curriculum; Government (linguistics); Commonwealth; Rural area; Medical education; Medicine; Rural health; Rural management; Political science; Family medicine; Psychology; Pedagogy; Rural development; Geography","score_opus":0.036715825516900176,"score_gpt":0.4852769443536029,"score_spread":0.44856111883670274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083354291","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016349943,0.005961843,0.0000059928316,0.034178685,0.9411396,0.0011141124,0.0002269689,0.000052221596,0.0009706679],"genre_scores_gemma":[0.018772595,0.0133667905,0.0009894579,0.0020092607,0.9386667,0.00002343804,0.0005241034,0.00012097609,0.025526697],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98727345,0.002029759,0.005331486,0.0002366704,0.0034870696,0.0016415595],"domain_scores_gemma":[0.9864194,0.0016441937,0.0072557693,0.0005980632,0.0018702149,0.0022124029],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0046680337,0.00061281765,0.0024763197,0.000555331,0.0005413903,0.000018688666,0.0013505223,0.0023077999,0.002866362],"category_scores_gemma":[0.0023193713,0.00050847244,0.0004803104,0.0005078552,0.00029337028,0.00033410653,0.00014140127,0.006881791,0.00018357011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028299884,0.00023042703,0.0016805887,0.002726974,0.00007613597,0.000025646816,0.0019098523,0.0000027697818,9.017344e-7,0.00019958227,0.9718816,0.020982467],"study_design_scores_gemma":[0.0016583081,0.0011064454,0.0013337691,0.025307026,0.00007410587,0.000045311197,0.010958737,8.940546e-7,0.0000018116195,0.00035862197,0.9588376,0.00031736985],"about_ca_topic_score_codex":0.0043498264,"about_ca_topic_score_gemma":0.0013100033,"teacher_disagreement_score":0.03332217,"about_ca_system_score_codex":0.0021476548,"about_ca_system_score_gemma":0.035469826,"threshold_uncertainty_score":0.99973667},"labels":[],"label_agreement":null},{"id":"W2083559358","doi":"10.1136/bmj.39162.454479.7d","title":"Support for Edinburgh GPs","year":2007,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sunny Hill Health Centre for Children","funders":"","keywords":"Global Positioning System; Burnout; Scheme (mathematics); Peer support; Medical education; Psychology; Nursing; Computer science; Medicine; Telecommunications; Mathematics; Clinical psychology","score_opus":0.09068356572190417,"score_gpt":0.5180145789211532,"score_spread":0.42733101319924904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083559358","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09601767,0.00022328403,0.0070356727,0.018153712,0.0077916933,0.006453557,0.00005791102,0.00050954614,0.86375695],"genre_scores_gemma":[0.6397218,0.000032761902,0.017013222,0.019333817,0.0077066366,0.0006858677,0.00010450015,0.00006884038,0.31533256],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979621,0.00004707135,0.0006465019,0.00019997467,0.00020629322,0.0009380619],"domain_scores_gemma":[0.9983497,0.00072455424,0.0001842728,0.00029901398,0.00018736062,0.00025505337],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002532654,0.00010821899,0.00020231683,0.000058433387,0.00049491285,0.000002986038,0.00014934744,0.00022044311,0.0032397644],"category_scores_gemma":[0.00041518675,0.00009672642,0.00006039052,0.00015013175,0.000027573129,0.000058109224,0.000056593064,0.0002495195,0.00069354766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012531834,0.000019601352,0.02600844,0.00009507289,0.000005445486,0.0000070373662,0.0006902166,9.851793e-7,0.000023125387,0.004442153,0.9637007,0.0048819087],"study_design_scores_gemma":[0.000631188,0.00010651093,0.0087329745,0.00012195174,0.000008274068,0.000002319996,0.0018576002,0.000025764524,0.000048782367,0.0016544615,0.9867,0.00011014818],"about_ca_topic_score_codex":0.00014050855,"about_ca_topic_score_gemma":0.00025940224,"teacher_disagreement_score":0.5484244,"about_ca_system_score_codex":0.00015548595,"about_ca_system_score_gemma":0.00025450764,"threshold_uncertainty_score":0.9976714},"labels":[],"label_agreement":null},{"id":"W2084674871","doi":"10.1081/pad-120024411","title":"Restructuring, Reconsidering, Reconstructing: Implications for Health Human Resources","year":2003,"lang":"en","type":"article","venue":"International Journal of Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Restructuring; Workforce; Productivity; Human capital; Human resources; Business; Health care; Public relations; Economic growth; Economics; Political science; Management; Finance","score_opus":0.16377811063967362,"score_gpt":0.4973640119436423,"score_spread":0.3335859013039687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084674871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8703598,0.00040223176,0.010853786,0.09493403,0.005185922,0.0010978122,0.00010153502,0.000102013575,0.016962865],"genre_scores_gemma":[0.9792736,0.00007806444,0.017249996,0.0012658838,0.0010295232,0.00005150921,0.00004055967,0.000027228542,0.0009836167],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.996525,0.0005483286,0.0018415517,0.00023053815,0.0003767335,0.0004778829],"domain_scores_gemma":[0.99462426,0.0005438498,0.0025017778,0.00022692382,0.0017489614,0.00035423704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002544245,0.00016484538,0.00031860796,0.0003310582,0.0008132816,0.0000881591,0.0004439746,0.00016190905,0.0005423168],"category_scores_gemma":[0.0023583055,0.0001602826,0.00013965092,0.00015627766,0.00008162734,0.00048347234,0.00003132233,0.0004821394,0.000009097307],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001923713,0.00023773234,0.31152183,0.00019419874,0.00029748707,0.000010068596,0.0031371522,0.000017418115,0.0007075003,0.59584963,0.054691393,0.033143178],"study_design_scores_gemma":[0.0019240732,0.0006954452,0.027504487,0.00045614052,0.000018684423,0.0005288066,0.004768248,0.000013847783,0.00026461284,0.051215034,0.91237444,0.00023618065],"about_ca_topic_score_codex":0.00001612589,"about_ca_topic_score_gemma":0.00032428958,"teacher_disagreement_score":0.85768306,"about_ca_system_score_codex":0.0006273142,"about_ca_system_score_gemma":0.0018802957,"threshold_uncertainty_score":0.65361345},"labels":[],"label_agreement":null},{"id":"W2085686680","doi":"10.1016/j.nedt.2009.06.001","title":"Partnering with migrant friendly organizations: A case example from a Canadian school of nursing","year":2009,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research","keywords":"General partnership; Health care; Public relations; Nursing; Curriculum; Immigration; Work (physics); Population; Economic growth; Public health; Developing country; International health; Political science; Business; Health promotion; Medicine; Environmental health","score_opus":0.0308843081954664,"score_gpt":0.4092351225207601,"score_spread":0.3783508143252937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085686680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625409,0.00073463644,0.00047894105,0.008415493,0.001201091,0.0012999729,0.000070834554,0.00012662301,0.025131505],"genre_scores_gemma":[0.9903003,0.000012143877,0.0051860567,0.0015324999,0.00040603886,0.00007595528,0.00018514517,0.000029525248,0.0022723344],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9981635,0.00020992165,0.0005378698,0.0003134734,0.000201581,0.0005736251],"domain_scores_gemma":[0.99777055,0.00014965127,0.0002669515,0.000492303,0.00061431254,0.00070625177],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018868169,0.0001741647,0.00025808762,0.0002136695,0.00075807556,0.00001505341,0.00014525546,0.0001686078,0.0027712588],"category_scores_gemma":[0.00023057354,0.00016172325,0.000021759959,0.0008923575,0.00005182424,0.00019109083,0.0000042873066,0.00033554432,0.00025036343],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003297841,0.0019307788,0.21226856,0.00022134026,0.00008889091,0.00017611966,0.25542492,0.00020332423,0.001072739,0.026933458,0.4174918,0.08385828],"study_design_scores_gemma":[0.0032222734,0.0007091671,0.30010796,0.011165348,0.00029127233,0.00030457327,0.4041167,0.0004172828,0.0005346868,0.0069764024,0.27098832,0.0011660497],"about_ca_topic_score_codex":0.48732957,"about_ca_topic_score_gemma":0.21837085,"teacher_disagreement_score":0.26895872,"about_ca_system_score_codex":0.0009199348,"about_ca_system_score_gemma":0.0055429684,"threshold_uncertainty_score":0.99814034},"labels":[],"label_agreement":null},{"id":"W2085828022","doi":"10.15273/dmj.vol34no1.4115","title":"Developing a Dalhousie satellite undergraduate medical education program to meet the needs of New Brunswick","year":2006,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medical education; Satellite; Library science; Political science; Medicine; Engineering; Computer science; Aerospace engineering","score_opus":0.03544537378204424,"score_gpt":0.4136045801868371,"score_spread":0.37815920640479284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085828022","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30798078,0.00470458,0.014294022,0.6266857,0.0070704706,0.0041521937,0.0000055376136,0.0004938257,0.0346129],"genre_scores_gemma":[0.8374567,0.003743045,0.029555304,0.09081482,0.017549368,0.00035850637,0.000083100495,0.00030441704,0.020134743],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916724,0.0011162475,0.00227659,0.0003046573,0.003173909,0.0014562069],"domain_scores_gemma":[0.9950249,0.0008369468,0.0007765868,0.0005007802,0.0005924121,0.002268326],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004082222,0.00037121258,0.00068221724,0.00034616393,0.0011655373,0.0000522186,0.0012977116,0.0006585115,0.001209776],"category_scores_gemma":[0.002914464,0.00024491578,0.00017480289,0.0016146718,0.0003004533,0.000152871,0.00037637845,0.001905916,0.00024678363],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019282653,0.00052185176,0.04607679,0.00034631524,0.00007566512,0.00007745045,0.0057071564,0.000015504085,0.000007770468,0.1440152,0.3044654,0.49849808],"study_design_scores_gemma":[0.0014726768,0.00027394114,0.017991856,0.0044312407,0.0000665184,0.0003971313,0.0041781943,0.00014053764,0.000020253832,0.021111995,0.94955313,0.0003625436],"about_ca_topic_score_codex":0.0056412406,"about_ca_topic_score_gemma":0.013703715,"teacher_disagreement_score":0.6450877,"about_ca_system_score_codex":0.00044379034,"about_ca_system_score_gemma":0.037457556,"threshold_uncertainty_score":0.9997032},"labels":[],"label_agreement":null},{"id":"W2085942126","doi":"10.12927/whp.2008.20138","title":"Global Nurse Migration: Its Impact on Developing Countries and Prospects for the Future","year":2009,"lang":"en","type":"article","venue":"World health & population","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Developing country; Political science; Healthcare policy; Administration (probate law); Nursing research; Health care; Unit (ring theory); Nursing; Health policy; Peer review; Medicine; Economic growth; International health; Psychology","score_opus":0.032662872430475554,"score_gpt":0.45984887690163007,"score_spread":0.4271860044711545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085942126","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43389007,0.013871471,0.0008293916,0.5353005,0.0033012528,0.010859528,0.00018245337,0.00044778246,0.0013175304],"genre_scores_gemma":[0.9603318,0.00091297,0.0013692916,0.034305904,0.0018030856,0.00019213841,0.00018286116,0.000019775835,0.0008821963],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974329,0.00025812825,0.0007579805,0.00035841236,0.00033939595,0.0008531991],"domain_scores_gemma":[0.99836624,0.00037867128,0.00050389115,0.00028221597,0.00023109329,0.0002378842],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008541583,0.00026022756,0.0003653122,0.00009098227,0.0027495262,0.000034473986,0.00012469305,0.0001533111,0.000047065194],"category_scores_gemma":[0.000074652686,0.00017484318,0.000057748097,0.0005906096,0.000022021317,0.00020293794,0.000014064057,0.000297954,0.000034213946],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073245424,0.000037058617,0.44933048,0.00053715013,0.000014856294,7.6572115e-7,0.0027539614,0.00028092728,2.4457154e-7,0.41249385,0.102846205,0.030972047],"study_design_scores_gemma":[0.0005930172,0.000257719,0.7844114,0.00062724994,0.000010514569,0.0000016146589,0.0005497702,0.0008185835,4.518817e-7,0.004688971,0.20790009,0.00014062636],"about_ca_topic_score_codex":0.00096380844,"about_ca_topic_score_gemma":0.020409193,"teacher_disagreement_score":0.5264417,"about_ca_system_score_codex":0.0017230724,"about_ca_system_score_gemma":0.0005736278,"threshold_uncertainty_score":0.99854875},"labels":[],"label_agreement":null},{"id":"W2086094390","doi":"10.1071/ah020136","title":"The nursing workforce in Canada and Australia: two sides of the same coin","year":2002,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Context (archaeology); Nursing; Government (linguistics); Nursing shortage; Health economics; Quality (philosophy); Business; Project commissioning; Health care; Workforce planning; Population health; Affect (linguistics); Public relations; Medicine; Publishing; Political science; Economic growth; Public health; Psychology; Nurse education; Economics; Geography","score_opus":0.16859334164140688,"score_gpt":0.47153242693701597,"score_spread":0.3029390852956091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086094390","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2861762,0.3918437,0.0000010154396,0.30891213,0.0021513726,0.007966518,0.00007697698,0.000053089618,0.002818961],"genre_scores_gemma":[0.77564263,0.19582169,0.00014558333,0.015937373,0.00013425596,0.00016042081,0.0000046904183,0.000034018525,0.012119355],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942359,0.0017393256,0.001838134,0.00033456908,0.00046751066,0.0013845782],"domain_scores_gemma":[0.9969049,0.0009517547,0.00088898605,0.000752858,0.00010368619,0.00039782847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016953112,0.00026936986,0.00079850544,0.00003124695,0.0009687697,0.000008236688,0.00046896603,0.000097662654,0.00047417128],"category_scores_gemma":[0.0003412316,0.00016256634,0.000074146556,0.0008095395,0.00022169836,0.00008183749,0.00007318672,0.0010817625,0.000051363975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018489427,0.000047051057,0.37100586,0.014349164,0.00001508175,0.000008611013,0.0016047338,0.000019696725,0.0000011813233,0.006052625,0.48692364,0.11995388],"study_design_scores_gemma":[0.0008053356,0.00008277301,0.19778821,0.122211285,0.000043464945,0.000024956915,0.0027777224,0.000035997567,0.000004081537,0.0006381095,0.67526555,0.00032250286],"about_ca_topic_score_codex":0.8973501,"about_ca_topic_score_gemma":0.9551611,"teacher_disagreement_score":0.4894664,"about_ca_system_score_codex":0.001687803,"about_ca_system_score_gemma":0.0013881829,"threshold_uncertainty_score":0.74510914},"labels":[],"label_agreement":null},{"id":"W2086428359","doi":"10.1186/s12913-014-0548-7","title":"A review of rural and remote health service indexes: are they relevant for the development of an Australian rural birth index?","year":2014,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Health administration; Health informatics; Nursing research; Medicine; Index (typography); Public health; Health services research; Service (business); Health services; Rural health; Environmental health; Rural population; Rural area; Nursing; World Wide Web; Population; Marketing; Business; Pathology","score_opus":0.20079017569172822,"score_gpt":0.5677311347489558,"score_spread":0.36694095905722757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086428359","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003717614,0.97376126,0.000057501828,0.0025546644,0.00037840445,0.022161439,0.0005623893,0.00008918517,0.0000634057],"genre_scores_gemma":[0.00010068261,0.98713064,0.0041135293,0.005580719,0.00048655958,0.0013377663,0.00063074735,0.00020752603,0.00041184796],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9747036,0.011693473,0.007038139,0.00093485374,0.0021510352,0.0034789185],"domain_scores_gemma":[0.98071516,0.0063406015,0.0062843505,0.002460167,0.0025857964,0.0016139565],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.031342566,0.00097456493,0.0060107573,0.0007294179,0.002978477,0.000036965295,0.0025732433,0.0009833275,0.00010526285],"category_scores_gemma":[0.00033534243,0.0006357604,0.00036226184,0.002222765,0.00022475475,0.00021186471,0.0011188538,0.0033215792,0.000080045385],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009727588,0.000051595613,0.00021056515,0.5921072,0.000051593568,1.9302419e-7,0.0054188375,7.8877196e-7,1.6064629e-8,0.000057587797,0.0004356654,0.4015687],"study_design_scores_gemma":[0.0004424182,0.0003172536,0.0006783849,0.45164353,0.00003913505,0.0000049799332,0.014935778,0.00011013351,4.7019412e-8,0.000076729775,0.531513,0.00023862481],"about_ca_topic_score_codex":0.02292596,"about_ca_topic_score_gemma":0.06798467,"teacher_disagreement_score":0.5310773,"about_ca_system_score_codex":0.0015760292,"about_ca_system_score_gemma":0.019648267,"threshold_uncertainty_score":0.99960935},"labels":[],"label_agreement":null},{"id":"W2086559630","doi":"10.1177/1363459314567788","title":"The shield of professional status: Comparing internationally educated nurses’ and international medical graduates’ experiences of discrimination","year":2015,"lang":"en","type":"article","venue":"Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Ethnic group; Racialization; Context (archaeology); Ethnic discrimination; Health professionals; Racism; Qualitative research; Psychology; Nursing; Medical education; Medicine; Race (biology); Gender studies; Political science; Health care; Sociology","score_opus":0.14025359218826344,"score_gpt":0.5592356462553245,"score_spread":0.41898205406706107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086559630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91457397,0.0045976904,0.00021359404,0.0711588,0.0075893523,0.0017116802,0.000014826854,0.00001066222,0.00012941894],"genre_scores_gemma":[0.99717814,0.0011568959,0.00004172697,0.00046149222,0.0007234392,0.00019518436,0.00002477821,0.000016671276,0.00020165327],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9945443,0.0012105396,0.0023091335,0.00022992915,0.0011367699,0.0005692732],"domain_scores_gemma":[0.99462867,0.0014221922,0.0023058685,0.00014643323,0.0009048754,0.00059197145],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0076109683,0.00018791153,0.0007938383,0.00015179584,0.006929217,0.000009628876,0.00047785594,0.00010071421,0.00003413098],"category_scores_gemma":[0.0007661181,0.000100691104,0.00004979399,0.00020019285,0.0007791648,0.000174201,0.00037624085,0.00068603014,1.6301976e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013141673,0.00074552896,0.023039414,0.0005225392,0.00007614672,5.406656e-7,0.8862473,0.0000026761672,7.388609e-7,0.0035125404,0.0075160735,0.07702235],"study_design_scores_gemma":[0.0029633574,0.0038733028,0.040029954,0.0018370303,0.00002289853,0.0000126085415,0.94514424,0.0007603585,5.725458e-7,0.003843546,0.0014340143,0.00007813468],"about_ca_topic_score_codex":0.002469271,"about_ca_topic_score_gemma":0.003314559,"teacher_disagreement_score":0.082604185,"about_ca_system_score_codex":0.00026441383,"about_ca_system_score_gemma":0.0016850042,"threshold_uncertainty_score":0.9943636},"labels":[],"label_agreement":null},{"id":"W2086743816","doi":"10.1017/s0950268802007690","title":"The study of infectious intestinal disease in England: socio-economic impact","year":2003,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":138,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Canada","funders":"","keywords":"Pound (networking); Medicine; Cohort; Economic impact analysis; Population; Rotavirus; Campylobacter; Infectious disease (medical specialty); Disease; Demography; Pediatrics; Environmental health; Internal medicine; Diarrhea; Economics; Bacteria; Biology","score_opus":0.057459918789363795,"score_gpt":0.45785673007985733,"score_spread":0.40039681129049354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086743816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959776,0.0004970734,0.000049777973,0.00024140476,0.000742289,0.00072016846,0.0000018942782,0.000034865585,0.0017349599],"genre_scores_gemma":[0.9988918,0.00059375406,0.000009472691,0.00017333416,0.00009889461,0.00012570314,0.0000029771186,0.0000072611574,0.0000968041],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9942218,0.0044345246,0.0007059712,0.0001974598,0.000029241603,0.0004110058],"domain_scores_gemma":[0.994108,0.0052150227,0.00033242768,0.00017778762,0.000040453222,0.00012630482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004501055,0.000116342824,0.00033732102,0.00007539901,0.0006402966,0.0000015074188,0.000039939092,0.00014088326,0.00010602945],"category_scores_gemma":[0.0050117816,0.000077192075,0.00004107635,0.00009803676,0.00011085867,0.00007299047,0.000030791256,0.00052441214,0.00003870473],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011840087,0.00006512725,0.99270695,0.000028967403,0.000013671359,7.214723e-7,0.0012546871,0.0008807037,6.72574e-7,0.003216631,0.00038107845,0.0013323942],"study_design_scores_gemma":[0.0010709878,0.000566085,0.9782399,0.00005342922,0.0000139182,0.0000029255082,0.0006254252,0.00039585365,2.5802075e-7,0.01281248,0.006155812,0.00006292854],"about_ca_topic_score_codex":0.012706499,"about_ca_topic_score_gemma":0.00805499,"teacher_disagreement_score":0.014467048,"about_ca_system_score_codex":0.00034775422,"about_ca_system_score_gemma":0.00019079018,"threshold_uncertainty_score":0.993868},"labels":[],"label_agreement":null},{"id":"W2087479713","doi":"10.1111/j.1440-1584.2008.01020.x","title":"Four years after graduation: Occupational therapists' work destinations and perceptions of preparedness for practice","year":2009,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Preparedness; Occupational therapy; Graduation (instrument); Curriculum; Medicine; Perception; Medical education; Nursing; Rural area; Family medicine; Psychology; Physical therapy; Pedagogy","score_opus":0.07407051079893381,"score_gpt":0.47920180234335535,"score_spread":0.4051312915444215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087479713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9558591,0.0006273435,0.0012325041,0.04046799,0.00054706325,0.0010613514,0.00007123419,0.000022012775,0.00011139417],"genre_scores_gemma":[0.9725981,0.000323429,0.023772407,0.0020210892,0.00038782443,0.000032811837,0.000020161835,0.000014139315,0.0008300889],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972508,0.00052576844,0.0012437998,0.00012042688,0.00039261844,0.00046660818],"domain_scores_gemma":[0.996305,0.0007427195,0.0013574016,0.00016957788,0.0010649724,0.00036034067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014767366,0.00014662513,0.0003820041,0.00016594004,0.0004161367,0.00001360312,0.00014708721,0.00012769458,0.00018312191],"category_scores_gemma":[0.00042276224,0.00013302133,0.000100923324,0.00035131566,0.00007984188,0.00044631856,0.00001382639,0.00042922355,0.000009741276],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00925004,0.0011114777,0.5048031,0.0016808301,0.0002363941,0.000037378282,0.097973526,0.00033459888,0.000079317055,0.015952218,0.21601446,0.15252665],"study_design_scores_gemma":[0.0015296134,0.0013613862,0.95979637,0.0017823017,0.0000521363,0.00009594651,0.018809613,0.000009060395,0.0000013396595,0.0038203213,0.012595714,0.00014620498],"about_ca_topic_score_codex":0.00010786324,"about_ca_topic_score_gemma":0.000048343998,"teacher_disagreement_score":0.45499325,"about_ca_system_score_codex":0.00036523573,"about_ca_system_score_gemma":0.0010755957,"threshold_uncertainty_score":0.54244524},"labels":[],"label_agreement":null},{"id":"W2088133333","doi":"10.1177/0011392109104351","title":"Encountering Globalization","year":2009,"lang":"en","type":"article","venue":"Current Sociology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Globalization; State (computer science); Affect (linguistics); International market; Political science; State policy; Sociology; Social policy; Economics; Law; International trade","score_opus":0.0815050915083142,"score_gpt":0.5095121742791979,"score_spread":0.42800708277088373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088133333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9334652,0.005182093,0.0038831816,0.0047672894,0.008245668,0.0008757188,0.00001573388,0.0005287984,0.043036312],"genre_scores_gemma":[0.9957025,0.00051397906,0.00014117418,0.0025536432,0.00069976354,0.000026759866,0.000059083523,0.000007382114,0.00029571546],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837196,0.00034916942,0.00038248,0.0002150792,0.00009849206,0.0005828233],"domain_scores_gemma":[0.99932915,0.00012226662,0.00015502659,0.0001838907,0.000102921294,0.00010672477],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029837384,0.00011400181,0.00020963427,0.000037760088,0.00048577465,0.0000021104743,0.00014978563,0.0002149981,0.0006326339],"category_scores_gemma":[0.00013268308,0.00010542676,0.00004031679,0.00009709984,0.00007528835,0.00006494042,0.000040805535,0.00040423745,0.0010138581],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008951678,0.0001947161,0.2752966,0.00034992414,0.000017460376,0.000005449405,0.02655937,0.00005282802,0.0002334259,0.38099036,0.20883006,0.10738031],"study_design_scores_gemma":[0.00087375444,0.00019596638,0.122952856,0.0004679423,0.000016596736,0.000002017651,0.0028159036,0.00023831622,0.0000051154957,0.05837996,0.8137814,0.0002701785],"about_ca_topic_score_codex":0.000017193292,"about_ca_topic_score_gemma":0.000007954118,"teacher_disagreement_score":0.6049513,"about_ca_system_score_codex":0.0002804385,"about_ca_system_score_gemma":0.0001070895,"threshold_uncertainty_score":0.99976397},"labels":[],"label_agreement":null},{"id":"W2088665759","doi":"10.1111/j.1440-1584.2009.01073.x","title":"What stresses remote area nurses? Current knowledge and future action","year":2009,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":91,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Context (archaeology); Workload; Reynolds-averaged Navier–Stokes equations; Psychological intervention; Scope (computer science); Resource (disambiguation); Knowledge management; Occupational stress; Process management; Medicine; Computer science; Nursing; Business; Engineering; Geography; Clinical psychology","score_opus":0.20202918112017876,"score_gpt":0.5601189756330226,"score_spread":0.35808979451284384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088665759","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025291299,0.96935105,0.0000036185772,0.006749172,0.02151398,0.0018696372,0.00006041007,0.00005714945,0.00014204814],"genre_scores_gemma":[0.000029003879,0.9878143,0.00022450178,0.00026845644,0.007978051,0.000008739127,0.00010248983,0.00007952825,0.0034949516],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9911793,0.0025437141,0.0037168073,0.00037554736,0.0006070135,0.0015776552],"domain_scores_gemma":[0.9910359,0.00048686747,0.005763801,0.00051857164,0.00059184054,0.0016030341],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016458292,0.0008609904,0.003728825,0.00055770465,0.0009439487,0.000090145884,0.00056791387,0.0009061082,0.0003321121],"category_scores_gemma":[0.00007262559,0.0006292367,0.00057229755,0.0007199473,0.0001055089,0.0009372492,0.00007716763,0.005010367,0.00015495945],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039309638,0.00006404149,0.000026413845,0.037284497,0.000046809746,0.000014547239,0.0010610683,1.8420499e-7,7.376977e-9,0.00007186441,0.115201205,0.84619004],"study_design_scores_gemma":[0.00043288106,0.0005805152,0.00011755291,0.22271034,0.00025392172,0.0003034489,0.007989535,4.4254224e-7,4.8760704e-8,0.00018424216,0.76711303,0.0003140568],"about_ca_topic_score_codex":0.00012422971,"about_ca_topic_score_gemma":0.00024061668,"teacher_disagreement_score":0.845876,"about_ca_system_score_codex":0.0018051488,"about_ca_system_score_gemma":0.0041488814,"threshold_uncertainty_score":0.9996159},"labels":[],"label_agreement":null},{"id":"W2089104091","doi":"10.1186/1472-6955-10-14","title":"The transitioning experiences of internationally-educated nurses into a Canadian health care system: A focused ethnography","year":2011,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":91,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Faculty of Nursing, University of Alberta; University of Alberta","keywords":"Nursing; Medicine; Relocation; Qualitative research; Credentialing; Health care; Qualitative property; Ethnography; Medical education; Sociology; Social science","score_opus":0.07227699296511665,"score_gpt":0.4277020268346458,"score_spread":0.35542503386952917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089104091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9605931,0.006960797,0.0003962356,0.0011420636,0.0047949925,0.0014850207,0.00001924577,0.00017153425,0.024437008],"genre_scores_gemma":[0.9957366,0.000021739696,0.003599618,0.0001607959,0.00012938232,0.0002248874,0.000025195994,0.000024621299,0.00007717887],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99726504,0.000665556,0.00075096916,0.0002562562,0.00029906374,0.0007631097],"domain_scores_gemma":[0.99830914,0.00024991453,0.0003716952,0.00029921343,0.00038119094,0.0003888527],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00053311954,0.00016375972,0.00028127688,0.0002539729,0.0025201093,0.000014788727,0.00034574416,0.00013574657,0.00006714753],"category_scores_gemma":[0.0000738522,0.0001307846,0.00008694898,0.00053896784,0.00027088023,0.00012206917,0.000011072381,0.00031322706,0.000017478607],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008159815,0.000023933906,0.005295613,0.00039743248,0.000012425794,9.649491e-7,0.97817826,0.0000020620703,0.000004033345,0.0073212697,0.0016485204,0.0070339036],"study_design_scores_gemma":[0.00031523654,0.000113509326,0.006606773,0.005293199,0.000013157656,0.0000024396847,0.98538977,0.00007052265,0.00004392522,0.00022779303,0.0018037066,0.000119976125],"about_ca_topic_score_codex":0.25958475,"about_ca_topic_score_gemma":0.3268809,"teacher_disagreement_score":0.06729616,"about_ca_system_score_codex":0.0012028085,"about_ca_system_score_gemma":0.0025097493,"threshold_uncertainty_score":0.99877846},"labels":[],"label_agreement":null},{"id":"W2089389474","doi":"10.3917/spub.042.0251","title":"Le marché du travail en soins infirmiers au Canada (1985-1999)","year":2004,"lang":"fr","type":"review","venue":"Santé Publique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Sociology","score_opus":0.03447837383857636,"score_gpt":0.387066266873039,"score_spread":0.35258789303446264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089389474","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004141839,0.856448,0.00013036247,0.03546687,0.011027373,0.0067431913,0.0015186404,0.00032905067,0.087922335],"genre_scores_gemma":[0.00841019,0.9552094,0.0006890795,0.008149822,0.0048387363,0.0009856974,0.0012715777,0.00043199994,0.020013517],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9796737,0.007993088,0.0039655063,0.001806172,0.0015011656,0.005060403],"domain_scores_gemma":[0.98893,0.0034572263,0.0019474593,0.0020478535,0.0007585325,0.0028589307],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004400251,0.0018500657,0.004119241,0.0005623099,0.002568636,0.00011906991,0.0023720788,0.0038149257,0.004351734],"category_scores_gemma":[0.0027435815,0.0016574794,0.00077415735,0.0020681643,0.0005906363,0.00061804877,0.0008973784,0.0073466706,0.0017364966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000071015944,0.00034565487,0.0038782025,0.15212432,0.00041839064,0.0005712491,0.0036967518,0.00006193194,1.79944e-7,0.09630991,0.38536805,0.35715437],"study_design_scores_gemma":[0.0010524535,0.00017404299,0.0038286576,0.06949342,0.00027993883,0.00012456121,0.0029669295,0.000011335914,5.45844e-7,0.0006157022,0.9200881,0.0013643102],"about_ca_topic_score_codex":0.9880884,"about_ca_topic_score_gemma":0.99156094,"teacher_disagreement_score":0.53472006,"about_ca_system_score_codex":0.022327034,"about_ca_system_score_gemma":0.349968,"threshold_uncertainty_score":0.9994244},"labels":[],"label_agreement":null},{"id":"W2089634372","doi":"10.1111/j.1365-2934.2005.00544.x","title":"Improving first-destination recruitment: nursing students' perceptions of three initiatives in London, England","year":2005,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Focus group; Nursing; Perception; North west; Data collection; Catchment area; Medical education; Medicine; Psychology; Sociology; Geography; Business; Marketing","score_opus":0.09215613591064141,"score_gpt":0.4686871121087473,"score_spread":0.3765309761981059,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089634372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9735485,0.00096514885,0.007486167,0.0039143064,0.001073641,0.0016549487,0.0000037864268,0.00003107398,0.011322457],"genre_scores_gemma":[0.9839115,0.00055034674,0.014686875,0.00015469827,0.00042318302,0.00003200108,0.0000036174529,0.000024210909,0.00021354386],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9968806,0.00034643844,0.0014128867,0.00018571675,0.0006749993,0.0004993819],"domain_scores_gemma":[0.99789035,0.0002597444,0.0012083949,0.0002106974,0.00029586782,0.0001349234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015369,0.00017696926,0.00040058818,0.00059153733,0.00039084724,0.000019448727,0.00032090323,0.00011074015,0.0001403215],"category_scores_gemma":[0.00011330657,0.00016514996,0.00008531659,0.00042384086,0.00008706462,0.00050127134,0.000054350956,0.00055956224,0.00001819435],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006292199,0.0030426884,0.3062299,0.0008916222,0.00011806575,0.000047410605,0.046048265,0.0036051571,0.00011651285,0.00533653,0.0023852768,0.63154936],"study_design_scores_gemma":[0.0052525317,0.00056695705,0.9394474,0.024408555,0.00019648604,0.00001759305,0.019950155,0.0012688544,0.000023402434,0.0026918908,0.005947839,0.00022835979],"about_ca_topic_score_codex":0.000028785844,"about_ca_topic_score_gemma":0.00016731597,"teacher_disagreement_score":0.63321745,"about_ca_system_score_codex":0.0021370223,"about_ca_system_score_gemma":0.000079028294,"threshold_uncertainty_score":0.673462},"labels":[],"label_agreement":null},{"id":"W2089685326","doi":"10.1111/j.1748-0361.2009.00194.x","title":"Sustaining the Rural Workforce: Nursing Perspectives on Worklife Challenges","year":2008,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Sustainability; Nursing; Thematic analysis; Work (physics); Stressor; Workforce planning; Psychology; Business; Medicine; Qualitative research; Sociology; Political science","score_opus":0.10201121581498863,"score_gpt":0.455761563435122,"score_spread":0.35375034762013335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089685326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7156495,0.08121028,0.000073233175,0.19101979,0.0016244306,0.0010069117,0.000003426944,0.00007785434,0.009334563],"genre_scores_gemma":[0.918473,0.07300587,0.00014546255,0.004561243,0.0022359507,0.0000094191955,0.0000011071163,0.00004746056,0.0015204581],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9927976,0.0031997121,0.0014217087,0.00013081281,0.0009738743,0.0014762891],"domain_scores_gemma":[0.9940515,0.0026010612,0.0017487278,0.00056846807,0.0005430362,0.0004871823],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004989522,0.00032528382,0.0006985809,0.0001644116,0.004754467,0.000011991765,0.00083291595,0.00017791582,0.0001352822],"category_scores_gemma":[0.00037901706,0.00016433725,0.00019187406,0.0004856399,0.00046880476,0.00022903743,0.000080043006,0.0028341485,0.000105596344],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030127936,0.00028372896,0.0049725673,0.00024718072,0.00009421687,0.000032560754,0.7711008,0.0007746934,0.000005104985,0.03599264,0.0845251,0.098958604],"study_design_scores_gemma":[0.0011562954,0.0013459609,0.024680275,0.0066978806,0.000028832263,0.00037694813,0.94739884,0.00005774902,0.000002214798,0.0021011238,0.015963623,0.000190232],"about_ca_topic_score_codex":0.00029979603,"about_ca_topic_score_gemma":0.00006245535,"teacher_disagreement_score":0.20282352,"about_ca_system_score_codex":0.0016401097,"about_ca_system_score_gemma":0.0014820053,"threshold_uncertainty_score":0.99946636},"labels":[],"label_agreement":null},{"id":"W2090753136","doi":"10.1023/b:joms.0000021522.30587.ff","title":"A Review of e-Learning Practices for Undergraduate Medical Education","year":2004,"lang":"en","type":"review","venue":"Journal of Medical Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":125,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Software deployment; Health informatics; Medical education; Videoconferencing; Medicine; Computer science; Public health; Multimedia; Nursing","score_opus":0.15420727484197863,"score_gpt":0.5931291319525136,"score_spread":0.438921857110535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090753136","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.9290617e-7,0.97546935,0.0004298749,0.012104183,0.007825248,0.0029871901,0.0000103052425,0.000022400653,0.0011510617],"genre_scores_gemma":[0.0000030596345,0.99325645,0.00027224745,0.00096171495,0.00387528,0.0002859227,0.000051239847,0.00006755085,0.0012265061],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9836298,0.004749783,0.0066488064,0.00028502246,0.004051857,0.0006346989],"domain_scores_gemma":[0.96814257,0.005962147,0.022606647,0.00033924432,0.001529608,0.0014197993],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.022442516,0.0003959269,0.0045230747,0.0002707698,0.00027255845,0.000013294107,0.001221032,0.0017150674,0.00072234],"category_scores_gemma":[0.07301314,0.00025077377,0.0008263,0.000559062,0.0001018009,0.00014841647,0.00013765342,0.0043213987,0.0000844147],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010633402,0.00011064904,0.000007770538,0.60850316,0.00013677751,0.000014225476,0.000057151366,1.6832537e-7,1.4717387e-9,0.001766938,0.091155864,0.29823667],"study_design_scores_gemma":[0.0002972375,0.00015074041,8.690011e-8,0.4916791,0.0005378264,0.000336794,0.0003306988,0.000005043269,1.3562378e-9,0.000050041737,0.5065233,0.00008914152],"about_ca_topic_score_codex":0.0005527068,"about_ca_topic_score_gemma":0.00002363875,"teacher_disagreement_score":0.41536742,"about_ca_system_score_codex":0.0010929746,"about_ca_system_score_gemma":0.050145965,"threshold_uncertainty_score":0.99999446},"labels":[],"label_agreement":null},{"id":"W2090968827","doi":"10.1207/s15328015tlm1704_11","title":"A Rural and Regional Community Multi-Specialty Residency Training Network Developed by the University of Western Ontario","year":2005,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Specialty; Residency training; Training (meteorology); Medical education; Rural community; Medicine; Family medicine; Gerontology; Geography; Sociology; Demography; Continuing education","score_opus":0.10966194262938866,"score_gpt":0.40071075550612184,"score_spread":0.2910488128767332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090968827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9868993,0.0013492719,0.00025828052,0.008088202,0.00007134563,0.00022026424,4.838256e-7,0.000045995486,0.0030668601],"genre_scores_gemma":[0.98679906,0.00023308296,0.0024768205,0.0010382496,0.0002265864,0.0000013336788,0.000014501395,0.000009548995,0.00920084],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952036,0.00382119,0.00033639505,0.000119683944,0.00016362999,0.0003554731],"domain_scores_gemma":[0.99753165,0.0019782064,0.00021200671,0.00013857729,0.00003483019,0.00010473546],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005947285,0.00011487934,0.000321081,0.00004070077,0.0028203062,0.0000026385942,0.00015191956,0.00011589924,0.0000950801],"category_scores_gemma":[0.00055680965,0.00008648569,0.000011548558,0.00009064522,0.000253693,0.000067792826,0.000109799505,0.004503482,0.0000031910988],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008080029,0.0000138064215,0.5748113,0.00004720975,0.00000659284,0.0000014581573,0.3947661,0.00013464723,0.0000044038443,0.00010571891,0.0050902995,0.024937695],"study_design_scores_gemma":[0.0014071527,0.000104646504,0.6246143,0.0023562075,0.000011234943,0.000005630308,0.16418815,0.00037609023,2.6959045e-8,0.000050417068,0.20680891,0.00007722821],"about_ca_topic_score_codex":0.23715003,"about_ca_topic_score_gemma":0.49094036,"teacher_disagreement_score":0.25379032,"about_ca_system_score_codex":0.00018875772,"about_ca_system_score_gemma":0.0002036322,"threshold_uncertainty_score":0.9984779},"labels":[],"label_agreement":null},{"id":"W2091028699","doi":"10.1097/acm.0000000000000012","title":"The Migration of Physicians and the Local Supply of Practitioners","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workers Compensation Board of British Columbia","funders":"","keywords":"Physician supply; Specialty; Workforce; Relocation; Descriptive statistics; Family medicine; Logistic regression; Medicine; Location; Distribution (mathematics); Rural area; Demography; Geography; Population; Environmental health; Sociology; Political science","score_opus":0.02623388070844116,"score_gpt":0.41115398726041014,"score_spread":0.38492010655196895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091028699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7427164,0.0050437,0.00059959857,0.24340576,0.00045966497,0.0016683328,0.0000042923016,0.000023150731,0.006079115],"genre_scores_gemma":[0.9865335,0.0062098657,0.000027504733,0.005029065,0.00030159522,0.00010772216,0.000007952681,0.0000072591174,0.0017755183],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829125,0.00045795305,0.0006315441,0.00009684302,0.0002832708,0.00023913741],"domain_scores_gemma":[0.99609935,0.0029279913,0.00052991783,0.00019831897,0.00019670487,0.000047694906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012624934,0.00007705701,0.00024909727,0.000024872685,0.00031072155,6.1807674e-7,0.00015881551,0.00014661689,0.00015531972],"category_scores_gemma":[0.0006682675,0.000034654186,0.00001631626,0.00017066466,0.0011147987,0.00008398108,0.000041906893,0.00066809735,0.000028306367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034045658,0.0000089651885,0.03841042,0.00047471139,0.000053447016,2.3474449e-7,0.06851138,0.000012095915,0.0020185309,0.12263564,0.7427347,0.024799425],"study_design_scores_gemma":[0.007324555,0.0004577052,0.0788655,0.00556067,0.00020511473,0.000006771438,0.40314957,0.003211129,0.0004992876,0.049410295,0.45111078,0.0001986259],"about_ca_topic_score_codex":0.0063165976,"about_ca_topic_score_gemma":0.00021904091,"teacher_disagreement_score":0.33463818,"about_ca_system_score_codex":0.000032047417,"about_ca_system_score_gemma":0.000067939305,"threshold_uncertainty_score":0.95488477},"labels":[],"label_agreement":null},{"id":"W2091052481","doi":"10.1111/j.1440-1584.2006.00763.x","title":"Factors influencing rural health care professionals’ access to continuing professional education","year":2006,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":153,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Health Canada","keywords":"Attendance; Accreditation; Remuneration; Best practice; Business; Professional development; Continuing education; Nursing; Health care; Medical education; Public relations; Medicine; Political science","score_opus":0.057778554226285736,"score_gpt":0.4858856531578521,"score_spread":0.42810709893156634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091052481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.923013,0.00218259,0.000028381517,0.06454646,0.0072511737,0.0025470185,0.000074963966,0.00010006561,0.00025639462],"genre_scores_gemma":[0.97953254,0.0000669544,0.0011884737,0.0108170975,0.0021777418,0.000069423535,0.0001640546,0.00007992346,0.005903807],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9905992,0.0018268918,0.0037393603,0.00032669373,0.0013023792,0.0022054538],"domain_scores_gemma":[0.99197006,0.0003600977,0.003874909,0.00044593427,0.0015498394,0.0017991806],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0019867567,0.0005764409,0.001357727,0.0006493416,0.0018722769,0.000074787524,0.00094497635,0.00036016022,0.00043996805],"category_scores_gemma":[0.00019564563,0.00044334555,0.00026486206,0.0009828028,0.000071149254,0.0011636376,0.00023389087,0.0023849888,0.000099514604],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028596338,0.00029018085,0.43460006,0.0018631355,0.000026970542,0.000005415943,0.040493857,0.00009048622,0.000048940597,0.00085988804,0.50242275,0.01901237],"study_design_scores_gemma":[0.001299738,0.00088969764,0.53229797,0.021605814,0.000019690217,0.000029891122,0.38927913,0.0000013192432,0.00008024523,0.0003992736,0.053626902,0.00047035725],"about_ca_topic_score_codex":0.008808898,"about_ca_topic_score_gemma":0.0017798942,"teacher_disagreement_score":0.44879586,"about_ca_system_score_codex":0.0036750776,"about_ca_system_score_gemma":0.01033195,"threshold_uncertainty_score":0.99991655},"labels":[],"label_agreement":null},{"id":"W2091561881","doi":"10.1016/j.rapm.2005.02.007","title":"The Training and Careers of Regional Anesthesia Fellows—1983–2002","year":2005,"lang":"en","type":"article","venue":"Regional Anesthesia & Pain Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Medicine; Regional anesthesia; Anesthesiology; Medical education; Anesthesia; Strengths and weaknesses; Training (meteorology); Family medicine; Psychology","score_opus":0.06967673683384329,"score_gpt":0.37373578894863724,"score_spread":0.30405905211479395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091561881","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26666474,0.011901305,0.00005972033,0.71954834,0.000020116744,0.0009437013,1.4038109e-7,0.00012444946,0.00073745503],"genre_scores_gemma":[0.5740806,0.008154905,0.0023632946,0.39312154,0.0039722677,0.00036965645,0.000065641216,0.00016049389,0.017711597],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948518,0.0015071379,0.0011281735,0.00047557367,0.0010304124,0.0010068911],"domain_scores_gemma":[0.99408793,0.0039982973,0.00057591527,0.0005161209,0.00035438113,0.00046735114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005180359,0.00037253418,0.000712256,0.00013945725,0.0012328997,0.00000670245,0.00045787395,0.00031457856,0.0002633867],"category_scores_gemma":[0.00023757333,0.00023972082,0.00010324359,0.0004470895,0.0012248866,0.00010954212,0.00001712162,0.00066795497,0.000066146305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051088154,0.0001004297,0.027624061,0.0005429275,0.000080119404,0.00016162568,0.027421862,0.00005579977,0.00011027614,0.042059004,0.87695867,0.024374321],"study_design_scores_gemma":[0.0010312429,0.0003451565,0.01245945,0.0017834895,0.00004105874,0.00036531105,0.022307282,0.0007218771,0.0000028046777,0.00092259556,0.95980257,0.00021718608],"about_ca_topic_score_codex":0.00056197535,"about_ca_topic_score_gemma":0.00024137284,"teacher_disagreement_score":0.32642683,"about_ca_system_score_codex":0.000190493,"about_ca_system_score_gemma":0.00041780062,"threshold_uncertainty_score":0.9775531},"labels":[],"label_agreement":null},{"id":"W2091864923","doi":"10.1016/j.jacr.2014.07.031","title":"International Perspectives on Radiology Practice Metrics: Australia, France, Germany, Japan, New Zealand, Spain, the UK and USA","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Gross domestic product; Health care; Product (mathematics); Agency (philosophy); Geography; Business; Medicine; Demography; Economic growth; Economics; Sociology; Social science; Mathematics","score_opus":0.02501153310164827,"score_gpt":0.3906089149978761,"score_spread":0.3655973818962278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091864923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92189413,0.0008678245,0.00014796489,0.07060119,0.0023656152,0.00043143658,0.000032869644,0.0000080088585,0.0036509454],"genre_scores_gemma":[0.97740996,0.0022818672,0.0026080457,0.006169026,0.001630462,0.0000072225635,6.7862925e-7,0.000018012192,0.009874734],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953685,0.0026844537,0.00090789737,0.0002219039,0.0003548174,0.0004624638],"domain_scores_gemma":[0.98987675,0.006089306,0.002913176,0.0003984778,0.0005298866,0.00019239569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023562189,0.00019316158,0.0007837528,0.00026214158,0.00034509102,0.0000049898463,0.0008661909,0.0001397323,0.00024250394],"category_scores_gemma":[0.0035938132,0.00010779118,0.00015468882,0.0005773348,0.000841774,0.00009703249,0.0001458237,0.0011919873,0.000025115674],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025382878,0.00013734744,0.40595666,0.000030606625,0.0006631207,0.00002727645,0.005756514,0.0002795039,0.0002750639,0.021252386,0.5595112,0.0035720435],"study_design_scores_gemma":[0.0016549771,0.0019254918,0.2015887,0.00014739981,0.00013312088,0.0015257783,0.01371094,0.00009461716,0.000009069335,0.00093508087,0.77813303,0.00014177623],"about_ca_topic_score_codex":0.0011813771,"about_ca_topic_score_gemma":0.00008987738,"teacher_disagreement_score":0.21862184,"about_ca_system_score_codex":0.00024413147,"about_ca_system_score_gemma":0.00030591793,"threshold_uncertainty_score":0.5178658},"labels":[],"label_agreement":null},{"id":"W2092153717","doi":"10.1080/08865655.2002.9695592","title":"Mexican‐American women in the colonias: Effects of cultural and environmental stressors","year":2002,"lang":"en","type":"article","venue":"Journal of Borderlands Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Stressor; Coping (psychology); Psychology; Gerontology; Population; Intervention (counseling); Mexican americans; Clinical psychology; Environmental health; Medicine; Political science; Ethnic group; Psychiatry","score_opus":0.03817230016200544,"score_gpt":0.3984770883895306,"score_spread":0.36030478822752515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092153717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797442,0.01715164,2.9094645e-7,0.0022039923,0.0001814128,0.00026264685,0.000006725561,0.0000035820922,0.00044552394],"genre_scores_gemma":[0.97659475,0.0224961,0.000062351675,0.00045858818,0.00010943308,0.000025114377,5.04817e-7,0.000006505843,0.00024663316],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9981279,0.0004751536,0.0006005196,0.00008671347,0.00029133592,0.00041839757],"domain_scores_gemma":[0.9979331,0.0011924469,0.0006360227,0.00009701048,0.00005528556,0.00008614216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062616274,0.0001224658,0.0005388289,0.00007463418,0.00025956245,0.0000037238408,0.00014236734,0.00004356984,0.000029992285],"category_scores_gemma":[0.00032952573,0.000067310575,0.000041260966,0.00017427825,0.0002721092,0.000081498605,0.000066560606,0.0004026713,0.0000027449366],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020817229,0.00027351442,0.6372996,0.0006093468,0.000240282,0.000074490876,0.33532792,0.000021782544,0.00005995178,0.000054135126,0.019551553,0.0062792613],"study_design_scores_gemma":[0.0025908863,0.0022026317,0.32802883,0.0010128035,0.000061475395,0.00002446732,0.64702255,0.000044534456,0.000017807553,0.00020177057,0.018649241,0.00014301325],"about_ca_topic_score_codex":0.00009878429,"about_ca_topic_score_gemma":0.0001569431,"teacher_disagreement_score":0.3116946,"about_ca_system_score_codex":0.00020128541,"about_ca_system_score_gemma":0.000017102238,"threshold_uncertainty_score":0.27448457},"labels":[],"label_agreement":null},{"id":"W2092302884","doi":"10.1016/j.socscimed.2014.09.053","title":"Retaining rural doctors: Doctors' preferences for rural medical workforce incentives","year":2014,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":72,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Incentive; Payment; Multinomial logistic regression; Workforce; Mixed logit; Logit; Logistic regression; Rural area; Business; Medicine; Economics; Economic growth; Computer science; Finance; Econometrics; Microeconomics","score_opus":0.0654037004444053,"score_gpt":0.4702901893147166,"score_spread":0.4048864888703113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092302884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92091346,0.00038079522,0.0007217295,0.011756287,0.0035687403,0.001336585,0.00000796838,0.0002810486,0.0610334],"genre_scores_gemma":[0.9899991,0.000098333076,0.00011124331,0.003483755,0.004749657,0.0001859002,0.000029706493,0.000023501601,0.0013187786],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99369633,0.0005928895,0.001085646,0.0005109761,0.0021624626,0.0019517152],"domain_scores_gemma":[0.9959331,0.001748564,0.00051206886,0.00030914042,0.00059575884,0.00090137124],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.007640679,0.00031474602,0.00071321946,0.00018744382,0.004029887,0.000029444647,0.0011830142,0.0003793078,0.0013198146],"category_scores_gemma":[0.006905116,0.00022244382,0.00009226248,0.0013780254,0.0031923493,0.00047144038,0.0002312186,0.0008484652,0.000064011656],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003545661,0.00008946659,0.44106898,0.0004127334,0.00002495158,0.0000029665068,0.13934116,0.0000017818637,0.0005174137,0.17449902,0.028611954,0.215075],"study_design_scores_gemma":[0.00854271,0.0019546617,0.1618121,0.011031432,0.0001502627,0.000006321458,0.2727754,0.0014645234,0.00009337887,0.053885218,0.4868699,0.0014140881],"about_ca_topic_score_codex":0.0010442056,"about_ca_topic_score_gemma":0.0002693178,"teacher_disagreement_score":0.45825794,"about_ca_system_score_codex":0.00049594307,"about_ca_system_score_gemma":0.0011122698,"threshold_uncertainty_score":0.99959314},"labels":[],"label_agreement":null},{"id":"W2092506716","doi":"10.1111/j.1440-1584.2004.00543.x","title":"PREPARING ALLIED HEALTH STUDENTS FOR FIELDWORK IN SMALLER COMMUNITIES","year":2004,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Queen (butterfly); Rehabilitation; Medicine; Library science; Gerontology; Physical therapy; Computer science","score_opus":0.11950204764056678,"score_gpt":0.5057222734377353,"score_spread":0.3862202257971686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092506716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9453979,0.0013118667,0.0002637029,0.04878552,0.0017116313,0.0020974092,0.000024043426,0.000047903184,0.00035998988],"genre_scores_gemma":[0.98462385,0.0015825632,0.0043554003,0.0075347326,0.00045901354,0.00005148015,0.000022129538,0.00004125495,0.0013296045],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9942328,0.0008689067,0.0025886449,0.00013649894,0.0005930286,0.0015801687],"domain_scores_gemma":[0.9963172,0.00048606106,0.0018036009,0.00036496657,0.0002728944,0.00075528247],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0039949506,0.0002811816,0.0010345727,0.00027361166,0.0009358634,0.000025836767,0.00074863964,0.00022519972,0.00013740071],"category_scores_gemma":[0.00008998038,0.00025138026,0.00016934234,0.0003302599,0.000071478324,0.00028274622,0.00010951416,0.0016043921,0.00003167216],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002148822,0.00096625375,0.70691663,0.0049638543,0.00017304387,0.000026606473,0.13174857,0.004334242,0.0000058581927,0.0065918462,0.12510239,0.017021867],"study_design_scores_gemma":[0.025163561,0.009438467,0.3426264,0.0440584,0.000036711463,0.00016800984,0.40645877,0.00001795445,0.00002712003,0.01567624,0.15531579,0.001012591],"about_ca_topic_score_codex":0.009660971,"about_ca_topic_score_gemma":0.013785944,"teacher_disagreement_score":0.36429027,"about_ca_system_score_codex":0.0018903174,"about_ca_system_score_gemma":0.0021211284,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W2092849231","doi":"10.1176/appi.ap.09110219","title":"Preparing International Medical Graduates for Psychiatry Residency: A Multi-Site Needs Assessment","year":2012,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"IMG; Curriculum; Medical education; Documentation; Residency training; Mental health; Needs assessment; Medicine; Psychology; Family medicine; Psychiatry; Continuing education; Political science; Pedagogy","score_opus":0.061400069805911,"score_gpt":0.4919949878790031,"score_spread":0.4305949180730921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092849231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6363237,0.017268471,0.009522832,0.16819108,0.12397027,0.0050381026,0.00015526131,0.0012632698,0.038267046],"genre_scores_gemma":[0.7792184,0.0019772742,0.1673142,0.026002767,0.01663391,0.0016001103,0.00025509053,0.00017444055,0.0068238303],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948748,0.00040229328,0.0015388426,0.00048385357,0.0009867634,0.0017134519],"domain_scores_gemma":[0.9971277,0.0006322684,0.0006307077,0.00052310404,0.00017139477,0.0009148399],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00298648,0.00037742162,0.00047022037,0.00030230093,0.0008969258,0.000011517932,0.0009379196,0.0011993612,0.0006896537],"category_scores_gemma":[0.00058602623,0.00034947117,0.00019238734,0.00042793088,0.000103063816,0.0005316345,0.00037021397,0.002755948,0.00046959758],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008162608,0.0001259889,0.71377414,0.0002921902,0.000056288063,1.2696337e-7,0.0014193628,0.0000021065616,0.000012076207,0.06255438,0.22078322,0.0008984614],"study_design_scores_gemma":[0.005908702,0.00015955177,0.4371814,0.004903657,0.00016776191,0.000028509643,0.01025963,0.0031162521,0.0000054095963,0.036278497,0.5010452,0.0009453663],"about_ca_topic_score_codex":0.00024027313,"about_ca_topic_score_gemma":0.0005501649,"teacher_disagreement_score":0.28026202,"about_ca_system_score_codex":0.00042202193,"about_ca_system_score_gemma":0.00260772,"threshold_uncertainty_score":0.99989575},"labels":[],"label_agreement":null},{"id":"W2092853598","doi":"10.3138/cja.26.suppl_1.117","title":"“They suffered with us and should be compensated”: Entitling Caregivers of Canada's Veterans","year":2007,"lang":"en","type":"article","venue":"Canadian Journal on Aging / La Revue canadienne du vieillissement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Trent University","funders":"","keywords":"Entitlement (fair division); Veterans Affairs; Compassion; Victory; Mandate; Independence (probability theory); Political science; Psychology; Public administration; Gerontology; Sociology; Medicine; Law; Politics; Economics","score_opus":0.02676831175630082,"score_gpt":0.29847800129129387,"score_spread":0.271709689534993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092853598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824048,0.00048003334,0.000046355628,0.008223105,0.001248459,0.0005403053,0.00013316136,0.000017630075,0.006906145],"genre_scores_gemma":[0.995555,0.00008847778,0.00018148952,0.0028736256,0.000245789,0.000008690994,0.000023931818,0.00005704253,0.00096598995],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964623,0.00029140624,0.00082039594,0.000357336,0.000254554,0.0018140163],"domain_scores_gemma":[0.99496835,0.000433746,0.00046066355,0.00034093487,0.0004980009,0.0032982992],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016806404,0.00033137418,0.0005370275,0.00043759713,0.0014512413,0.000039512342,0.00032323174,0.00016469731,0.00036179123],"category_scores_gemma":[0.00017892131,0.00030609086,0.000057153804,0.00029208776,0.000114499606,0.00008966108,0.00002251927,0.0010499654,0.000001992824],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004646409,0.00005928815,0.81941706,0.0016099855,0.00053519575,0.012738387,0.10102208,0.0031924515,0.0001615774,0.014418501,0.040400766,0.005980073],"study_design_scores_gemma":[0.0023118737,0.0004743743,0.12639461,0.005604298,0.000113240625,0.00050281093,0.04297947,0.00016070818,0.000056603025,0.000072776544,0.8206433,0.00068594876],"about_ca_topic_score_codex":0.9684573,"about_ca_topic_score_gemma":0.9997147,"teacher_disagreement_score":0.7802425,"about_ca_system_score_codex":0.0040779496,"about_ca_system_score_gemma":0.0041936883,"threshold_uncertainty_score":0.99993914},"labels":[],"label_agreement":null},{"id":"W2093501273","doi":"10.1111/j.1466-7657.2007.00564.x","title":"Acculturation and socialization: voices of internationally educated nurses in Ontario","year":2007,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"Australian Government","keywords":"Nursing; Socialization; Licensure; Nurse education; Privilege (computing); Narrative; Dream; Mentorship; Mainland; Medicine; Psychology; Medical education; Political science","score_opus":0.058760593645728075,"score_gpt":0.5050096755825255,"score_spread":0.44624908193679746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093501273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7175543,0.038638722,0.00048078847,0.023290146,0.012650217,0.0026408313,0.000027083302,0.00011292993,0.20460498],"genre_scores_gemma":[0.9793778,0.007704125,0.0009399977,0.0025497365,0.00031218666,0.00004114462,0.00022779725,0.00001787659,0.008829336],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981926,0.00011952372,0.00091753545,0.00019528288,0.0003510766,0.00022398955],"domain_scores_gemma":[0.99855435,0.00027459578,0.00047251597,0.00009551916,0.00053757895,0.000065466105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080017134,0.00011593636,0.00026635383,0.00013825037,0.00010985509,0.0000084184885,0.00018132596,0.000098518,0.00076890003],"category_scores_gemma":[0.00044586902,0.00010723389,0.000038897106,0.00021779872,0.000082319806,0.00023853111,0.000026411451,0.00027030357,0.000028949871],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019654332,0.0004417157,0.8047027,0.0020445727,0.00007085201,0.000007858572,0.020005906,0.000012905655,0.000189249,0.06296108,0.037251677,0.07211494],"study_design_scores_gemma":[0.0005559921,0.000044490906,0.617101,0.06951768,0.000038020265,0.0000104081555,0.0017369125,0.00005852618,0.000025297646,0.002821953,0.30789316,0.00019654234],"about_ca_topic_score_codex":0.010783109,"about_ca_topic_score_gemma":0.09283373,"teacher_disagreement_score":0.27064148,"about_ca_system_score_codex":0.0010809073,"about_ca_system_score_gemma":0.0003370047,"threshold_uncertainty_score":0.9958042},"labels":[],"label_agreement":null},{"id":"W2093731382","doi":"10.1016/j.healthpol.2007.09.004","title":"Sustainability of the workforce: Government policies and the rural fit","year":2007,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Government (linguistics); Rurality; Health care; Business; Health policy; Health human resources; Economic growth; Sustainability; Nursing; Rural health; Rural area; Public health; Medicine; Economics","score_opus":0.038456868367672696,"score_gpt":0.47578378497168056,"score_spread":0.43732691660400785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093731382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5899935,0.0021781467,0.00006021806,0.382616,0.0005337707,0.0039543547,0.000049231967,0.00007497591,0.02053979],"genre_scores_gemma":[0.95902586,0.00056815945,0.000051964213,0.03326315,0.00063784444,0.000076603814,0.000001186533,0.000022437576,0.006352795],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9952539,0.0011680966,0.0011926986,0.00020526383,0.0006579821,0.0015220226],"domain_scores_gemma":[0.99598396,0.0018702198,0.0007453126,0.0008231482,0.00020872256,0.00036865825],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0046111965,0.0002086099,0.00048506708,0.000049814324,0.0018423733,0.000007712611,0.00039791508,0.00017726154,0.000052138083],"category_scores_gemma":[0.0016774506,0.00011115,0.00010306686,0.0007183177,0.0007970378,0.000061023202,0.0004398845,0.00072448567,0.000013447364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074052473,0.00007607719,0.18963403,0.0019094817,0.000018476923,6.486669e-7,0.054225314,0.00002561947,0.0000016367972,0.7015429,0.027335748,0.02448955],"study_design_scores_gemma":[0.0027596864,0.00013827649,0.4912488,0.0007058496,0.0000141247265,0.000006088769,0.07148199,0.00005807562,0.000011210687,0.019001959,0.41440094,0.0001730059],"about_ca_topic_score_codex":0.05828068,"about_ca_topic_score_gemma":0.004314399,"teacher_disagreement_score":0.68254095,"about_ca_system_score_codex":0.0020889377,"about_ca_system_score_gemma":0.0017365358,"threshold_uncertainty_score":0.9994571},"labels":[],"label_agreement":null},{"id":"W2093752054","doi":"10.1111/j.1365-2929.2005.02308.x","title":"A new evaluation tool for admissions","year":2005,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"General partnership; Context (archaeology); Documentation; Curriculum; Rural area; Medical education; Psychology; Family medicine; Medicine; Geography; Pedagogy; Political science","score_opus":0.06535626451169926,"score_gpt":0.5523336890134226,"score_spread":0.4869774245017233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093752054","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19575329,0.0036644004,0.02534564,0.6893941,0.012175693,0.010784618,0.000015460573,0.0005407957,0.062325988],"genre_scores_gemma":[0.6091393,0.00026326405,0.082448855,0.15651685,0.01963077,0.005329005,0.00074849126,0.00009076119,0.12583265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978774,0.00026960313,0.0005092091,0.00022141589,0.0007120928,0.00041026596],"domain_scores_gemma":[0.9981562,0.00045048352,0.00014081082,0.0002461929,0.00038166856,0.00062464084],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017253266,0.000096355754,0.00014324098,0.000063594234,0.00047286853,0.000005392279,0.00015995298,0.00027393847,0.030776352],"category_scores_gemma":[0.01272837,0.000082910075,0.0000428871,0.00018848729,0.000013146864,0.000119609074,0.00002871041,0.0003010051,0.0008499776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016785543,0.000063435844,0.00092958414,0.0000393646,0.0000019965003,1.6291072e-8,0.0008353874,0.000002464242,0.0000030231183,0.002399657,0.5618262,0.43388203],"study_design_scores_gemma":[0.0008147148,0.000041356354,0.0035210077,0.00049723743,0.00002645892,9.126768e-7,0.0008468488,0.004312194,0.0000081173785,0.0025842723,0.98725826,0.00008865202],"about_ca_topic_score_codex":0.0002953397,"about_ca_topic_score_gemma":0.00032565798,"teacher_disagreement_score":0.53287727,"about_ca_system_score_codex":0.0005430568,"about_ca_system_score_gemma":0.019809758,"threshold_uncertainty_score":0.999928},"labels":[],"label_agreement":null},{"id":"W2093900014","doi":"10.1080/10401334.2012.664988","title":"A Predictive and Construct Validity Study of a High-Stakes Objective Clinical Examination for Assessing the Clinical Competence of International Medical Graduates","year":2012,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Construct validity; Generalizability theory; Predictive validity; Checklist; Objective structured clinical examination; Competence (human resources); Psychology; Discriminant validity; Incremental validity; Construct (python library); External validity; Clinical psychology; Medicine; Medical education; Psychometrics; Social psychology; Developmental psychology; Internal consistency","score_opus":0.18379256356465304,"score_gpt":0.5506961106551745,"score_spread":0.36690354709052153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093900014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99442023,0.0003430108,0.0016039073,0.0012808006,0.0009387773,0.0007893572,0.0000030502185,0.000029612725,0.0005912506],"genre_scores_gemma":[0.9976574,0.00018382161,0.0012892381,0.00015445313,0.0006193364,0.000036664,0.000010772367,0.000009786824,0.00003850732],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.988722,0.008976414,0.0013147178,0.00023834204,0.00047956852,0.00026894416],"domain_scores_gemma":[0.97407717,0.024738086,0.0007339073,0.00011795677,0.00019121273,0.00014165424],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.033188082,0.0001173593,0.0006026999,0.000094621864,0.00050438166,0.000003537338,0.00014230143,0.0001748346,0.000022276548],"category_scores_gemma":[0.033175297,0.00007440715,0.000026280859,0.00009386308,0.0006703689,0.00012523062,0.00011058083,0.0023737894,2.658639e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010199471,0.00024409252,0.921255,0.000104942585,0.00003619965,6.844005e-7,0.0370879,0.000007144575,0.0000022303211,0.0007812615,0.00007661332,0.04030193],"study_design_scores_gemma":[0.0027597714,0.0011497803,0.85404015,0.0014509424,0.000057320107,0.0000033187546,0.136435,0.0035524112,3.3269174e-7,0.00018847887,0.00031223733,0.000050243067],"about_ca_topic_score_codex":0.0018342949,"about_ca_topic_score_gemma":0.00012668654,"teacher_disagreement_score":0.09934711,"about_ca_system_score_codex":0.00004263434,"about_ca_system_score_gemma":0.000121645004,"threshold_uncertainty_score":0.99992776},"labels":[],"label_agreement":null},{"id":"W2094158576","doi":"10.2105/ajph.2007.121822","title":"FOREIGN-TRAINED NURSES IN US HEALTHCARE DELIVERY","year":2007,"lang":"en","type":"letter","venue":"American Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Healthcare delivery; Health care delivery; Family medicine; Medicine; MEDLINE; Political science","score_opus":0.08670449563264758,"score_gpt":0.45099871366455013,"score_spread":0.36429421803190254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094158576","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036248986,0.0040409705,0.0002205601,0.94830394,0.004944783,0.001749486,0.00019792099,0.00011356718,0.004179758],"genre_scores_gemma":[0.038405254,0.0033131207,0.0024892066,0.9434861,0.009925915,0.000050176663,0.00024188636,0.00022437531,0.0018639766],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9784609,0.0077351946,0.0058636745,0.00074316096,0.0020856333,0.00511142],"domain_scores_gemma":[0.9834822,0.0027835546,0.008811281,0.00093059195,0.0019285916,0.002063808],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.011812673,0.0008546658,0.0034698963,0.0026254647,0.00077683333,0.000045769866,0.0014453674,0.0012710913,0.0005368607],"category_scores_gemma":[0.0010909019,0.0007647581,0.0004668555,0.0026828058,0.00064901606,0.00045593095,0.00016850507,0.0148143815,0.00015385094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000099149256,0.00009408632,0.048139997,0.0012891776,0.00007069156,0.0008730236,0.0039047417,0.0000022616398,1.7891868e-7,0.0002443305,0.85150415,0.09377821],"study_design_scores_gemma":[0.0012686219,0.0023938366,0.009601684,0.0035177695,0.000017146087,0.00021229032,0.016964851,0.000008189665,8.7202274e-8,0.00028332803,0.96524495,0.0004872284],"about_ca_topic_score_codex":0.023898415,"about_ca_topic_score_gemma":0.003696816,"teacher_disagreement_score":0.11374081,"about_ca_system_score_codex":0.006834313,"about_ca_system_score_gemma":0.021043021,"threshold_uncertainty_score":0.99948037},"labels":[],"label_agreement":null},{"id":"W2094392209","doi":"10.12927/hcpap.2010.21799","title":"Internationally Educated Healthcare Workers: Focus on Physicians in Ontario","year":2010,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"College of Physicians and Surgeons of Ontario","funders":"","keywords":"Licensure; Mandate; Government (linguistics); Health care; Economic shortage; Medical education; Task force; Medicine; Public relations; Resource (disambiguation); Nursing; Political science; Public administration","score_opus":0.07206832164742268,"score_gpt":0.3983231092840011,"score_spread":0.32625478763657845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094392209","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21346807,0.00021005285,0.000008884364,0.7628838,0.007959227,0.0063078036,0.00045861775,0.0006240853,0.0080794785],"genre_scores_gemma":[0.007411341,0.0001860101,0.0006543461,0.9473252,0.001408015,0.0036867014,0.0028604264,0.000644649,0.035823293],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9820638,0.0025539326,0.003860691,0.003315145,0.0024459232,0.0057605645],"domain_scores_gemma":[0.9888253,0.0038420472,0.002165921,0.0028160554,0.00085795304,0.0014927138],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002064939,0.0021568518,0.0030872668,0.0016466187,0.0020166396,0.00012270724,0.0021879287,0.006071154,0.0021251808],"category_scores_gemma":[0.0006524926,0.00219005,0.000612949,0.0017738317,0.00012226384,0.00029010998,0.0008562938,0.028399918,0.00744803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0020412705,0.0005472483,0.028461294,0.0008080454,0.000114474366,0.00033389695,0.02557362,0.000010900554,0.00000938731,0.00050531403,0.93856037,0.00303421],"study_design_scores_gemma":[0.002714875,0.0019205784,0.026856942,0.00022046744,0.00006239362,0.00002036754,0.0016120166,0.00003129497,0.0000044040403,0.00043601997,0.96444046,0.0016801677],"about_ca_topic_score_codex":0.45378178,"about_ca_topic_score_gemma":0.8945326,"teacher_disagreement_score":0.44075084,"about_ca_system_score_codex":0.021142757,"about_ca_system_score_gemma":0.008428326,"threshold_uncertainty_score":0.9992826},"labels":[],"label_agreement":null},{"id":"W2094924476","doi":"10.1108/01443330310790624","title":"Healthcare restructuring in Canada","year":2003,"lang":"en","type":"article","venue":"International Journal of Sociology and Social Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Retrenchment; Restructuring; Health care; Organizational change; Nursing; Business; Political science; Public relations; Public administration; Medicine; Law; Finance","score_opus":0.04254734602722561,"score_gpt":0.45989255226899584,"score_spread":0.41734520624177024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094924476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95233595,0.00041602136,0.0000034743696,0.04369716,0.0013383245,0.000066834786,0.000010212179,0.0000030773667,0.0021289566],"genre_scores_gemma":[0.9896928,0.00024396981,0.00008248457,0.008610948,0.001258715,0.000002440264,0.0000017862527,0.000006038406,0.00010079268],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983023,0.0005782354,0.0005538771,0.00007336063,0.00018759022,0.00030465482],"domain_scores_gemma":[0.99902177,0.00023498389,0.00036618137,0.00003009726,0.00026395058,0.00008299884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044968084,0.000071241506,0.00022400478,0.00012011115,0.00024574692,0.0000023216478,0.00014934514,0.00015993274,0.000068111614],"category_scores_gemma":[0.00034274047,0.000065721564,0.00003074827,0.000052134856,0.00009520046,0.0000613564,0.000029907189,0.0007004252,0.000002600121],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010848377,0.000011798448,0.67323,0.00004623608,0.00005461827,0.000094354626,0.023647875,0.00001017667,0.0000134550155,0.29558986,0.0032466233,0.003946531],"study_design_scores_gemma":[0.0018101885,0.00005422345,0.77623636,0.00018171547,0.000005598236,0.00006454114,0.041169748,0.000003208044,0.000008033482,0.12809998,0.052234817,0.00013160225],"about_ca_topic_score_codex":0.6854419,"about_ca_topic_score_gemma":0.573393,"teacher_disagreement_score":0.16748987,"about_ca_system_score_codex":0.0016870064,"about_ca_system_score_gemma":0.0050400794,"threshold_uncertainty_score":0.89408845},"labels":[],"label_agreement":null},{"id":"W2095487993","doi":"10.1089/tmj.2005.11.442","title":"Telehealth to Support Practice in Remote Regions: A Survey Among Medical Residents","year":2005,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université Laval; Alberta Health; University of Calgary","funders":"","keywords":"Telehealth; Workforce; Economic shortage; Telemedicine; Nursing; Sample (material); Work (physics); Medicine; Family medicine; Medical education; Health care; Psychology; Political science","score_opus":0.08269455690210224,"score_gpt":0.5001947292393364,"score_spread":0.41750017233723413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095487993","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28875643,0.00832769,0.00075298455,0.69218814,0.0015556177,0.0025770033,0.000020695381,0.0001466786,0.005674741],"genre_scores_gemma":[0.59455746,0.06806629,0.008784274,0.31828552,0.004976258,0.00004008798,0.000072128416,0.00011097988,0.0051069935],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9885603,0.0036594064,0.0031879412,0.00055949256,0.0018001178,0.0022327504],"domain_scores_gemma":[0.9917287,0.0017757467,0.0014290125,0.0004438945,0.0004727278,0.0041499133],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.032192767,0.00035977195,0.0011451464,0.00061637256,0.0014680501,0.000023136083,0.0004582562,0.00034158397,0.0011114442],"category_scores_gemma":[0.0074979113,0.00028506442,0.000052347696,0.0011105925,0.00013665695,0.00044704825,0.00022496672,0.003663521,0.00028142112],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034345532,0.00013334947,0.22101274,0.00035858355,0.000018042352,0.00014870318,0.01037605,0.0000049254927,3.190983e-7,0.00015653948,0.60419947,0.16324781],"study_design_scores_gemma":[0.003110237,0.0017693285,0.624634,0.00558667,0.000008900094,0.00058744714,0.007689333,0.00012875895,1.7949259e-7,0.0002810245,0.35597938,0.00022470031],"about_ca_topic_score_codex":0.06999889,"about_ca_topic_score_gemma":0.1357214,"teacher_disagreement_score":0.40362132,"about_ca_system_score_codex":0.001499298,"about_ca_system_score_gemma":0.0052558286,"threshold_uncertainty_score":0.9999601},"labels":[],"label_agreement":null},{"id":"W2095775042","doi":"10.1136/jme.2006.020115","title":"International migration of doctors from developing countries: need to follow the Commonwealth Code","year":2008,"lang":"en","type":"article","venue":"Journal of Medical Ethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Commonwealth; Developing country; Economic shortage; Developed country; Political science; Code (set theory); Economic growth; Medicine; Public relations; Law; Computer science; Economics; Environmental health; Government (linguistics); Population","score_opus":0.1608342796798747,"score_gpt":0.5040718796968885,"score_spread":0.34323760001701376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095775042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51547146,0.00034515042,0.005948653,0.47382104,0.0033115365,0.00023945584,0.000028358938,0.000014517662,0.00081982306],"genre_scores_gemma":[0.89471424,0.015531427,0.006577014,0.080729775,0.0021482029,0.000010068138,0.00001752677,0.00002119983,0.00025051797],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99289316,0.0010164205,0.001646389,0.00011111068,0.0040057055,0.00032723052],"domain_scores_gemma":[0.98915976,0.0073885107,0.0010558143,0.00018993951,0.0017810075,0.00042497815],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0077684806,0.00012134487,0.00041584694,0.00011101193,0.00062054023,0.000007206522,0.0008238282,0.00080156344,0.00069323025],"category_scores_gemma":[0.011334216,0.00007713522,0.00008938022,0.00026867265,0.00021212235,0.00011058682,0.0001448838,0.0039618677,0.000042799424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012303113,0.00018260376,0.25204998,0.00056073273,0.00031043883,0.00016451137,0.22239351,0.00015639514,0.000039562852,0.040099107,0.48032242,0.0024903945],"study_design_scores_gemma":[0.001200211,0.0001442886,0.02026782,0.003331917,0.00002158356,0.00002698213,0.00900665,0.00025117313,0.000033435263,0.0011539231,0.9644686,0.00009339807],"about_ca_topic_score_codex":0.0039064935,"about_ca_topic_score_gemma":0.006836978,"teacher_disagreement_score":0.48414618,"about_ca_system_score_codex":0.00040468754,"about_ca_system_score_gemma":0.006611599,"threshold_uncertainty_score":0.99902},"labels":[],"label_agreement":null},{"id":"W2096315634","doi":"","title":"Rural women family physicians. Are they unique?","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Scope (computer science); Scope of practice; Medicine; Family medicine; Rural area; Work (physics); Family doctors; Nursing; Health care; Economic growth","score_opus":0.043555491519374545,"score_gpt":0.34844711632372166,"score_spread":0.3048916248043471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096315634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80992955,0.00041511672,0.000011781058,0.0012817021,0.0012216703,0.0019449043,0.000019793542,0.00028159516,0.1848939],"genre_scores_gemma":[0.9659147,0.00014542846,0.00009358318,0.008390411,0.00026542757,0.0065256557,0.0000071782197,0.00004188405,0.018615734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964518,0.00075762364,0.00045198618,0.00025415322,0.00028533846,0.0017990748],"domain_scores_gemma":[0.99853605,0.00023545416,0.00026453886,0.00045785288,0.00013660501,0.00036948803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009412613,0.00020180069,0.0003541804,0.00006649657,0.00057079346,0.00001136416,0.00023824659,0.00020638542,0.00017965083],"category_scores_gemma":[0.0002871166,0.00017940311,0.000056102843,0.0002813871,0.000046939305,0.00013694736,0.0000585976,0.0005519317,0.0005471668],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023810711,0.00033762137,0.5898728,0.0007415987,0.00010493248,0.00003375879,0.020026362,0.000027080374,0.000030795778,0.045582842,0.20004886,0.14295524],"study_design_scores_gemma":[0.00062261545,0.000015210161,0.5563938,0.0001242143,0.000006852089,6.016704e-7,0.024617698,0.0000020170526,0.000015431502,0.0054551237,0.41254702,0.00019943684],"about_ca_topic_score_codex":0.00032678636,"about_ca_topic_score_gemma":0.00016393114,"teacher_disagreement_score":0.21249816,"about_ca_system_score_codex":0.0007120365,"about_ca_system_score_gemma":0.00011266908,"threshold_uncertainty_score":0.73158467},"labels":[],"label_agreement":null},{"id":"W2096385847","doi":"10.1016/s1701-2163(16)35414-7","title":"Rural Maternity Care","year":2012,"lang":"en","type":"review","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Congress of Aboriginal Peoples; University of Sudbury","funders":"","keywords":"Medicine; Maternity care; Nursing; Rural area; Quality (philosophy); MEDLINE; Service (business); Family medicine; Pregnancy; Business; Political science","score_opus":0.05721597552988702,"score_gpt":0.3950289478819865,"score_spread":0.3378129723520995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096385847","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006157247,0.94387555,5.131544e-7,0.00003800051,0.052296475,0.00049594586,0.000115857234,0.0000064873884,0.0025554628],"genre_scores_gemma":[0.002961981,0.9955344,0.00008597802,0.00030072316,0.00028861582,0.000014739301,0.000021892847,0.000040839263,0.0007508019],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99603647,0.0007878972,0.0017543362,0.00014167007,0.00040398212,0.0008756177],"domain_scores_gemma":[0.99027723,0.005774156,0.0024280874,0.00023322429,0.00063823943,0.000649076],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005132736,0.00035388497,0.0021613783,0.00029864404,0.0004857237,0.000009532343,0.00038909653,0.0008305203,0.0011964865],"category_scores_gemma":[0.0017015289,0.0002566213,0.0001814366,0.0004021566,0.000050960847,0.00008011765,0.00017739517,0.002160422,0.000020200381],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[6.845438e-7,0.000010763056,0.009456898,0.017173199,0.00008706485,0.00038305105,0.00019223081,1.9961864e-7,5.441806e-10,0.00006131106,0.0058261435,0.96680844],"study_design_scores_gemma":[0.000377424,0.000084912805,0.002648738,0.0015407423,0.0006106302,0.00004260899,0.0017505515,1.1431688e-7,4.871499e-9,0.00001154996,0.99273616,0.00019657602],"about_ca_topic_score_codex":0.046520244,"about_ca_topic_score_gemma":0.076583445,"teacher_disagreement_score":0.98691,"about_ca_system_score_codex":0.006015629,"about_ca_system_score_gemma":0.010324172,"threshold_uncertainty_score":0.9999886},"labels":[],"label_agreement":null},{"id":"W2096525241","doi":"10.1097/acm.0b013e31829a3ce9","title":"Toward Graduate Medical Education (GME) Accountability","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"National Institute on Minority Health and Health Disparities; National Institutes of Health","keywords":"Graduate medical education; Specialty; Workforce; Medicine; Family medicine; Accountability; Health care; Physician supply; Nursing; Medical education; Accreditation; Political science; Population; Environmental health","score_opus":0.16726781560850332,"score_gpt":0.5212334263422492,"score_spread":0.3539656107337459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096525241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7601494,0.0022405076,0.00015088724,0.18168305,0.00457097,0.0020092572,0.0000022542324,0.00031185232,0.048881784],"genre_scores_gemma":[0.92903304,0.0020585954,0.00010482431,0.05585663,0.0036522308,0.0006029767,0.000059525904,0.00003193374,0.0086002145],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99530244,0.00063695945,0.0013437557,0.00046980783,0.0013024505,0.00094457564],"domain_scores_gemma":[0.9965192,0.0010222225,0.00035332984,0.0005282146,0.000516568,0.001060484],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002795559,0.00024990557,0.00052918855,0.00011617983,0.00038552153,0.000002356183,0.0006102878,0.0008633081,0.03502134],"category_scores_gemma":[0.005999731,0.000177856,0.000036210302,0.0004391671,0.0003362264,0.00026581238,0.00018187672,0.0030606943,0.0056652385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019980904,0.000018402232,0.07359746,0.00041926614,0.000009656286,0.0000011507841,0.013341761,1.2754131e-7,0.0000392874,0.0050736526,0.88343847,0.024040801],"study_design_scores_gemma":[0.0027448523,0.0002503586,0.13938735,0.007345619,0.00008327897,0.000033911616,0.08399352,0.0005036841,0.000022563638,0.07032519,0.69474363,0.0005660557],"about_ca_topic_score_codex":0.010834288,"about_ca_topic_score_gemma":0.000077269266,"teacher_disagreement_score":0.18869485,"about_ca_system_score_codex":0.00041850307,"about_ca_system_score_gemma":0.0017355739,"threshold_uncertainty_score":0.99923927},"labels":[],"label_agreement":null},{"id":"W2096871808","doi":"10.22605/rrh767","title":"Retrospective bibliometric review of rural health research: Australia's contribution and other trends","year":2007,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Medicine; Library science; Geography; Family medicine; Computer science","score_opus":0.1933220215740229,"score_gpt":0.54695313867141,"score_spread":0.35363111709738715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096871808","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44383168,0.4656703,0.00021949182,0.07797687,0.0011008078,0.0042052977,0.00030810555,0.00021496636,0.0064724786],"genre_scores_gemma":[0.6548883,0.33069682,0.00069350976,0.009807487,0.00042181037,0.0000073141823,0.0000642464,0.00003512134,0.003385442],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9936795,0.0016554989,0.00158481,0.00032750802,0.000851172,0.001901507],"domain_scores_gemma":[0.9965494,0.00055048865,0.0008360609,0.0003572027,0.00064468256,0.0010621627],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014342296,0.00025291566,0.0010275696,0.00573152,0.0013308711,0.000010750856,0.00014977931,0.00026234504,0.0002388257],"category_scores_gemma":[0.0005332749,0.00019308687,0.00007224157,0.017322082,0.00030461393,0.00012754297,0.00013902967,0.0012220124,0.000037668622],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042560467,0.00012558553,0.10973379,0.028893216,0.00004507436,0.000006721114,0.0030458572,9.3532115e-8,0.000022477636,0.013794026,0.07033743,0.7735701],"study_design_scores_gemma":[0.0015851043,0.0016241543,0.6777906,0.03996279,0.000012274591,0.000029571014,0.004879755,0.000016180622,0.000007682422,0.0016662929,0.27217266,0.00025294907],"about_ca_topic_score_codex":0.029200738,"about_ca_topic_score_gemma":0.0019701726,"teacher_disagreement_score":0.77331716,"about_ca_system_score_codex":0.00094390014,"about_ca_system_score_gemma":0.00046138774,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W2096968130","doi":"10.1071/ah10934","title":"Role of Australian primary healthcare organisations (PHCOs) in primary healthcare (PHC) workforce planning: lessons from abroad","year":2011,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Victoria General Hospital","funders":"Australian Government; University of Melbourne; National Science Foundation","keywords":"Population health; Health care; Health economics; Primary health care; Project commissioning; Primary care; Workforce; Government (linguistics); Medicine; Public health; Publishing; Nursing; Business; Family medicine; Political science","score_opus":0.21011469685301493,"score_gpt":0.47368746172059056,"score_spread":0.26357276486757564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096968130","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13642362,0.5117996,0.000037047525,0.29558784,0.0030913092,0.026605414,0.0032070063,0.0013298733,0.021918308],"genre_scores_gemma":[0.60246295,0.23483062,0.014236595,0.12916163,0.0011985307,0.0024767423,0.003867308,0.00058219716,0.011183424],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9850619,0.00350274,0.00553373,0.0014779523,0.0011021845,0.0033215059],"domain_scores_gemma":[0.9917488,0.0007507644,0.0029243047,0.0020542745,0.0005546966,0.0019671202],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003073925,0.0009686185,0.0032052784,0.00044066127,0.00104975,0.000015420135,0.0012676164,0.0009569407,0.0025812634],"category_scores_gemma":[0.0002993814,0.0009717275,0.00034665223,0.0022354464,0.00025994162,0.0004939655,0.00032745683,0.0030850484,0.0007270085],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048639206,0.000971569,0.57401145,0.11220516,0.00013556759,0.00009005554,0.056641784,0.0000106685,0.000064805165,0.01104326,0.17257889,0.0717604],"study_design_scores_gemma":[0.0015550563,0.0006141039,0.44677475,0.102941625,0.0001010753,0.000016642824,0.011476168,0.0000026669272,0.00002124485,0.0028147774,0.43271914,0.0009627515],"about_ca_topic_score_codex":0.052923664,"about_ca_topic_score_gemma":0.0048241233,"teacher_disagreement_score":0.46603933,"about_ca_system_score_codex":0.0032587675,"about_ca_system_score_gemma":0.005253732,"threshold_uncertainty_score":0.9992733},"labels":[],"label_agreement":null},{"id":"W2097273510","doi":"10.1186/s12939-015-0250-3","title":"Effects of individual immigrant attitudes and host culture attitudes on doctor-immigrant patient relationships and communication in Canada","year":2015,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St Mary's Hospital Centre; McGill University","funders":"Bremen International Graduate School of Social Sciences; McGill University","keywords":"Acculturation; Immigration; Thematic analysis; Psychological intervention; Medicine; Qualitative research; Health care; Psychology; Social psychology; Nursing; Sociology","score_opus":0.11729286261348046,"score_gpt":0.47788477847372157,"score_spread":0.3605919158602411,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097273510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867155,0.0043904562,0.000020309013,0.0064998074,0.0009636413,0.0011638115,0.00011162272,0.000009164898,0.00012566423],"genre_scores_gemma":[0.9953962,0.0021272723,0.00084791274,0.0013682536,0.00008764238,0.00007555237,0.000042466847,0.000013168057,0.00004151456],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99650025,0.0009211382,0.0011764228,0.00019732658,0.0007656309,0.00043923556],"domain_scores_gemma":[0.9967681,0.0016320904,0.0006977938,0.00014177249,0.00041451686,0.00034572397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025101765,0.00016244971,0.0003742741,0.00023356301,0.0003586676,0.000026982569,0.0003446063,0.0001236475,0.0000055561654],"category_scores_gemma":[0.0010513593,0.00014041293,0.000029136294,0.00014565371,0.00006781221,0.0001901645,0.00022946284,0.0010509993,0.0000015236214],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000599172,0.00023977677,0.9532938,0.0011378911,0.00005081463,0.00001663983,0.025558395,0.00021280967,0.000012843553,0.009964511,0.0037975123,0.0051158313],"study_design_scores_gemma":[0.0031869768,0.00051652815,0.9738289,0.0062009725,0.000008096686,0.000023835622,0.008120198,0.00013136277,0.000020303238,0.0024436514,0.005362634,0.00015652504],"about_ca_topic_score_codex":0.5606292,"about_ca_topic_score_gemma":0.88949287,"teacher_disagreement_score":0.3288637,"about_ca_system_score_codex":0.0026470022,"about_ca_system_score_gemma":0.0022013609,"threshold_uncertainty_score":0.6921819},"labels":[],"label_agreement":null},{"id":"W2097627618","doi":"10.1080/01421590701754144","title":"Comparing academic performance of medical students in distributed learning sites: the McMaster experience","year":2008,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Medical education; Context (archaeology); Clinical clerkship; Objective structured clinical examination; Test (biology); Academic year; Cohort; Psychology; Medicine; Intervention (counseling); Curriculum; Nursing; Mathematics education; Pedagogy; Internal medicine","score_opus":0.12870995694343082,"score_gpt":0.47808231563583353,"score_spread":0.3493723586924027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097627618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99378663,0.0005367397,0.00006071955,0.0027220661,0.00023075628,0.0003861791,6.265264e-7,0.00007070731,0.0022055567],"genre_scores_gemma":[0.9956843,0.00071586785,0.000011418518,0.0010205688,0.00025335568,0.00010331466,0.000012831148,0.000016724103,0.00218161],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9937132,0.0010109035,0.0010275311,0.0002739657,0.00320823,0.0007661546],"domain_scores_gemma":[0.9986231,0.0004408499,0.00022112906,0.00022697075,0.000056366716,0.0004316109],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037058545,0.00016296489,0.0004296344,0.000050895265,0.00049977814,0.0000030605,0.0013706393,0.00059523364,0.008426499],"category_scores_gemma":[0.0026511224,0.00010595045,0.000042000378,0.0004156644,0.00048436178,0.0000970882,0.00068534113,0.0043265386,0.00020194743],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046173,0.00008269754,0.9762519,0.000086297885,0.0000057133034,0.000017405859,0.019983009,0.00001593334,0.0000019141441,0.000026477472,0.0027800126,0.0007024558],"study_design_scores_gemma":[0.0017893547,0.0000920993,0.90360737,0.0024769215,0.000006280241,0.000016795135,0.014256426,0.040344007,0.0000064360042,0.000008632869,0.037225377,0.0001703305],"about_ca_topic_score_codex":0.00048616403,"about_ca_topic_score_gemma":0.00010914059,"teacher_disagreement_score":0.07264457,"about_ca_system_score_codex":0.00018355029,"about_ca_system_score_gemma":0.00028740734,"threshold_uncertainty_score":0.9979705},"labels":[],"label_agreement":null},{"id":"W2097814279","doi":"10.1377/hlthaff.2009.0222","title":"Evaluating The Quality Of Care Provided By Graduates Of International Medical Schools","year":2010,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":160,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quarter (Canadian coin); Medical school; Family medicine; Medical care; Myocardial infarction; Quality (philosophy); Medical education; Cardiology","score_opus":0.10154277293741315,"score_gpt":0.5505252851453903,"score_spread":0.4489825122079772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097814279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88076746,0.002309565,0.00006625469,0.09984502,0.0033613273,0.0028959762,0.00024801117,0.00012350253,0.01038288],"genre_scores_gemma":[0.99539703,0.00022163776,0.0018870268,0.0016461688,0.0002858705,0.00017251092,0.00009696379,0.000022714557,0.0002700709],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99392164,0.0015686664,0.0019332417,0.0003062023,0.0015977898,0.00067243935],"domain_scores_gemma":[0.995048,0.001710714,0.0013905399,0.00056785066,0.00084092014,0.00044200424],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006425546,0.00016565819,0.00053210475,0.00006664423,0.00051419705,0.000004719798,0.0006622282,0.0002812723,0.0009747926],"category_scores_gemma":[0.0061570974,0.000115950286,0.0000924639,0.00026379156,0.00017212311,0.00008939881,0.0001981883,0.0016099826,0.00005529124],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012369626,0.0004893372,0.58813995,0.013042493,0.0001149873,0.0000018127447,0.050001036,0.00002085851,0.0034163534,0.050985813,0.2230488,0.06950157],"study_design_scores_gemma":[0.015798945,0.0047218036,0.1740285,0.013848481,0.000081316175,0.000014898758,0.5603511,0.0048294137,0.0027331153,0.009780334,0.21235198,0.0014601493],"about_ca_topic_score_codex":0.006686582,"about_ca_topic_score_gemma":0.0035694372,"teacher_disagreement_score":0.51035005,"about_ca_system_score_codex":0.00020291677,"about_ca_system_score_gemma":0.0031343666,"threshold_uncertainty_score":0.9999384},"labels":[],"label_agreement":null},{"id":"W2097882048","doi":"","title":"Examination outcomes for international medical graduates pursuing or completing family medicine residency training in Quebec.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Medicine; Family medicine; Residency training; Medical education; Continuing education; Management","score_opus":0.1879626856416204,"score_gpt":0.4595406361551816,"score_spread":0.2715779505135612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097882048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9140373,0.00007645529,0.00032279294,0.05439683,0.0081334375,0.0032714428,0.000016473605,0.0002161923,0.019529084],"genre_scores_gemma":[0.98203504,0.00004708759,0.001457134,0.0028935927,0.0014574726,0.004494183,0.000087102584,0.000036426994,0.007491956],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9963745,0.00034758163,0.0011543994,0.00036798706,0.0007856247,0.00096991134],"domain_scores_gemma":[0.99449086,0.004281975,0.00035378855,0.00021282717,0.00033174208,0.00032882928],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005723047,0.00019354108,0.00046054902,0.00029527734,0.00038012848,0.000015451074,0.00047345823,0.00030653743,0.00040312242],"category_scores_gemma":[0.023388006,0.00014528049,0.000045590346,0.00028179988,0.0001326992,0.00018332817,0.00011381334,0.00088461157,0.0000159025],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014597527,0.000046636833,0.35946476,0.00024335677,0.000024893629,0.000018395232,0.010702918,0.000001862086,0.000031101878,0.021390008,0.0069940756,0.600936],"study_design_scores_gemma":[0.0021608956,0.000023079081,0.946139,0.0004703211,0.000010225613,0.0000017239041,0.01783172,0.0005272119,0.0000031232096,0.0022522665,0.030422755,0.00015771334],"about_ca_topic_score_codex":0.015200766,"about_ca_topic_score_gemma":0.21376957,"teacher_disagreement_score":0.6007783,"about_ca_system_score_codex":0.00028132272,"about_ca_system_score_gemma":0.00040188755,"threshold_uncertainty_score":0.9913571},"labels":[],"label_agreement":null},{"id":"W2098003824","doi":"","title":"Canadian Health Care: A Focus on Rural Medicine","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Focus (optics); Nursing","score_opus":0.07969241108868569,"score_gpt":0.44822183328596416,"score_spread":0.36852942219727847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098003824","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06665678,0.010786659,0.0003408351,0.7117331,0.008782116,0.0017557943,0.00011785602,0.00018343839,0.19964343],"genre_scores_gemma":[0.9357045,0.0019842826,0.0007659918,0.054271244,0.0054339296,0.000027687767,0.00013906091,0.000070257935,0.0016030027],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912333,0.0011403647,0.002468522,0.0003390658,0.0029618023,0.0018569363],"domain_scores_gemma":[0.99127275,0.00053703395,0.0010507184,0.0004670771,0.00076407415,0.0059083677],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0044900337,0.00042142253,0.0013864201,0.0006042428,0.0012377022,0.0000024174412,0.00093953754,0.00055359356,0.027141543],"category_scores_gemma":[0.0037474106,0.00026178404,0.00012618123,0.000563017,0.00091089413,0.00009214231,0.000086597836,0.0033481307,0.00031202074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030590929,0.00006712551,0.012079685,0.000295273,0.00007059801,0.0003115224,0.06810644,4.178326e-7,0.000003168403,0.0048335944,0.8155272,0.09839905],"study_design_scores_gemma":[0.020962946,0.012050219,0.06665359,0.037512314,0.00016636569,0.0008122851,0.20985113,0.000040376875,0.000016391221,0.0074665574,0.64375794,0.0007099132],"about_ca_topic_score_codex":0.48742267,"about_ca_topic_score_gemma":0.17803116,"teacher_disagreement_score":0.86904776,"about_ca_system_score_codex":0.001712955,"about_ca_system_score_gemma":0.005806415,"threshold_uncertainty_score":0.99998343},"labels":[],"label_agreement":null},{"id":"W2098469988","doi":"10.37757/mr2008.v10.n4.5","title":"Developing Partnerships for Distributed Community-Engaged Medical Education in Northern Ontario, Canada","year":2008,"lang":"en","type":"article","venue":"MEDICC Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mandate; General partnership; Accountability; Corporation; Population; Public health; Health care; Social accounting; Political science; Medical education; Medicine; Public relations; Nursing; Environmental health; Business","score_opus":0.22582905351648755,"score_gpt":0.46519296622800643,"score_spread":0.23936391271151888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098469988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6773423,0.14854242,0.0008190614,0.15163758,0.0043797605,0.010417944,0.00006693113,0.00021105628,0.00658295],"genre_scores_gemma":[0.7564639,0.07818342,0.0020882618,0.14759807,0.0008409985,0.0044281296,0.0043984675,0.00010693699,0.005891814],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9905787,0.0067968434,0.0011498686,0.00019695358,0.0005991777,0.0006784738],"domain_scores_gemma":[0.9950531,0.0034551327,0.0002967162,0.00044506742,0.0002984475,0.00045153985],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008426805,0.00019017089,0.00065063627,0.000037162208,0.0025626863,0.0000016467324,0.0004331198,0.00019049537,0.000786454],"category_scores_gemma":[0.014781099,0.00016145791,0.000048781072,0.0003662031,0.00006641177,0.000054963446,0.00008517917,0.004032863,0.000042631767],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015782776,0.000075075564,0.5494534,0.0085532395,0.000010907259,0.000013895972,0.0035886907,2.1663935e-7,4.3287134e-8,0.00037313483,0.4229728,0.014942859],"study_design_scores_gemma":[0.0005202156,0.000019660825,0.042896543,0.029287608,0.000016467857,0.000011426144,0.003028244,0.0000039820234,2.6161186e-7,0.00013676658,0.9239263,0.00015253207],"about_ca_topic_score_codex":0.91679996,"about_ca_topic_score_gemma":0.99975455,"teacher_disagreement_score":0.5065568,"about_ca_system_score_codex":0.0034593078,"about_ca_system_score_gemma":0.05539219,"threshold_uncertainty_score":0.99873585},"labels":[],"label_agreement":null},{"id":"W2098542596","doi":"10.1016/j.surg.2006.06.001","title":"The medical education of United States citizens who train abroad","year":2006,"lang":"en","type":"article","venue":"Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Medicine; Directory; Medical education; IMG; Workforce; Curriculum; Certification; Quarter (Canadian coin); Specialty; Commission; Licensure; Family medicine; Pedagogy; Political science; Psychology","score_opus":0.02532625234498753,"score_gpt":0.4156738258925905,"score_spread":0.39034757354760297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098542596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9498177,0.0016307126,0.00001997822,0.014917538,0.0017977115,0.00041014157,0.000028334422,0.00010270352,0.031275135],"genre_scores_gemma":[0.9659745,0.0017736059,0.00006358186,0.005542036,0.00089537865,0.00014251065,0.00049738534,0.000036916506,0.02507408],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973002,0.0007346385,0.0008078575,0.00014428621,0.00045996325,0.00055302796],"domain_scores_gemma":[0.99454546,0.0044389465,0.0002809047,0.0002825374,0.0002810922,0.00017107683],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019369649,0.00010790223,0.000264526,0.00012640079,0.0005647574,0.000005409367,0.00014739868,0.00019056875,0.0009728104],"category_scores_gemma":[0.0011850533,0.000075109005,0.00007110328,0.0005439154,0.00015452693,0.000037965394,0.00003820457,0.00034720777,0.00009602205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043263837,0.00007166182,0.07443565,0.00017656908,0.000007665002,0.000002892837,0.0006443411,0.0000060295506,0.0000029778828,0.011701458,0.9026068,0.01030073],"study_design_scores_gemma":[0.00015802214,0.000011971204,0.07016189,0.0010879128,0.000008006719,0.000001879907,0.004405803,0.00020493705,0.000018592153,0.008413849,0.9154194,0.00010774386],"about_ca_topic_score_codex":0.0063450453,"about_ca_topic_score_gemma":0.0011027874,"teacher_disagreement_score":0.01615676,"about_ca_system_score_codex":0.000103204766,"about_ca_system_score_gemma":0.0016692142,"threshold_uncertainty_score":0.99994045},"labels":[],"label_agreement":null},{"id":"W2098640251","doi":"","title":"Rural intentions: factors affecting the career choices of family medicine graduates.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workload; Focus group; Medicine; Family medicine; Medical education; Rural area; Sociology","score_opus":0.18763515727088437,"score_gpt":0.4026639433557665,"score_spread":0.21502878608488213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098640251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9719701,0.0024827186,0.0000141590435,0.002477571,0.001707754,0.0019750292,0.00001051536,0.00013411693,0.019228028],"genre_scores_gemma":[0.9950563,0.00048775505,0.000020542271,0.000746688,0.00037189736,0.00072107156,0.000015907255,0.000022044704,0.0025578376],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973781,0.0004458486,0.00067118043,0.00017861108,0.0005270584,0.00079917844],"domain_scores_gemma":[0.99745464,0.0013125534,0.00039161893,0.00036092967,0.00028798642,0.00019225858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009982929,0.00017139282,0.0003644456,0.00009922617,0.0009965929,0.0000025276672,0.00029455477,0.00012866246,0.0000726021],"category_scores_gemma":[0.0013161043,0.000097789976,0.0000802232,0.00047086395,0.0003083406,0.000116924144,0.00011456068,0.0005307258,0.00002387267],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026552125,0.000026800368,0.9669507,0.00018564593,0.00003831584,0.0000023083423,0.009239746,0.000004120159,0.000023490433,0.00034570566,0.017752858,0.0054037687],"study_design_scores_gemma":[0.0005229781,0.00003100519,0.95523924,0.00025278667,0.000027767252,0.000002093631,0.032376304,0.000006271144,0.000035222027,0.00015390014,0.011265381,0.00008703362],"about_ca_topic_score_codex":0.0058128764,"about_ca_topic_score_gemma":0.0005862403,"teacher_disagreement_score":0.02313656,"about_ca_system_score_codex":0.000157845,"about_ca_system_score_gemma":0.0000755956,"threshold_uncertainty_score":0.8787369},"labels":[],"label_agreement":null},{"id":"W2098840049","doi":"","title":"What is medicine? Recruiting high-school students into family medicine.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Outreach; Family medicine; Medical school; Medicine; Medical education; Nursing; Political science","score_opus":0.08659281040282898,"score_gpt":0.43459196184366333,"score_spread":0.3479991514408344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098840049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81294227,0.012399799,0.000060404655,0.06491887,0.012951767,0.0063539706,0.000008638418,0.00066353276,0.089700736],"genre_scores_gemma":[0.9079738,0.0022357577,0.00023183324,0.033108566,0.0064419177,0.0052746036,0.000073493204,0.00009005598,0.04456994],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9939642,0.0006540333,0.0015648741,0.0006708914,0.0013831031,0.0017629212],"domain_scores_gemma":[0.9966931,0.00087243784,0.00057877833,0.0007227331,0.00036813194,0.00076481776],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027091925,0.00038281345,0.0007596609,0.00024385226,0.0010126,0.0000340492,0.0007488557,0.00038668158,0.0012850674],"category_scores_gemma":[0.0007348898,0.00029889113,0.000058407986,0.0006926425,0.0002376498,0.00053832104,0.0002980175,0.00094090134,0.0008111704],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000086674496,0.000067003784,0.2508302,0.00043565937,0.00003823274,0.000027325137,0.00490897,0.0000030017734,0.000022676013,0.0019874694,0.6813781,0.060214683],"study_design_scores_gemma":[0.002196727,0.000055294215,0.62690336,0.0015936559,0.000053145835,0.0000013899094,0.018568456,0.0000052430887,0.000008963923,0.008140654,0.34221917,0.0002539367],"about_ca_topic_score_codex":0.023369977,"about_ca_topic_score_gemma":0.0010103463,"teacher_disagreement_score":0.37607315,"about_ca_system_score_codex":0.00085940707,"about_ca_system_score_gemma":0.00011996142,"threshold_uncertainty_score":0.9999668},"labels":[],"label_agreement":null},{"id":"W2099367783","doi":"10.5430/ijhe.v4n2p38","title":"Factors Influencing Curricular Reform; an Irish Perspective","year":2015,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Curriculum; Workforce; Irish; Perspective (graphical); Globalization; Medical education; Value (mathematics); Public relations; Emigration; Medicine; Psychology; Political science; Pedagogy; Computer science","score_opus":0.08526260252238972,"score_gpt":0.5088232728960914,"score_spread":0.4235606703737017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099367783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9552476,0.00087585463,0.000030263942,0.0044883327,0.01266746,0.00016447304,0.0000052377163,0.000029886462,0.026490893],"genre_scores_gemma":[0.99190897,0.000025905918,0.000663735,0.0015436432,0.0029686573,0.000009040059,0.000019745898,0.000018796478,0.0028415204],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978437,0.0002760271,0.00071484834,0.0001432931,0.000777083,0.0002450822],"domain_scores_gemma":[0.99364424,0.000059258236,0.00085713103,0.00015628767,0.004897204,0.0003858588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057087326,0.0001342938,0.00020140491,0.00026927996,0.00013249723,0.000029000934,0.00046854673,0.00012897284,0.00051051186],"category_scores_gemma":[0.00021487597,0.00010262307,0.00007270918,0.00016821119,0.000031364256,0.00093486055,0.000051776602,0.0005189735,0.00008182712],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037366044,0.000996374,0.7391722,0.00004144673,0.0002557453,0.000023312436,0.06394714,0.00020511633,0.000202337,0.044488993,0.14601569,0.004277985],"study_design_scores_gemma":[0.0010952455,0.00035281616,0.5561693,0.0007731218,0.00004714371,0.000030540057,0.17146206,0.000015780317,0.00008458416,0.015473743,0.2542532,0.00024251443],"about_ca_topic_score_codex":0.0029608042,"about_ca_topic_score_gemma":0.000042385058,"teacher_disagreement_score":0.18300295,"about_ca_system_score_codex":0.0045370036,"about_ca_system_score_gemma":0.0018235847,"threshold_uncertainty_score":0.9992844},"labels":[],"label_agreement":null},{"id":"W2099570112","doi":"","title":"Canadian and immigrant international medical graduates.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Immigration; IMG; Medicine; Christian ministry; Family medicine; Population; Country of origin; Medical education; Workforce; Political science; Environmental health","score_opus":0.03529525964621312,"score_gpt":0.3635911615349929,"score_spread":0.3282959018887798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099570112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54028636,0.0009506736,0.00000772956,0.3350315,0.0020147883,0.0013555499,0.000040598108,0.00013788417,0.12017489],"genre_scores_gemma":[0.9762024,0.00031426828,0.00012028597,0.012283869,0.00081314554,0.00087399915,0.000020643747,0.000012645067,0.009358688],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828446,0.00010225692,0.00031650544,0.00018289786,0.00033255914,0.0007813424],"domain_scores_gemma":[0.9984568,0.00013796748,0.00005615253,0.00012741765,0.000070396876,0.0011512947],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000724156,0.00008824035,0.00012891192,0.00010335339,0.000310462,0.00000829432,0.00019566347,0.00016992565,0.0011796437],"category_scores_gemma":[0.00039878933,0.000077232995,0.000019181782,0.00009673811,0.00004386068,0.000086190106,0.000064509375,0.00037439118,0.00030611551],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024132762,0.00002229524,0.30056053,0.000039086626,0.000022710823,0.000025083906,0.0013097887,0.0000011402417,1.8157068e-7,0.005367473,0.14411524,0.54851234],"study_design_scores_gemma":[0.00033892182,0.0000022927982,0.32745218,0.000031615276,0.0000028895197,0.000003984022,0.00026463717,0.00012492362,8.733319e-7,0.00021785933,0.6714993,0.000060522103],"about_ca_topic_score_codex":0.21188277,"about_ca_topic_score_gemma":0.68638533,"teacher_disagreement_score":0.5484518,"about_ca_system_score_codex":0.0005537563,"about_ca_system_score_gemma":0.000315188,"threshold_uncertainty_score":0.9997334},"labels":[],"label_agreement":null},{"id":"W2100452665","doi":"","title":"How do IMGs compare with Canadian medical school graduates in a family practice residency program?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"IMG; Certification; Family medicine; Medicine; Medical education; Educational measurement; Psychology; Curriculum; Pedagogy","score_opus":0.043821346620305394,"score_gpt":0.389977399625586,"score_spread":0.3461560530052806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100452665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7697186,0.00066750456,0.0000012152927,0.1616639,0.00093214266,0.0076475884,0.000027887867,0.00029410498,0.05904705],"genre_scores_gemma":[0.975895,0.000105826024,0.0019832726,0.008389935,0.00047237615,0.0106431935,0.000028106346,0.000047325386,0.0024349866],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952577,0.0006430227,0.0005426959,0.00048698313,0.0009966939,0.0020729473],"domain_scores_gemma":[0.99416184,0.0007755325,0.00025088864,0.0005760259,0.0004910312,0.0037446907],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002319217,0.00025498398,0.00041835522,0.00026510106,0.0005519568,0.00008660806,0.00050959655,0.00043980047,0.00041321715],"category_scores_gemma":[0.010496745,0.00020148532,0.00002752146,0.00081548165,0.00016109295,0.00046141204,0.000089476554,0.0030750108,0.00019581478],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021144081,0.00026312226,0.85468644,0.00035305793,0.00003687887,0.00053125893,0.0014863863,3.9549127e-7,0.00000210073,0.0053293263,0.081058,0.056041606],"study_design_scores_gemma":[0.0010173335,0.00004441262,0.64980185,0.0003267443,0.000017224338,0.000018863044,0.0074191764,0.000009356804,0.0000028487816,0.0002748049,0.3408513,0.00021609422],"about_ca_topic_score_codex":0.34469917,"about_ca_topic_score_gemma":0.8833557,"teacher_disagreement_score":0.53865653,"about_ca_system_score_codex":0.00049321295,"about_ca_system_score_gemma":0.0053839763,"threshold_uncertainty_score":0.99922496},"labels":[],"label_agreement":null},{"id":"W2100915848","doi":"10.1111/j.1467-8519.2012.01991.x","title":"GLOBAL SOLIDARITY, MIGRATION AND GLOBAL HEALTH INEQUITY","year":2012,"lang":"en","type":"article","venue":"Bioethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Solidarity; Conceptualization; Sociology; Politics; Injustice; Context (archaeology); Global health; Political science; Political economy; Law; Health care","score_opus":0.16224914956670908,"score_gpt":0.530514422815855,"score_spread":0.36826527324914593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100915848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.850097,0.014194706,0.0026334398,0.09284157,0.0057050507,0.0021972675,0.00059074996,0.0006952402,0.031044997],"genre_scores_gemma":[0.9829632,0.001065673,0.0022598894,0.012521104,0.00088617415,0.000031774904,0.000057668378,0.000012567152,0.00020196642],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965043,0.0008581334,0.0006382932,0.0002800339,0.00043379684,0.0012854303],"domain_scores_gemma":[0.9981782,0.00020793514,0.00031353894,0.00034079066,0.0001968512,0.0007626763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024169164,0.00021445588,0.00034634562,0.00002396096,0.0011830727,0.00001941352,0.00016455931,0.00059967453,0.000095731215],"category_scores_gemma":[0.0003864299,0.00019848766,0.000042300708,0.00042764493,0.00028387498,0.00025403957,0.00030859569,0.0006361964,0.00027912817],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003372311,0.00006004291,0.77887714,0.00033578763,0.0000074984932,4.7023585e-7,0.0015352283,6.882921e-7,8.072895e-7,0.19366993,0.021350037,0.0041286554],"study_design_scores_gemma":[0.0009263282,0.00023364564,0.70235866,0.00050986774,0.000025710697,0.000015126953,0.0050115422,0.00013986006,0.000002938359,0.021167647,0.2692394,0.00036927615],"about_ca_topic_score_codex":0.019652829,"about_ca_topic_score_gemma":0.037639912,"teacher_disagreement_score":0.24788935,"about_ca_system_score_codex":0.0012109462,"about_ca_system_score_gemma":0.0009783927,"threshold_uncertainty_score":0.9868754},"labels":[],"label_agreement":null},{"id":"W2101572608","doi":"10.1016/j.nedt.2007.09.014","title":"Undergraduate nursing students’ preparedness to “go rural”","year":2007,"lang":"en","type":"article","venue":"Nurse Education Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Northwestern Polytechnic","funders":"","keywords":"Preparedness; Nursing; Socialization; Rural area; Medicine; Medical education; Psychology","score_opus":0.030373800856735512,"score_gpt":0.4958516433969248,"score_spread":0.46547784254018926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101572608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80930835,0.0002854443,0.000883727,0.02208678,0.01341198,0.0022176604,0.000006745203,0.0003354483,0.15146385],"genre_scores_gemma":[0.901655,0.00002232858,0.0017455824,0.005315846,0.001247572,0.00022225735,0.000056583554,0.000052607953,0.08968219],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968201,0.00030598685,0.0007981879,0.00039234033,0.00061902753,0.0010643661],"domain_scores_gemma":[0.99761695,0.0003246674,0.000267788,0.00063412,0.00045167652,0.0007047725],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011320609,0.00023837715,0.00027875602,0.00024407954,0.0008824906,0.000029006535,0.00045724626,0.00022820565,0.0007766853],"category_scores_gemma":[0.0002653207,0.00023659154,0.0000561468,0.00074157794,0.000058299727,0.00019158772,0.000042827916,0.0004440081,0.005604411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021782766,0.0012262965,0.12139792,0.00014297069,0.000019564834,0.0000018912185,0.065411925,0.000015160089,0.00020367686,0.02874336,0.7031735,0.079445876],"study_design_scores_gemma":[0.0008763189,0.00017311437,0.2768285,0.0044148425,0.000053141473,0.0000059546555,0.2096927,0.000008872212,0.00020431167,0.010248835,0.4969341,0.00055934285],"about_ca_topic_score_codex":0.00043258083,"about_ca_topic_score_gemma":0.00037160498,"teacher_disagreement_score":0.20623946,"about_ca_system_score_codex":0.0018562259,"about_ca_system_score_gemma":0.0011586488,"threshold_uncertainty_score":0.9951698},"labels":[],"label_agreement":null},{"id":"W2102211606","doi":"10.11567/met.30.2.6","title":"Social Discourse, Comfort Zones and the Globalising World: South African Indian Emigrant and Resident Doctors on the Need to Migrate","year":2014,"lang":"en","type":"article","venue":"Migracijske i etničke teme / Migration and Ethnic Themes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casual; Ambivalence; Regret; Feeling; Sociology; Seniority; Futures contract; Gender studies; Psychology; Social psychology; Political science; Law; Business","score_opus":0.0542948760095604,"score_gpt":0.40824183280826576,"score_spread":0.35394695679870536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102211606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88861746,0.001521,0.000062001265,0.10565227,0.00024890155,0.0018431696,0.00005458972,0.00013405555,0.0018665422],"genre_scores_gemma":[0.9856784,0.00038009346,0.00008917415,0.008339258,0.0004508896,0.00025846777,0.000026345251,0.000043247062,0.0047341217],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99535,0.0016602605,0.00091117376,0.0006130517,0.0005566952,0.00090879796],"domain_scores_gemma":[0.9967263,0.0017978874,0.00046585157,0.0005136418,0.00012895168,0.0003674161],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0027233092,0.0004797198,0.00064671127,0.0002482118,0.0030189143,0.00015371929,0.0003281638,0.00022846046,0.00008259759],"category_scores_gemma":[0.00046737219,0.00026697494,0.000112756316,0.0007870033,0.00073009095,0.00017127722,0.00023908535,0.0007960823,0.000037792448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017803013,0.00009295814,0.12144174,0.0004051998,0.00017007523,0.0000060144203,0.6349797,0.000021840131,0.00009872616,0.15454505,0.06856881,0.017889544],"study_design_scores_gemma":[0.0044783265,0.0004265382,0.33411518,0.0015819113,0.00027230513,0.000013402223,0.46975762,0.0007557923,0.00008759003,0.0118144695,0.17558013,0.0011167583],"about_ca_topic_score_codex":0.00816719,"about_ca_topic_score_gemma":0.115403086,"teacher_disagreement_score":0.21267344,"about_ca_system_score_codex":0.000104796774,"about_ca_system_score_gemma":0.000088964865,"threshold_uncertainty_score":0.99997824},"labels":[],"label_agreement":null},{"id":"W2102445037","doi":"10.12927/cjnl.2012.22801","title":"Ontario: Linking Nursing Outcomes, Workload and Staffing Decisions in the Workplace: The Dashboard Project","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Workload; Staffing; Dashboard; Nursing; Nurse Administrator; Business; Psychology; MEDLINE; Medicine; Political science; Management; Computer science; Data science","score_opus":0.3554031043917458,"score_gpt":0.467334397177083,"score_spread":0.1119312927853372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102445037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87117606,0.011262444,0.00035034338,0.062187176,0.0041789995,0.0036827754,0.0000043696987,0.00024443853,0.046913397],"genre_scores_gemma":[0.9892924,0.000067550674,0.0017864611,0.0054373,0.0006494469,0.00013916497,0.000009462775,0.000051977768,0.0025662628],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99385405,0.0019631635,0.0008147351,0.00042218083,0.000700486,0.0022453684],"domain_scores_gemma":[0.9932823,0.005380106,0.00030089225,0.0007522957,0.00007347865,0.00021088321],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0042867465,0.00037589346,0.00046826538,0.00021294106,0.0025034363,0.00009486657,0.0006033882,0.00044033804,0.000072810806],"category_scores_gemma":[0.0006577865,0.00022871705,0.00009646015,0.00088814215,0.00038931583,0.00037889488,0.000053917298,0.0029610973,0.00010931086],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013821396,0.00020138039,0.53493655,0.000060028262,0.000013561089,0.000004437098,0.3811161,0.000014352069,0.0000033376466,0.002443072,0.009896845,0.071172126],"study_design_scores_gemma":[0.001162994,0.000071639726,0.43763518,0.023267038,0.000094859904,0.000025810112,0.49538115,0.00008399194,0.0000018607864,0.0018499867,0.040005166,0.00042032092],"about_ca_topic_score_codex":0.00450148,"about_ca_topic_score_gemma":0.017815357,"teacher_disagreement_score":0.11811632,"about_ca_system_score_codex":0.0016751387,"about_ca_system_score_gemma":0.0005314875,"threshold_uncertainty_score":0.9993391},"labels":[],"label_agreement":null},{"id":"W2102804373","doi":"10.1016/j.suc.2009.07.003","title":"Workforce Issues in Rural Surgery","year":2009,"lang":"en","type":"article","venue":"Surgical Clinics of North America","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Rural population; Quarter (Canadian coin); Rural area; Population; Rural health; Gerontology; Family medicine; Economic growth; Environmental health; Geography","score_opus":0.05478933575855755,"score_gpt":0.4496986241873371,"score_spread":0.39490928842877954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102804373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97721314,0.0026135675,0.000011175912,0.0040831845,0.0006409458,0.00058507296,0.00002704493,0.0001456085,0.014680259],"genre_scores_gemma":[0.9872036,0.006863598,0.0006283713,0.002719915,0.00040840256,0.000029583094,0.000092925155,0.000025457974,0.0020281242],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99505705,0.00077462825,0.0021386573,0.0003724756,0.0004969368,0.0011602336],"domain_scores_gemma":[0.9938442,0.0042671515,0.00072271406,0.000563296,0.00021821856,0.00038439044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010008207,0.00027533175,0.0012048912,0.00019503682,0.00020857676,0.0000051119923,0.00034793283,0.00026681024,0.00068458606],"category_scores_gemma":[0.00087116956,0.0002446825,0.00026807896,0.0012635365,0.00020377203,0.00014276458,0.00009154697,0.0010145523,0.00046381558],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040199488,0.00018777366,0.75628275,0.000057460307,0.0000058049714,0.00006232915,0.00033766628,0.000078765646,1.2569656e-7,0.00031418938,0.0067571755,0.23551399],"study_design_scores_gemma":[0.00071176444,0.00026378882,0.3940648,0.00067086495,0.000009912922,0.0000019278812,0.00075629435,0.00014656581,6.801807e-7,0.0008757223,0.6022194,0.00027826434],"about_ca_topic_score_codex":0.0006537486,"about_ca_topic_score_gemma":0.0002835139,"teacher_disagreement_score":0.5954622,"about_ca_system_score_codex":0.000105418665,"about_ca_system_score_gemma":0.00031653073,"threshold_uncertainty_score":0.9977863},"labels":[],"label_agreement":null},{"id":"W2102996639","doi":"10.2174/1874220301401010017","title":"Migration of International Medical Graduates: Implications for the Brain-Drain","year":2015,"lang":"en","type":"article","venue":"Open Medicine Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Poverty; Emigration; Economic shortage; Health care; Economic growth; Developing country; Development economics; Political science; Medicine; Economics; Law","score_opus":0.2193804537445548,"score_gpt":0.5662789075668945,"score_spread":0.34689845382233964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102996639","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013042824,0.00085430045,0.01743859,0.93767005,0.0029701297,0.0016146331,0.00002502233,0.000016417887,0.026368003],"genre_scores_gemma":[0.8363406,0.0038815609,0.012229247,0.08159363,0.017780403,0.0011967886,0.00032064802,0.00011869514,0.046538416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974688,0.00037480285,0.0010219946,0.00014036304,0.00066368404,0.0003303467],"domain_scores_gemma":[0.99491054,0.0024692502,0.000660875,0.0002706971,0.0012076109,0.0004810398],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007008937,0.00010770072,0.00028977732,0.000085073574,0.0006468419,0.000018128205,0.0012402928,0.00012782415,0.002038579],"category_scores_gemma":[0.008085458,0.000059798298,0.00004833425,0.00022425846,0.0001625228,0.00019712192,0.00019167183,0.0006053899,0.00003168607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012166801,0.000033916094,0.026342303,0.000019280533,0.00003730793,7.0852684e-7,0.0036836886,0.000008055795,0.000026723417,0.011193083,0.95068586,0.007847381],"study_design_scores_gemma":[0.0031890336,0.00027774315,0.016459584,0.00083998183,0.000035375615,0.00005837105,0.013065035,0.00095227564,0.0000033068372,0.015863176,0.9491912,0.00006491103],"about_ca_topic_score_codex":0.0012236413,"about_ca_topic_score_gemma":0.0012396474,"teacher_disagreement_score":0.8560764,"about_ca_system_score_codex":0.00021537456,"about_ca_system_score_gemma":0.0013215808,"threshold_uncertainty_score":0.9988737},"labels":[],"label_agreement":null},{"id":"W2103091058","doi":"10.1111/j.1440-1854.2004.00627.x","title":"Health beliefs of rural Canadians: Implications for practice","year":2004,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University College of the North; Medicine Hat College; University of Calgary","funders":"Health Research Board; University of Calgary","keywords":"Mental health; Perspective (graphical); Health care; Psychology; Focus group; Nursing; Rural area; Health professionals; Medicine; Gerontology; Sociology; Psychiatry; Political science","score_opus":0.07484549975830242,"score_gpt":0.4902723090526147,"score_spread":0.4154268092943123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103091058","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12680861,0.004493081,0.0012001458,0.86080366,0.0021864865,0.003261705,0.0006331822,0.000059477705,0.0005536125],"genre_scores_gemma":[0.95567775,0.0029137565,0.01775155,0.02072706,0.0010940821,0.00006573909,0.00008110634,0.000070258,0.0016186715],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99379885,0.0007104359,0.003162124,0.00015814281,0.00044741255,0.0017230272],"domain_scores_gemma":[0.991182,0.00080256024,0.004410551,0.00047567883,0.0013815019,0.0017477024],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0031091024,0.00030090037,0.001108082,0.0003052967,0.0012064829,0.000013322919,0.00054268434,0.00023448399,0.00009165845],"category_scores_gemma":[0.00062031514,0.00027066533,0.00025230597,0.00062541384,0.00013571467,0.0005658524,0.00003835375,0.0011274932,0.000037834554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015808486,0.0009956324,0.04180971,0.0068372316,0.0003857412,0.0000150633305,0.05347554,0.0012373755,0.00013564828,0.13740064,0.6783976,0.07772898],"study_design_scores_gemma":[0.012219783,0.011151828,0.14648817,0.01740295,0.00014549418,0.0008660307,0.22002205,0.000002768079,0.000055822005,0.025142225,0.5656493,0.0008536248],"about_ca_topic_score_codex":0.0711329,"about_ca_topic_score_gemma":0.013038463,"teacher_disagreement_score":0.8400766,"about_ca_system_score_codex":0.0027164968,"about_ca_system_score_gemma":0.0109024495,"threshold_uncertainty_score":0.99997455},"labels":[],"label_agreement":null},{"id":"W2103965562","doi":"","title":"Research electives in rural health care.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Rural area; Promotion (chess); Rural health; Rural population; Service (business); Medicine; Nursing; Political science; Business","score_opus":0.16953178988079473,"score_gpt":0.49190633931735744,"score_spread":0.32237454943656274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103965562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6765273,0.018782757,0.0000033051374,0.024232714,0.0010250494,0.00682872,0.00001434902,0.00025746596,0.27232835],"genre_scores_gemma":[0.9817649,0.0008013653,0.000077206896,0.001940913,0.00034911005,0.00567763,0.000006995648,0.000027907883,0.009353936],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9940904,0.002028456,0.00057811616,0.00029806438,0.0005085612,0.0024964127],"domain_scores_gemma":[0.9982593,0.00062359683,0.000106282925,0.00035441617,0.00021241866,0.00044400635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002368555,0.00012838453,0.0003037644,0.00033985902,0.00085254456,0.000010356651,0.0002707474,0.00017976912,0.00044478968],"category_scores_gemma":[0.00041721843,0.00011997356,0.000033493565,0.0011591553,0.00008834701,0.00012525484,0.00012887265,0.001407834,0.0007405855],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010480184,0.0001485435,0.29143065,0.0005638514,0.000009303473,0.000013062661,0.0360424,0.000004871926,7.3629917e-7,0.0045712055,0.21886057,0.44825003],"study_design_scores_gemma":[0.0009214236,0.00006875061,0.7697515,0.0001907638,0.0000010293036,0.0000010030188,0.03608314,0.00003171035,0.0000036666381,0.0005638819,0.19224499,0.00013817579],"about_ca_topic_score_codex":0.00480188,"about_ca_topic_score_gemma":0.005060801,"teacher_disagreement_score":0.47832084,"about_ca_system_score_codex":0.0019672448,"about_ca_system_score_gemma":0.00015973541,"threshold_uncertainty_score":0.95189756},"labels":[],"label_agreement":null},{"id":"W2104240324","doi":"10.1186/1478-4491-11-44","title":"Interventions for supporting nurse retention in rural and remote areas: an umbrella review","year":2013,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":102,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Hôpital Saint-François d'Assise; Université de Montréal; Centre hospitalier universitaire de Québec","funders":"Canadian Institutes of Health Research; Max-Planck-Gesellschaft","keywords":"Psychological intervention; Incentive; Nursing; Medicine; Context (archaeology); Systematic review; Nursing research; Knowledge translation; Rural area; Health services research; Medical education; Public health; MEDLINE; Knowledge management; Political science","score_opus":0.2378766522264657,"score_gpt":0.5688820933678116,"score_spread":0.3310054411413459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104240324","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002671182,0.97175765,0.000086134576,0.00092136295,0.00047592193,0.025311135,0.00036968262,0.00018774314,0.00062326895],"genre_scores_gemma":[0.0000065701242,0.9842225,0.0018336431,0.0014543408,0.0006357932,0.0031802158,0.002303547,0.00020140425,0.0061620222],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9896052,0.0022214495,0.004966158,0.0009718611,0.0003168682,0.001918447],"domain_scores_gemma":[0.9929762,0.00091235904,0.0041458555,0.0009084249,0.00029234687,0.0007648053],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0057833553,0.0007217448,0.0038442884,0.00049141975,0.0019168599,0.000046244913,0.00053644733,0.0007226428,0.00030524],"category_scores_gemma":[0.00060795515,0.00063279783,0.0009138905,0.00040681916,0.00011307985,0.00019744538,0.00013549831,0.0012689735,0.000067727655],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011214031,0.000039795934,0.000018290635,0.4649821,0.000014838962,6.0545597e-7,0.00060126325,3.5169958e-8,9.073861e-9,0.0004673389,0.012877931,0.5209866],"study_design_scores_gemma":[0.000510866,0.00042922352,0.000034156987,0.42413044,0.00019853885,0.0000068619743,0.001143652,0.000023000826,1.8287956e-9,0.000542824,0.572706,0.00027444382],"about_ca_topic_score_codex":0.0025563051,"about_ca_topic_score_gemma":0.0033376138,"teacher_disagreement_score":0.55982804,"about_ca_system_score_codex":0.0010068177,"about_ca_system_score_gemma":0.00060671195,"threshold_uncertainty_score":0.99961233},"labels":[],"label_agreement":null},{"id":"W2104564949","doi":"10.1111/j.1466-7657.2008.00666.x","title":"Ontario's internationally educated nurses and waste in human capital","year":2009,"lang":"en","type":"review","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Workforce; Underemployment; Nursing; Health care; Human resources; Medicine; Human capital; Globalization; Unemployment; Nurse education; Economic growth; Business; Political science; Economics","score_opus":0.08384391457179917,"score_gpt":0.5301967953467521,"score_spread":0.44635288077495294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104564949","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016972994,0.944723,0.0000016172501,0.0018195352,0.0040921685,0.0026850787,0.00004848905,0.00006915235,0.046391238],"genre_scores_gemma":[0.00007401818,0.97787094,0.0001553482,0.0014071737,0.00072539545,0.00032283168,0.0007618684,0.00006313555,0.018619265],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99484813,0.0006786549,0.0024020697,0.00075915025,0.0006365818,0.0006754321],"domain_scores_gemma":[0.9973557,0.00042512975,0.0012232081,0.00041525884,0.0003431241,0.00023755836],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00079770474,0.0006295797,0.0022541068,0.00050618884,0.00027673776,0.000040094255,0.00081357715,0.00045822555,0.0020334932],"category_scores_gemma":[0.00035898102,0.0005589287,0.00032352083,0.00036470324,0.00012311824,0.00022561292,0.00010915261,0.0018060984,0.0003550154],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062279905,0.0001848701,0.00024436347,0.026035197,0.000074698895,0.000028642331,0.0009596868,1.394141e-7,5.0290875e-8,0.0064753955,0.025094388,0.94089633],"study_design_scores_gemma":[0.00012918869,0.000027991135,0.000099809266,0.4391886,0.0001579799,0.00003768932,0.000082993574,5.5512726e-7,8.4087315e-9,0.0007789104,0.5592601,0.00023618978],"about_ca_topic_score_codex":0.0050605657,"about_ca_topic_score_gemma":0.011744691,"teacher_disagreement_score":0.9406602,"about_ca_system_score_codex":0.0046557407,"about_ca_system_score_gemma":0.0013921204,"threshold_uncertainty_score":0.99968624},"labels":[],"label_agreement":null},{"id":"W2104601246","doi":"10.1016/j.jmir.2010.07.001","title":"Global Impact: An Examination of a Caribbean Radiation Therapy Student Placement at a Canadian Teaching Hospital","year":2010,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"University of Toronto","keywords":"Radiation therapy; Radiation Therapist; Medicine; Medical education; Psychology; Medical physics; Radiology","score_opus":0.022531113679293988,"score_gpt":0.45591385861858896,"score_spread":0.43338274493929496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104601246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9850242,0.0013126495,0.00007568153,0.010614618,0.0018794319,0.00023731061,0.000010901884,0.0000094734005,0.00083571405],"genre_scores_gemma":[0.9978639,0.000661511,0.000248414,0.0005881254,0.0006087723,0.0000035533524,0.0000049467767,0.0000043892737,0.000016377253],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968353,0.0005100841,0.0006943621,0.00015927434,0.0014314805,0.00036948736],"domain_scores_gemma":[0.9978379,0.00030718555,0.00072776666,0.00009403091,0.00022233278,0.00081079925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0075704437,0.000105541236,0.00022465069,0.00023270657,0.00090955273,0.000043550965,0.00031822905,0.00011926105,0.0002260241],"category_scores_gemma":[0.0009034349,0.000072596165,0.00004524974,0.00025545064,0.00022286174,0.0005057853,0.00003559499,0.0005094797,0.0000020234372],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015197955,0.000078118945,0.7437422,0.000013757374,0.000013062242,0.000008137912,0.013215852,0.00004963176,0.000041403142,0.0006144113,0.0030307034,0.23917753],"study_design_scores_gemma":[0.0012262509,0.00041075415,0.96619505,0.00014533046,0.000012305165,0.000040562572,0.016684009,0.005923883,0.000006624625,0.00011284239,0.009147621,0.00009474041],"about_ca_topic_score_codex":0.020020656,"about_ca_topic_score_gemma":0.012915616,"teacher_disagreement_score":0.23908278,"about_ca_system_score_codex":0.0005153435,"about_ca_system_score_gemma":0.0015634745,"threshold_uncertainty_score":0.9865051},"labels":[],"label_agreement":null},{"id":"W2104933062","doi":"","title":"The determinants of the migration decisions of immigrant and non-immigrant physicians in Canada","year":2010,"lang":"en","type":"article","venue":"Social and Economic Dimensions of an Aging Population Research Papers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Immigration; Census; Spouse; Demographic economics; Geography; Rural area; Internal migration; Demography; Medicine; Political science; Population; Sociology; Economics","score_opus":0.041614073222601494,"score_gpt":0.40872715357541095,"score_spread":0.36711308035280943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104933062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99762034,0.000042100808,8.149619e-8,0.0014199872,0.0002570252,0.00046712218,0.00003571761,0.000002586827,0.00015506249],"genre_scores_gemma":[0.99958307,0.00018166838,0.00004384581,0.000046817768,0.000033327888,0.000017042894,0.0000055382025,0.000007993932,0.00008068334],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984149,0.00031836668,0.0005804171,0.00015908814,0.00019689555,0.00033035417],"domain_scores_gemma":[0.9984542,0.00087887153,0.00027837776,0.00021709755,0.0001021205,0.000069328125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124355,0.00007773379,0.00023885218,0.00007174638,0.001145226,0.0000054087,0.00015967873,0.00007433849,0.000009488502],"category_scores_gemma":[0.00019946731,0.000048427857,0.000033513083,0.00014959271,0.00025336846,0.00007974455,0.00011344624,0.0003749892,5.26867e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056350596,0.000020027845,0.97329676,0.000050501098,0.0000074941554,3.1250778e-7,0.0061820536,0.00007023165,0.0021394037,0.00071288034,0.00018498233,0.017279016],"study_design_scores_gemma":[0.0002945402,0.000025927762,0.9705826,0.00023399832,0.0000053054005,2.4322784e-7,0.02531453,0.002286513,0.00014794325,0.00062373833,0.00043287856,0.000051781564],"about_ca_topic_score_codex":0.9234649,"about_ca_topic_score_gemma":0.9944862,"teacher_disagreement_score":0.07102136,"about_ca_system_score_codex":0.00012431826,"about_ca_system_score_gemma":0.00054262625,"threshold_uncertainty_score":0.8808268},"labels":[],"label_agreement":null},{"id":"W2105282360","doi":"10.1136/bmj.39094.508218.59","title":"What goes around, comes around","year":2007,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web","score_opus":0.078922869451144,"score_gpt":0.4903470465036325,"score_spread":0.41142417705248846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105282360","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.822501,0.0030991645,0.0003128166,0.020794421,0.01008187,0.0021104289,0.000008469391,0.00042963424,0.14066221],"genre_scores_gemma":[0.93364096,0.00056468527,0.0015396656,0.012109748,0.0030143377,0.00009561775,0.000029102512,0.00004657253,0.048959292],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99712783,0.0002509294,0.0008275065,0.0002899148,0.00038963114,0.0011141661],"domain_scores_gemma":[0.9976452,0.0010589118,0.00027961444,0.00053251704,0.00015863957,0.00032511243],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021494785,0.00018746902,0.0003206825,0.00009350485,0.0007790961,0.000038851646,0.000258968,0.00028948666,0.00068349345],"category_scores_gemma":[0.0002423965,0.00016163819,0.000067502486,0.00030053765,0.00008203614,0.00044662546,0.00013059679,0.00054468814,0.004574494],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029274146,0.0001222382,0.50433093,0.00052972056,0.00004411137,0.000100644145,0.006457988,0.000013481992,0.000051851785,0.022266325,0.443775,0.022015005],"study_design_scores_gemma":[0.00067568367,0.000070795446,0.0483345,0.00091713987,0.000012959726,0.0000077826435,0.06592143,0.000041905183,0.000028956805,0.0036254846,0.88012826,0.00023509384],"about_ca_topic_score_codex":0.00061835966,"about_ca_topic_score_gemma":0.0019005225,"teacher_disagreement_score":0.4559964,"about_ca_system_score_codex":0.0003437235,"about_ca_system_score_gemma":0.00019222651,"threshold_uncertainty_score":0.99620056},"labels":[],"label_agreement":null},{"id":"W2105732074","doi":"10.1186/1472-6920-14-166","title":"Beyond bricks and mortar: a rural network approach to preclinical medical education","year":2014,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Government of Alberta; University of Calgary","keywords":"Curriculum; Medical education; Rural area; Accreditation; Medicine; Expansive; Faculty development; Psychology; Pedagogy; Professional development","score_opus":0.04000076908012417,"score_gpt":0.4707343732538614,"score_spread":0.43073360417373724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105732074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74002147,0.002619107,0.0139457835,0.041755445,0.014254409,0.003832701,0.0000042269176,0.00041354177,0.18315335],"genre_scores_gemma":[0.8404205,0.00043262768,0.028647548,0.10270141,0.016207177,0.0019039477,0.00042102337,0.000084119245,0.009181645],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943041,0.001561808,0.0012229965,0.0005794783,0.0014256708,0.00090592395],"domain_scores_gemma":[0.99394715,0.0018950334,0.0002836807,0.00056850974,0.000300095,0.0030055414],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004320417,0.00025635515,0.0004940954,0.00010496865,0.00060528005,0.000021132157,0.00045871446,0.0008727492,0.0022111472],"category_scores_gemma":[0.020790465,0.00022265434,0.00006640226,0.0005047995,0.00017998206,0.00012323108,0.00022924312,0.0011345036,0.00048876915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095134215,0.00090736407,0.21014951,0.0006286545,0.000010667804,1.5469354e-7,0.0020808775,0.000009023252,2.438643e-7,0.040208206,0.6018452,0.14406496],"study_design_scores_gemma":[0.0021187852,0.00040169398,0.2849642,0.0056039672,0.00011333344,0.000053151456,0.011546625,0.017588837,6.053335e-7,0.02175605,0.65501535,0.0008373801],"about_ca_topic_score_codex":0.001301633,"about_ca_topic_score_gemma":0.0011853935,"teacher_disagreement_score":0.1739717,"about_ca_system_score_codex":0.0002353475,"about_ca_system_score_gemma":0.017024146,"threshold_uncertainty_score":0.998701},"labels":[],"label_agreement":null},{"id":"W2105771446","doi":"10.1590/s1726-46342012000400021","title":"Estrategia para fortalecer las capacidades de investigación en salud en universidades públicas regionales: rol del canon y del Instituto Nacional de Salud","year":2012,"lang":"es","type":"article","venue":"Revista Peruana de Medicina Experimental y Salud Pública","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nutrasource","funders":"","keywords":"Political science; Humanities; Philosophy","score_opus":0.05232776864405516,"score_gpt":0.40709251357958737,"score_spread":0.35476474493553223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105771446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89823586,0.07738517,0.00047327863,0.011765145,0.0010151304,0.0031706935,0.00035133876,0.0005749288,0.0070284405],"genre_scores_gemma":[0.97214717,0.00533367,0.0063707232,0.008312687,0.0042950762,0.0005501571,0.00056330295,0.00034586331,0.002081335],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98466563,0.0042370576,0.0024076484,0.0015915222,0.0019812705,0.0051168934],"domain_scores_gemma":[0.9898167,0.002076987,0.0011741247,0.0016116267,0.00039066919,0.0049298857],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.003935556,0.0017851453,0.0020853353,0.00092975586,0.0021226236,0.00025901676,0.0017158663,0.0020762128,0.0028672393],"category_scores_gemma":[0.0012364775,0.0017902032,0.00060309673,0.0016318033,0.0017777476,0.0013078281,0.0006979892,0.0031667748,0.00071271835],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0012956666,0.0019250775,0.53714955,0.0036705227,0.000724609,0.00056050945,0.070051484,0.00011112693,0.02251782,0.27123433,0.08940207,0.0013572632],"study_design_scores_gemma":[0.005722223,0.0014700642,0.13423327,0.012143804,0.0010061197,0.0013939927,0.104494065,0.0016023952,0.005308486,0.00051615335,0.72907406,0.0030353721],"about_ca_topic_score_codex":0.009082424,"about_ca_topic_score_gemma":0.00040832636,"teacher_disagreement_score":0.639672,"about_ca_system_score_codex":0.010116262,"about_ca_system_score_gemma":0.0074181296,"threshold_uncertainty_score":0.99948937},"labels":[],"label_agreement":null},{"id":"W2105778641","doi":"10.1080/01421590310001653982","title":"Communication skills, cultural challenges and individual support: challenges of international medical graduates in a Canadian healthcare environment","year":2004,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":149,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Medical education; Health care; Negotiation; Communication skills; Work (physics); Focus group; Communication skills training; Cultural competence; Psychology; Medicine; Nursing; Pedagogy; Political science; Sociology","score_opus":0.07935617693367432,"score_gpt":0.4104495209453847,"score_spread":0.3310933440117104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105778641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5772001,0.04000268,0.0000013045938,0.3708204,0.00030422703,0.0005644246,0.000020972793,0.000045680794,0.011040195],"genre_scores_gemma":[0.885161,0.112809785,0.00017418725,0.0012985911,0.00016037296,0.000105208295,0.000109546294,0.000018067754,0.00016323452],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961729,0.0007218571,0.00079570926,0.000322864,0.0012580658,0.00072859525],"domain_scores_gemma":[0.99802357,0.0001821341,0.00017842218,0.00031762617,0.000058396774,0.0012398659],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026350082,0.00018473866,0.00038110593,0.00015716761,0.00017933798,0.0000036841236,0.00056035223,0.0006594764,0.0029938393],"category_scores_gemma":[0.0010219691,0.00015443389,0.000037135796,0.000067267596,0.00033190855,0.0001040527,0.0002749919,0.0013395753,0.00007924171],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068872425,0.0013655389,0.3797249,0.0010508358,0.00013091767,0.00016670024,0.20396946,0.000004552819,8.1670225e-7,0.09956822,0.003507161,0.31044203],"study_design_scores_gemma":[0.0061012306,0.0003997749,0.61662567,0.0054179537,0.000028779374,0.000047683217,0.065230265,0.00016159835,0.0000039647707,0.010841546,0.29459986,0.0005416652],"about_ca_topic_score_codex":0.13145608,"about_ca_topic_score_gemma":0.5798594,"teacher_disagreement_score":0.44840327,"about_ca_system_score_codex":0.0006567692,"about_ca_system_score_gemma":0.0011086663,"threshold_uncertainty_score":0.99791753},"labels":[],"label_agreement":null},{"id":"W2106402745","doi":"","title":"Lieu et rythme différents: Les médecins de famille hospitaliers au Canada","year":2008,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Geography; Art","score_opus":0.02872710729848647,"score_gpt":0.2990439239561173,"score_spread":0.2703168166576308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106402745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86247665,0.01023687,0.00009191898,0.023933977,0.016123682,0.0021172287,0.00063408987,0.00026215674,0.084123425],"genre_scores_gemma":[0.86149585,0.026361315,0.00081413577,0.00941062,0.0027335228,0.00018514514,0.0001409122,0.00026039258,0.09859812],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98533064,0.0032251296,0.0017525326,0.0011018448,0.0012090559,0.0073808082],"domain_scores_gemma":[0.9930597,0.00085681106,0.00073182135,0.0011533041,0.00039366767,0.0038046893],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001363567,0.00088437385,0.0010660236,0.00015094546,0.00202697,0.00004130968,0.0009861779,0.00068048405,0.001471498],"category_scores_gemma":[0.0024169055,0.0009084073,0.00021892092,0.0011581777,0.0005273804,0.0003908171,0.00045863647,0.0025744736,0.0005838765],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001495107,0.0004445673,0.61698,0.0007644389,0.0001325719,0.0014595364,0.03822345,0.00034665546,0.0000042039155,0.0048516616,0.31299534,0.023648035],"study_design_scores_gemma":[0.0011353474,0.00006927108,0.4531496,0.00071022427,0.000050405153,0.000052530188,0.0026585418,0.000045246863,0.000021983074,0.000023543404,0.54161054,0.00047281318],"about_ca_topic_score_codex":0.82939154,"about_ca_topic_score_gemma":0.7696335,"teacher_disagreement_score":0.22861518,"about_ca_system_score_codex":0.0060440362,"about_ca_system_score_gemma":0.014178613,"threshold_uncertainty_score":0.99972665},"labels":[],"label_agreement":null},{"id":"W2106884610","doi":"10.1002/chp.5","title":"Physician migration to and from Canada: The challenge of finding the ethical and political balance between the individual's right to mobility and recruitment to underserved communities","year":2005,"lang":"en","type":"article","venue":"Journal of Continuing Education in the Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Workforce; Licensure; Context (archaeology); Politics; Developing country; Balance (ability); Public relations; Human capital; Political science; Business; Economic growth; Medicine; Economics; Law","score_opus":0.15060767352651538,"score_gpt":0.47417706671352555,"score_spread":0.32356939318701017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106884610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5429291,0.0005261161,0.000025362691,0.4546363,0.00024098103,0.0015494131,0.00002337708,0.0000028542622,0.00006646817],"genre_scores_gemma":[0.9462049,0.00017762792,0.0004074145,0.052467562,0.0004970655,0.00017292459,0.000005183681,0.000009675458,0.00005764822],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99365216,0.0042217406,0.001055245,0.00013802812,0.00045145757,0.0004813786],"domain_scores_gemma":[0.9916687,0.0067613693,0.00059250835,0.00039319033,0.0002701416,0.00031407826],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005986207,0.00014472772,0.00037885303,0.000081963575,0.0015004737,0.00002768804,0.0004363737,0.0001329443,0.00000952678],"category_scores_gemma":[0.00059342216,0.000067921326,0.000024377847,0.00027020153,0.00013252388,0.00008069847,0.00018991853,0.0017927443,0.0000010449685],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015642022,0.00017296485,0.15457422,0.00031577388,0.00004305131,3.1911887e-7,0.7419455,0.000025108293,0.000012998876,0.018656356,0.04397765,0.04011963],"study_design_scores_gemma":[0.00027605504,0.00019566706,0.60036457,0.0031852254,0.00002826383,0.0000014516394,0.3623891,0.000020915333,0.0000062025024,0.004022625,0.029435592,0.00007435044],"about_ca_topic_score_codex":0.12444413,"about_ca_topic_score_gemma":0.43934745,"teacher_disagreement_score":0.44579035,"about_ca_system_score_codex":0.00054574234,"about_ca_system_score_gemma":0.0021331336,"threshold_uncertainty_score":0.99979943},"labels":[],"label_agreement":null},{"id":"W2107181959","doi":"10.1109/iwalt.2000.890627","title":"Policy on using information technology to improve rural health care","year":2002,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Telehealth; Telemedicine; Health care; Rural health; Rural area; Statement (logic); Health services; Business; Health care delivery; Health information; Information technology; Nursing; Medicine; Environmental health; Economic growth; Computer science; Political science","score_opus":0.03656819752087596,"score_gpt":0.4622242636083193,"score_spread":0.42565606608744333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107181959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5494727,0.0005584449,0.0012842643,0.16476466,0.002214505,0.0059176357,0.00011037389,0.001665685,0.27401173],"genre_scores_gemma":[0.9371144,0.00005866034,0.00526869,0.055000436,0.00036045088,0.000098233446,0.000018182935,0.000020317246,0.0020606376],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978877,0.00011238229,0.0006480582,0.00014774989,0.00022040625,0.0009837287],"domain_scores_gemma":[0.9987954,0.000059235022,0.00021253063,0.0004098942,0.00020503154,0.0003179185],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015473981,0.00016146533,0.00025988359,0.00058588095,0.00087732606,0.000009437881,0.00018949018,0.00026977982,0.0005246164],"category_scores_gemma":[0.0002000468,0.00013990971,0.000030195355,0.0009244915,0.000025122166,0.0002263745,0.00013085714,0.0004714594,0.003974563],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014418711,0.00009322385,0.017907767,0.0014237962,0.000020719648,0.000002365077,0.05834057,0.00037805102,0.00010493651,0.25987056,0.14011069,0.52160317],"study_design_scores_gemma":[0.0024621387,0.002145039,0.0023169634,0.001755257,0.000007412793,0.0000071878926,0.18111072,0.002405422,0.00019754979,0.0015518179,0.8053378,0.00070269435],"about_ca_topic_score_codex":0.0061602513,"about_ca_topic_score_gemma":0.00041589333,"teacher_disagreement_score":0.6652271,"about_ca_system_score_codex":0.0015693025,"about_ca_system_score_gemma":0.000404616,"threshold_uncertainty_score":0.99680096},"labels":[],"label_agreement":null},{"id":"W2107467214","doi":"10.1111/j.1440-1800.2011.00545.x","title":"Beyond greener pastures: exploring contexts surrounding Filipino nurse migration in Canada through oral history","year":2011,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Immigration; Workforce; Emigration; Oral history; Narrative; Nursing; Political science; Gender studies; Sociology; Medicine; Anthropology","score_opus":0.22459445317936683,"score_gpt":0.40396533116075994,"score_spread":0.17937087798139312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107467214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9490195,0.0026341018,0.00016456872,0.00068933395,0.020662557,0.0007593304,0.000008165579,0.00014016336,0.02592228],"genre_scores_gemma":[0.99423915,0.00009156323,0.0012551135,0.0020537341,0.000774177,0.00019344971,0.000039274655,0.000060424332,0.0012931019],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963419,0.00065712404,0.0008792934,0.0004897486,0.00045290406,0.0011790394],"domain_scores_gemma":[0.99854594,0.0002767318,0.00032123394,0.00046710196,0.00015235573,0.00023661918],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048754708,0.00030602014,0.0004734158,0.00014043253,0.00047617502,0.0000056624326,0.00027396722,0.00023510808,0.0007776034],"category_scores_gemma":[0.00013539601,0.0003136954,0.000052989668,0.00028400478,0.00018476168,0.0006662543,0.000030054052,0.00084725866,0.00007583802],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003044129,0.00016103522,0.3927901,0.0002621975,0.000017901242,0.000075625205,0.3647915,0.000031059437,0.000080712205,0.006862621,0.21831064,0.01631218],"study_design_scores_gemma":[0.0028353573,0.00021955419,0.46617505,0.009313089,0.000069437614,0.000012913046,0.32020596,0.00031561306,0.00018416322,0.004280011,0.19524644,0.0011424217],"about_ca_topic_score_codex":0.9091693,"about_ca_topic_score_gemma":0.95248556,"teacher_disagreement_score":0.07338492,"about_ca_system_score_codex":0.012255917,"about_ca_system_score_gemma":0.002472579,"threshold_uncertainty_score":0.9999315},"labels":[],"label_agreement":null},{"id":"W2107553282","doi":"10.5430/jha.v2n1p77","title":"Implementing the Agenda for Global Action on human resources for health: analysis from an international tracking survey","year":2012,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Direktoratet for Utviklingssamarbeid; New Partnership for Africa's Development; Department for International Development; University of Pretoria","keywords":"Action plan; Workforce; Context (archaeology); Proxy (statistics); Human resources; Action (physics); Business; Corporate governance; Medicine; Political science; Economic growth; Geography; Computer science; Economics; Management","score_opus":0.2002770086196977,"score_gpt":0.5572496248220347,"score_spread":0.356972616202337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107553282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865855,0.00009572779,0.003958191,0.005329626,0.0024239302,0.0008411958,0.0005465669,0.000019361838,0.00019990314],"genre_scores_gemma":[0.99430996,0.000020685773,0.0013878107,0.0008530473,0.0027566864,0.00004705027,0.0005405853,0.000015068515,0.00006907494],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99699354,0.0005539025,0.0012445023,0.00017346318,0.00043547267,0.00059911236],"domain_scores_gemma":[0.9961214,0.0008582473,0.0020460377,0.00018098173,0.000584828,0.00020847894],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0043634344,0.00015178489,0.00033123506,0.00009641705,0.0014011343,0.00006965784,0.0002850821,0.00011573274,0.000083687],"category_scores_gemma":[0.00055422186,0.000113502145,0.00022321398,0.00024725622,0.000024343322,0.000682136,0.000026612033,0.00027584337,0.0000028609072],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007540771,0.00047361047,0.9814048,0.00004767458,0.00041181617,4.9588226e-7,0.003918601,0.00003952698,0.000019782196,0.0022173217,0.0052768323,0.005435461],"study_design_scores_gemma":[0.00080778304,0.00406571,0.9627854,0.000105630665,0.0001792374,0.0000010876664,0.0064215506,0.00020912458,0.00004169557,0.0006022151,0.024659837,0.00012068149],"about_ca_topic_score_codex":0.0005541939,"about_ca_topic_score_gemma":0.006509076,"teacher_disagreement_score":0.019383004,"about_ca_system_score_codex":0.0005547144,"about_ca_system_score_gemma":0.00021717674,"threshold_uncertainty_score":0.9998989},"labels":[],"label_agreement":null},{"id":"W2107567298","doi":"10.1016/j.jval.2014.08.1513","title":"Regional Variation in Hospital Mortality, Length of Stay and Cost of Ischemic Stroke Patients in Alberta","year":2014,"lang":"en","type":"article","venue":"Value in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Institute for Health Information; Alberta Medical Association; Institute of Health Economics; University of Alberta","funders":"","keywords":"Ischemic stroke; Medicine; Regional variation; Variation (astronomy); Stroke (engine); Emergency medicine; Demography; Medical emergency; Internal medicine; Business; Ischemia; Engineering","score_opus":0.045557371011762174,"score_gpt":0.3852976551243438,"score_spread":0.3397402841125816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107567298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99504226,0.00015044148,0.000018154073,0.0015148048,0.0002737319,0.0015727277,0.000037347098,0.0000080508125,0.0013824699],"genre_scores_gemma":[0.9985935,0.0003942307,0.00046362184,0.00031057422,0.000038219452,0.00005814396,0.000040114173,0.00001666624,0.00008489642],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99617386,0.0010890696,0.0015180607,0.00030150433,0.0003514521,0.0005660503],"domain_scores_gemma":[0.99769527,0.0010621661,0.0007086739,0.00028024972,0.00010693122,0.00014670262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019591695,0.00014133975,0.0005260778,0.00025096716,0.000061668696,0.0000015869103,0.00013748453,0.00020862608,0.00002271134],"category_scores_gemma":[0.00062407646,0.00014492241,0.000023620056,0.00037515847,0.00005949618,0.000117599666,0.00008579452,0.00048098023,0.0000051753273],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006211937,0.0003165168,0.9857546,0.0010982269,0.000003485324,2.4016236e-7,0.00722271,0.0003216699,0.000005528796,0.003916964,0.0005832308,0.00071471743],"study_design_scores_gemma":[0.0023017318,0.00037403376,0.98740155,0.0017737093,0.0000024059523,9.8480655e-8,0.00058511976,0.004744826,0.0000055640667,0.0007010758,0.002008356,0.000101538935],"about_ca_topic_score_codex":0.31176424,"about_ca_topic_score_gemma":0.027924761,"teacher_disagreement_score":0.28383946,"about_ca_system_score_codex":0.0004627955,"about_ca_system_score_gemma":0.00045265042,"threshold_uncertainty_score":0.9898131},"labels":[],"label_agreement":null},{"id":"W2107984321","doi":"10.1111/j.1365-2923.2011.04081.x","title":"Seeking impact of medical schools on health: meeting the challenges of social accountability","year":2011,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":101,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Accountability; Public relations; Excellence; Social accounting; Social responsibility; Workforce; Context (archaeology); Scope (computer science); Political science; Delphi method; Medical education; Medicine; Business; Computer science","score_opus":0.11709591907652288,"score_gpt":0.5263334065719544,"score_spread":0.4092374874954315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107984321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87298524,0.0020394283,0.000025043839,0.10294388,0.0015299697,0.000954565,0.000008172699,0.00005729199,0.019456424],"genre_scores_gemma":[0.9946508,0.0006599214,0.00009446003,0.0037579834,0.0006936695,0.00009203699,0.000008869123,0.000016014483,0.000026261781],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99496907,0.0014886347,0.0011149752,0.0002421942,0.001665199,0.0005199374],"domain_scores_gemma":[0.9973404,0.00091254845,0.00072813744,0.00035687193,0.00030907104,0.00035299401],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0072587263,0.00014206677,0.00042611425,0.00007278364,0.00046325158,0.000001977643,0.0005254794,0.00044837716,0.0037627856],"category_scores_gemma":[0.0070779845,0.000089937224,0.000116514275,0.00025156114,0.00021416863,0.000065044995,0.000114345996,0.0011677525,0.000055426233],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004789317,0.0028708251,0.15894884,0.0036400193,0.00010969954,9.289173e-7,0.21694566,8.7523966e-7,0.000009504369,0.067974575,0.13086703,0.4181531],"study_design_scores_gemma":[0.0012854503,0.0008673027,0.84210724,0.010883743,0.000032816206,0.000004378848,0.1234298,0.00033570084,0.000024111427,0.007465848,0.013291348,0.0002722916],"about_ca_topic_score_codex":0.016729675,"about_ca_topic_score_gemma":0.0014024951,"teacher_disagreement_score":0.6831584,"about_ca_system_score_codex":0.00047933456,"about_ca_system_score_gemma":0.009340868,"threshold_uncertainty_score":0.9971479},"labels":[],"label_agreement":null},{"id":"W2108045795","doi":"10.5463/dcid.v23i4.157","title":"The Human Resources Challenge to Community Based Rehabilitation: The Need for a Scientific, Systematic and Coordinated Global Response","year":2013,"lang":"en","type":"article","venue":"Disability CBR & Inclusive Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity College","funders":"","keywords":"Rehabilitation; Community-based rehabilitation; Physical medicine and rehabilitation; Medicine; Physical therapy","score_opus":0.04574556807837157,"score_gpt":0.4125041681366794,"score_spread":0.36675860005830785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108045795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8965281,0.00019392613,0.000101144135,0.08799927,0.0004163704,0.014160502,0.000053380296,0.0001271964,0.00042011688],"genre_scores_gemma":[0.98764193,0.0000011971019,0.0014009328,0.0021394128,0.00004406523,0.008197923,0.00004418279,0.000023294386,0.000507053],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9882111,0.008252336,0.0014751517,0.0005117944,0.0006164376,0.0009332072],"domain_scores_gemma":[0.9771925,0.019118808,0.00041597127,0.0014633454,0.0014323267,0.00037704],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.016318768,0.00033731855,0.0005490898,0.000048977552,0.01970889,0.00018108741,0.0009542483,0.00018893358,0.00006786184],"category_scores_gemma":[0.00937934,0.00020005177,0.00009446169,0.00069072546,0.0012043572,0.00015674785,0.001128303,0.0005396616,0.00014351904],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046009514,0.0020732342,0.2089646,0.058301795,0.0003218156,0.0000016138221,0.6411229,0.00008866332,0.000312247,0.023062179,0.056125246,0.0050247754],"study_design_scores_gemma":[0.0024278946,0.0007625814,0.47726327,0.007114174,0.00006828934,0.000001498084,0.35998344,0.0004041387,0.00002877131,0.014730907,0.1365394,0.0006756095],"about_ca_topic_score_codex":0.0015385116,"about_ca_topic_score_gemma":0.0065833256,"teacher_disagreement_score":0.28113943,"about_ca_system_score_codex":0.002447716,"about_ca_system_score_gemma":0.0005839699,"threshold_uncertainty_score":0.9989651},"labels":[],"label_agreement":null},{"id":"W2108056953","doi":"10.1007/bf03019888","title":"Public health policy &amp; the anesthesia human resource crisis: Impact on provision of maternity anesthesia services in small , rural &amp; rural remote Ontario hospitals","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Women's College Hospital; Headwaters Health Care Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Nursing; Rural area; Public health; Health care; Rural health; Resource (disambiguation); Medical emergency; Business; Economic growth","score_opus":0.040276055774192535,"score_gpt":0.34535612932716153,"score_spread":0.305080073552969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108056953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93402684,0.0011953075,0.0000070028195,0.06280038,0.00017633161,0.0012366237,0.000008832948,0.00003580536,0.0005128634],"genre_scores_gemma":[0.99327445,0.0001013447,0.00039598998,0.0036345043,0.0011721677,0.000007360675,0.00004505905,0.00017528454,0.0011938545],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9865931,0.0024976435,0.0044843685,0.00051524583,0.001373963,0.0045356466],"domain_scores_gemma":[0.9855235,0.0005659284,0.0048038233,0.0012428943,0.0015761327,0.0062877024],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014566949,0.0010527921,0.0020706877,0.0030647567,0.0029309057,0.00031420105,0.0025990307,0.0008252279,0.00046579432],"category_scores_gemma":[0.00027156604,0.0007771903,0.000697768,0.0019569471,0.0004427008,0.00074101845,0.000045393706,0.0043741786,0.00007854723],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0017911912,0.00031795903,0.72857475,0.0009728962,0.0002728289,0.130921,0.10851248,0.00081981247,0.000028894458,0.0018886357,0.018612884,0.0072866706],"study_design_scores_gemma":[0.0018642751,0.0023038117,0.48147687,0.0039265426,0.000065168664,0.40964928,0.023273634,0.000004889429,0.000005710223,0.0012169547,0.07545855,0.0007542829],"about_ca_topic_score_codex":0.8665243,"about_ca_topic_score_gemma":0.93950427,"teacher_disagreement_score":0.27872828,"about_ca_system_score_codex":0.012363156,"about_ca_system_score_gemma":0.022540305,"threshold_uncertainty_score":0.9994679},"labels":[],"label_agreement":null},{"id":"W2108219349","doi":"10.5430/jnep.v4n8p162","title":"Nursing education for rural and northern practice in Canada","year":2014,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Nursing; Medicine","score_opus":0.06438916463223274,"score_gpt":0.5203554232438886,"score_spread":0.45596625861165585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108219349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61314964,0.012202829,0.0006554078,0.25669757,0.013397256,0.0011314278,0.0000034055527,0.000014618588,0.10274784],"genre_scores_gemma":[0.9761375,0.0008039235,0.013755234,0.0077800197,0.0009450083,0.000017982617,0.0000057935545,0.000019896077,0.00053462735],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978309,0.00096112955,0.00060828094,0.00011367856,0.00021853998,0.00026746793],"domain_scores_gemma":[0.9921099,0.0052688047,0.0011711201,0.00011104605,0.0011067166,0.0002323908],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0018322471,0.000104061364,0.00020602248,0.00012475485,0.0005433342,0.000026912758,0.00007065182,0.000083612875,0.000012287484],"category_scores_gemma":[0.008898222,0.000098647186,0.00001613214,0.00016336881,0.0000363995,0.0009293966,0.000007225637,0.0004940351,0.0000017003641],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007106908,0.0007912806,0.0073300046,0.00014959152,0.000011962824,4.7760153e-7,0.031279076,0.000011163206,0.00003034159,0.0031761525,0.032831762,0.9236775],"study_design_scores_gemma":[0.00072870386,0.00017867722,0.029421678,0.0057908976,0.0001439086,0.0007435163,0.36293834,0.00012810425,0.0000025193708,0.0040791556,0.59569806,0.0001464172],"about_ca_topic_score_codex":0.13307007,"about_ca_topic_score_gemma":0.07485607,"teacher_disagreement_score":0.92353106,"about_ca_system_score_codex":0.0016007259,"about_ca_system_score_gemma":0.009780627,"threshold_uncertainty_score":0.99945027},"labels":[],"label_agreement":null},{"id":"W2109115056","doi":"10.2471/blt.12.110791","title":"Private sector contributions and their effect on physician emigration in the developing world","year":2013,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Emigration; Health care; Private sector; Developing country; Population; Medicine; Per capita; Equity (law); Economic growth; Business; Environmental health; Economics; Political science","score_opus":0.014874067219137178,"score_gpt":0.3325135175897732,"score_spread":0.317639450370636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109115056","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6992656,0.0003185396,0.00022201474,0.2914965,0.0006101543,0.0058389017,0.000025652571,0.000107486085,0.0021151837],"genre_scores_gemma":[0.9603687,0.000063999236,0.00020957553,0.03739535,0.00021677374,0.00016997593,0.000041873995,0.00003474336,0.0014989963],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99604917,0.0021599005,0.00074886676,0.00025447647,0.00024121214,0.0005463516],"domain_scores_gemma":[0.99698365,0.0016421955,0.0006071787,0.00041412623,0.00026714476,0.00008572971],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014371697,0.000208911,0.00035744428,0.00016183236,0.0012931871,0.000020427722,0.00030754006,0.00008651305,0.00034809927],"category_scores_gemma":[0.0005649121,0.00011889045,0.00003123784,0.0017243465,0.000070771835,0.000043313798,0.000113950824,0.0006039098,0.00021943044],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011052861,0.00020642421,0.40801147,0.0018721311,0.000037460162,4.542665e-7,0.014673139,0.00014375313,0.00054284325,0.11171717,0.4566517,0.0060329596],"study_design_scores_gemma":[0.001304339,0.000190682,0.7138223,0.0033313849,0.00001361781,0.0000010433758,0.0013945156,0.00007724817,0.0011092433,0.0018028792,0.276707,0.00024574273],"about_ca_topic_score_codex":0.0016381441,"about_ca_topic_score_gemma":0.004380482,"teacher_disagreement_score":0.30581084,"about_ca_system_score_codex":0.0005499843,"about_ca_system_score_gemma":0.00023351473,"threshold_uncertainty_score":0.994628},"labels":[],"label_agreement":null},{"id":"W2109713734","doi":"10.1787/5jz5sq5ls1wl-en","title":"Geographic Imbalances in Doctor Supply and Policy Responses","year":2014,"lang":"en","type":"paratext","venue":"OECD health working papers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":830,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Health Canada; Bundesministerium für Gesundheit; Ministeriet Sundhed Forebyggelse; An Roinn Sláinte; Ministère des Affaires Sociales et de la Santé; NHS Health Scotland","keywords":"Business; Economic geography; Geography; Data science; Computer science","score_opus":0.03874593454926404,"score_gpt":0.4336729532183975,"score_spread":0.39492701866913343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109713734","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051847182,0.07677997,0.000006246998,0.067484595,0.014985753,0.0075577125,0.00048957043,0.00055170344,0.7802973],"genre_scores_gemma":[0.31074613,0.15378079,0.000961545,0.060634132,0.007727326,0.0013478303,0.0008509384,0.00043811137,0.4635132],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9874212,0.0041115535,0.0024687233,0.001489035,0.000782864,0.0037266347],"domain_scores_gemma":[0.99313223,0.0030654722,0.0016127175,0.00091991416,0.00009327726,0.0011763844],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0033914715,0.0010056696,0.0022752588,0.0016181407,0.002081768,0.00006133968,0.0006547767,0.0016808063,0.0035734607],"category_scores_gemma":[0.00036682832,0.00095812907,0.00018852034,0.0010529407,0.0003838671,0.00007535199,0.00037473944,0.003944806,0.0053889523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011397228,0.000111081245,0.37160122,0.00983096,0.00008581508,0.000028521537,0.0058078994,0.000027981112,0.00001158687,0.004767175,0.5197967,0.0867913],"study_design_scores_gemma":[0.0012721097,0.000274396,0.04575301,0.012358588,0.000014112989,0.000006218215,0.0009790218,0.000008947605,3.9322543e-7,0.00012021019,0.93856466,0.0006483186],"about_ca_topic_score_codex":0.020467216,"about_ca_topic_score_gemma":0.011150117,"teacher_disagreement_score":0.41876793,"about_ca_system_score_codex":0.0016055412,"about_ca_system_score_gemma":0.0046440596,"threshold_uncertainty_score":0.9996152},"labels":[],"label_agreement":null},{"id":"W2109861923","doi":"10.1016/j.healthpol.2009.03.007","title":"Planning the optimal level of local maternity service for small rural communities: A systems study in British Columbia","year":2009,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":63,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; Vancouver Coastal Health; Vancouver Coastal Health Research Institute; University of British Columbia","funders":"University of British Columbia","keywords":"Maternity care; Service (business); Geography; Nursing; Medicine; Economic growth; Environmental planning; Socioeconomics; Business; Operations management; Sociology; Health care; Marketing; Economics","score_opus":0.250147125538852,"score_gpt":0.5003509271133969,"score_spread":0.2502038015745449,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109861923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847852,0.00063560327,0.00033492438,0.0065311347,0.00035751893,0.0064208005,0.0004820628,0.000105871266,0.00034690383],"genre_scores_gemma":[0.98310316,0.00005912619,0.00020930098,0.014722988,0.0003733521,0.0005719119,0.000048356134,0.000036127625,0.0008756785],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943652,0.002073754,0.0015954033,0.00017904116,0.00030169776,0.0014848945],"domain_scores_gemma":[0.99713385,0.00097007543,0.0006525174,0.0005991051,0.00033762938,0.0003068421],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026087724,0.00018824793,0.0007876297,0.00011378625,0.0016096545,0.00006067532,0.0006078404,0.00021815649,0.00003323091],"category_scores_gemma":[0.00009255256,0.0002252892,0.00005327823,0.00062635005,0.00007992558,0.000092584625,0.00015609685,0.0008596348,0.000017649574],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049186696,0.0013251008,0.63933694,0.009471459,0.00005324215,0.000015693553,0.29783088,0.005514892,0.0000013133979,0.0010364291,0.032839414,0.012082756],"study_design_scores_gemma":[0.002513212,0.0010416117,0.4966152,0.0040879375,0.000008542234,0.000014441169,0.48736775,0.0022927348,1.1390795e-7,0.00013096054,0.005750508,0.00017700274],"about_ca_topic_score_codex":0.9486063,"about_ca_topic_score_gemma":0.8001045,"teacher_disagreement_score":0.18953685,"about_ca_system_score_codex":0.000892535,"about_ca_system_score_gemma":0.0017239278,"threshold_uncertainty_score":0.9996901},"labels":[],"label_agreement":null},{"id":"W2110000199","doi":"10.22605/rrh1864","title":"Generational differences in factors influencing physicians to choose a work location","year":2012,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Newfoundland and Labrador Centre for Applied Health Research","keywords":"Graduation (instrument); Workforce; Economic shortage; Thematic analysis; Family medicine; Work (physics); Population; Location; Medical education; Medicine; Psychology; Qualitative research; Demography; Geography; Sociology; Political science; Government (linguistics)","score_opus":0.05344980672828874,"score_gpt":0.3945962314877582,"score_spread":0.34114642475946944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110000199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990122,0.0016008188,0.0001795031,0.006354203,0.00064268813,0.00076657743,0.0000058229207,0.00005924448,0.00026913077],"genre_scores_gemma":[0.9911258,0.0003369158,0.0009834402,0.0062512304,0.00055771385,0.000011046824,0.00002364124,0.000013020385,0.0006971723],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99789333,0.00034490082,0.00050615624,0.00017193913,0.00021115897,0.00087251805],"domain_scores_gemma":[0.99905044,0.00015948755,0.00016565059,0.00013652482,0.000065610286,0.00042229344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000456422,0.00015440317,0.0003015534,0.000103044214,0.00065483525,0.000008438539,0.00007589084,0.000119056494,0.000039063856],"category_scores_gemma":[0.00006739375,0.00011852774,0.000019075185,0.00051653665,0.000025573276,0.00017135077,0.000055326193,0.00036295244,0.0000864917],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030917578,0.00003762157,0.89772,0.0002613858,0.0000035556257,1.9517894e-7,0.027187692,0.000021720127,0.000020886095,0.0006747198,0.0012566916,0.07278465],"study_design_scores_gemma":[0.00020451115,0.000050336545,0.9871961,0.0013376347,0.0000018856316,4.447758e-7,0.0077649737,0.00012758464,0.000004463429,0.00016542543,0.0030235995,0.00012305388],"about_ca_topic_score_codex":0.00831165,"about_ca_topic_score_gemma":0.0017687785,"teacher_disagreement_score":0.08947612,"about_ca_system_score_codex":0.00038962284,"about_ca_system_score_gemma":0.00023480723,"threshold_uncertainty_score":0.9982921},"labels":[],"label_agreement":null},{"id":"W2110108548","doi":"10.1016/j.jacr.2007.01.009","title":"Debt, Demographics, and Dual Degrees: American Medicine at the Crossroads","year":2007,"lang":"en","type":"review","venue":"Journal of the American College of Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Association of American Medical Colleges","keywords":"Workforce; Economic shortage; Student debt; Graduate medical education; Demographics; Quarter (Canadian coin); Debt; Medical school; Medicine; Family medicine; Primary care; Medical education; Business; Political science; Finance; Sociology; Demography","score_opus":0.07243398497177686,"score_gpt":0.46886613428886303,"score_spread":0.39643214931708615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110108548","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012697575,0.9774963,0.000016486161,0.00535181,0.001981819,0.0012613921,0.00018825784,0.000015151447,0.0009911786],"genre_scores_gemma":[0.0009496305,0.99295855,0.0005390282,0.002233388,0.001495358,0.000023785522,0.0000049505416,0.00007607096,0.0017192287],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98973846,0.0048124767,0.0033536898,0.0003780504,0.00064810197,0.0010692334],"domain_scores_gemma":[0.9775347,0.008288071,0.01230666,0.0009292972,0.00053243147,0.00040884304],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0044063046,0.0006051111,0.0055221925,0.0005238784,0.0010787643,0.0000029929706,0.0013682356,0.00035187457,0.000120258606],"category_scores_gemma":[0.0015173943,0.0002757501,0.0007709324,0.0022974133,0.009282193,0.000045929377,0.0005860652,0.0028032642,0.000010862756],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009373739,0.000092811635,0.028811147,0.006159966,0.001535391,0.00026633198,0.001021979,0.000008110469,0.000002290963,0.0015761887,0.40227714,0.5573113],"study_design_scores_gemma":[0.00055384747,0.001452842,0.0024905615,0.009097743,0.0010152803,0.0041629644,0.0032404838,0.000002154256,8.854699e-8,0.00011048329,0.97765094,0.00022259037],"about_ca_topic_score_codex":0.0009366336,"about_ca_topic_score_gemma":0.0014759484,"teacher_disagreement_score":0.5753738,"about_ca_system_score_codex":0.0006854219,"about_ca_system_score_gemma":0.001497289,"threshold_uncertainty_score":0.9999695},"labels":[],"label_agreement":null},{"id":"W2110317899","doi":"","title":"Les Médecins de famille canadiens de l’année","year":2011,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.07888706929907079,"score_gpt":0.32939849158973583,"score_spread":0.25051142229066503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110317899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71757627,0.010988131,0.00022933772,0.005347126,0.007054131,0.0017628337,0.00028524373,0.00032152902,0.2564354],"genre_scores_gemma":[0.78992856,0.009159767,0.004705261,0.0041760816,0.002101223,0.00021634401,0.00003636026,0.00027060087,0.1894058],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9859838,0.0029924822,0.001200775,0.0008618613,0.00045777927,0.008503298],"domain_scores_gemma":[0.9934052,0.0004289257,0.00045576366,0.0010542424,0.0003384946,0.004317338],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021466487,0.0006539638,0.00068692956,0.0001782253,0.0012171459,0.000041425003,0.000976902,0.0007955265,0.0050791274],"category_scores_gemma":[0.0015110841,0.000695883,0.00019388285,0.00090688356,0.0004127967,0.00025415022,0.0003387079,0.0021356202,0.001953057],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002107653,0.00047162204,0.6397997,0.00078748865,0.00010766627,0.0009446612,0.14740458,0.00003061953,0.000017153085,0.023746397,0.104633905,0.08184541],"study_design_scores_gemma":[0.0006642051,0.000094335344,0.44103223,0.0006370334,0.00009054455,0.00004576294,0.003576627,0.000053544005,0.00009596114,0.000344533,0.55297697,0.00038823255],"about_ca_topic_score_codex":0.09172482,"about_ca_topic_score_gemma":0.050789405,"teacher_disagreement_score":0.44834307,"about_ca_system_score_codex":0.0037265206,"about_ca_system_score_gemma":0.0022455535,"threshold_uncertainty_score":0.9995492},"labels":[],"label_agreement":null},{"id":"W2110638335","doi":"10.1186/1478-4491-12-67","title":"Needs-based human resources for health planning in Jamaica: using simulation modelling to inform policy options for pharmacists in the public sector","year":2014,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"Health Canada; Pan American Health Organization","keywords":"Workforce; General partnership; Human resources; Health services research; Health care; Context (archaeology); Public health; Health policy; Pharmacy; Health administration; Business; Public sector; Essential medicines; Medicine; Economic growth; Nursing; Political science; Economics; Finance; Geography; Management","score_opus":0.2511007955904725,"score_gpt":0.5348148354339336,"score_spread":0.2837140398434611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110638335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88984686,0.0003937025,0.070548564,0.024162939,0.00024580432,0.013943101,0.00028823872,0.00023042878,0.0003403477],"genre_scores_gemma":[0.96185595,0.0000125006945,0.008402391,0.02509186,0.0015201031,0.002427466,0.0003138076,0.00013637025,0.0002395236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9925821,0.0010551314,0.002430551,0.00067376636,0.00056469406,0.0026938035],"domain_scores_gemma":[0.99379796,0.0033077765,0.0012120388,0.0006741382,0.00031586483,0.0006922378],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007749953,0.00048602239,0.0009868054,0.0018566255,0.0062643224,0.00012246254,0.0007162601,0.00032875317,0.000021611577],"category_scores_gemma":[0.00057384674,0.0004405317,0.00020575461,0.0015783384,0.0000860205,0.0002645206,0.00009406362,0.00080447365,0.000006572851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009133176,0.0002774259,0.007937213,0.005740908,0.000019350602,5.20292e-7,0.10955109,0.8448906,0.000020759902,0.023427544,0.004786455,0.0024348027],"study_design_scores_gemma":[0.0053662914,0.0012550558,0.002053068,0.00196412,0.000012110621,0.0000010821465,0.008052181,0.5860181,0.0000014320627,0.0027630145,0.39208668,0.0004268566],"about_ca_topic_score_codex":0.0028127201,"about_ca_topic_score_gemma":0.003602936,"teacher_disagreement_score":0.38730022,"about_ca_system_score_codex":0.0022149398,"about_ca_system_score_gemma":0.00096010044,"threshold_uncertainty_score":0.9998046},"labels":[],"label_agreement":null},{"id":"W2110689698","doi":"10.1503/cmaj.071823","title":"Canada increasingly reliant on foreign-trained health professionals","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Blame; Workforce; Health professionals; Human resources; Medicine; Economic growth; Workforce planning; Brain drain; Nursing; Business; Political science; Health care; Economics","score_opus":0.019359944879262698,"score_gpt":0.37995222198484047,"score_spread":0.3605922771055778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110689698","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25251555,0.00068434875,0.00012337332,0.6016384,0.008638713,0.0014743744,0.00024038748,0.0001093359,0.13457552],"genre_scores_gemma":[0.61665565,0.00010181451,0.00026193517,0.3730968,0.0038515106,0.000015373029,0.00004349539,0.000041830575,0.005931575],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9915715,0.0011871173,0.0015878197,0.00026542737,0.0030540975,0.0023340527],"domain_scores_gemma":[0.98946184,0.0018129939,0.0009906971,0.00019828106,0.00083352876,0.0067026312],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012830006,0.00022614372,0.00047286155,0.00027406993,0.0027736037,0.00002105292,0.00038716002,0.0007169638,0.0064964555],"category_scores_gemma":[0.006726993,0.00019362872,0.00007766868,0.00052609196,0.000029440744,0.00009507111,0.000029286695,0.0034429359,0.00030013805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000040063696,0.00002579969,0.06752212,0.00003732945,0.000028273405,0.0003708305,0.00046624104,0.0000014886075,3.4087677e-7,0.004452316,0.91655236,0.0105028525],"study_design_scores_gemma":[0.0010326658,0.00010568631,0.080652066,0.0012673793,0.000004876417,0.00005919071,0.0051861554,0.000029984812,0.0000011864179,0.00036398545,0.9111218,0.00017505529],"about_ca_topic_score_codex":0.920027,"about_ca_topic_score_gemma":0.99692273,"teacher_disagreement_score":0.36414012,"about_ca_system_score_codex":0.017868768,"about_ca_system_score_gemma":0.09049354,"threshold_uncertainty_score":0.9988562},"labels":[],"label_agreement":null},{"id":"W2110753631","doi":"10.1136/bmjopen-2015-008246","title":"Outcomes of the Northern Ontario School of Medicine's distributed medical education programmes: protocol for a longitudinal comparative multicohort study","year":2015,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Lakehead University; Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Protocol (science); Family medicine; Medical education; Health services research; Public health; Medical school; Alternative medicine; Nursing; Pathology","score_opus":0.3483364017034769,"score_gpt":0.6187118640596316,"score_spread":0.2703754623561547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110753631","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25909767,0.0000033875353,0.00006378725,0.0037936657,0.00036157572,0.73371905,0.000024484916,0.000021272705,0.0029150937],"genre_scores_gemma":[0.3971287,2.5262684e-8,0.00041605585,0.00023898203,0.000092335395,0.6003882,0.000034302888,0.000012062063,0.0016892941],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99608344,0.00083829375,0.0014168493,0.00029933403,0.0009707086,0.0003914004],"domain_scores_gemma":[0.9959275,0.00042191497,0.0010559389,0.00072280824,0.0014451724,0.00042667965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033481652,0.00019911543,0.0008620285,0.00004107246,0.00027409586,0.000008613851,0.0010629235,0.00014967853,0.00049341976],"category_scores_gemma":[0.0034700525,0.00011021884,0.00006566842,0.0002931888,0.00022156241,0.00012421088,0.00057058455,0.0003934866,0.00002754554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011242818,0.0013577259,0.9485815,0.0003355578,0.00008218032,5.3806644e-7,0.01490155,0.0000053644667,1.9672717e-7,0.00014923049,0.03318421,0.00027764065],"study_design_scores_gemma":[0.008981832,0.0012944335,0.9175816,0.0022095519,0.00006367084,0.0000011981933,0.047413956,0.000050765113,0.0000027961746,0.00035183705,0.021926356,0.0001219725],"about_ca_topic_score_codex":0.13065732,"about_ca_topic_score_gemma":0.63256806,"teacher_disagreement_score":0.50191075,"about_ca_system_score_codex":0.0006340133,"about_ca_system_score_gemma":0.013110829,"threshold_uncertainty_score":0.9924839},"labels":[],"label_agreement":null},{"id":"W2110847541","doi":"10.3352/jeehp.2015.12.9","title":"Challenges in shifting to an integrated curriculum in a Caribbean medical school","year":2015,"lang":"en","type":"article","venue":"Journal of Educational Evaluation for Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Caribbean region; Medical education; Computer science; Mathematics education; Medicine; Psychology; Pedagogy; Political science; Latin Americans","score_opus":0.33615750073251627,"score_gpt":0.6094517195581488,"score_spread":0.27329421882563254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110847541","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4269014,0.003590143,0.00018539107,0.55744237,0.0050541637,0.005162302,0.000028136927,0.000021375392,0.0016147114],"genre_scores_gemma":[0.97571653,0.00031785792,0.010950307,0.009315558,0.0017003795,0.001438017,0.00013506455,0.00004986273,0.0003763925],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98981905,0.004335972,0.00283284,0.00035785054,0.001778202,0.0008760912],"domain_scores_gemma":[0.99050105,0.0018110712,0.0013537105,0.0002971353,0.0034445182,0.0025925403],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02787899,0.00021688086,0.00063815154,0.0009884957,0.00044716135,0.00001029748,0.00045758957,0.00036554076,0.0009837104],"category_scores_gemma":[0.040468637,0.00018002331,0.000069426496,0.0010454745,0.000035989968,0.0004978573,0.000080151,0.001646533,0.00008583978],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0012342397,0.0045955647,0.509767,0.0014353024,0.000046559828,0.0000056009953,0.122827545,0.003228587,0.000007025461,0.0351934,0.25831085,0.063348316],"study_design_scores_gemma":[0.013045266,0.0026620913,0.40169248,0.024929957,0.000046800455,0.000040334206,0.38864875,0.014222503,0.0000016465451,0.044133663,0.10992,0.00065649423],"about_ca_topic_score_codex":0.0012739415,"about_ca_topic_score_gemma":0.019031951,"teacher_disagreement_score":0.5488152,"about_ca_system_score_codex":0.004652826,"about_ca_system_score_gemma":0.05295981,"threshold_uncertainty_score":0.99992955},"labels":[],"label_agreement":null},{"id":"W2111286420","doi":"10.1186/1475-9276-11-31","title":"Differences in health care seeking behaviour between rural and urban communities in South Africa","year":2012,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":152,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"North-West University; McMaster University; South Africa Netherlands research Programme on Alternatives in Development; Hamilton Health Sciences","keywords":"Health care; Urbanization; Health services research; Public health; Socioeconomics; Environmental health; Health policy; Rural area; Population; Population health; Rural health; Medicine; Economic growth; Nursing; Sociology","score_opus":0.21753110164895448,"score_gpt":0.5232624907650071,"score_spread":0.3057313891160526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111286420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9800604,0.008884004,0.00012855243,0.006675182,0.002307766,0.001181786,0.00025847767,0.000032834872,0.00047098636],"genre_scores_gemma":[0.99581534,0.00093011867,0.00063562253,0.0013847194,0.00088376785,0.00009976984,0.00009814494,0.000027575636,0.00012492907],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99406177,0.0014985125,0.002020197,0.00016797699,0.00062254956,0.0016289896],"domain_scores_gemma":[0.9969575,0.0011638456,0.00092538324,0.00016804824,0.00022892973,0.0005563184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00491443,0.00024124832,0.00068405905,0.0006941809,0.00071418256,0.00005238931,0.0005754034,0.000198016,0.00006597439],"category_scores_gemma":[0.0002276578,0.00022861004,0.00006524873,0.00024338673,0.00008186932,0.00042608337,0.0003707791,0.0018195511,0.000007131947],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009046795,0.000065835746,0.8037537,0.0004234034,0.000008065685,0.000002219539,0.18995969,0.000005870693,1.9863012e-7,0.0012297477,0.00028966076,0.0041711824],"study_design_scores_gemma":[0.0018655026,0.00027521703,0.7859895,0.0051886067,0.0000031004013,0.000009392253,0.1975329,0.000101338104,2.405375e-7,0.0010503951,0.007792906,0.0001908776],"about_ca_topic_score_codex":0.015064606,"about_ca_topic_score_gemma":0.014933,"teacher_disagreement_score":0.017764142,"about_ca_system_score_codex":0.0037832104,"about_ca_system_score_gemma":0.00104786,"threshold_uncertainty_score":0.9914942},"labels":[],"label_agreement":null},{"id":"W2111373060","doi":"10.36834/cmej.36571","title":"GP Surgeons’ Experiences of Training in British Columbia and Alberta: A Case Study of Enhanced Skills for Rural Primary Care Providers","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Mentorship; Medical education; Attrition; Context (archaeology); Curriculum; Medicine; Training (meteorology); Qualitative research; Continuing medical education; Nursing; Exploratory research; Psychology; Continuing education; Pedagogy","score_opus":0.020851441971898418,"score_gpt":0.38764887018894056,"score_spread":0.36679742821704214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111373060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952739,0.001096603,0.0000020139528,0.0004839668,0.0015949053,0.0011250853,0.000007968207,0.0000029426922,0.00041260663],"genre_scores_gemma":[0.9974372,0.0000512678,0.00015104873,0.001571852,0.00021338786,0.00030500157,0.000009318794,0.000011708992,0.00024924395],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9978206,0.00034459503,0.0008048139,0.00011530274,0.00030120902,0.0006134422],"domain_scores_gemma":[0.99549687,0.00050309725,0.00030505282,0.000093373026,0.0003379936,0.0032636297],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00096847897,0.00007309835,0.00032858303,0.00012245384,0.00046026436,0.000018960402,0.000113059956,0.00016944269,0.0019744325],"category_scores_gemma":[0.0047962056,0.0000962148,0.000029655233,0.0002072452,0.00011932221,0.00019319856,0.000013709329,0.00043092825,5.40216e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007226004,0.00014393582,0.19965424,0.00030305865,0.000008689353,0.000024534447,0.705661,2.135299e-7,7.1953133e-7,0.000003319965,0.0058159577,0.08837709],"study_design_scores_gemma":[0.0008644977,0.00013780646,0.04200033,0.0014522214,0.0000118321805,0.0004835867,0.9526163,0.0000024328754,5.680081e-7,0.0000146808825,0.002335799,0.00007997606],"about_ca_topic_score_codex":0.8073456,"about_ca_topic_score_gemma":0.9856083,"teacher_disagreement_score":0.24695525,"about_ca_system_score_codex":0.00047797323,"about_ca_system_score_gemma":0.03205755,"threshold_uncertainty_score":0.9989379},"labels":[],"label_agreement":null},{"id":"W2111964728","doi":"","title":"Characteristics and practice patterns of international medical graduates: how different are they from those of Canadian-trained physicians?","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"IMG; Census; Family medicine; Medicine; Medical practice; Medical education; Environmental health; Population","score_opus":0.06998569922489747,"score_gpt":0.37435184025481294,"score_spread":0.30436614102991544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111964728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97188133,0.00014238831,0.00011408279,0.022959115,0.0011396991,0.00080688496,0.0007382024,0.000024629106,0.0021936514],"genre_scores_gemma":[0.995904,0.0008976358,0.00010970156,0.0020333235,0.0004664577,0.00015281224,0.00013229389,0.000018938028,0.00028478613],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99776876,0.0002938805,0.0005616523,0.0002147251,0.000556832,0.00060417183],"domain_scores_gemma":[0.9962885,0.0019872808,0.0006830532,0.00022281596,0.0003198175,0.0004985774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010639003,0.00014595581,0.00036996746,0.00020195806,0.000110589586,0.0000074993095,0.0002525476,0.00020412881,0.000091889255],"category_scores_gemma":[0.0031768158,0.0001239386,0.00003974101,0.00012401136,0.000064236825,0.000113934875,0.00008628056,0.0003981616,0.0000033014076],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002453035,0.0001586826,0.90926176,0.00025029262,0.00010268684,0.00003849979,0.0050167283,7.596467e-8,0.000017809925,0.0010687583,0.0017699494,0.08206945],"study_design_scores_gemma":[0.0005717302,0.00001502655,0.9775406,0.0005173681,0.000033450877,0.0000011701901,0.005797545,0.000019365074,0.00004339334,0.00015790768,0.015208298,0.00009412056],"about_ca_topic_score_codex":0.08472895,"about_ca_topic_score_gemma":0.18692856,"teacher_disagreement_score":0.10219961,"about_ca_system_score_codex":0.00018724124,"about_ca_system_score_gemma":0.00010600879,"threshold_uncertainty_score":0.9213659},"labels":[],"label_agreement":null},{"id":"W2111975009","doi":"10.1093/jrs/feq047","title":"'Garang's Seeds': Influences on the Return of Sudanese-Canadian Refugee Physicians to Post-Conflict South Sudan","year":2011,"lang":"en","type":"article","venue":"Journal of Refugee Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; University of Calgary","funders":"","keywords":"Refugee; Political science; Gender studies; Socioeconomics; Geography; Sociology; Law","score_opus":0.1075023009885229,"score_gpt":0.4125246332716735,"score_spread":0.30502233228315057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2111975009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97863775,0.0026189103,0.0000011939815,0.009516867,0.0013264698,0.0007245451,0.000058526726,0.00002586047,0.0070898524],"genre_scores_gemma":[0.9889199,0.00043745016,0.00030386713,0.008373388,0.0006125773,0.000027788563,0.0000010240791,0.000038849623,0.0012851501],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959085,0.000687708,0.0014662427,0.00025499475,0.000719922,0.00096261007],"domain_scores_gemma":[0.99492806,0.0007759841,0.0014316282,0.00054000155,0.0018992292,0.0004250859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00195634,0.0003380464,0.0009639435,0.0004278664,0.0010142464,0.000009874049,0.0007686824,0.00018882936,0.00015951437],"category_scores_gemma":[0.0015448026,0.0002007011,0.00024301044,0.0006379109,0.0002835821,0.00017280826,0.00013826258,0.0010809955,0.00019419241],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025883797,0.0002977193,0.3373087,0.0011719586,0.0020824517,0.0002204476,0.55258256,0.00004807539,0.0010377826,0.016727583,0.07962651,0.0063077924],"study_design_scores_gemma":[0.0014424892,0.0041680657,0.2671539,0.008310351,0.00033533748,0.000026842836,0.25856107,0.0000035920973,0.0010992062,0.00202372,0.45621344,0.00066198275],"about_ca_topic_score_codex":0.005513668,"about_ca_topic_score_gemma":0.026038088,"teacher_disagreement_score":0.3765869,"about_ca_system_score_codex":0.00042431016,"about_ca_system_score_gemma":0.000629762,"threshold_uncertainty_score":0.9917342},"labels":[],"label_agreement":null},{"id":"W2112563309","doi":"10.12927/cjnl.2008.19691","title":"Nursing Workforce Utilization: An Examination of Facilitators and Barriers on Scope of Practice","year":2008,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Scope of practice; Nursing; Workforce; Scope (computer science); Workload; Teamwork; Job satisfaction; Work (physics); Medicine; Nurse education; Health care; Psychology; Political science","score_opus":0.36430764368290647,"score_gpt":0.4702619159297767,"score_spread":0.10595427224687021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112563309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9242945,0.0033448264,0.0006924818,0.0031751934,0.0008079978,0.0009636128,0.000014446271,0.00012713301,0.06657984],"genre_scores_gemma":[0.99661547,0.00017498103,0.0018163999,0.0005321599,0.00011007881,0.000012318725,0.000016278933,0.000030683514,0.0006916172],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99663407,0.001313015,0.0006635515,0.00034125507,0.00050364935,0.0005444603],"domain_scores_gemma":[0.9974442,0.0010088531,0.0004917091,0.00035948885,0.00039150368,0.0003042512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010043487,0.00018938826,0.00035173143,0.00020744506,0.00067013706,0.000004335636,0.00013971097,0.00030040753,0.0000955797],"category_scores_gemma":[0.0015170055,0.00019801322,0.00003513776,0.00053810765,0.000692926,0.00046109656,0.0000075937824,0.00045200178,0.000013923794],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019192762,0.00062518555,0.02620203,0.0018075036,0.000041952044,0.000014021647,0.5446727,0.0004548181,0.0005904265,0.04053135,0.005002536,0.37813815],"study_design_scores_gemma":[0.0031717038,0.002594102,0.23060831,0.03650209,0.0001645955,0.000045833785,0.7146346,0.0010505952,0.0027948394,0.0012425475,0.006466643,0.0007241638],"about_ca_topic_score_codex":0.00004972099,"about_ca_topic_score_gemma":0.0000067474343,"teacher_disagreement_score":0.37741402,"about_ca_system_score_codex":0.00036169737,"about_ca_system_score_gemma":0.00030570017,"threshold_uncertainty_score":0.8074745},"labels":[],"label_agreement":null},{"id":"W2112784999","doi":"10.5430/jnep.v5n11p42","title":"A comparison of skills competency test scores among Philippine-educated nursing students after an intensive medical-surgical course","year":2015,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Licensure; Nursing; Test (biology); Acute care; Competency assessment; Medical education; Health care","score_opus":0.1252959784408217,"score_gpt":0.5989540695254812,"score_spread":0.47365809108465956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112784999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9572918,0.0047580544,0.00003311963,0.024633497,0.0050447076,0.00040126411,0.0000035966962,0.000020009253,0.007813988],"genre_scores_gemma":[0.99453235,0.00029828853,0.0020961976,0.0015404565,0.0009968007,0.000009473995,0.000010454791,0.000023501869,0.000492504],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9953088,0.0015932603,0.0013787396,0.00020071326,0.0011427097,0.00037575388],"domain_scores_gemma":[0.9891131,0.0028305955,0.0020674,0.00023543446,0.0046884296,0.0010650286],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0027472766,0.00018589312,0.0005772252,0.00020435263,0.0003622954,0.0000360253,0.00028446584,0.00024963377,0.00027993126],"category_scores_gemma":[0.010364241,0.00015618246,0.000053387226,0.00036268163,0.00035998036,0.0009498298,0.000037596084,0.0011438766,0.000014147619],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014936985,0.019372702,0.6900938,0.00013545662,0.00006533112,0.00003299224,0.18758999,0.0000074998243,0.00001441689,0.00021019024,0.050836284,0.050147604],"study_design_scores_gemma":[0.0025339294,0.0016086997,0.46530443,0.023105364,0.00047655025,0.0014121286,0.47997987,0.00016821324,0.000014439841,0.0007573395,0.024375746,0.0002632754],"about_ca_topic_score_codex":0.00013916186,"about_ca_topic_score_gemma":0.000025326384,"teacher_disagreement_score":0.29238987,"about_ca_system_score_codex":0.00047952036,"about_ca_system_score_gemma":0.0037567704,"threshold_uncertainty_score":0.9979719},"labels":[],"label_agreement":null},{"id":"W2112941032","doi":"","title":"Who gets into medical school? Comparison of students from rural and urban backgrounds.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical school; Rural area; Family medicine; Population; Medicine; Rural population; Demography; Entrance exam; Medical education; Environmental health; Sociology","score_opus":0.04689061659470997,"score_gpt":0.43024807135880805,"score_spread":0.3833574547640981,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112941032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816128,0.0056226254,0.000011718242,0.0040381798,0.0006000963,0.0012614224,0.000015007311,0.000088874,0.006749267],"genre_scores_gemma":[0.99305034,0.0004906924,0.0003633342,0.0023671943,0.00082644564,0.00058507867,0.00002827791,0.000023706902,0.0022649367],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965927,0.00041224842,0.00093910366,0.00027729836,0.0009577911,0.0008208373],"domain_scores_gemma":[0.9975608,0.0004733954,0.000294105,0.0003361421,0.00011282976,0.0012227566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090628496,0.00018273915,0.000565472,0.00007354003,0.0003292107,0.000015815876,0.00044952278,0.00035171007,0.0006822129],"category_scores_gemma":[0.00068211526,0.00015960484,0.00004174169,0.00012744259,0.00013305346,0.00018159207,0.000389461,0.00071746553,0.00024370097],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008359911,0.00011526649,0.8746302,0.00008049329,0.000031234063,0.0000017384889,0.0033352755,5.933375e-7,0.0000010396203,0.00013073739,0.042696506,0.078893274],"study_design_scores_gemma":[0.0013376948,0.000024858853,0.8483421,0.00028044655,0.000021713555,2.8903023e-7,0.0035655664,0.00009347631,0.00001538592,0.00022987378,0.1459611,0.00012745576],"about_ca_topic_score_codex":0.0025160431,"about_ca_topic_score_gemma":0.0031557102,"teacher_disagreement_score":0.1032646,"about_ca_system_score_codex":0.0003115346,"about_ca_system_score_gemma":0.00015011274,"threshold_uncertainty_score":0.7469753},"labels":[],"label_agreement":null},{"id":"W2113236798","doi":"10.12927/hcpol.2010.21900","title":"Graduate Attributes for Master's Programs in Health Services and Policy Research: Results of a National Consultation","year":2010,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Thematic analysis; Medical education; Knowledge management; Process (computing); Computer science; Psychology; Qualitative research; Medicine; Sociology","score_opus":0.42652190091406683,"score_gpt":0.5661551283902788,"score_spread":0.13963322747621199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113236798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6857177,0.00055744854,0.000012376274,0.30357724,0.00037313535,0.0069648395,0.001399163,0.00013552993,0.0012625619],"genre_scores_gemma":[0.98883045,0.00057008903,0.0024566492,0.004978664,0.0012381661,0.0008817541,0.00046395857,0.00004445321,0.000535824],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937267,0.0013639621,0.0017882946,0.00055213616,0.0008593025,0.0017096439],"domain_scores_gemma":[0.99323344,0.0025551086,0.0007552508,0.00037000302,0.0024374502,0.00064873596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00677802,0.00023328408,0.0005627621,0.0011638546,0.000928366,0.000022082688,0.00027121502,0.00038034233,0.0000058519126],"category_scores_gemma":[0.0032028728,0.00022432335,0.000047867066,0.0019562019,0.00027129013,0.00018529288,0.00016567152,0.0013155689,0.000023337516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002598654,0.0004738914,0.13030042,0.033831295,0.000029774481,0.0000032631626,0.12677304,0.000010266993,0.00017949351,0.5933228,0.006074904,0.10640221],"study_design_scores_gemma":[0.018389814,0.003243975,0.33975762,0.012376274,0.000006939422,0.000024842931,0.059955038,0.0016606078,0.00008645467,0.21620615,0.3474899,0.0008023974],"about_ca_topic_score_codex":0.21668409,"about_ca_topic_score_gemma":0.11047061,"teacher_disagreement_score":0.37711665,"about_ca_system_score_codex":0.0007089385,"about_ca_system_score_gemma":0.006466091,"threshold_uncertainty_score":0.9991663},"labels":[],"label_agreement":null},{"id":"W2113454118","doi":"10.1111/j.1440-1800.2005.00272.x","title":"The impact of the re‐engineered world of health‐care in Canada on nursing and patient outcomes","year":2005,"lang":"en","type":"review","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Productivity; Health care; Nursing; Nursing care; Medicine; Business; Psychology; Political science; Economic growth","score_opus":0.10974387775103503,"score_gpt":0.49959508883579795,"score_spread":0.38985121108476295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113454118","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022185072,0.9878366,5.7879123e-7,0.0022166164,0.0033296708,0.002660255,0.00009500301,0.000018843753,0.0016239213],"genre_scores_gemma":[0.058674026,0.9402965,0.000066337096,0.0004221792,0.00018888844,0.000093254814,0.00003130409,0.00009551097,0.00013202205],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99400663,0.0017876474,0.0022539415,0.0003630245,0.0005689579,0.0010197964],"domain_scores_gemma":[0.9951508,0.0018437827,0.0017760771,0.0009116706,0.00013392877,0.00018371658],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055760035,0.00048825308,0.0020992793,0.000226837,0.0006447062,0.000006775974,0.0004597904,0.00026558293,0.000022091532],"category_scores_gemma":[0.000225691,0.00026017515,0.0003054753,0.0008090177,0.0002891673,0.000037658905,0.000055548226,0.0014327598,0.0000024069177],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029079136,0.000046534322,0.00097653543,0.003815984,0.000029581135,6.56279e-7,0.010507902,0.00007585851,7.689092e-9,0.0002345227,0.021778654,0.9625047],"study_design_scores_gemma":[0.00043845718,0.0002400457,0.008889137,0.3667314,0.000095148396,0.000002560285,0.020489937,0.000016644764,2.0533788e-7,0.00007323598,0.6027051,0.00031810298],"about_ca_topic_score_codex":0.2901239,"about_ca_topic_score_gemma":0.39481914,"teacher_disagreement_score":0.9621866,"about_ca_system_score_codex":0.01572291,"about_ca_system_score_gemma":0.009520081,"threshold_uncertainty_score":0.99998504},"labels":[],"label_agreement":null},{"id":"W2113519428","doi":"","title":"Rural surgery in British Columbia: is there anybody out there?","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Scope of practice; Scope (computer science); Health care; Elective surgery; Nursing; Medical emergency; Surgery","score_opus":0.06865519028956145,"score_gpt":0.3438123313392361,"score_spread":0.27515714104967465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113519428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9639545,0.0035184196,0.0000011622512,0.0018794402,0.0014467287,0.0020637463,0.000056036322,0.0002146785,0.026865263],"genre_scores_gemma":[0.94009787,0.0016351107,0.000021404456,0.0034691745,0.0003989116,0.0028612255,0.000021442898,0.000049683214,0.051445205],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962648,0.0005643889,0.000813275,0.0003403144,0.00036679106,0.0016504227],"domain_scores_gemma":[0.9981898,0.0006742686,0.00022716864,0.0004192995,0.00012132463,0.0003681086],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009777119,0.0001496193,0.0005311799,0.000061882056,0.0007353335,0.000035274075,0.00025101652,0.00035824993,0.0019545967],"category_scores_gemma":[0.00033271607,0.00021530289,0.00010989858,0.0003734908,0.00011518963,0.00018844167,0.00011728783,0.00071433163,0.0005615724],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000125962615,0.00005357463,0.74407184,0.000088236084,0.000009275509,0.00011593294,0.00081567693,2.3528665e-7,1.3419644e-7,0.0000045380184,0.23570979,0.019118143],"study_design_scores_gemma":[0.00050172815,0.000006268721,0.89544964,0.00027311852,0.0000053861513,0.000014882962,0.0017300738,0.0000040185596,9.552969e-7,0.00028116736,0.1015446,0.0001881785],"about_ca_topic_score_codex":0.09935981,"about_ca_topic_score_gemma":0.30037,"teacher_disagreement_score":0.2010102,"about_ca_system_score_codex":0.00038764297,"about_ca_system_score_gemma":0.00027520917,"threshold_uncertainty_score":0.99895775},"labels":[],"label_agreement":null},{"id":"W2113759881","doi":"10.7748/ns.28.51.7.s2","title":"RCN head of policy says costs of nurse training pilot are prohibitive","year":2014,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Head nurse; Quarter (Canadian coin); Nursing; Set (abstract data type); Psychology; Training (meteorology); Medicine; Computer science; History","score_opus":0.07511804196044697,"score_gpt":0.477994329401797,"score_spread":0.40287628744135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113759881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68337035,0.0004752751,0.0024798017,0.0069973487,0.0013979214,0.0019156268,0.0005568286,0.00023530138,0.30257154],"genre_scores_gemma":[0.9963743,0.000017702172,0.0020389734,0.0004300903,0.00045068152,0.000031422096,0.000016270757,0.000051185863,0.0005893542],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9964803,0.000737609,0.0009415484,0.00033444416,0.00060543814,0.0009006941],"domain_scores_gemma":[0.99707717,0.0007029761,0.0008159646,0.00044360018,0.00069132756,0.00026895525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011398301,0.0002355501,0.00079870207,0.00022728048,0.0004533038,0.0000052134264,0.00021426918,0.00020505636,0.00014569642],"category_scores_gemma":[0.001267853,0.00022391089,0.00008345963,0.0005247042,0.00038287832,0.00010024676,0.000024652561,0.0005243893,0.000025258507],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0065849368,0.00083016837,0.054407444,0.0027136726,0.00009824206,0.000008754345,0.17221244,0.00010818072,0.0023923006,0.33224782,0.058101274,0.37029475],"study_design_scores_gemma":[0.02420219,0.017762486,0.116685435,0.21719056,0.00037653197,0.000027191183,0.41796452,0.0008436568,0.009451619,0.06807376,0.12518704,0.002235031],"about_ca_topic_score_codex":0.0006983376,"about_ca_topic_score_gemma":0.0003477664,"teacher_disagreement_score":0.36805972,"about_ca_system_score_codex":0.0010163198,"about_ca_system_score_gemma":0.0009811566,"threshold_uncertainty_score":0.9130821},"labels":[],"label_agreement":null},{"id":"W2113833587","doi":"10.1186/1478-4491-4-20","title":"The importance of human resources management in health care: a global context","year":2006,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":458,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Health care; HRHIS; Human resource management; Health administration; Human resources; Context (archaeology); Business; Health services research; Health policy; Environmental resource management; Human services; Public health; Medicine; Nursing; Knowledge management; Economic growth; Computer science; Management; Economics; Geography","score_opus":0.03700989685624121,"score_gpt":0.43865118385207846,"score_spread":0.40164128699583723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113833587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9258126,0.026055064,0.00002530632,0.013364746,0.0003771606,0.007004459,0.00022131168,0.00023317842,0.026906155],"genre_scores_gemma":[0.98618937,0.00044214982,0.0004790541,0.0067406567,0.00051076716,0.0007844466,0.00012457083,0.000076042175,0.0046529234],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99176115,0.0011911493,0.0032406338,0.0007561218,0.000735492,0.0023154572],"domain_scores_gemma":[0.9957009,0.0004989098,0.0021476236,0.0010447743,0.00020956321,0.00039821118],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0032248185,0.00043113568,0.0010281389,0.00017800574,0.0048362664,0.000033780558,0.0008463264,0.00022831297,0.00006798098],"category_scores_gemma":[0.000049200575,0.00035178807,0.00019702686,0.0006524442,0.0003413287,0.000075615724,0.0002558315,0.00061204005,0.00002390944],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006775446,0.0003451408,0.4105963,0.010517159,0.00006858998,0.0000122349165,0.0300425,0.00007155405,0.0000031586644,0.32855996,0.20712203,0.011983818],"study_design_scores_gemma":[0.0028833481,0.00086239015,0.16985969,0.0016363703,0.000010678644,0.0000014168351,0.04243206,0.000014755348,0.0000010959975,0.0073894225,0.77463603,0.00027271357],"about_ca_topic_score_codex":0.030312194,"about_ca_topic_score_gemma":0.20738688,"teacher_disagreement_score":0.567514,"about_ca_system_score_codex":0.00242497,"about_ca_system_score_gemma":0.00039183733,"threshold_uncertainty_score":0.9998934},"labels":[],"label_agreement":null},{"id":"W2113850374","doi":"10.1016/j.healthplace.2010.06.011","title":"The distribution of GPs in Ireland in relation to deprivation","year":2010,"lang":"en","type":"article","venue":"Health & Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity College","funders":"Economic and Social Research Institute; Irish College of General Practitioners","keywords":"Geography; Distribution (mathematics); Global Positioning System; Incentive; Socioeconomics; Rural area; Travel time; Service (business); Demography; Demographic economics; Medicine; Transport engineering; Sociology; Economics; Economy; Computer science","score_opus":0.028022715780372354,"score_gpt":0.4179955540566918,"score_spread":0.38997283827631946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113850374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97238487,0.00019407527,0.00020600643,0.023739712,0.0007495664,0.0016415623,0.000018139466,0.000033683536,0.0010323767],"genre_scores_gemma":[0.9978328,0.00016925647,0.0003125718,0.0009801382,0.00008327521,0.00013602202,0.0000805334,0.000011216707,0.00039423184],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99744076,0.00056045863,0.00095113576,0.00020442838,0.00023575829,0.00060747785],"domain_scores_gemma":[0.99801564,0.0010700488,0.00033215067,0.00031579987,0.00009994478,0.00016644206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030111186,0.00009700383,0.00021621854,0.000086067594,0.00044758414,0.0000040352197,0.0001400222,0.00021428763,0.000032035325],"category_scores_gemma":[0.0011119506,0.00007872339,0.000016160455,0.0006632078,0.000029188648,0.00009024991,0.00005293684,0.0009426628,0.00010932925],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003430941,0.000060576287,0.9470179,0.00028970244,0.0000012868868,0.000001087309,0.005568713,0.00037184966,0.00006568307,0.024607284,0.013026963,0.008645829],"study_design_scores_gemma":[0.0006393993,0.00007394165,0.8908792,0.0004721614,8.208346e-7,6.4201896e-7,0.0010621913,0.0008816394,0.000008108334,0.0008554218,0.10506154,0.00006491073],"about_ca_topic_score_codex":0.0065746508,"about_ca_topic_score_gemma":0.062056042,"teacher_disagreement_score":0.09203457,"about_ca_system_score_codex":0.0005438212,"about_ca_system_score_gemma":0.00055893435,"threshold_uncertainty_score":0.9938949},"labels":[],"label_agreement":null},{"id":"W2113895767","doi":"10.1016/j.healthpol.2011.11.009","title":"Eliminating the shortage of registered nurses in Canada: An exercise in applied needs-based planning","year":2011,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":89,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Canadian Nurses Association; McMaster University; Dalhousie University","funders":"","keywords":"Economic shortage; Nursing; Nursing shortage; Medicine; Business; Nurse education","score_opus":0.1690834509481286,"score_gpt":0.4747867064320237,"score_spread":0.3057032554838951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113895767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9648483,0.0008024463,0.000011833433,0.005441349,0.00053666736,0.003105623,0.00005315552,0.00006801209,0.02513266],"genre_scores_gemma":[0.9908647,0.000067959794,0.0004635847,0.007891986,0.00011932289,0.000308071,0.000023111801,0.00004129645,0.0002199943],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956593,0.0006935216,0.0015526393,0.00029591992,0.0003499218,0.0014486774],"domain_scores_gemma":[0.99762386,0.00048246016,0.0007566022,0.000693118,0.00006640484,0.0003775807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014608245,0.00023109648,0.0006373771,0.00048424755,0.0004007242,0.0000029992457,0.0004403874,0.00015756568,0.000087830726],"category_scores_gemma":[0.00021440763,0.00019179199,0.000027387423,0.0012036683,0.000077198994,0.00006592551,0.00006893655,0.00080555107,0.000008660053],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008291909,0.00026290302,0.6735137,0.004547254,0.0000060092743,0.000032846903,0.25695255,0.00065127446,0.000016555203,0.018527748,0.006123029,0.038536925],"study_design_scores_gemma":[0.0025328558,0.00022789628,0.7775472,0.008628562,0.0000088597435,0.0000014141928,0.19671299,0.002036114,0.00006118093,0.00070119527,0.01112234,0.00041942688],"about_ca_topic_score_codex":0.9906696,"about_ca_topic_score_gemma":0.9664113,"teacher_disagreement_score":0.10403346,"about_ca_system_score_codex":0.0023695147,"about_ca_system_score_gemma":0.012932579,"threshold_uncertainty_score":0.9926632},"labels":[],"label_agreement":null},{"id":"W2113918147","doi":"10.22605/rrh1238","title":"Personal characteristics and experiences of long-term allied health professionals in rural and northern British Columbia","year":2009,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"University of Manitoba","keywords":"Snowball sampling; Thematic analysis; Rural health; Rural area; Nursing; Qualitative research; Audit; Medicine; Health care; Medical education; Psychology; Sociology; Political science","score_opus":0.02208150283759349,"score_gpt":0.37670591034742973,"score_spread":0.35462440750983626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113918147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9806306,0.009368317,0.0000050314065,0.008132435,0.000310937,0.0013738751,0.000049202405,0.000046566576,0.00008308403],"genre_scores_gemma":[0.98310053,0.00909118,0.00029737863,0.006227362,0.00016296876,0.000011834379,0.00006274826,0.000017197532,0.0010288105],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99674135,0.0005519111,0.0011133655,0.00034742992,0.00028426183,0.0009617037],"domain_scores_gemma":[0.99835545,0.00016514029,0.00060173665,0.00014145563,0.00010109568,0.0006351261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000859575,0.00020114085,0.00082855084,0.000060989125,0.0010547293,0.000040275347,0.00010101828,0.00021182922,0.00009199596],"category_scores_gemma":[0.000054520737,0.00021597162,0.00003131364,0.00019488028,0.00020657964,0.00014176297,0.00008948935,0.00055432314,0.0000028023328],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010599362,0.00010464365,0.42589822,0.0016325077,0.0000060452717,0.000014063457,0.05618383,2.1381714e-8,0.0000062849817,0.000023878802,0.0008398519,0.51518464],"study_design_scores_gemma":[0.000990531,0.0006067203,0.94216317,0.006365143,0.0000032491075,0.000058626436,0.04910868,0.00014680561,3.663713e-7,0.00016210353,0.00020267682,0.0001919282],"about_ca_topic_score_codex":0.04316321,"about_ca_topic_score_gemma":0.092722416,"teacher_disagreement_score":0.516265,"about_ca_system_score_codex":0.00017340074,"about_ca_system_score_gemma":0.00066317833,"threshold_uncertainty_score":0.96320844},"labels":[],"label_agreement":null},{"id":"W2114207080","doi":"10.15171/ijhpm.2014.53","title":"The dilemma of physician shortage and international recruitment in Canada","year":2014,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Dilemma; Health care; Scope (computer science); Excellence; Livelihood; Public relations; Economic shortage; Political science; Medicine; Economic growth; Business; Government (linguistics); Law; Economics","score_opus":0.07460608482866218,"score_gpt":0.4695827227417931,"score_spread":0.39497663791313087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114207080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.625755,0.0028554806,0.00047571486,0.3271651,0.0066598337,0.0020781842,0.000060845498,0.000013314873,0.03493651],"genre_scores_gemma":[0.9805494,0.007842451,0.00025350178,0.010433507,0.00044830883,0.00002671536,0.0000035368323,0.000007934026,0.00043465142],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99770355,0.0003364932,0.0010668335,0.00010913482,0.00047252947,0.00031143968],"domain_scores_gemma":[0.9983266,0.00041388138,0.0008191216,0.00010313456,0.00021233495,0.00012492592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015949431,0.000096950556,0.00023628864,0.00018838857,0.0001856774,0.000012180163,0.00032893303,0.000026667523,0.000012658911],"category_scores_gemma":[0.00012323893,0.000070611,0.000025570422,0.00008885133,0.000045810048,0.00009058677,0.00018465357,0.00023517506,0.0000011205693],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024936255,0.00007239822,0.04778984,0.0003364382,0.00021060303,0.000021229484,0.0016773444,0.00014004165,0.0000024387411,0.32551453,0.014487716,0.6094981],"study_design_scores_gemma":[0.0010997709,0.0000959179,0.16098332,0.0008644642,0.0000058959195,0.0000070968326,0.0030603325,0.00028206097,0.0000015495775,0.005278595,0.8282574,0.00006361504],"about_ca_topic_score_codex":0.45443872,"about_ca_topic_score_gemma":0.44608876,"teacher_disagreement_score":0.81376964,"about_ca_system_score_codex":0.0010834453,"about_ca_system_score_gemma":0.0007064501,"threshold_uncertainty_score":0.56401867},"labels":[],"label_agreement":null},{"id":"W2114561279","doi":"10.1016/j.aogh.2015.02.707","title":"Stillbirth inequalities among American Indians and Alaska Natives, 2003-2012","year":2015,"lang":"en","type":"article","venue":"Annals of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Children's & Women's Health Centre of British Columbia","funders":"","keywords":"General partnership; Triage; Capacity building; Medical education; Tel aviv; Medicine; Nursing; Business; Political science; Medical emergency; Computer science","score_opus":0.11886492799621841,"score_gpt":0.4962774265030424,"score_spread":0.377412498506824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114561279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9537997,0.008961764,0.00007349814,0.016182778,0.0007423133,0.0013397927,0.0007617951,0.00018852674,0.017949777],"genre_scores_gemma":[0.9805666,0.0025827978,0.0008504337,0.014224606,0.00026707113,0.000056875637,0.000052483763,0.000030643914,0.0013684835],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9945867,0.0014588938,0.0012717926,0.00044824448,0.00066370243,0.0015706882],"domain_scores_gemma":[0.9953664,0.00026772046,0.0011844165,0.0004447054,0.0011572506,0.0015794932],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002217505,0.00032835553,0.0010011691,0.00010273492,0.0004741431,0.000011460242,0.00028762876,0.00018474777,0.00006883102],"category_scores_gemma":[0.00075513846,0.00030246488,0.000052880907,0.0012927372,0.00064555136,0.00036977782,0.00021578657,0.0004977414,0.000096954216],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021131834,0.00010869912,0.65807587,0.0005923147,0.000037187772,0.0000047840244,0.00924168,0.0000076365195,1.15396645e-7,0.021695476,0.29486528,0.015159656],"study_design_scores_gemma":[0.0011306191,0.0017415666,0.72630316,0.0011352452,0.000010310511,0.0000050026383,0.050368164,0.000042291427,0.0000035500468,0.0055302614,0.2133466,0.00038324558],"about_ca_topic_score_codex":0.040708,"about_ca_topic_score_gemma":0.013235937,"teacher_disagreement_score":0.081518665,"about_ca_system_score_codex":0.00044408935,"about_ca_system_score_gemma":0.0029945585,"threshold_uncertainty_score":0.9999427},"labels":[],"label_agreement":null},{"id":"W2114717777","doi":"10.12927/cjnl.2006.18045","title":"A Focus on Nursing Human Resources","year":2006,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Nursing; Focus (optics); Nursing research; Psychology; Medicine","score_opus":0.27254402431377295,"score_gpt":0.4542845403202058,"score_spread":0.18174051600643287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114717777","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39524257,0.0014755172,0.000088301145,0.043266635,0.0014600488,0.00087563606,0.0000067902397,0.0007825389,0.556802],"genre_scores_gemma":[0.9785178,0.0000021532599,0.00043131603,0.0018346322,0.0021912532,0.00004082998,0.000022387349,0.00007955128,0.016880078],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9959442,0.00072160835,0.00066206354,0.0005188859,0.00053230335,0.0016209453],"domain_scores_gemma":[0.9983864,0.0004737262,0.000273759,0.0005332805,0.00009907476,0.00023378154],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00057243824,0.00030549723,0.0003796402,0.00023170175,0.0020713308,0.000029988523,0.00030044396,0.00044194068,0.000399289],"category_scores_gemma":[0.000080743346,0.0003000215,0.00010040378,0.00042488813,0.00034734522,0.00010767584,0.000011016427,0.0011477119,0.0010187511],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007147474,0.0013075124,0.02701741,0.00062905514,0.000024103627,0.000058478992,0.0667978,0.00014012199,0.0015103976,0.25677842,0.5797124,0.06530957],"study_design_scores_gemma":[0.006961089,0.001835349,0.21975157,0.08489138,0.00022205904,0.000031523257,0.24548115,0.0002601184,0.0015268291,0.27251273,0.16412567,0.0024005387],"about_ca_topic_score_codex":0.0008494907,"about_ca_topic_score_gemma":0.0002030292,"teacher_disagreement_score":0.58327526,"about_ca_system_score_codex":0.0012230166,"about_ca_system_score_gemma":0.00011263726,"threshold_uncertainty_score":0.99994516},"labels":[],"label_agreement":null},{"id":"W2114878600","doi":"10.1590/s1726-46342011000200023","title":"Profesionales de la salud para el nuevo siglo: transformando la educación para fortalecer los sistemas de salud en un mundo interdependiente","year":2011,"lang":"es","type":"article","venue":"Revista Peruana de Medicina Experimental y Salud Pública","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":102,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Public health; China; Library science; Beijing; Political science; Medicine; Nursing; Law","score_opus":0.04529582475833111,"score_gpt":0.4320316605135364,"score_spread":0.3867358357552053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114878600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87207794,0.07456578,0.00057002844,0.0037679174,0.0013204208,0.006035875,0.00035110582,0.00061130535,0.04069962],"genre_scores_gemma":[0.977525,0.009104198,0.0035782794,0.0036206802,0.0015698873,0.0014635521,0.0002907655,0.00041306668,0.0024345787],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98217595,0.0077496306,0.0030419705,0.0016448465,0.0015935268,0.003794064],"domain_scores_gemma":[0.99147403,0.0028806385,0.0011250371,0.0016776718,0.00027197617,0.0025706321],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.005765644,0.0016780418,0.0023277658,0.0006353643,0.0016757353,0.00019804541,0.0017844482,0.0017709365,0.006280091],"category_scores_gemma":[0.0007083117,0.0015363203,0.0008270891,0.0009646961,0.0014542701,0.00058137166,0.00062041834,0.003333545,0.00072472624],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010094512,0.011912546,0.3177915,0.024166668,0.002262418,0.0028284576,0.35072294,0.00000867525,0.026445061,0.14568512,0.094290435,0.013791689],"study_design_scores_gemma":[0.012616672,0.0034422206,0.11636332,0.038529694,0.0015895895,0.0016544516,0.111777954,0.0007846263,0.01414851,0.0010440085,0.69454974,0.0034992336],"about_ca_topic_score_codex":0.0026252582,"about_ca_topic_score_gemma":0.0001347218,"teacher_disagreement_score":0.6002593,"about_ca_system_score_codex":0.0034534542,"about_ca_system_score_gemma":0.002701684,"threshold_uncertainty_score":0.99962395},"labels":[],"label_agreement":null},{"id":"W2115167439","doi":"10.12927/hcpol.2008.20264","title":"\"Mind the Gap\": Seven Key Issues in Aligning Medical Education and Healthcare Policy","year":2008,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Key (lock); Health care; Psychology; Healthcare policy; Political science; Medical education; Computer science; Health policy; Medicine; Computer security; Health care reform","score_opus":0.07915372778665616,"score_gpt":0.5066492976445159,"score_spread":0.42749556985785975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115167439","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36556125,0.012067166,0.000004621733,0.6144261,0.0006394093,0.0017642516,0.000039885097,0.00013511328,0.00536224],"genre_scores_gemma":[0.8929654,0.012991874,0.00045174808,0.08319471,0.0048934505,0.00046241528,0.00006615632,0.00008280251,0.0048914575],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917876,0.0027012918,0.0015792223,0.0007407775,0.0010309058,0.002160173],"domain_scores_gemma":[0.99583745,0.0008193662,0.0004791984,0.00087228214,0.00044237694,0.0015493472],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001871194,0.00044906337,0.00075650425,0.0007292168,0.002410941,0.000019760051,0.0005640908,0.00085091125,0.00024289958],"category_scores_gemma":[0.0029959776,0.00036128782,0.00008084445,0.0018444422,0.00037104942,0.0002248542,0.00035576758,0.002041305,0.0003510176],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016075584,0.00027181837,0.47287512,0.0024816678,0.000022458595,0.00006572991,0.18302406,0.000003460188,0.0000038817843,0.14851202,0.06420888,0.12837014],"study_design_scores_gemma":[0.0017031273,0.00036111713,0.22830729,0.004934665,0.000011281158,0.00040524304,0.03820886,0.00018297466,0.000010996066,0.0137159955,0.7114584,0.0007000427],"about_ca_topic_score_codex":0.40572894,"about_ca_topic_score_gemma":0.056329712,"teacher_disagreement_score":0.6472495,"about_ca_system_score_codex":0.0016980182,"about_ca_system_score_gemma":0.021437332,"threshold_uncertainty_score":0.9998839},"labels":[],"label_agreement":null},{"id":"W2115498610","doi":"10.12927/cjnl.2006.18046","title":"Nursing Human Resources: What Do We Know?","year":2006,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Workforce; Attrition; Productivity; Nursing; Demographics; Distribution (mathematics); Human resources; Nurse education; Health human resources; Psychology; Medicine; Political science; Sociology; Economic growth; Economics; Demography","score_opus":0.24422139020009262,"score_gpt":0.4495439722933918,"score_spread":0.2053225820932992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115498610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28609544,0.2512687,0.0003729383,0.17493215,0.009808947,0.002994355,0.000014369066,0.002434713,0.27207837],"genre_scores_gemma":[0.9632996,0.0007111462,0.0009633866,0.0019542126,0.0036999257,0.00006243792,0.000046522262,0.00014845887,0.02911433],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946808,0.0009585867,0.0009356569,0.0006772947,0.00063413335,0.002113519],"domain_scores_gemma":[0.99785495,0.00050441147,0.00037815422,0.00073721603,0.00017949368,0.00034576785],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007995187,0.00040228126,0.0005126851,0.00027018267,0.0024278148,0.00013858189,0.00044680064,0.0006469999,0.0008136027],"category_scores_gemma":[0.00006620339,0.0004087975,0.00013782465,0.0006188111,0.00052494666,0.00056230975,0.000023100147,0.0013990701,0.0011630215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003142563,0.00085261854,0.011282324,0.0014017728,0.000026838381,0.000045943798,0.12785716,0.000102640646,0.0009244541,0.07085306,0.41240728,0.37393162],"study_design_scores_gemma":[0.0016207985,0.00021190938,0.0071696364,0.11237445,0.00008621809,0.000014883945,0.37314412,0.00007419034,0.00012856061,0.04399433,0.4604147,0.0007661762],"about_ca_topic_score_codex":0.00036052562,"about_ca_topic_score_gemma":0.00013899959,"teacher_disagreement_score":0.67720413,"about_ca_system_score_codex":0.0015193085,"about_ca_system_score_gemma":0.00018152187,"threshold_uncertainty_score":0.9998364},"labels":[],"label_agreement":null},{"id":"W2115748016","doi":"10.1002/j.0022-0337.2012.76.5.tb05288.x","title":"How Do Dentists Perceive Poverty and People on Social Assistance? A Qualitative Study Conducted in Montreal, Canada","year":2012,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University; Université de Montréal; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Poverty; Qualitative research; Perspective (graphical); Individualism; Empathy; Social work; Psychology; Distress; Sociology; Social psychology; Political science; Social science; Clinical psychology","score_opus":0.04388503124488339,"score_gpt":0.4585448358933894,"score_spread":0.414659804648506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115748016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928876,0.0007868225,9.431547e-7,0.0023488582,0.0025795246,0.0005501074,0.000019381903,0.0000038505327,0.0008229008],"genre_scores_gemma":[0.9968413,0.000048634236,0.00004280017,0.0006976881,0.00050850725,0.000026781701,0.0000080941,0.000011766483,0.0018144099],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99751616,0.0010115859,0.00052925694,0.00011694814,0.00046390414,0.00036214522],"domain_scores_gemma":[0.99844855,0.00029500472,0.0006672222,0.000079806356,0.0002757258,0.00023370884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070288335,0.00012814297,0.00031842233,0.00012572919,0.00032999247,0.000024681687,0.0000953512,0.00008499931,0.00012607449],"category_scores_gemma":[0.00024067842,0.00010902093,0.000029986952,0.00024131763,0.000019810373,0.0004166913,0.000024619749,0.00050548534,0.000008497402],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024091027,0.0009018136,0.57036513,0.0000786397,0.00002823257,0.0000051778275,0.3128532,2.5295597e-7,0.00002959993,0.0001241741,0.11406762,0.0013052844],"study_design_scores_gemma":[0.0005844942,0.00007683282,0.5198567,0.00013078547,0.000014912047,0.000008159696,0.47819698,4.665075e-7,0.0000014799913,0.000040077844,0.0010368931,0.000052197975],"about_ca_topic_score_codex":0.31613082,"about_ca_topic_score_gemma":0.86089224,"teacher_disagreement_score":0.5447614,"about_ca_system_score_codex":0.0018895622,"about_ca_system_score_gemma":0.0014188781,"threshold_uncertainty_score":0.6884231},"labels":[],"label_agreement":null},{"id":"W2116153771","doi":"10.22605/rrh622","title":"The development of the Canadian Rural Health Research Society: creating capacity through connection","year":2007,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Connection (principal bundle); Capacity development; Rural area; Economic growth; Engineering ethics; Political science; Public relations; Medicine; Environmental planning; Geography; Engineering","score_opus":0.17230259350640428,"score_gpt":0.4834127525565678,"score_spread":0.3111101590501635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116153771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8853583,0.003914218,0.00021683387,0.09568499,0.0014826102,0.0028085732,0.000018344617,0.0000729366,0.01044325],"genre_scores_gemma":[0.9838214,0.0018286539,0.0053565283,0.006621738,0.00038297096,0.0000084683215,0.000012396321,0.000025630372,0.001942236],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99437606,0.0013635997,0.0012178255,0.00022688744,0.0007000731,0.0021155747],"domain_scores_gemma":[0.99688876,0.0011375651,0.0005184545,0.00036650698,0.00039752215,0.0006911857],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.012634841,0.00017864506,0.00035894627,0.000052036317,0.0204864,0.00002138942,0.00026823583,0.00023322059,0.000019741852],"category_scores_gemma":[0.00027866464,0.000099791774,0.00007166425,0.00067182496,0.00040296186,0.00008050617,0.00014995539,0.0015583301,0.000019381683],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018695318,0.000059634433,0.045193687,0.0030566205,0.00007692548,9.103673e-7,0.2868091,0.000006977107,0.00005338213,0.030259734,0.044367455,0.5899286],"study_design_scores_gemma":[0.00097656227,0.00031239906,0.3076233,0.004637745,0.0000051375746,0.000015260994,0.23701702,0.00039074887,0.0000836477,0.0062972964,0.44235775,0.00028312329],"about_ca_topic_score_codex":0.75295854,"about_ca_topic_score_gemma":0.92576253,"teacher_disagreement_score":0.5896455,"about_ca_system_score_codex":0.0030607295,"about_ca_system_score_gemma":0.0070115705,"threshold_uncertainty_score":0.99861777},"labels":[],"label_agreement":null},{"id":"W2116257190","doi":"","title":"Barriers to patient care in southwestern Ontario rural emergency departments: physician perceptions.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Family medicine; Medicine; Likert scale; Emergency department; Crowding; Nursing; Psychology","score_opus":0.027764852090149623,"score_gpt":0.3449085930442024,"score_spread":0.3171437409540528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116257190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9768792,0.00033248117,0.000003042931,0.0003391352,0.002754301,0.0033510227,0.00004412364,0.000090811576,0.016205885],"genre_scores_gemma":[0.98692644,0.000014322082,0.00006784036,0.0028172692,0.0003408102,0.0075160866,0.00005633709,0.000031911342,0.002229015],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99679476,0.00031129218,0.0006177875,0.00023197936,0.0003016538,0.0017425007],"domain_scores_gemma":[0.9981165,0.000031655334,0.00013091942,0.0003548831,0.000103675884,0.0012623698],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025423014,0.00021207405,0.00026547932,0.0001229532,0.00049509533,0.0000056239046,0.00017701578,0.00014981593,0.0014529333],"category_scores_gemma":[0.00008557122,0.00020236493,0.00006850518,0.00030784996,0.00001751617,0.0002549951,0.00010976603,0.00042007674,0.0010566814],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048098937,0.000035860838,0.88957137,0.00004952347,0.000006921671,8.544944e-7,0.08492392,0.000008651689,0.0000011344745,0.00003708705,0.0037557997,0.021560788],"study_design_scores_gemma":[0.00034294813,0.00003964339,0.8660601,0.000046631307,0.000011626311,1.8608607e-7,0.06712162,3.6479796e-7,0.0000027453814,0.0000223579,0.066173285,0.00017849842],"about_ca_topic_score_codex":0.026273075,"about_ca_topic_score_gemma":0.27778164,"teacher_disagreement_score":0.25150856,"about_ca_system_score_codex":0.002340409,"about_ca_system_score_gemma":0.00018165022,"threshold_uncertainty_score":0.9997211},"labels":[],"label_agreement":null},{"id":"W2116328851","doi":"10.12927/cjnl.2015.24223","title":"Financial Recruitment Incentive Programs for Nursing Personnel in Canada","year":2015,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Incentive; Workforce; Business; Government (linguistics); Incentive program; Finance; Mentorship; Workforce development; Nursing; Public relations; Medicine; Medical education; Political science; Economic growth; Economics","score_opus":0.5836934647454011,"score_gpt":0.4691636616928976,"score_spread":0.11452980305250349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116328851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89032465,0.0043953066,0.00084954925,0.051272754,0.013773616,0.014515257,0.00005348207,0.00032504668,0.02449033],"genre_scores_gemma":[0.9929495,0.0000044073045,0.0023470512,0.0019561492,0.0006791828,0.0007586354,0.00006263904,0.000046810306,0.0011956175],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9963845,0.0004564802,0.0005821234,0.00044787372,0.00044469,0.001684324],"domain_scores_gemma":[0.9985879,0.000302125,0.00022067006,0.00026142268,0.00024530588,0.00038255236],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000783271,0.0002460111,0.00040241765,0.00010166569,0.0004923161,0.000012667312,0.00022900796,0.00025024763,0.000025015965],"category_scores_gemma":[0.00046436372,0.00025433558,0.000052726293,0.00041713624,0.00012784496,0.00013070513,0.000012135174,0.0006812953,0.000034009394],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0018672424,0.00062842993,0.09997266,0.00085643923,0.00001684995,0.00003582625,0.29869366,0.00009761955,0.000011386014,0.0060044043,0.19572528,0.3960902],"study_design_scores_gemma":[0.0048730327,0.0004311797,0.014767137,0.019293334,0.000043413092,0.0000039219585,0.9099681,0.0012428998,0.00003527227,0.0061179884,0.042630304,0.0005934667],"about_ca_topic_score_codex":0.4025073,"about_ca_topic_score_gemma":0.74395484,"teacher_disagreement_score":0.6112744,"about_ca_system_score_codex":0.014329846,"about_ca_system_score_gemma":0.0073065627,"threshold_uncertainty_score":0.9999909},"labels":[],"label_agreement":null},{"id":"W2116812741","doi":"","title":"Validation of a large-scale clinical examination for international medical graduates.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Objective structured clinical examination; Family medicine; Scale (ratio); Test (biology); Rating scale; Physical examination; Educational measurement; Psychology; Medical education; Curriculum; Surgery","score_opus":0.13097154095824726,"score_gpt":0.48180005635291207,"score_spread":0.3508285153946648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116812741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9688737,0.00017278083,0.0041340203,0.0044756755,0.008600126,0.0029037683,0.00007617789,0.00010269224,0.010661082],"genre_scores_gemma":[0.9910134,0.000081934304,0.0009950169,0.0009100598,0.0019422068,0.0029455852,0.00018499672,0.000017403216,0.0019093605],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971171,0.0005210501,0.0009790411,0.00017043676,0.0005269058,0.0006854419],"domain_scores_gemma":[0.9974137,0.0011898013,0.00039561442,0.00017589849,0.00045386064,0.0003711293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007962183,0.00008985793,0.00023906912,0.00007874068,0.00015998828,0.0000029842336,0.00021518991,0.0002979594,0.00037110577],"category_scores_gemma":[0.0048221597,0.00008049059,0.00008268121,0.00013576048,0.000050146886,0.00021242369,0.00009546922,0.00027592437,0.000055770248],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009784404,0.0004154697,0.8091,0.00018870295,0.000030831387,1.8644832e-7,0.0012977987,6.6984103e-7,0.0000013025377,0.0046627596,0.031325415,0.15287904],"study_design_scores_gemma":[0.0014775813,0.000021016127,0.8429524,0.00007096658,0.0000209015,4.4806515e-7,0.00071205973,0.00029009805,0.00010231815,0.00041568495,0.15385513,0.00008143282],"about_ca_topic_score_codex":0.00002684224,"about_ca_topic_score_gemma":0.000037506416,"teacher_disagreement_score":0.15279761,"about_ca_system_score_codex":0.00013927816,"about_ca_system_score_gemma":0.00008521907,"threshold_uncertainty_score":0.5772924},"labels":[],"label_agreement":null},{"id":"W2116935549","doi":"10.1503/cmaj.091404","title":"Doctors within borders: meeting the health care needs of migrant farm workers in Canada","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Farm workers; Migrant workers; Medicine; Health care; Family medicine; Nursing; Gerontology; Political science; History; Economic growth; Law; Archaeology; Agriculture","score_opus":0.02274275025823159,"score_gpt":0.3382026679368291,"score_spread":0.31545991767859755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116935549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9331067,0.0021409083,0.0000055696387,0.048790313,0.0033101896,0.00060031016,0.000048739304,0.000014474624,0.011982791],"genre_scores_gemma":[0.976315,0.000117181975,0.00011004298,0.02278525,0.0004532063,0.000015941958,0.0000070706383,0.000018861929,0.00017740806],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9946204,0.0013506397,0.001449358,0.00011493155,0.001286584,0.0011780944],"domain_scores_gemma":[0.99600804,0.00055773236,0.0010473937,0.00015709517,0.00047187737,0.0017578516],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040740715,0.00014758616,0.0003891327,0.000215981,0.0008825841,0.000008358083,0.00042767398,0.00030393098,0.0013900901],"category_scores_gemma":[0.0019280465,0.00011110245,0.000058787384,0.00076410704,0.000043605305,0.00005491523,0.000026853304,0.0022153237,0.000015017081],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015422534,0.000005371368,0.8785838,0.00005346556,0.00002511658,0.000032933032,0.0653901,0.000015088268,4.862559e-8,0.00014894892,0.050985564,0.0047441428],"study_design_scores_gemma":[0.0008474434,0.00006061598,0.16560593,0.0015164842,0.000010486213,0.000011390754,0.61855006,0.000072530696,9.289583e-7,0.000061416365,0.21311718,0.00014551678],"about_ca_topic_score_codex":0.9987393,"about_ca_topic_score_gemma":0.9999393,"teacher_disagreement_score":0.7129779,"about_ca_system_score_codex":0.011938431,"about_ca_system_score_gemma":0.0785891,"threshold_uncertainty_score":0.99952275},"labels":[],"label_agreement":null},{"id":"W2117312393","doi":"10.1177/1527154406293488","title":"Health Services Delivery: Reframing Policies for Global Nursing Migration in North America—A Canadian Perspective","year":2006,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Hospital for Sick Children","funders":"","keywords":"Cognitive reframing; Perspective (graphical); Nursing; Health human resources; Political science; Medicine; Human resources; Business; Psychology","score_opus":0.029149360422419883,"score_gpt":0.46939674131068204,"score_spread":0.44024738088826215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117312393","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29564914,0.004815949,0.0011708211,0.53263247,0.0019776144,0.0048611593,0.0015372122,0.00050054624,0.15685508],"genre_scores_gemma":[0.962086,0.00022735629,0.007112515,0.02698073,0.0025408715,0.000121957426,0.0003478714,0.000080383164,0.0005022741],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935647,0.0010490018,0.0011413634,0.00063379674,0.0004563194,0.003154772],"domain_scores_gemma":[0.9954465,0.001255507,0.0008959224,0.00050525926,0.0010254239,0.0008713861],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006101807,0.0004344314,0.0006308157,0.00063767016,0.0023611581,0.000115050556,0.00035672126,0.00031568785,0.000011276286],"category_scores_gemma":[0.0008658159,0.00050611753,0.000099029385,0.0016946711,0.00026075702,0.0009241428,0.00003129417,0.0007439805,0.00008051828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00025006657,0.00055852166,0.0313854,0.0005539766,0.00003654232,0.000011622191,0.12514491,0.00088146183,0.000004928923,0.81881773,0.013753626,0.008601217],"study_design_scores_gemma":[0.0019563276,0.0004883963,0.11313585,0.0054466682,0.00015082247,0.000059406928,0.33839983,0.0032085532,0.0000046846562,0.09259412,0.44363052,0.00092484104],"about_ca_topic_score_codex":0.98393345,"about_ca_topic_score_gemma":0.89395833,"teacher_disagreement_score":0.7262236,"about_ca_system_score_codex":0.028289504,"about_ca_system_score_gemma":0.0067797974,"threshold_uncertainty_score":0.99973905},"labels":[],"label_agreement":null},{"id":"W2117660297","doi":"10.3821/1913-701x-142.6.290","title":"Current Work Locations and Reasons for Job Choice of Graduates of Memorial University School of Pharmacy","year":2009,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Remuneration; Pharmacy; Workforce; Family medicine; Incentive; Medicine; Pharmacist; Work experience; Medical education; Psychology; Work (physics); Nursing; Political science; Engineering","score_opus":0.07791063370449708,"score_gpt":0.3993661977156728,"score_spread":0.3214555640111757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117660297","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98945004,0.0037470518,0.00011905668,0.00058391213,0.0026819492,0.001221036,0.0014177032,0.000017030396,0.0007622379],"genre_scores_gemma":[0.9911552,0.0067242812,0.0005451148,0.0004167811,0.00074454385,0.0000066796733,0.0000265173,0.00002470457,0.00035614776],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970146,0.00038069888,0.0010276667,0.0002937363,0.00035882398,0.00092447456],"domain_scores_gemma":[0.9946102,0.0006032237,0.00091759895,0.00024018635,0.0015401047,0.0020887118],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00076574826,0.00027628534,0.00060878583,0.0004237268,0.00096683647,0.000010807265,0.00054575223,0.00007222652,0.00037266756],"category_scores_gemma":[0.00062249973,0.00030625996,0.00013750241,0.00091592123,0.0002445992,0.00027319085,0.000040355473,0.00073272455,0.0000021099042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030787985,0.00039998634,0.37974828,0.006642623,0.0005834705,0.0014045065,0.0066083497,0.00146804,0.0040524625,0.002170269,0.39755398,0.19628923],"study_design_scores_gemma":[0.023426479,0.00043873952,0.010695347,0.0020440253,0.0014887564,0.0064095957,0.0006025519,0.0022678396,0.0041270144,0.0010328108,0.9458883,0.0015785384],"about_ca_topic_score_codex":0.058466382,"about_ca_topic_score_gemma":0.06607867,"teacher_disagreement_score":0.5483343,"about_ca_system_score_codex":0.0016263818,"about_ca_system_score_gemma":0.008209327,"threshold_uncertainty_score":0.99993896},"labels":[],"label_agreement":null},{"id":"W2117862951","doi":"10.3138/cjpe.29.3.98","title":"The CES Professional Designations Program: Views from Members","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Public Health Agency of Canada; Health Canada","funders":"","keywords":"Credential; Credentialing; Professionalization; Psychology; Perception; Certification; Medical education; Public relations; Social psychology; Political science; Medicine; Law","score_opus":0.38827812049943927,"score_gpt":0.5566227842552148,"score_spread":0.16834466375577556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117862951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8383629,0.027697975,0.00032249457,0.045379467,0.023315554,0.028186068,0.00010014488,0.00026348463,0.03637197],"genre_scores_gemma":[0.972982,0.000094441704,0.018987127,0.0009886258,0.0018876676,0.0025815943,0.00016343594,0.000057753845,0.0022573858],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942981,0.002375025,0.0011990838,0.00018822003,0.0011492351,0.0007903467],"domain_scores_gemma":[0.99287915,0.0006367845,0.0010561766,0.00029411318,0.003620962,0.0015128385],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007977033,0.00018300103,0.0002831656,0.00019139028,0.0017265915,0.00009567205,0.00047787777,0.00023688003,0.0007164588],"category_scores_gemma":[0.0025918717,0.00012236684,0.00010392793,0.00055224606,0.00018059222,0.00034951605,0.0000234679,0.00081383483,0.0001547375],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008816049,0.00009804734,0.03059367,0.000028298047,0.00007809574,0.000012088471,0.009205649,0.00023491275,0.00000454715,0.0013080854,0.21302475,0.7453237],"study_design_scores_gemma":[0.0013728549,0.0004742291,0.013007837,0.0005657194,0.00013830616,0.00000713331,0.014720661,0.004138851,0.000005452462,0.010197243,0.95521146,0.00016027373],"about_ca_topic_score_codex":0.009778941,"about_ca_topic_score_gemma":0.20019463,"teacher_disagreement_score":0.74516344,"about_ca_system_score_codex":0.0015809899,"about_ca_system_score_gemma":0.016635947,"threshold_uncertainty_score":0.99957305},"labels":[],"label_agreement":null},{"id":"W2118200152","doi":"","title":"The anatomy and physiology of the medical class of 1982a.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medicine; West indies; Medical school; Quarter (Canadian coin); Medical education; Scholarship; Gerontology; Family medicine; Demography; Geography","score_opus":0.04377194938948834,"score_gpt":0.3769978496983662,"score_spread":0.33322590030887783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118200152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786834,0.0011466857,0.0000010550934,0.010394522,0.0005781387,0.0008956269,0.0000067063693,0.00001629357,0.008277542],"genre_scores_gemma":[0.99649674,0.0007612631,0.000010062067,0.0010756559,0.00010850696,0.00038310248,7.305573e-7,0.0000068898503,0.0011570245],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981775,0.0005179252,0.0004273159,0.00011545873,0.0003061711,0.0004555852],"domain_scores_gemma":[0.9981817,0.001025817,0.00023898782,0.00031715367,0.00009634896,0.0001400107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007523177,0.00006860222,0.00021309171,0.000016919848,0.00051010615,5.228169e-7,0.00029929375,0.00016580377,0.000046215537],"category_scores_gemma":[0.0008083967,0.000033747525,0.00003786416,0.00018192858,0.0006143302,0.000019948211,0.0002033287,0.00035610923,0.0000053533286],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038505517,0.00016538375,0.75797904,0.0008303763,0.00010547605,0.000007326232,0.0057210336,0.0000032027788,0.00004612387,0.03745116,0.097869515,0.0994363],"study_design_scores_gemma":[0.00036227476,0.000009610963,0.9088123,0.000040181832,0.000005275807,0.000003538198,0.00047526904,0.000026744894,0.000045921985,0.0008404235,0.089347966,0.000030489162],"about_ca_topic_score_codex":0.00044935342,"about_ca_topic_score_gemma":0.0003570702,"teacher_disagreement_score":0.15083326,"about_ca_system_score_codex":0.000033458673,"about_ca_system_score_gemma":0.00016165235,"threshold_uncertainty_score":0.3923376},"labels":[],"label_agreement":null},{"id":"W2118449522","doi":"10.1111/j.1440-1630.2005.00481.x","title":"Exciting developments and a new image","year":2005,"lang":"en","type":"article","venue":"Australian Occupational Therapy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Logo (programming language); CLARITY; Font; Publication; Cover (algebra); Front cover; Computer science; Style (visual arts); Publishing; Simple (philosophy); World Wide Web; Library science; Visual arts; Advertising; Engineering; Political science; Artificial intelligence; Art; Business; Law","score_opus":0.2184975376432043,"score_gpt":0.5065118051621227,"score_spread":0.2880142675189184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118449522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98218685,0.00045927564,0.0003987282,0.010917902,0.00047950342,0.00038938073,0.000011027508,0.00006598575,0.0050913673],"genre_scores_gemma":[0.8734432,0.0012308831,0.082724266,0.007356941,0.0038714646,0.00002252958,0.000028343671,0.000047143876,0.03127522],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99790996,0.00022069388,0.0006802408,0.00018612819,0.00038734035,0.00061565544],"domain_scores_gemma":[0.99866146,0.00017433212,0.00034151442,0.00010352903,0.00021477214,0.00050438347],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006433241,0.0001739646,0.00019125949,0.0001114924,0.0011293268,0.000049248545,0.0001628562,0.00013984105,0.0047580176],"category_scores_gemma":[0.00007663299,0.00014991479,0.000044375716,0.00016028335,0.00004681515,0.000449348,0.000033077853,0.0006818883,0.0004454954],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053539727,0.000066353685,0.5344799,0.000030693798,0.00008489423,0.00002059334,0.005170126,0.000021794356,0.00067646307,0.0021964738,0.30179626,0.15492107],"study_design_scores_gemma":[0.0020046006,0.000058718702,0.4987748,0.00026438604,0.0000043626746,0.000116270654,0.00078510784,0.0000149292255,0.000073354946,0.0016523437,0.49606758,0.00018354462],"about_ca_topic_score_codex":0.000095322655,"about_ca_topic_score_gemma":0.000040463194,"teacher_disagreement_score":0.19427133,"about_ca_system_score_codex":0.00026587027,"about_ca_system_score_gemma":0.0007176403,"threshold_uncertainty_score":0.99615175},"labels":[],"label_agreement":null},{"id":"W2118546131","doi":"10.1093/fampra/cms010","title":"Demographics and diagnoses at rural health camps in Nepal: cross-sectional study","year":2012,"lang":"en","type":"article","venue":"Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Medicine; Demographics; General partnership; Cross-sectional study; Family medicine; Health care; Rural health; Medical diagnosis; Rural area; Environmental health; Economic growth; Demography","score_opus":0.0995362069232271,"score_gpt":0.5121204884213968,"score_spread":0.4125842814981697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118546131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98079044,0.008518379,0.0000056836043,0.0019019542,0.002090721,0.0020337512,0.000030387435,0.00014580163,0.004482882],"genre_scores_gemma":[0.98470294,0.002336377,0.0006102919,0.010684969,0.00056664395,0.00029955595,0.000027714264,0.000042273437,0.00072923023],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943042,0.0023930585,0.0010154672,0.0003555327,0.0005723391,0.0013594304],"domain_scores_gemma":[0.9929823,0.0052453834,0.00059133634,0.0003852233,0.00024261267,0.000553142],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0046519903,0.00025191947,0.00039139017,0.00018717133,0.0015438868,0.000035740955,0.00017097291,0.00026573197,0.000107567736],"category_scores_gemma":[0.0022081304,0.00023902424,0.00003754657,0.0006048847,0.00010733668,0.0012641372,0.00032684498,0.0012224173,0.000362302],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002636782,0.0005913279,0.98548824,0.00012410872,0.000020234284,0.000008435952,0.006514214,0.0000064994333,0.0000033892952,0.00065684435,0.0058540944,0.0004689651],"study_design_scores_gemma":[0.0012815387,0.00023932628,0.83102345,0.000098450735,0.00001260432,0.000015860409,0.030940043,0.0000100803845,2.2609943e-7,0.0000364139,0.13617754,0.00016445272],"about_ca_topic_score_codex":0.015398181,"about_ca_topic_score_gemma":0.004462405,"teacher_disagreement_score":0.15446475,"about_ca_system_score_codex":0.0006938737,"about_ca_system_score_gemma":0.00032506592,"threshold_uncertainty_score":0.999756},"labels":[],"label_agreement":null},{"id":"W2118834544","doi":"10.1016/j.joon.2009.02.051","title":"Forging new territory: The struggles of introducing new nursing roles in orthopaedic surgery (Concurrent)","year":2009,"lang":"en","type":"article","venue":"Journal of Orthopaedic Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Western Hospital","funders":"","keywords":"Medicine; Nursing","score_opus":0.04235053910009531,"score_gpt":0.4003774312511932,"score_spread":0.3580268921510979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118834544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9131462,0.032181315,0.0047512627,0.036079854,0.010526861,0.0008953189,0.0000053391227,0.0000813228,0.0023325493],"genre_scores_gemma":[0.9899647,0.0007526535,0.0020781818,0.00064768526,0.0062125977,0.0000017843487,0.000005131912,0.000048641275,0.00028859195],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9934149,0.0009459303,0.0029838844,0.0003496135,0.0010621459,0.0012435358],"domain_scores_gemma":[0.9944396,0.0015541537,0.0026009039,0.00044913444,0.00031655657,0.0006396612],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0034501413,0.00038339285,0.0011785629,0.0008366821,0.000587253,0.000033796357,0.00050244556,0.00028695218,0.0001565915],"category_scores_gemma":[0.0012519173,0.0002912497,0.0005001729,0.0009877505,0.00019777965,0.0006246882,0.00003325416,0.0020534545,0.0000074855698],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038034425,0.00019710677,0.13171378,0.00014589618,0.000031691,0.00005128582,0.016758822,0.00036502825,0.00042286562,0.00063037593,0.055257913,0.7940449],"study_design_scores_gemma":[0.013210524,0.0020169718,0.47667417,0.2775142,0.00093693845,0.00086252164,0.13066998,0.0021883855,0.0006827976,0.030065581,0.063229926,0.001948005],"about_ca_topic_score_codex":0.00024917108,"about_ca_topic_score_gemma":0.0001984868,"teacher_disagreement_score":0.7920969,"about_ca_system_score_codex":0.001060557,"about_ca_system_score_gemma":0.0033551187,"threshold_uncertainty_score":0.999954},"labels":[],"label_agreement":null},{"id":"W2119444580","doi":"10.1186/1478-4491-6-24","title":"Strategies to overcome physician shortages in northern Ontario: A study of policy implementation over 35 years","year":2008,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care; University of Alberta","keywords":"Government (linguistics); Social policy; Policy analysis; Directive; Economic shortage; Public administration; Political science; Public relations","score_opus":0.07456795408690484,"score_gpt":0.492346755344684,"score_spread":0.4177788012577791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119444580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99344325,0.00007280337,0.000005124869,0.00036436765,0.00009602119,0.004586987,0.00005114268,0.00006709173,0.00131319],"genre_scores_gemma":[0.99643177,0.000012853125,0.00009403741,0.0019096308,0.000246693,0.00042766158,0.00004227508,0.000046755118,0.00078835565],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965575,0.000409048,0.0011927646,0.0004086695,0.0004387836,0.0009932318],"domain_scores_gemma":[0.99852943,0.0001925119,0.00049540045,0.00042028163,0.0000950956,0.00026727896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060123886,0.00022541656,0.00061578176,0.00041650605,0.0008507272,0.000010272631,0.00027039752,0.00010769776,0.00010983546],"category_scores_gemma":[0.000014794825,0.00023243068,0.00006950908,0.00048316745,0.000045689438,0.00014106586,0.00010316674,0.0004062337,0.000019089091],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012503684,0.0002984442,0.6955431,0.00022796956,0.000015769723,0.0000034799098,0.3003254,0.0000857798,0.00001645373,0.0006441671,0.002025091,0.0006893168],"study_design_scores_gemma":[0.0018427907,0.0016513703,0.8413106,0.00021414795,0.0000054480724,3.2129876e-7,0.13555463,0.0000019985332,9.26809e-7,0.00030978318,0.018965943,0.0001420507],"about_ca_topic_score_codex":0.6109977,"about_ca_topic_score_gemma":0.9776115,"teacher_disagreement_score":0.36661384,"about_ca_system_score_codex":0.0015731005,"about_ca_system_score_gemma":0.0012868685,"threshold_uncertainty_score":0.94782484},"labels":[],"label_agreement":null},{"id":"W2120133227","doi":"10.12927/cjnl.2009.20607","title":"Global Nurse Migration: Its Impact on Developing Countries and Prospects for the Future","year":2009,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Developing country; Emigration; Latin Americans; Economic shortage; Developed country; Attrition; Economic growth; Brain drain; Development economics; Business; Political science; Economics; Medicine; Population; Environmental health","score_opus":0.1451518408686611,"score_gpt":0.4593115939817694,"score_spread":0.3141597531131083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120133227","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21574768,0.01904981,0.00073091156,0.7499422,0.0035500035,0.0045043845,0.00006928758,0.00040606275,0.005999648],"genre_scores_gemma":[0.97668505,0.00018181956,0.00076085393,0.019355206,0.0020746244,0.000069568545,0.00001869891,0.000019313988,0.0008348574],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9979904,0.00016726785,0.0003309018,0.00031681405,0.00028367783,0.00091088034],"domain_scores_gemma":[0.99869007,0.00052368053,0.00016795321,0.00024975222,0.0002059924,0.00016253108],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00045338366,0.00024831522,0.00025774067,0.000040186304,0.0016762654,0.00004959216,0.00017348777,0.00028311115,0.00003558323],"category_scores_gemma":[0.00011430987,0.00016196379,0.000060583487,0.0003021596,0.000105038256,0.00015135191,0.0000043528066,0.0003421179,0.00005114541],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002975804,0.00015644878,0.045988873,0.0009462785,0.00006384932,0.000008156872,0.054407492,0.00012775495,0.000010215096,0.4403717,0.37860215,0.076341316],"study_design_scores_gemma":[0.002839331,0.001477165,0.6371569,0.009074896,0.00012836435,0.000030078145,0.103437625,0.00096353627,0.0000587698,0.016175587,0.2279168,0.00074092665],"about_ca_topic_score_codex":0.000020908903,"about_ca_topic_score_gemma":0.00018380868,"teacher_disagreement_score":0.7609374,"about_ca_system_score_codex":0.0010167118,"about_ca_system_score_gemma":0.00041391214,"threshold_uncertainty_score":0.9996234},"labels":[],"label_agreement":null},{"id":"W2121747848","doi":"10.17269/cjph.104.3478","title":"Recruiting doctors from and for underserved groups: Does New Brunswick's initiative to recruit doctors for its linguistic minority help rural communities?","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rurality; Medicine; Specialty; Family medicine; Rural area; Population; Public health; Community health; Promotion (chess); Gerontology; Nursing; Environmental health; Political science; Politics","score_opus":0.19977445330555077,"score_gpt":0.40353969176837245,"score_spread":0.20376523846282169,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121747848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9668437,0.00047486502,0.00047800175,0.007078126,0.0028529684,0.018877206,0.00033223422,0.00030044024,0.0027624525],"genre_scores_gemma":[0.97111243,0.000080175625,0.0030072227,0.0052511604,0.002096245,0.013573576,0.00031586862,0.00007601906,0.004487318],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99590474,0.0005836072,0.0010997413,0.00038520736,0.00026302625,0.0017636793],"domain_scores_gemma":[0.99054134,0.006734528,0.0004965291,0.0004857067,0.0007075743,0.0010343235],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00097329763,0.0004202181,0.0007249493,0.00016381596,0.0014369956,0.000105353385,0.00044536946,0.0003801085,0.00023345767],"category_scores_gemma":[0.003784348,0.00035421527,0.00012355256,0.00027549014,0.0000891196,0.00034812876,0.00029335901,0.0005746698,0.00004970521],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018871897,0.00030529674,0.5792901,0.0044648848,0.0005555605,0.000004122756,0.18543687,0.00001466303,0.00004008746,0.036450796,0.09147946,0.100071006],"study_design_scores_gemma":[0.006132865,0.00036812076,0.5963102,0.0015439595,0.00023986622,0.0000010152295,0.19423239,0.00038916842,0.00016778681,0.039079476,0.16023798,0.0012971618],"about_ca_topic_score_codex":0.044729,"about_ca_topic_score_gemma":0.041245807,"teacher_disagreement_score":0.098773845,"about_ca_system_score_codex":0.0005588998,"about_ca_system_score_gemma":0.00040375174,"threshold_uncertainty_score":0.999891},"labels":[],"label_agreement":null},{"id":"W2121958337","doi":"","title":"Relationship between practice location of Ontario family physicians and their rural background or amount of rural medical education experience.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":103,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Family medicine; Rural area; Rural community; Odds; Rural health; Medical school; Odds ratio; Physician supply; Population; Residency training; Demography; Continuing education; Medical education; Environmental health; Logistic regression; Internal medicine","score_opus":0.08931978228962895,"score_gpt":0.4152056076730573,"score_spread":0.32588582538342836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121958337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9864343,0.0006114604,0.00010797381,0.0043299682,0.00037601785,0.0013783299,0.000007133045,0.000035547662,0.0067192647],"genre_scores_gemma":[0.9933227,0.00004094239,0.00045798975,0.0012620257,0.00045419342,0.0009344195,0.000048950144,0.000015780704,0.0034630487],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977398,0.00039779113,0.00083978096,0.00015109932,0.00041957563,0.00045196526],"domain_scores_gemma":[0.99685353,0.0015145963,0.00063093466,0.0002824038,0.0004891825,0.00022933107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009354292,0.00014643102,0.0003219039,0.00008327616,0.00027371146,0.0000072859293,0.00018182905,0.00023696478,0.000086544555],"category_scores_gemma":[0.0014913677,0.00011534931,0.00002910252,0.0004193269,0.00017393878,0.0005630067,0.00006789012,0.00045290813,0.00001529127],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021397245,0.0002119846,0.80893373,0.00027788567,0.00001858585,1.383712e-7,0.050630227,0.000004867886,0.0000030962012,0.0027230277,0.0020539234,0.13492854],"study_design_scores_gemma":[0.00043772583,0.000036282418,0.8896389,0.00036122542,0.000027138705,0.0000016411664,0.08501781,0.000013305993,0.000016353373,0.00017140781,0.024182197,0.000096034404],"about_ca_topic_score_codex":0.028315745,"about_ca_topic_score_gemma":0.02384024,"teacher_disagreement_score":0.1348325,"about_ca_system_score_codex":0.00086199143,"about_ca_system_score_gemma":0.0022889476,"threshold_uncertainty_score":0.9939721},"labels":[],"label_agreement":null},{"id":"W2122088182","doi":"10.1146/annurev-publhealth-032315-021507","title":"Rural Health Care Access and Policy in Developing Countries","year":2015,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":322,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University; NOSM University","funders":"","keywords":"Health care; Developing country; Health policy; Health equity; Life expectancy; Equity (law); Rural area; Workforce; Economic growth; Business; Rural health; HRHIS; International health; Health education; Medicine; Environmental health; Nursing; Political science; Population; Economics","score_opus":0.20682401121377122,"score_gpt":0.5922267144441685,"score_spread":0.38540270323039727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122088182","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000015855969,0.91788,0.000012361332,0.069556236,0.00059261755,0.008225063,0.0011462702,0.00010994771,0.002475911],"genre_scores_gemma":[0.0000015661417,0.9381758,0.00038290198,0.0587302,0.00056688156,0.00071523566,0.0010844673,0.00011732198,0.00022563388],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98015445,0.008725382,0.006226634,0.00084122666,0.001080259,0.002972024],"domain_scores_gemma":[0.98986864,0.0010136556,0.0047594905,0.0010273585,0.0014987763,0.0018321077],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.014762446,0.0009246999,0.008343177,0.0010539176,0.0007021433,0.000042687137,0.0012527409,0.00067711144,0.00009973118],"category_scores_gemma":[0.0025111628,0.0007382497,0.00027874185,0.0031470135,0.00022238877,0.00072653213,0.0010515841,0.001830016,0.00013119042],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000011770808,0.000011356405,0.00011027531,0.45093983,0.000013985518,0.000001338067,0.0030930284,4.24255e-9,6.479694e-12,0.007677665,0.041309632,0.4968417],"study_design_scores_gemma":[0.00020371513,0.00011173895,0.000055584827,0.39217392,0.000018514484,0.000009402701,0.0026601448,5.4315628e-8,2.1453524e-10,0.00004144636,0.60445976,0.0002656965],"about_ca_topic_score_codex":0.015055287,"about_ca_topic_score_gemma":0.0032925154,"teacher_disagreement_score":0.56315017,"about_ca_system_score_codex":0.0081327,"about_ca_system_score_gemma":0.10923417,"threshold_uncertainty_score":0.99950683},"labels":[],"label_agreement":null},{"id":"W2122456775","doi":"10.11124/jbisrir-2015-2319","title":"Strategies that target the utilization of primary health care services by Indigenous men in Australia, New Zealand, Canada and America: a comprehensive systematic review protocol","year":2015,"lang":"en","type":"article","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Protocol (science); Primary care; Geography; Medicine; Family medicine; Library science; Political science; Alternative medicine; Computer science; Ecology; Biology","score_opus":0.11963280722205831,"score_gpt":0.4720798558579941,"score_spread":0.3524470486359358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122456775","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016761735,0.18698616,0.00010009208,0.0015013638,0.00017127329,0.79375166,0.000571809,0.000022546268,0.00013335951],"genre_scores_gemma":[0.12891789,0.11278643,0.0032978312,0.020632269,0.00020165414,0.7224509,0.009826869,0.00019269182,0.001693453],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99162406,0.0032897037,0.003877947,0.00025091256,0.0006286317,0.00032876723],"domain_scores_gemma":[0.99230754,0.00037204195,0.006119814,0.00074326876,0.0002844989,0.00017280929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003747057,0.000246464,0.0019045756,0.000043712953,0.00021796672,0.000018922761,0.00018520627,0.000035347384,0.000036174308],"category_scores_gemma":[0.00010826453,0.00012464699,0.000038407656,0.00029888618,0.00004864519,0.00023758224,0.00011258933,0.00014386755,0.0000012563927],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008785989,0.000010031391,0.0048773224,0.93961096,0.000027690894,0.0000028509444,0.014156472,0.0000010325831,0.0000026482467,0.000017621438,0.041235037,0.00004951997],"study_design_scores_gemma":[0.00095400127,0.00020457027,0.0019243691,0.7298809,0.00037456123,0.00007959079,0.24328993,0.000010122331,0.000010178229,0.000069290196,0.02296347,0.00023898623],"about_ca_topic_score_codex":0.69760025,"about_ca_topic_score_gemma":0.24825723,"teacher_disagreement_score":0.44934303,"about_ca_system_score_codex":0.00030067045,"about_ca_system_score_gemma":0.0015265902,"threshold_uncertainty_score":0.76546013},"labels":[],"label_agreement":null},{"id":"W2122568579","doi":"","title":"The difference between medical students interested in rural family medicine versus urban family or specialty medicine.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Specialty; Prestige; Family medicine; Economic shortage; Rural area; Preference; Medicine; Medical education; Medical school; Likert scale; Psychology","score_opus":0.19535489774873122,"score_gpt":0.45329444833965593,"score_spread":0.2579395505909247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122568579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96039045,0.0014319132,0.000018355471,0.014330457,0.005721924,0.0030598843,0.000013223935,0.00019949308,0.01483428],"genre_scores_gemma":[0.98075,0.0028816157,0.000011164445,0.003753662,0.004052036,0.0017159595,0.000040864586,0.000048295966,0.00674636],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9912619,0.0014479076,0.001888559,0.0005146308,0.0028493511,0.002037631],"domain_scores_gemma":[0.99131215,0.006129368,0.000448812,0.00074650766,0.0002160746,0.0011471042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035472806,0.000427001,0.0010001994,0.00022364256,0.0012117525,0.000011254064,0.0020712998,0.0004991253,0.00033403546],"category_scores_gemma":[0.00588119,0.00023290643,0.000061262755,0.00102548,0.001131644,0.00010563418,0.0006370152,0.0018315959,0.00015528008],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013116777,0.000057037363,0.86456436,0.00006618283,0.000048620852,0.00011296031,0.003669367,6.1721416e-8,9.597987e-7,0.00022478592,0.08159135,0.048352603],"study_design_scores_gemma":[0.0072999247,0.00024124149,0.9326807,0.00090943417,0.000031883937,0.0000030466983,0.008877867,0.0000071893087,5.618307e-7,0.00013167637,0.049609933,0.00020651962],"about_ca_topic_score_codex":0.0068969135,"about_ca_topic_score_gemma":0.010349019,"teacher_disagreement_score":0.06811634,"about_ca_system_score_codex":0.00083114527,"about_ca_system_score_gemma":0.00046020307,"threshold_uncertainty_score":0.9997162},"labels":[],"label_agreement":null},{"id":"W2123067135","doi":"10.1177/1077558709333997","title":"Importing Medicine","year":2009,"lang":"en","type":"article","venue":"Medical Care Research and Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Immigration; Specialty; Quarter (Canadian coin); Citizenship; Resizing; Medicine; Population; Family medicine; Demographic economics; Medical education; Political science; Business; Geography; Economics; Environmental health; Law; Computer science; International trade","score_opus":0.23051083092380584,"score_gpt":0.6488009845564205,"score_spread":0.4182901536326147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123067135","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033376995,0.7729387,0.0000059550084,0.13326292,0.00017206087,0.001130777,0.0000015845372,0.000064953885,0.08908534],"genre_scores_gemma":[0.10953879,0.8583518,0.000074775606,0.028674241,0.0012008827,0.00008448235,0.000032372744,0.000012554146,0.0020300604],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950712,0.0011353513,0.0007766738,0.00028934618,0.0017172265,0.0010102266],"domain_scores_gemma":[0.99686766,0.0009340142,0.00009691491,0.00029906744,0.00060390827,0.001198449],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0072974362,0.00011443419,0.0005110474,0.00007514171,0.00083053403,0.0000030611047,0.00026132658,0.00020735136,0.004979767],"category_scores_gemma":[0.00810206,0.00006728223,0.000032117478,0.0005757859,0.00029371277,0.0000389053,0.0001357025,0.0017061265,0.0002556814],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012761213,0.000017034103,0.0036455148,0.013084899,0.0000035679177,0.00009933625,0.0009418919,1.7865889e-9,0.0000020825244,0.0036349306,0.3126835,0.6658745],"study_design_scores_gemma":[0.00036545904,0.0004887961,0.0020993822,0.06505516,0.0000073794718,0.000010689731,0.0024030907,0.000003062513,4.5963858e-7,0.0013200586,0.9281758,0.0000706731],"about_ca_topic_score_codex":0.00030237867,"about_ca_topic_score_gemma":0.000100826546,"teacher_disagreement_score":0.66580385,"about_ca_system_score_codex":0.00014814896,"about_ca_system_score_gemma":0.00061018096,"threshold_uncertainty_score":0.99592984},"labels":[],"label_agreement":null},{"id":"W2123079837","doi":"10.1017/s0714980811000031","title":"Rural Long-term Care Work, Gender, and Restructuring","year":2011,"lang":"fr","type":"article","venue":"Canadian Journal on Aging / La Revue canadienne du vieillissement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo; University of Guelph","funders":"","keywords":"Rurality; Restructuring; Context (archaeology); Ideology; Work (physics); Care work; Focus group; Rural area; Term (time); Long-term care; Front line; Nursing; Rural management; Economic growth; Business; Psychology; Medicine; Political science; Rural development; Marketing; Geography; Economics; Agriculture; Finance","score_opus":0.03675705817040439,"score_gpt":0.300031218945193,"score_spread":0.26327416077478866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123079837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90545076,0.06023409,0.000025381863,0.0069960766,0.011511753,0.0010078992,0.0001511676,0.000043627595,0.014579267],"genre_scores_gemma":[0.98424816,0.004497481,0.00065781584,0.00297611,0.0020829334,0.000038306185,0.000047099107,0.000165325,0.0052867746],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9927974,0.0012365789,0.0013501913,0.0006963747,0.00022196934,0.0036975257],"domain_scores_gemma":[0.98910004,0.00027249605,0.0006645574,0.0007335853,0.000531237,0.008698092],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013784799,0.00075792015,0.0007940498,0.00077578425,0.0028138012,0.00022184849,0.00070635526,0.00065274676,0.004017174],"category_scores_gemma":[0.00031713874,0.0008308569,0.00020106089,0.0005736349,0.00040234375,0.00034989507,0.00010551752,0.0029277022,0.00014932876],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103836115,0.000040499726,0.62245965,0.0031866266,0.00025327137,0.013360077,0.23534794,0.00009311416,0.0000031285517,0.018633425,0.017714784,0.088803634],"study_design_scores_gemma":[0.0015497499,0.00039596236,0.65977633,0.021398114,0.0002473812,0.002075309,0.05083695,0.00002126852,0.000010183854,0.00078688096,0.26175907,0.0011427769],"about_ca_topic_score_codex":0.16850527,"about_ca_topic_score_gemma":0.73160684,"teacher_disagreement_score":0.5631016,"about_ca_system_score_codex":0.0065230206,"about_ca_system_score_gemma":0.0026274167,"threshold_uncertainty_score":0.9994142},"labels":[],"label_agreement":null},{"id":"W2123352867","doi":"10.1001/archinte.165.4.458","title":"Quality of Care of International and Canadian Medical Graduates in Acute Myocardial Infarction","year":2005,"lang":"en","type":"article","venue":"Archives of Internal Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Myocardial infarction; Retrospective cohort study; Workforce; Emergency medicine; Cohort; Internal medicine; Family medicine","score_opus":0.02725084756811268,"score_gpt":0.43286677699011794,"score_spread":0.40561592942200525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123352867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.955066,0.00093462295,0.000042833515,0.011933931,0.00055805995,0.0002454584,0.000060867063,0.0000070970964,0.0311511],"genre_scores_gemma":[0.9969661,0.0011289081,0.0005276675,0.00090906397,0.00030262186,0.000009363637,0.000022755443,0.000007550508,0.0001259603],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997752,0.0002801873,0.0010801714,0.00014862554,0.0004872189,0.00025176458],"domain_scores_gemma":[0.99825287,0.000790508,0.00035543638,0.00014196923,0.00014578363,0.00031343213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000533092,0.00010091589,0.00045845693,0.00035577352,0.00003726486,4.8745073e-7,0.00025220137,0.00009845454,0.00049282284],"category_scores_gemma":[0.0010113141,0.00008113901,0.000044364122,0.00009972066,0.0004035578,0.000054699456,0.00009824589,0.00040672944,0.0000028643638],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006043044,0.000028956363,0.9183599,0.00036508616,0.00010293957,0.0000056598315,0.027649349,0.0000060444904,0.0007535945,0.0038133448,0.00067002355,0.047640827],"study_design_scores_gemma":[0.002732366,0.00040536627,0.9676782,0.0048695505,0.00002067316,0.0000066072053,0.011525279,0.00032430125,0.00027348165,0.0009246035,0.011151608,0.000088003646],"about_ca_topic_score_codex":0.2894661,"about_ca_topic_score_gemma":0.24706028,"teacher_disagreement_score":0.04931829,"about_ca_system_score_codex":0.00008475417,"about_ca_system_score_gemma":0.00035179532,"threshold_uncertainty_score":0.76667887},"labels":[],"label_agreement":null},{"id":"W2124133248","doi":"10.1111/j.1475-6773.2007.00709.x","title":"Nurse Migration: A Canadian Case Study","year":2007,"lang":"en","type":"article","venue":"Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Workforce; Nursing; Beneficiary; Nursing shortage; Business; Medicine; Emigration; Immigration policy; Immigration; Nurse education; Economic growth; Political science; Economics; Finance","score_opus":0.13743874968346745,"score_gpt":0.5940863956187808,"score_spread":0.4566476459353134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124133248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95919394,0.0013294072,0.000008498736,0.00908785,0.00068789854,0.0060719945,0.0000328098,0.00017151108,0.023416083],"genre_scores_gemma":[0.98664206,0.000116622796,0.00022823185,0.007918147,0.00081676355,0.00031588157,0.0000398377,0.00005588794,0.0038665792],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9898168,0.0028139544,0.0012871264,0.0006646735,0.0013225168,0.0040949723],"domain_scores_gemma":[0.9928444,0.0012649086,0.00029156072,0.0009916282,0.0013139303,0.003293573],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.016193263,0.00024097212,0.00043572826,0.0009932618,0.0066260085,0.00004156488,0.0005400701,0.00031864998,0.0012300964],"category_scores_gemma":[0.000066924746,0.000226272,0.000041957243,0.0023615651,0.0000867564,0.0002116852,0.00013752679,0.0021849533,0.0028688437],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018935165,0.0003720174,0.7157015,0.0022584628,0.000021930236,0.0065494664,0.24369602,0.0000054521092,0.0000011166785,0.0007618528,0.017770868,0.0126719745],"study_design_scores_gemma":[0.000885628,0.00068353233,0.06655289,0.0006152707,0.0000034086283,0.00017114793,0.6822927,0.00024915923,7.632194e-7,0.000087076114,0.24829483,0.00016360068],"about_ca_topic_score_codex":0.98467165,"about_ca_topic_score_gemma":0.99862814,"teacher_disagreement_score":0.6491486,"about_ca_system_score_codex":0.0028482368,"about_ca_system_score_gemma":0.005896128,"threshold_uncertainty_score":0.9997395},"labels":[],"label_agreement":null},{"id":"W2125431970","doi":"10.1016/j.colegn.2009.01.001","title":"Scaling up the global nursing health workforce: Contributions of an international organization","year":2009,"lang":"en","type":"review","venue":"Collegian Journal of the Royal College of Nursing Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke; University of Saskatchewan; Administrative Sciences Association of Canada; Canadian Association of Occupational Therapists","funders":"","keywords":"Workforce; Nursing; Scaling; Global health; Medicine; Political science; Public health","score_opus":0.11754306911156609,"score_gpt":0.5101806909468656,"score_spread":0.3926376218352995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125431970","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022548735,0.94437677,0.00059212337,0.011590558,0.028778242,0.005309366,0.0038895626,0.00006935998,0.0031391247],"genre_scores_gemma":[0.10135642,0.87110186,0.0040965523,0.0005741867,0.00668343,0.000036724286,0.00030399812,0.00029836167,0.015548492],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98955244,0.003494589,0.0043135253,0.0003747332,0.0012825507,0.0009821635],"domain_scores_gemma":[0.9871699,0.0006118143,0.008400443,0.0008735569,0.0024349615,0.000509281],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0028640514,0.0006054915,0.0027093126,0.0003006083,0.0016897895,0.000035006604,0.0023551113,0.00077763863,0.00022004897],"category_scores_gemma":[0.0013306472,0.00039044736,0.00081374624,0.0025821852,0.0005895029,0.00023612943,0.00009128443,0.0020905298,0.000011731874],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007794174,0.0016645801,0.0006168554,0.007291748,0.00091406837,0.000042787768,0.005521627,0.0025012195,8.243694e-7,0.042552717,0.2615106,0.67660356],"study_design_scores_gemma":[0.0021650593,0.0006668532,0.0012662731,0.37002468,0.0018206815,0.0004381773,0.006849218,0.00017617438,0.0000054065654,0.0024647298,0.613582,0.00054074766],"about_ca_topic_score_codex":0.00006930576,"about_ca_topic_score_gemma":0.000015852462,"teacher_disagreement_score":0.67606276,"about_ca_system_score_codex":0.0062224194,"about_ca_system_score_gemma":0.0055506574,"threshold_uncertainty_score":0.99985474},"labels":[],"label_agreement":null},{"id":"W2126238842","doi":"10.1111/j.1365-2923.2007.02987.x","title":"Have medical degree, will travel","year":2007,"lang":"en","type":"letter","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Globe; Summit; Public relations; Action (physics); Quality (philosophy); Point (geometry); Critical mass (sociodynamics); Political science; Phenomenon; Psychology; Medicine; Medical education; Sociology; Geography; Social science","score_opus":0.059285056172722034,"score_gpt":0.48102706074908325,"score_spread":0.42174200457636124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126238842","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00036604662,0.0014474886,0.00054426846,0.87527955,0.0133454725,0.00124739,0.000020217763,0.00019740692,0.107552186],"genre_scores_gemma":[0.0003084736,0.0005842178,0.00039476238,0.88478243,0.03726031,0.00038526018,0.0018175073,0.00011703837,0.074350014],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98943603,0.0012137492,0.0018392873,0.00083458144,0.0047973148,0.0018790319],"domain_scores_gemma":[0.9947765,0.0019248107,0.00062641816,0.0008721435,0.0005526291,0.0012475075],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0033941146,0.0005401015,0.000893173,0.0003659338,0.0006660126,0.000013221334,0.0011251197,0.00832999,0.06207642],"category_scores_gemma":[0.010120822,0.00046216114,0.00017517412,0.00039707927,0.0003881891,0.00011918525,0.00019955594,0.013173286,0.0034477194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001598952,0.00013462367,0.0014542659,0.0010139605,0.00002017195,0.00014703942,0.000973968,1.1527743e-8,4.837332e-8,0.00020804019,0.9428543,0.05317758],"study_design_scores_gemma":[0.00050055643,0.0000561284,0.0013754879,0.0052519585,0.000047833917,0.00004196017,0.0013058535,0.000052437237,5.3174944e-7,0.00051669794,0.9904665,0.0003840646],"about_ca_topic_score_codex":0.0035199434,"about_ca_topic_score_gemma":0.0012245078,"teacher_disagreement_score":0.0586287,"about_ca_system_score_codex":0.0011876383,"about_ca_system_score_gemma":0.022973105,"threshold_uncertainty_score":0.99978304},"labels":[],"label_agreement":null},{"id":"W2126247585","doi":"10.1016/j.amjsurg.2012.01.017","title":"General surgery graduates may be ill prepared to enter rural or community surgical practice","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Subspecialty; Medicine; Surgical procedures; General practice; Rural community; Family medicine; Medical education; Surgery","score_opus":0.15586465579312142,"score_gpt":0.46771523989270136,"score_spread":0.31185058409957994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126247585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9621368,0.0006220383,0.00001814044,0.03331688,0.0025658924,0.00033453378,0.000024791294,0.00005875035,0.00092217384],"genre_scores_gemma":[0.97596025,0.0010189121,0.00071474654,0.019034708,0.002060634,0.000032983153,0.000011290342,0.000058324615,0.0011081719],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98521245,0.010458396,0.0018863993,0.00012767443,0.0008122211,0.0015028516],"domain_scores_gemma":[0.9592876,0.03555799,0.0025537398,0.0007086653,0.00092135626,0.000970641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013554461,0.00032702976,0.0013584432,0.0002975989,0.0011687974,0.000028141014,0.00053638127,0.0000909409,0.0005712499],"category_scores_gemma":[0.005209602,0.00019219931,0.0004220324,0.00096883066,0.00040189293,0.00068113086,0.000295213,0.001867512,0.00018718706],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0076356456,0.0005189289,0.6265057,0.00009862871,0.00023701496,0.00013689931,0.014027616,0.000020846652,0.000037012465,0.00008058904,0.33644286,0.014258285],"study_design_scores_gemma":[0.00049524964,0.00035516228,0.1926466,0.0013496167,0.0001972845,0.001746158,0.098077,0.000007958913,0.000058975376,0.00006429228,0.7044628,0.00053888024],"about_ca_topic_score_codex":0.0028012898,"about_ca_topic_score_gemma":0.000040348954,"teacher_disagreement_score":0.43385908,"about_ca_system_score_codex":0.0003737576,"about_ca_system_score_gemma":0.0007465118,"threshold_uncertainty_score":0.8989563},"labels":[],"label_agreement":null},{"id":"W2126688989","doi":"","title":"Le Programme d’enseignement décentralisé et la rétention des médecins omnipraticiens dans la région du Bas-Saint-Laurent au Québec","year":2009,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.029610891502750612,"score_gpt":0.3265650731488816,"score_spread":0.296954181646131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126688989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8471419,0.003981221,0.00355127,0.105991326,0.0049501117,0.0054591293,0.00015564535,0.0005243002,0.028245065],"genre_scores_gemma":[0.981198,0.0015057578,0.0025615755,0.0036359164,0.0014378815,0.000528993,0.00027645886,0.000103850514,0.008751535],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98353076,0.0044848737,0.0017116882,0.0010164727,0.0010165038,0.008239686],"domain_scores_gemma":[0.99466956,0.0006489814,0.00066998164,0.00075521466,0.00026285078,0.0029933976],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0043275235,0.00080473203,0.00082344306,0.00018626939,0.0019390906,0.00021626841,0.0005892721,0.0009667635,0.00026364697],"category_scores_gemma":[0.0009828996,0.00082190835,0.0004238958,0.000728746,0.0007870062,0.00056147005,0.00018932945,0.0015961769,0.0001938666],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00041340562,0.0056361402,0.3582729,0.0011188396,0.00016007375,0.00029574908,0.07526326,0.0007039064,0.00004708945,0.33117223,0.026915383,0.200001],"study_design_scores_gemma":[0.0026399659,0.00034906893,0.65142673,0.0011049932,0.00019533317,0.000076593584,0.010487554,0.00060843973,0.000053958807,0.0023426025,0.33014488,0.00056990015],"about_ca_topic_score_codex":0.1760202,"about_ca_topic_score_gemma":0.38187155,"teacher_disagreement_score":0.32882965,"about_ca_system_score_codex":0.010997579,"about_ca_system_score_gemma":0.008104588,"threshold_uncertainty_score":0.99942315},"labels":[],"label_agreement":null},{"id":"W2127351449","doi":"10.12927/hcpap.2010.21797","title":"The Health System and International Recruitment","year":2010,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Health Canada","funders":"","keywords":"Immigration; Business; Public relations; Service (business); Political science; Economic growth; Marketing; Economics","score_opus":0.140272770188968,"score_gpt":0.44449593334971615,"score_spread":0.30422316316074816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127351449","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010917821,0.0019403097,0.00003800191,0.9547838,0.014109575,0.010757488,0.00080142147,0.00086604105,0.005785573],"genre_scores_gemma":[0.0003756889,0.0031839183,0.0006920631,0.95979345,0.0017258339,0.0059294463,0.0010652356,0.00039066115,0.026843708],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98507404,0.0030324687,0.0033576025,0.0022390443,0.0018290277,0.0044677993],"domain_scores_gemma":[0.9879077,0.005048604,0.002301881,0.0023757147,0.0006068921,0.0017591784],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.00476228,0.0014433804,0.0020786126,0.00051230326,0.0065356074,0.00020122899,0.0018177696,0.0033196264,0.00041308822],"category_scores_gemma":[0.0006453929,0.001108724,0.00034638093,0.00069723796,0.00015824226,0.00017343425,0.0013944947,0.012198052,0.0027306275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00083282345,0.00007263636,0.0009140832,0.0015848094,0.00014225637,0.00007715371,0.0075802007,9.112016e-7,0.0000028375025,0.0017481392,0.9779653,0.009078874],"study_design_scores_gemma":[0.0017054006,0.0012533399,0.00086416776,0.00006719745,0.000053275096,0.00008561596,0.0024239772,0.00013994044,8.899449e-7,0.00007213216,0.992464,0.00087004306],"about_ca_topic_score_codex":0.0062307483,"about_ca_topic_score_gemma":0.012260883,"teacher_disagreement_score":0.021058135,"about_ca_system_score_codex":0.008603417,"about_ca_system_score_gemma":0.0026363255,"threshold_uncertainty_score":0.9998316},"labels":[],"label_agreement":null},{"id":"W2127520598","doi":"","title":"Access to family physicians in southwestern ontario.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Population; Economic shortage; Medicine; Demography; Stratified sampling; Family medicine; Health care; Environmental health","score_opus":0.09214552628565063,"score_gpt":0.4061835897052957,"score_spread":0.3140380634196451,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127520598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9101211,0.00006121962,0.000023643965,0.006178831,0.000755498,0.0028654744,0.00000842936,0.00014187294,0.079843976],"genre_scores_gemma":[0.9491383,0.000006986022,0.00008486401,0.03704497,0.0002639342,0.0018898104,0.00000826464,0.000016894934,0.011546006],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974218,0.00017243571,0.0005011967,0.00034029456,0.00025227593,0.0013119861],"domain_scores_gemma":[0.9990424,0.000102605845,0.000116769595,0.00036784296,0.00006802839,0.00030237043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004282633,0.00016583953,0.0003135297,0.00014474035,0.00021171049,0.000024184717,0.00044113945,0.00015277072,0.000085639775],"category_scores_gemma":[0.00006679526,0.0001617445,0.00004127376,0.00048754746,0.000013198632,0.00023542048,0.00011440412,0.0005301535,0.0004907474],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001156151,0.000108237764,0.77687544,0.000036980713,0.0000043281348,0.00001636409,0.007825653,0.000049719245,0.00000499607,0.00028309322,0.022525152,0.19215445],"study_design_scores_gemma":[0.00046823526,0.00002370427,0.90763265,0.00013259235,0.0000039445567,1.5889471e-7,0.00072312047,0.0000022401189,0.0000036820218,0.00068627484,0.09018191,0.00014147552],"about_ca_topic_score_codex":0.045662556,"about_ca_topic_score_gemma":0.2797065,"teacher_disagreement_score":0.23404394,"about_ca_system_score_codex":0.0008826119,"about_ca_system_score_gemma":0.00015391354,"threshold_uncertainty_score":0.96069247},"labels":[],"label_agreement":null},{"id":"W2127695876","doi":"10.1097/acm.0b013e3181b6c5d7","title":"Canada’s New Medical School: The Northern Ontario School of Medicine: Social Accountability Through Distributed Community Engaged Learning","year":2009,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Accountability; Medical school; Social medicine; Medical education; Social accounting; Political science; Medicine; Sociology; Public health; Nursing; Business; Law","score_opus":0.09567447761318558,"score_gpt":0.43689295489434554,"score_spread":0.34121847728115995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127695876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72629774,0.0016732155,0.00025688848,0.2545275,0.0011359142,0.0013404094,0.000020139847,0.00017377155,0.014574452],"genre_scores_gemma":[0.95512825,0.00033395467,0.000016467693,0.037188623,0.0030229944,0.000023669181,0.0002357727,0.000028161203,0.00402211],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9842126,0.00963244,0.0022463559,0.0003919216,0.0023188929,0.0011978351],"domain_scores_gemma":[0.9888257,0.00750238,0.0010372816,0.0007769163,0.0005156302,0.0013420865],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01477072,0.00043227337,0.001203762,0.000056727848,0.005006293,0.0000023600483,0.0015781515,0.0010105592,0.013704435],"category_scores_gemma":[0.054238133,0.00026909693,0.00006513918,0.00067884324,0.00088880374,0.00017370873,0.00025322894,0.03320229,0.000065020235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002197532,0.000017137936,0.32647547,0.0001421513,0.000043346332,0.000005038865,0.06830723,0.000008039075,0.000037867336,0.0005806091,0.60301983,0.001143549],"study_design_scores_gemma":[0.004085244,0.00037661233,0.4221329,0.002703774,0.00013912884,0.000010113854,0.1268089,0.000016533142,0.000005820727,0.0059033115,0.43755832,0.00025933722],"about_ca_topic_score_codex":0.9908541,"about_ca_topic_score_gemma":0.9918657,"teacher_disagreement_score":0.22883053,"about_ca_system_score_codex":0.0031124114,"about_ca_system_score_gemma":0.021293078,"threshold_uncertainty_score":0.9999761},"labels":[],"label_agreement":null},{"id":"W2127816393","doi":"","title":"La naissance des adjoints au médecin au Canada","year":2011,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Computer science; Philosophy","score_opus":0.07262636783077851,"score_gpt":0.32986576989514915,"score_spread":0.2572394020643706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127816393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7578321,0.008320335,0.000069354195,0.0031869386,0.021388767,0.001584471,0.0002506244,0.00011529094,0.20725209],"genre_scores_gemma":[0.96522826,0.00095341663,0.0011716799,0.0022728923,0.0027138581,0.00030618793,0.00002668477,0.00008504223,0.027242003],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98692054,0.0018537858,0.0010372024,0.00063430733,0.00060220325,0.0089519555],"domain_scores_gemma":[0.99446225,0.00063549395,0.0003853806,0.00066152954,0.00016594116,0.0036893773],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019979635,0.0004944707,0.0006097502,0.00006841534,0.0013149776,0.000017941135,0.0006100387,0.00071065367,0.0038583905],"category_scores_gemma":[0.0012562576,0.00051959517,0.00011899029,0.0004998122,0.00078862737,0.00033910476,0.0002270217,0.0015430483,0.00041073243],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017000512,0.00023460553,0.7575199,0.0012716183,0.000061331695,0.00025778965,0.022156911,0.000009496924,5.1897337e-7,0.015748082,0.09984003,0.10272968],"study_design_scores_gemma":[0.0006244978,0.0000278876,0.59902173,0.00081839395,0.00004176997,0.000020060936,0.0028120151,0.000018486886,0.00003771388,0.0006431011,0.39565256,0.00028179964],"about_ca_topic_score_codex":0.981406,"about_ca_topic_score_gemma":0.99373186,"teacher_disagreement_score":0.29581252,"about_ca_system_score_codex":0.0148909455,"about_ca_system_score_gemma":0.017114881,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W2127832001","doi":"10.1186/1472-6963-12-79","title":"Predicting the demand of physician workforce: an international model based on \"crowd behaviors\"","year":2012,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Health administration; Health informatics; Workforce; Public health; Generalizability theory; Health care; Nursing research; Regression analysis; Life expectancy; Population; Nursing; Statistics; Environmental health; Economics","score_opus":0.14018953759446776,"score_gpt":0.544630323321502,"score_spread":0.40444078572703424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127832001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9802685,0.0005504334,0.00045991,0.0012627477,0.0006790424,0.002552458,0.00010254156,0.000119703254,0.014004694],"genre_scores_gemma":[0.99059665,0.00013237724,0.0014656888,0.005530358,0.0011255188,0.000402471,0.00010936577,0.000058016652,0.00057954574],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99157274,0.0029234798,0.0010427226,0.0004197297,0.0019034393,0.0021379096],"domain_scores_gemma":[0.99533254,0.001626624,0.0004737647,0.0010384104,0.00073460536,0.0007940757],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008791473,0.00022907741,0.00038814376,0.00028660966,0.0021732193,0.0000262573,0.0011756882,0.0002605541,0.0001780512],"category_scores_gemma":[0.00007618084,0.00016870954,0.00007688739,0.00079871604,0.00014216975,0.0004955335,0.00030559982,0.0015967158,0.00016464475],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049342326,0.00055274117,0.95545363,0.0023465473,0.000008389391,4.44261e-7,0.02237584,0.01057268,0.00003081411,0.0033004377,0.0003445102,0.0045205327],"study_design_scores_gemma":[0.001096388,0.0004534695,0.29115766,0.0034552815,0.000009583432,4.777145e-7,0.029598778,0.66665435,0.000043441283,0.00027779827,0.0070549916,0.00019778036],"about_ca_topic_score_codex":0.0027892794,"about_ca_topic_score_gemma":0.0012564487,"teacher_disagreement_score":0.664296,"about_ca_system_score_codex":0.0006536138,"about_ca_system_score_gemma":0.0014146048,"threshold_uncertainty_score":0.99912584},"labels":[],"label_agreement":null},{"id":"W2127887451","doi":"","title":"Issues related to medical students' engagement in integrated rural placements: an exploratory factor analysis.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Exploratory factor analysis; Cronbach's alpha; Descriptive statistics; Medical education; Construct validity; Reliability (semiconductor); Psychology; Rural community; Family medicine; Medicine; Psychometrics; Clinical psychology; Demography","score_opus":0.06027507081143318,"score_gpt":0.44676455595304887,"score_spread":0.3864894851416157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127887451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98660594,0.00034146864,0.000033595614,0.0066878977,0.00067284715,0.0035934949,0.000025290843,0.00034668847,0.001692796],"genre_scores_gemma":[0.98444146,0.00014924633,0.0001247101,0.009096808,0.00011240363,0.0024353068,0.00016157555,0.00002680111,0.0034516603],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992525,0.0023417205,0.0014131828,0.0005482299,0.0016335212,0.0015383572],"domain_scores_gemma":[0.997223,0.00022424926,0.00022520262,0.0006241346,0.00019106855,0.0015123343],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004224136,0.0003307656,0.00071877113,0.00070426986,0.00037290913,0.000040794454,0.00096963317,0.0004076053,0.0026405735],"category_scores_gemma":[0.0011580299,0.0002850534,0.00008983974,0.0024627824,0.000037813505,0.00034679892,0.00025128256,0.0012624355,0.00036773083],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002940123,0.00066177343,0.9396687,0.00003227338,0.00021554361,0.000050168725,0.015568497,0.00006977664,0.0000034055474,0.0004312561,0.008390313,0.034614272],"study_design_scores_gemma":[0.0016657247,0.00016621455,0.9466457,0.00016706552,0.000070705704,2.3029965e-7,0.020092092,0.00010853002,0.00000876873,0.0001751083,0.030603373,0.0002964957],"about_ca_topic_score_codex":0.00076590077,"about_ca_topic_score_gemma":0.0027479907,"teacher_disagreement_score":0.034317777,"about_ca_system_score_codex":0.0010459146,"about_ca_system_score_gemma":0.00021631487,"threshold_uncertainty_score":0.9999602},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W2128322824","doi":"10.1186/1478-4491-10-22","title":"Development of an interactive model for planning the care workforce for Alberta: case study","year":2012,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services","funders":"Alberta Health Services","keywords":"Workforce; Workforce planning; Workforce management; Workforce development; Process (computing); Transparency (behavior); Health services research; Business; Social policy; Health care; Process management; Health administration; Public relations; Operations management; Computer science; Economics; Economic growth; Political science","score_opus":0.1877501973367306,"score_gpt":0.5307368114570009,"score_spread":0.3429866141202703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128322824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9779796,0.00086624746,0.005928412,0.00027413337,0.00036324133,0.013946526,0.00012837723,0.000074792355,0.00043867566],"genre_scores_gemma":[0.9725004,0.0000021054557,0.018588157,0.001136091,0.0005447832,0.005357852,0.00012752197,0.00009320611,0.0016499149],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9960649,0.0003608937,0.0013712684,0.00042008664,0.00025926763,0.0015235677],"domain_scores_gemma":[0.9956338,0.0020145888,0.0009664471,0.00053308584,0.0003865276,0.00046559327],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021863787,0.00031406977,0.000638958,0.00012271976,0.005153877,0.000015110853,0.00036334456,0.00017040776,0.00001248424],"category_scores_gemma":[0.00016645419,0.00023509689,0.00012526658,0.00013087557,0.000057501828,0.00019881998,0.000121178615,0.00037399557,0.0000030706988],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086431124,0.00036102734,0.008201374,0.0021359893,0.00006082657,0.0000010352335,0.9762678,0.0007741188,0.0000027948577,0.0010587402,0.0025532309,0.0077187386],"study_design_scores_gemma":[0.003315471,0.0013906618,0.0012396735,0.0009269043,0.00006603863,0.00001120929,0.8270165,0.010230559,0.000009529142,0.00017293666,0.15529975,0.00032077584],"about_ca_topic_score_codex":0.0018073453,"about_ca_topic_score_gemma":0.017483313,"teacher_disagreement_score":0.15274653,"about_ca_system_score_codex":0.0006689876,"about_ca_system_score_gemma":0.000509491,"threshold_uncertainty_score":0.99614125},"labels":[],"label_agreement":null},{"id":"W2128332134","doi":"10.1111/medu.12518","title":"Impact of selection strategies on representation of underserved populations and intention to practise: international findings","year":2014,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":116,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; St. Michael's Hospital","funders":"Atlantic Philanthropies","keywords":"Rurality; Graduation (instrument); Medical education; Accountability; Population; Medicine; Psychology; Workforce; Rural area; Political science; Environmental health","score_opus":0.08430271816580713,"score_gpt":0.5462462733172938,"score_spread":0.46194355515148666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128332134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98543483,0.0000098008995,0.00342408,0.005355473,0.0009983839,0.0004546816,0.0000032182154,0.000028347238,0.0042911572],"genre_scores_gemma":[0.99794924,0.000022141909,0.0009655663,0.0004229411,0.00013333712,0.000055042026,0.000106800224,0.000008865549,0.00033605765],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99841076,0.00029940455,0.0005265538,0.00017941836,0.0004276227,0.00015625492],"domain_scores_gemma":[0.99874717,0.00027175277,0.00029924465,0.00012399053,0.00042321318,0.00013461329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005660437,0.00008173206,0.00016780608,0.00021814759,0.00013318541,0.0000074495742,0.000088392684,0.00014630212,0.0009023748],"category_scores_gemma":[0.0036981779,0.00007277232,0.000040365972,0.0003523544,0.000040250827,0.00021019443,0.000029315279,0.00021779591,0.000019656976],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003021816,0.00050241005,0.8966956,0.00021380812,0.000036715275,6.6719586e-8,0.0045934347,0.00021832967,0.00088475633,0.0392342,0.023084395,0.0342341],"study_design_scores_gemma":[0.0004103171,0.00039302604,0.9853224,0.0007662744,0.000016537288,0.0000016700876,0.0055747777,0.0022902398,0.00006955925,0.0037944997,0.0012908402,0.000069821],"about_ca_topic_score_codex":0.0053132246,"about_ca_topic_score_gemma":0.0006815318,"teacher_disagreement_score":0.08862683,"about_ca_system_score_codex":0.00026028295,"about_ca_system_score_gemma":0.0007468645,"threshold_uncertainty_score":0.9880371},"labels":[],"label_agreement":null},{"id":"W2128605104","doi":"","title":"The future of rural surgical care in Canada: a time for action.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Action (physics); Medical education; Task force; Task (project management); Family medicine; Management; Public administration","score_opus":0.037480308927693926,"score_gpt":0.34033979121885516,"score_spread":0.3028594822911612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128605104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9262889,0.018182265,4.7462564e-7,0.019032348,0.0028126186,0.0054195723,0.00013241035,0.000052017826,0.028079413],"genre_scores_gemma":[0.98959047,0.00041499516,0.000013146625,0.00027897014,0.0005164316,0.0028037815,0.000010884715,0.000012053092,0.0063592535],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984847,0.00018068607,0.00037151668,0.00008734211,0.00018295545,0.00069285475],"domain_scores_gemma":[0.99883634,0.00060669304,0.00012434935,0.00018358162,0.00011480515,0.00013421099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002624752,0.00008030091,0.00018698793,0.000023130508,0.00033907738,0.0000024099097,0.00015059492,0.00009997257,0.00015267421],"category_scores_gemma":[0.00006371562,0.00005446792,0.00003531396,0.00017289404,0.000021761882,0.0000350143,0.00003076653,0.0002573777,0.0000163793],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003615379,0.000028265908,0.07937605,0.00047982254,0.000018498225,0.00000763964,0.0027023668,0.000016314656,3.4815034e-7,0.002687277,0.28659713,0.62772477],"study_design_scores_gemma":[0.00077991805,0.000010987042,0.09668067,0.000039582475,0.000004706304,0.0000010154498,0.021649726,0.000071830545,0.0000027974422,0.00005218916,0.8806445,0.000062092644],"about_ca_topic_score_codex":0.30108428,"about_ca_topic_score_gemma":0.9276487,"teacher_disagreement_score":0.62766266,"about_ca_system_score_codex":0.0010748014,"about_ca_system_score_gemma":0.00032119246,"threshold_uncertainty_score":0.7035699},"labels":[],"label_agreement":null},{"id":"W2128704840","doi":"10.12927/hcq..16646","title":"Cultivating Rural Healthcare Professionals: The Norfolk General Hospital Health Science Perspectives Program","year":2002,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Norfolk General Hospital","funders":"","keywords":"Health professionals; Health care; Nursing; Health administration; Rural health; Medicine; Best practice; Medical education; Family medicine; Rural area; Public health; Political science","score_opus":0.04385066667018708,"score_gpt":0.44969846774873473,"score_spread":0.4058478010785477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128704840","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58852726,0.012215864,0.00002084091,0.38247433,0.0035770747,0.009577383,0.000090821944,0.0012682357,0.0022481785],"genre_scores_gemma":[0.9755487,0.00046728938,0.003136298,0.013172758,0.002314961,0.0022781477,0.00005081685,0.00012421812,0.0029068287],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98781884,0.0020447257,0.002227804,0.0013906764,0.0020615072,0.004456445],"domain_scores_gemma":[0.9929728,0.00051163975,0.0013866874,0.0015478045,0.001903964,0.0016771405],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032000674,0.0007487451,0.0010128338,0.0003545014,0.011595243,0.00013389849,0.001439255,0.0004468888,0.00062760577],"category_scores_gemma":[0.00026403533,0.00053608237,0.0002386104,0.002476594,0.0010164261,0.00082885736,0.00021760189,0.0030422888,0.00082702085],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010010018,0.0012056243,0.07710516,0.0022509494,0.000043693228,0.000022671618,0.46218383,0.000002802679,0.00002053441,0.04938252,0.068913914,0.33876818],"study_design_scores_gemma":[0.0020149034,0.007918934,0.09149809,0.00416419,0.000017003822,0.000042637865,0.82455355,0.0018265006,0.000005953794,0.0013956308,0.06540122,0.0011613682],"about_ca_topic_score_codex":0.012766694,"about_ca_topic_score_gemma":0.002548078,"teacher_disagreement_score":0.38702142,"about_ca_system_score_codex":0.002870613,"about_ca_system_score_gemma":0.0032151854,"threshold_uncertainty_score":0.99995095},"labels":[],"label_agreement":null},{"id":"W2128901491","doi":"10.4314/thrb.v9i1.14295","title":"SHORT COMMUNICATION: Lost investment returns from the migration of medical doctors from Malawi","year":2007,"lang":"en","type":"article","venue":"Tanzania Journal of Health Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Investment (military); Business; Economics; Political science; Law","score_opus":0.27846561487411303,"score_gpt":0.5633690429801944,"score_spread":0.2849034281060814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128901491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85561514,0.018419128,0.00022447044,0.12087884,0.00059121836,0.0011342801,0.00006419466,0.000016333397,0.0030563746],"genre_scores_gemma":[0.97955775,0.010388243,0.0015747616,0.007069621,0.0010749102,0.000012769715,0.00005834931,0.000033598506,0.000230019],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9828102,0.0073911515,0.003520743,0.0002546998,0.0047644037,0.0012587996],"domain_scores_gemma":[0.98342264,0.011455519,0.0012346184,0.001022583,0.0018361221,0.0010285268],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.044249922,0.00019371661,0.00071718707,0.0002440802,0.0013907825,0.000023938373,0.0017911235,0.00045377295,0.0028985676],"category_scores_gemma":[0.0025270402,0.00012845363,0.00011922177,0.00081009854,0.0005002022,0.00019659752,0.00043487165,0.004352869,0.00017614818],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001401242,0.00052264077,0.56126046,0.000364423,0.0001697285,0.00007096481,0.031559534,0.000006468027,0.000113159076,0.016664956,0.36737913,0.02048728],"study_design_scores_gemma":[0.0016611635,0.0008309981,0.6347746,0.006062664,0.000024703451,0.000016250471,0.043910317,0.00013067426,0.00011131018,0.008607619,0.3037009,0.00016880888],"about_ca_topic_score_codex":0.029604042,"about_ca_topic_score_gemma":0.023145951,"teacher_disagreement_score":0.12394257,"about_ca_system_score_codex":0.0012215339,"about_ca_system_score_gemma":0.0037313453,"threshold_uncertainty_score":0.9999093},"labels":[],"label_agreement":null},{"id":"W2128917405","doi":"","title":"Factors influencing medical students' choice of family medicine: effects of rural versus urban background.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Specialty; Curriculum; Family medicine; Preference; Medicine; Rural area; Medical school; Cross-sectional study; Medical psychology; Gerontology; MEDLINE; Medical education; Psychology; Pedagogy","score_opus":0.10938012094224774,"score_gpt":0.4467118152949645,"score_spread":0.33733169435271676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128917405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98450273,0.003047877,0.0000079708725,0.00023804282,0.0055315443,0.0018517163,0.000006082392,0.00008557866,0.00472847],"genre_scores_gemma":[0.997325,0.00012271861,0.000015074975,0.0006338731,0.0009322056,0.00055979565,0.000014250482,0.00003315981,0.00036393933],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947402,0.0006688231,0.0011210362,0.00017246397,0.0018828241,0.0014146701],"domain_scores_gemma":[0.9929496,0.004849638,0.0005975337,0.00044205345,0.00019919642,0.0009619961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002000138,0.00026148753,0.0007547357,0.0001549048,0.00020962981,0.0000029589912,0.00073852536,0.0004035119,0.00020365],"category_scores_gemma":[0.0034616257,0.0001939171,0.00008751119,0.00047038213,0.00025064423,0.00024562658,0.00033660146,0.00066052395,0.000030494699],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012968916,0.00011669438,0.9813026,0.0012457725,0.00007811327,8.5340923e-7,0.005895096,2.771817e-7,0.000027322505,0.0005120702,0.0072945543,0.0033969446],"study_design_scores_gemma":[0.003187605,0.00010675155,0.9734015,0.000840276,0.00008136136,1.4819292e-7,0.01295431,0.0000011304639,0.00008423331,0.000012427416,0.009192335,0.00013794443],"about_ca_topic_score_codex":0.0038271744,"about_ca_topic_score_gemma":0.000130338,"teacher_disagreement_score":0.012822264,"about_ca_system_score_codex":0.00038691715,"about_ca_system_score_gemma":0.00015374373,"threshold_uncertainty_score":0.790771},"labels":[],"label_agreement":null},{"id":"W2130230251","doi":"10.14574/ojrnhc.v11i1.9","title":"Nurse Recruitment and Retention in Rural Newfoundland and Labrador Communities: The Experiences of Healthcare Managers","year":2011,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Health care; Nursing; Business; Geography; Public relations; Medicine; Political science; Law","score_opus":0.11899142454430028,"score_gpt":0.45175742146582054,"score_spread":0.33276599692152026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130230251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9326266,0.04812711,0.000004144939,0.01753134,0.0007541156,0.00073274836,0.000016155635,0.000010700626,0.00019706372],"genre_scores_gemma":[0.9823768,0.015479808,0.00090458733,0.0009891269,0.00014165432,0.000016355276,0.000017019438,0.000014603948,0.000060060596],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.997316,0.0007968455,0.0010611755,0.0000906031,0.0002579296,0.00047742078],"domain_scores_gemma":[0.99826115,0.00017607863,0.0008799507,0.00017399296,0.00021130202,0.0002975262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096327433,0.00017254056,0.0005347474,0.00018032704,0.0007632968,0.000012217404,0.00014492414,0.00013085786,0.00001851876],"category_scores_gemma":[0.000024087944,0.00011775985,0.0000408094,0.00018281634,0.0003470788,0.00019161195,0.000035232857,0.0007472501,2.597593e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044938407,0.00007499031,0.098696634,0.001054677,0.000012110102,0.000003620999,0.80188257,6.379074e-7,0.0000017192793,0.00052045204,0.00080205343,0.09650117],"study_design_scores_gemma":[0.0010180188,0.0010329123,0.15987268,0.011699653,0.000017787961,0.000051600626,0.82523084,0.000031480493,6.5599903e-7,0.00037299257,0.0005904221,0.000080940285],"about_ca_topic_score_codex":0.021446075,"about_ca_topic_score_gemma":0.014485498,"teacher_disagreement_score":0.09642023,"about_ca_system_score_codex":0.00040036332,"about_ca_system_score_gemma":0.00028620774,"threshold_uncertainty_score":0.9850702},"labels":[],"label_agreement":null},{"id":"W2130304482","doi":"10.1080/07399330601180206","title":"Bridges and Barriers to Health: Her Story—Emirati Women's Health Needs","year":2007,"lang":"en","type":"article","venue":"Health Care For Women International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; College & Association of Registered Nurses of Alberta; University of British Columbia","funders":"","keywords":"Gerontology; Psychology; Gender studies; Medicine; Sociology","score_opus":0.02631229963959973,"score_gpt":0.42595460015565434,"score_spread":0.3996423005160546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130304482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67703205,0.0074759414,0.003908754,0.2796736,0.013250395,0.010215989,0.0020516878,0.0007090211,0.005682559],"genre_scores_gemma":[0.75142103,0.00065022736,0.003190734,0.22650644,0.0019718306,0.0022113742,0.0003635894,0.00015206082,0.013532686],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926876,0.0005673745,0.0017621386,0.00075838447,0.0008771299,0.0033473652],"domain_scores_gemma":[0.9923916,0.0008080437,0.0008861885,0.0004557084,0.00067343505,0.00478504],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004922587,0.00044347183,0.00094519526,0.00073249865,0.0029524858,0.00004129506,0.0004745679,0.00024499962,0.0009713657],"category_scores_gemma":[0.0007095781,0.00046746913,0.00008526443,0.0005595943,0.000099153025,0.00021891364,0.00023259856,0.00086836837,0.00013155938],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0014418878,0.00009001421,0.032636564,0.004356479,0.00009890367,0.0000046793775,0.5181794,0.00004376076,0.0000044105686,0.016892217,0.34471345,0.0815382],"study_design_scores_gemma":[0.001384009,0.0013034652,0.009418389,0.00053786306,0.0000010445453,0.000004612976,0.24757718,0.000023978102,0.0000014011857,0.00021924853,0.73927885,0.00024994888],"about_ca_topic_score_codex":0.0020885456,"about_ca_topic_score_gemma":0.003995417,"teacher_disagreement_score":0.3945654,"about_ca_system_score_codex":0.017030263,"about_ca_system_score_gemma":0.0057885447,"threshold_uncertainty_score":0.9999419},"labels":[],"label_agreement":null},{"id":"W2130465639","doi":"10.22605/rrh1665","title":"Rural longitudinal integrated clerkships: lessons from two programs on different continents","year":2011,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":109,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"Australian Government; Government of Ontario","keywords":"Focus group; Curriculum; Medical education; Grounded theory; Citizen journalism; Longitudinal study; Psychology; Pedagogy; Medicine; Qualitative research; Sociology; Political science; Social science","score_opus":0.1332229255817633,"score_gpt":0.4311405573414574,"score_spread":0.2979176317596941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130465639","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815559,0.0015762682,0.00010581043,0.010621892,0.0015393016,0.0017460841,0.000079283855,0.0003507003,0.0024247647],"genre_scores_gemma":[0.9911804,0.0023072257,0.0009478809,0.0027948383,0.00050507335,0.000020934842,0.0003076586,0.000049358307,0.0018866027],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9958061,0.0008588063,0.0009935588,0.00047529035,0.00038095447,0.0014852635],"domain_scores_gemma":[0.99777687,0.00021485586,0.00048408995,0.00045088606,0.00014655535,0.00092676596],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047849273,0.0004424064,0.0007922866,0.00009878009,0.0012473649,0.000021474116,0.00026007625,0.00027491423,0.00039858394],"category_scores_gemma":[0.000055373348,0.000294433,0.00010325793,0.00024800084,0.00015574234,0.00010763621,0.00015560063,0.0012642116,0.0003231735],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011677943,0.000336639,0.31337872,0.00046179435,0.00007803306,0.000020102094,0.00812841,4.0580062e-7,0.000020329398,0.0044183824,0.004234918,0.6677545],"study_design_scores_gemma":[0.00497009,0.0018632972,0.93251747,0.011275423,0.00005259665,0.0000115424145,0.017715998,0.00094391644,0.000031517506,0.0074336934,0.022459999,0.0007244662],"about_ca_topic_score_codex":0.07675055,"about_ca_topic_score_gemma":0.009109017,"teacher_disagreement_score":0.66703004,"about_ca_system_score_codex":0.0003777414,"about_ca_system_score_gemma":0.00024557213,"threshold_uncertainty_score":0.99995077},"labels":[],"label_agreement":null},{"id":"W2130575130","doi":"10.1111/j.1466-7657.2009.00759.x","title":"Voices of internationally educated nurses: policy recommendations for credentialing","year":2010,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Credentialing; Nursing; MEDLINE; Medicine; Political science; Medical education","score_opus":0.06757089558054986,"score_gpt":0.5625874340213133,"score_spread":0.49501653844076343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130575130","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057228416,0.023048917,0.003949679,0.63275635,0.08016339,0.008629222,0.0011060055,0.00049283647,0.19262516],"genre_scores_gemma":[0.8407359,0.032770485,0.054447602,0.024851773,0.009617636,0.0017008645,0.002426818,0.00018949636,0.033259403],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977649,0.0001360039,0.0011270763,0.00027261578,0.00035324367,0.00034617787],"domain_scores_gemma":[0.9968089,0.0006856075,0.00078835455,0.00027443818,0.0013156653,0.00012702723],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007648873,0.00016232254,0.00035180815,0.00024735494,0.00031169527,0.000015816004,0.00058329455,0.00012704002,0.001973028],"category_scores_gemma":[0.0025991343,0.00015645435,0.0001582254,0.00030138934,0.00010059153,0.0002198136,0.000044715754,0.00043226057,0.00011774858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011414518,0.0006102342,0.0052219755,0.0036042654,0.00019353366,8.598337e-7,0.0029062177,0.0000047868325,0.0015492452,0.29989362,0.5080674,0.17783369],"study_design_scores_gemma":[0.00040116694,0.000038652113,0.0009822221,0.037591036,0.00006568753,0.000008635643,0.00050801435,0.00016973245,0.00007632312,0.007877266,0.9521214,0.00015986372],"about_ca_topic_score_codex":0.00042123598,"about_ca_topic_score_gemma":0.0001930373,"teacher_disagreement_score":0.7835075,"about_ca_system_score_codex":0.0003000289,"about_ca_system_score_gemma":0.0006127363,"threshold_uncertainty_score":0.9989393},"labels":[],"label_agreement":null},{"id":"W2130592021","doi":"","title":"Management of Health System for Ethnic Minorities","year":2011,"lang":"en","type":"article","venue":"REVISTA DE MANAGEMENT COMPARAT INTERNATIONAL/REVIEW OF INTERNATIONAL COMPARATIVE MANAGEMENT","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Romanian; Citizenship; Immigration; Sociology; Gender studies; Political science; Linguistics; Anthropology; Law","score_opus":0.2027708037496215,"score_gpt":0.48486899981936454,"score_spread":0.28209819606974307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130592021","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00421717,0.06208807,0.058068268,0.0019401221,0.0038777497,0.012841057,0.0004116786,0.00026330882,0.8562926],"genre_scores_gemma":[0.80004346,0.10429555,0.06664177,0.002547503,0.00026335812,0.0043110647,0.00085796014,0.00009360939,0.020945728],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929549,0.00076070713,0.0035011678,0.00075073406,0.0012542257,0.00077826396],"domain_scores_gemma":[0.994932,0.00025323243,0.0026932985,0.00084287574,0.0011034055,0.00017517056],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032682917,0.00054137036,0.0014968003,0.0005861125,0.00028605506,0.000024001578,0.002098448,0.00008011172,0.0011467689],"category_scores_gemma":[0.00001749455,0.0005282661,0.00046526777,0.00057577464,0.00016134215,0.00024277273,0.0009293508,0.0002797946,0.00018002914],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003177747,0.0004744129,0.0025251387,0.08733869,0.0030039635,0.00002230619,0.0011622733,0.00005949196,0.0000014203086,0.8372133,0.056469467,0.011411796],"study_design_scores_gemma":[0.0037017395,0.00032741856,0.027119864,0.13881424,0.0006984937,0.0000071593363,0.029336963,0.0012842023,0.000061996834,0.0018283974,0.79605776,0.0007617585],"about_ca_topic_score_codex":0.00013492032,"about_ca_topic_score_gemma":0.000013410249,"teacher_disagreement_score":0.83538485,"about_ca_system_score_codex":0.0015031336,"about_ca_system_score_gemma":0.00006578158,"threshold_uncertainty_score":0.9997663},"labels":[],"label_agreement":null},{"id":"W2130869478","doi":"10.1186/1478-4491-12-62","title":"Source country perceptions, experiences, and recommendations regarding health workforce migration: a case study from the Philippines","year":2014,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queensland University of Technology; University of Melbourne; Australian Research Council; York University; Griffith University; Queensland Health; Queen Margaret University","keywords":"Workforce; Thematic analysis; Nursing; Focus group; Qualitative research; Nursing research; Government (linguistics); Context (archaeology); Public relations; Medicine; Health care; Health administration; Economic growth; Political science; Public health; Sociology; Business; Marketing; Geography","score_opus":0.07053433677138157,"score_gpt":0.4469629186535602,"score_spread":0.37642858188217865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2130869478","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9493662,0.002759258,0.001365336,0.040202633,0.00055528875,0.0049207197,0.00010846828,0.00032706332,0.00039502553],"genre_scores_gemma":[0.9717813,0.0004833846,0.0012584223,0.019559924,0.0019547995,0.0020367235,0.0002267545,0.00008153148,0.0026171482],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932451,0.0026631511,0.0015999136,0.0008197906,0.0004386935,0.0012333182],"domain_scores_gemma":[0.99497557,0.0023114155,0.0010031466,0.00090940355,0.00019247513,0.0006079643],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0038543597,0.00039425315,0.00074450223,0.000127121,0.0149759175,0.000114657625,0.00039201125,0.00017749792,0.00037599402],"category_scores_gemma":[0.0003184866,0.0003025933,0.00008943624,0.00041571396,0.00022123524,0.00019813102,0.00019297437,0.00077113777,0.000024897012],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010274367,0.00022837102,0.13498928,0.00038896053,0.00004108478,0.0000037581851,0.6802799,0.000031729167,0.0000011482381,0.0013960368,0.15590312,0.026633898],"study_design_scores_gemma":[0.001126059,0.0005954176,0.0056509078,0.0006014529,0.00001635883,0.000033249413,0.48411015,0.0005076223,4.67553e-8,0.0001861663,0.5069863,0.00018625194],"about_ca_topic_score_codex":0.035900597,"about_ca_topic_score_gemma":0.08903226,"teacher_disagreement_score":0.3510832,"about_ca_system_score_codex":0.0005024286,"about_ca_system_score_gemma":0.00031221443,"threshold_uncertainty_score":0.9999426},"labels":[],"label_agreement":null},{"id":"W2131965549","doi":"10.1177/070674370605100403","title":"Factors Predicting Practice Location and Outreach Consultation among University of Toronto Psychiatry Graduates","year":2006,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; University Health Network","funders":"","keywords":"Outreach; Graduation (instrument); Demographics; Family medicine; Medicine; Rural area; Medical education; Gerontology; Psychology; Demography; Political science; Sociology","score_opus":0.02298797434447363,"score_gpt":0.32877744616063115,"score_spread":0.3057894718161575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131965549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9746929,0.0056078397,0.00009287122,0.011195194,0.0023501476,0.0003518864,0.00002314214,0.000012647369,0.0056733764],"genre_scores_gemma":[0.9969671,0.00008929279,0.0020173353,0.00020825007,0.00039510682,4.3508462e-7,0.00000837384,0.000013101073,0.00030103014],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983621,0.00045304693,0.0005521757,0.000107950524,0.00020242626,0.0003222647],"domain_scores_gemma":[0.9973095,0.0004015602,0.0011682197,0.00016290709,0.0006530321,0.00030476318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087642786,0.000118891934,0.00021330407,0.000066739165,0.0011136071,0.000013003569,0.00019622403,0.00014864097,0.000086402164],"category_scores_gemma":[0.0002648841,0.00009457254,0.000045669465,0.0001614737,0.0001748246,0.00040542166,0.000011345423,0.000446283,0.0000031811512],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047071953,0.000018229224,0.97081155,0.00010882524,0.000029840994,0.0000010327091,0.0046690498,0.000067892026,0.0000010541721,0.013407442,0.010705433,0.00013257848],"study_design_scores_gemma":[0.000702654,0.00010965076,0.89213234,0.00067630765,0.000141662,0.000009130896,0.09764514,0.00009659159,8.1317665e-7,0.0047414834,0.0036530166,0.00009119191],"about_ca_topic_score_codex":0.6428514,"about_ca_topic_score_gemma":0.97163767,"teacher_disagreement_score":0.32878622,"about_ca_system_score_codex":0.00039347372,"about_ca_system_score_gemma":0.003489382,"threshold_uncertainty_score":0.8565078},"labels":[],"label_agreement":null},{"id":"W2132313663","doi":"","title":"Canadian rural family medicine training programs: growth and variation in recruitment.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Specialty; Residency training; Rural area; Family medicine; Referral; Medicine; Rural health; Training (meteorology); Medical education; Geography; Continuing education","score_opus":0.17646294756137348,"score_gpt":0.40100147735976216,"score_spread":0.22453852979838868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132313663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90421635,0.0009931435,0.000008125421,0.0377894,0.0005824347,0.00555737,0.000006997515,0.000115833784,0.05073037],"genre_scores_gemma":[0.9879458,0.0001973849,0.00035090407,0.0044919555,0.0005237385,0.005532673,0.000023822873,0.00001792828,0.00091580255],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99774444,0.00026983666,0.0004889666,0.00020471295,0.00018114192,0.0011108835],"domain_scores_gemma":[0.998954,0.00015394714,0.000113564834,0.00013152564,0.00005349054,0.0005934898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011119359,0.00012955676,0.00024262929,0.00021273982,0.00029212414,0.000007343043,0.00010059559,0.000174883,0.000054916225],"category_scores_gemma":[0.0002685442,0.000114360984,0.0000121494495,0.00036249927,0.000042392465,0.00016007587,0.000024283541,0.00035807583,0.000022186829],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039800023,0.000023708608,0.2296835,0.00012736628,0.000011419845,0.000007631585,0.034140125,0.0000021441065,0.0000057439197,0.0048767147,0.002750719,0.72833115],"study_design_scores_gemma":[0.0011136198,0.000028669725,0.9173025,0.00023260666,0.0000090681715,0.0000014391373,0.010045684,0.00006510418,2.5820378e-7,0.0007468691,0.0703438,0.00011039051],"about_ca_topic_score_codex":0.31514335,"about_ca_topic_score_gemma":0.46272603,"teacher_disagreement_score":0.72822076,"about_ca_system_score_codex":0.00089167897,"about_ca_system_score_gemma":0.00026732511,"threshold_uncertainty_score":0.6894172},"labels":[],"label_agreement":null},{"id":"W2133471189","doi":"10.1186/s12909-015-0445-8","title":"Widening access to medicine may improve general practitioner recruitment in deprived and rural communities: survey of GP origins and current place of work","year":2015,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Community Based Research Centre","funders":"","keywords":"Odds; Medicine; Global Positioning System; Rural area; Work (physics); Cross-sectional study; Family medicine; Medical education; Nursing; Logistic regression","score_opus":0.2913798064227493,"score_gpt":0.5551463220579199,"score_spread":0.2637665156351706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133471189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99079204,0.0019322052,0.00030743354,0.0036246716,0.0016376845,0.0013778369,0.000010065672,0.0000137575635,0.00030433352],"genre_scores_gemma":[0.9960932,0.00089394546,0.0013118947,0.000828437,0.00022536101,0.00032482497,0.00013958731,0.000012084415,0.00017066872],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99678975,0.0015298227,0.00078314217,0.00013290287,0.0004887582,0.000275603],"domain_scores_gemma":[0.9964862,0.0019061869,0.00037854706,0.00024264178,0.0004294091,0.00055702653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003195801,0.000121478515,0.00036633707,0.00015459814,0.00009951143,0.0000052734026,0.00018607682,0.00014402006,0.00017645776],"category_scores_gemma":[0.005466295,0.00009929354,0.000009389578,0.00039314927,0.0001586588,0.00015668599,0.0001908271,0.00041399704,0.000004256614],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003190206,0.0001726761,0.9490742,0.00050877174,0.0000055411506,1.315431e-7,0.018715374,0.000012895024,0.000005248155,0.0005051064,0.0115529,0.019128105],"study_design_scores_gemma":[0.0018109275,0.00020774858,0.94183755,0.0066798455,0.000018803343,0.0000017062291,0.03579243,0.00033944158,0.0000110973015,0.00024937422,0.012918574,0.00013250808],"about_ca_topic_score_codex":0.0528731,"about_ca_topic_score_gemma":0.024829179,"teacher_disagreement_score":0.028043924,"about_ca_system_score_codex":0.00036592662,"about_ca_system_score_gemma":0.003299819,"threshold_uncertainty_score":0.99296516},"labels":[],"label_agreement":null},{"id":"W2133711894","doi":"10.1016/s0140-6736(00)02492-2","title":"Medical migration: who are the real losers?","year":2000,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":220,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Government (linguistics); Globalization; Political science; Investment (military); Scopus; Liberalization; Health care; Deregulation; Developing country; Global health; Economic growth; Development economics; Politics; Economics; MEDLINE; Law","score_opus":0.0641845555286684,"score_gpt":0.43365242788581393,"score_spread":0.3694678723571455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133711894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5163885,0.0006355654,0.000003279291,0.28372887,0.0003902253,0.0004938626,0.000020464347,0.00015153213,0.19818774],"genre_scores_gemma":[0.86794794,0.007607685,0.00006903334,0.064832956,0.00898461,0.00016499865,0.000022003562,0.000028836035,0.05034197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976706,0.00077831285,0.00032730683,0.00015523085,0.0004701367,0.00059841154],"domain_scores_gemma":[0.9983208,0.0006302146,0.000110039575,0.00074968196,0.00005429964,0.00013493292],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001249004,0.00010831724,0.00030716936,0.000009205229,0.0010969323,0.000011396713,0.00069203787,0.00016993252,0.011891226],"category_scores_gemma":[0.00015422833,0.000051268584,0.00003831459,0.00019860103,0.00013572724,0.000047343336,0.00006291319,0.0007960195,0.0033060417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013397034,0.000013677833,0.07071193,0.000062170926,0.0000105110275,0.000007923137,0.0044982065,0.0000069825182,4.5256354e-7,0.0063395244,0.91057384,0.0076407935],"study_design_scores_gemma":[0.00052365504,0.000022029955,0.09677472,0.0004993602,0.00000914712,0.0000027716667,0.0029566898,0.00027841725,0.0000013148091,0.0017088185,0.89715415,0.000068914705],"about_ca_topic_score_codex":0.0013974269,"about_ca_topic_score_gemma":0.0044877,"teacher_disagreement_score":0.35155946,"about_ca_system_score_codex":0.00006896225,"about_ca_system_score_gemma":0.00015351464,"threshold_uncertainty_score":0.99747},"labels":[],"label_agreement":null},{"id":"W2133732487","doi":"","title":"A moral duty: why Canada's cuts to refugee health must be reversed.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Refugee; Duty; Immigration; Citizenship; Multiculturalism; Political science; Medicine; Law; Politics","score_opus":0.09327548539237884,"score_gpt":0.3868958755119378,"score_spread":0.293620390119559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133732487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43043095,0.003655892,0.00004588843,0.41967085,0.016097317,0.015124749,0.00055288,0.0007801249,0.11364137],"genre_scores_gemma":[0.7970247,0.00006526467,0.00059207244,0.174287,0.0014279768,0.0038085505,0.00005372863,0.00006531361,0.022675391],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99395293,0.0006800385,0.0008266356,0.00039366086,0.00066005264,0.0034866724],"domain_scores_gemma":[0.99583143,0.00025838942,0.00031277188,0.000687867,0.00015632136,0.0027532391],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018625836,0.00027965943,0.00053364644,0.000117928226,0.00094729767,0.000010282546,0.00035085148,0.00020532952,0.00040091467],"category_scores_gemma":[0.0005390104,0.00026438414,0.00005476419,0.0005993398,0.000033287666,0.00020002217,0.00023293322,0.00070828205,0.00023044189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006104211,0.0000412372,0.07791555,0.00022831715,0.000012271203,0.000004904331,0.0013203138,0.0000028234015,2.3180957e-7,0.0019317699,0.9025374,0.01594412],"study_design_scores_gemma":[0.00036768196,0.000019939223,0.23453316,0.00009847235,0.000008059322,0.0000023808293,0.0013260947,0.0000019082497,0.000002623323,0.00004969591,0.76340413,0.00018585016],"about_ca_topic_score_codex":0.7093234,"about_ca_topic_score_gemma":0.8128162,"teacher_disagreement_score":0.36659378,"about_ca_system_score_codex":0.003088886,"about_ca_system_score_gemma":0.0015812058,"threshold_uncertainty_score":0.9999808},"labels":[],"label_agreement":null},{"id":"W2134163033","doi":"","title":"Rural practice and the personal and educational characteristics of medical students: survey of 1269 graduates of the University of Manitoba.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Logistic regression; Family medicine; Medicine; Rural area; Medical school; Multivariate analysis; Medical practice; Cross-sectional study; Residency training; General practice; Medical education; Continuing education","score_opus":0.054003167229411585,"score_gpt":0.3800365135540856,"score_spread":0.326033346324674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134163033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990287,0.0008313599,0.0000019036397,0.00742928,0.00032866627,0.00068384927,0.00010362757,0.000002379443,0.00033190366],"genre_scores_gemma":[0.99887174,0.0006885733,0.000026851265,0.00017737706,0.000060983773,0.0000132691375,0.000009758459,0.000004235501,0.00014718354],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974601,0.0012116586,0.00035384184,0.00006634737,0.00067608035,0.00023191758],"domain_scores_gemma":[0.99566215,0.0031063356,0.0006124614,0.00013652157,0.00036068866,0.00012181671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042461124,0.00006463912,0.00025334978,0.000022110735,0.00016095796,0.0000016809526,0.000290306,0.00008973442,0.000047397025],"category_scores_gemma":[0.002950303,0.000040525836,0.000024526587,0.00013324435,0.000605559,0.00009369512,0.00029233444,0.00021961147,8.087043e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031493546,0.00014425145,0.9894853,0.0002878335,0.000042724598,5.8485877e-8,0.004697919,1.4685008e-8,7.0024305e-7,0.0021738824,0.000934706,0.0019176631],"study_design_scores_gemma":[0.000827495,0.000009721579,0.9844184,0.00013760275,0.000054989963,0.00000199112,0.013702665,0.000006944096,0.0000030192643,0.00005185077,0.0007553999,0.000029911434],"about_ca_topic_score_codex":0.009361107,"about_ca_topic_score_gemma":0.0009791736,"teacher_disagreement_score":0.0090047475,"about_ca_system_score_codex":0.000040263592,"about_ca_system_score_gemma":0.00018298587,"threshold_uncertainty_score":0.99723566},"labels":[],"label_agreement":null},{"id":"W2134667200","doi":"10.12927/hcpap.2010.21795","title":"Internationally Educated Health Professionals: Workforce Integration and Retention","year":2010,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Workforce; Economic shortage; Health professionals; Business; Health care; Public relations; Face (sociological concept); Health professions; Career Pathways; Workforce planning; Nursing; Medical education; Medicine; Political science; Economic growth; Sociology; Economics; Government (linguistics)","score_opus":0.07743015817562202,"score_gpt":0.4455731564146255,"score_spread":0.36814299823900354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134667200","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51233685,0.00022996425,0.0002100375,0.47897974,0.0029451782,0.0026981428,0.000077768214,0.0003797153,0.002142614],"genre_scores_gemma":[0.21343595,0.00038082493,0.0029843193,0.77158946,0.00018999192,0.0011646206,0.0006081079,0.00013667907,0.00951007],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918295,0.0013757646,0.0021761537,0.001412961,0.001063443,0.0021421881],"domain_scores_gemma":[0.9938195,0.001523459,0.0011754648,0.000984698,0.00071342435,0.0017834619],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0034981223,0.0007266563,0.0010174725,0.00055494416,0.0028003934,0.00007796243,0.0005916047,0.00071586965,0.00093003345],"category_scores_gemma":[0.0013189132,0.00065106794,0.00016666291,0.0011001042,0.00008560954,0.00043095395,0.00049590826,0.0025905496,0.0012263628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013691027,0.00045707126,0.012900295,0.00036144842,0.000038602688,0.000005857777,0.02120974,0.0000031983702,0.00091562024,0.018299568,0.9229489,0.021490587],"study_design_scores_gemma":[0.0029752273,0.0016830896,0.07060536,0.00008808507,0.000036612117,0.000042896045,0.007100198,0.001261842,0.00006305828,0.00092661794,0.91425765,0.0009593898],"about_ca_topic_score_codex":0.003092969,"about_ca_topic_score_gemma":0.018505808,"teacher_disagreement_score":0.2989009,"about_ca_system_score_codex":0.001933587,"about_ca_system_score_gemma":0.0019078259,"threshold_uncertainty_score":0.99998325},"labels":[],"label_agreement":null},{"id":"W213491861","doi":"","title":"[The decentralized training program and the retention of general practitioners in Quebec's Lower St. Lawrence Region].","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Odds ratio; Rural area; Odds; SAINT; Medicine; Training (meteorology); Family medicine; Rural health; Logistic regression; Geography; Computer science; Economics","score_opus":0.07041931900130231,"score_gpt":0.38665259598215906,"score_spread":0.31623327698085674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W213491861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92881566,0.0016999631,0.000043690117,0.05144144,0.00081943977,0.0073013,0.000005863799,0.0001358762,0.009736768],"genre_scores_gemma":[0.9914995,0.0012033201,0.00036719616,0.000992086,0.000101178455,0.0022983016,0.000012755184,0.000009059155,0.0035166414],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99750656,0.00081728795,0.0005565087,0.00019081072,0.00022785932,0.00070099795],"domain_scores_gemma":[0.99868023,0.0004999835,0.00035989308,0.00023799574,0.000102819395,0.00011906411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016838857,0.00010586645,0.000221162,0.00003987787,0.00048516953,0.000023503992,0.00015159058,0.000118846,0.000009176844],"category_scores_gemma":[0.00055570365,0.0000623453,0.00004440206,0.00030478873,0.00023106496,0.0001709004,0.000027680388,0.0003633585,0.0000019992365],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016899629,0.00012282992,0.009970413,0.000084293555,0.000020487776,0.000009423421,0.006613077,0.00001697572,0.000003905363,0.06030828,0.013104699,0.90805566],"study_design_scores_gemma":[0.005939109,0.00008829877,0.65747076,0.0003568214,0.00003829201,0.0000070198134,0.00826639,0.0004286143,0.0000058467726,0.010055063,0.3171404,0.00020341635],"about_ca_topic_score_codex":0.0042992923,"about_ca_topic_score_gemma":0.010316261,"teacher_disagreement_score":0.90785223,"about_ca_system_score_codex":0.000150842,"about_ca_system_score_gemma":0.00011190064,"threshold_uncertainty_score":0.64992726},"labels":[],"label_agreement":null},{"id":"W2134941825","doi":"10.25011/cim.v30i4.2776","title":"16. Postgraduate training and its effect on practice location, career choice and practice profile: Tracking 10 years of output from the University of Toronto","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Workforce; Graduation (instrument); Tracking (education); Workload; Medical education; Medicine; Family medicine; Psychology; Management; Political science","score_opus":0.27981027405020625,"score_gpt":0.47713974571308815,"score_spread":0.1973294716628819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134941825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95823085,0.0074663647,0.000031768635,0.028073775,0.00028813336,0.0008648533,0.000017967335,0.000019390316,0.0050069164],"genre_scores_gemma":[0.993686,0.0011799466,0.0005240176,0.003883783,0.0003338619,0.0000019415281,0.000016957067,0.000010442478,0.00036302904],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99674296,0.001782612,0.00065300637,0.00030468378,0.00027964692,0.00023706762],"domain_scores_gemma":[0.9677523,0.03040315,0.0007117454,0.00017315864,0.0006633612,0.00029627868],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005688239,0.00013380048,0.0004805273,0.000017228913,0.00026997927,0.000002249979,0.000103697865,0.00017525059,0.00006744926],"category_scores_gemma":[0.055012465,0.00009291528,0.000019050118,0.00013804635,0.00233339,0.000299587,0.000082302555,0.0005496078,0.0000049890145],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036659185,0.00025921612,0.34908515,0.0013467856,0.00043732498,0.000033648757,0.21039931,0.0000016850971,0.00052614487,0.010216338,0.020100066,0.4039284],"study_design_scores_gemma":[0.002896069,0.002738572,0.8366355,0.003338839,0.00032165463,0.0000035592584,0.069864534,0.0000531072,0.000053946776,0.00060505816,0.08336582,0.00012338557],"about_ca_topic_score_codex":0.011140598,"about_ca_topic_score_gemma":0.0019930564,"teacher_disagreement_score":0.48755032,"about_ca_system_score_codex":0.000055297274,"about_ca_system_score_gemma":0.00015379541,"threshold_uncertainty_score":0.9954443},"labels":[],"label_agreement":null},{"id":"W2135352595","doi":"","title":"Office-based procedures among urban and rural family physicians in Ontario.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Rurality; Medicine; Global Positioning System; Primary care; Medical emergency; Cohort; Family medicine; Rural area; Computer science","score_opus":0.039156243330023675,"score_gpt":0.32223088681727124,"score_spread":0.2830746434872476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135352595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727548,0.0007393047,0.0000029201,0.00047137312,0.0006301573,0.002299209,0.000007886696,0.000118014534,0.022976346],"genre_scores_gemma":[0.99000823,0.000009028879,0.000075940945,0.0027983969,0.00029746923,0.0029685264,0.000021783992,0.000027808883,0.0037928002],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99748117,0.00021952641,0.0004160268,0.00019524046,0.00021739063,0.0014706536],"domain_scores_gemma":[0.99901277,0.00021625526,0.00016460255,0.00021946873,0.000052755695,0.000334174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057578034,0.00018124984,0.00029133752,0.00010090315,0.00028408354,0.000009753089,0.0001290435,0.0001903873,0.000052340747],"category_scores_gemma":[0.000136673,0.00016701626,0.000033181677,0.00022263336,0.000082662926,0.0002613553,0.000061165985,0.00060811144,0.00006276172],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008438375,0.00008801544,0.98193705,0.00016724246,0.000005020553,0.0000012521293,0.0038702637,0.0000055572827,0.000002823232,0.00021611835,0.010342872,0.0032793905],"study_design_scores_gemma":[0.00079294504,0.000012841221,0.9722478,0.00023343976,0.000010772871,1.5864707e-7,0.0026701384,0.000015971431,0.0000058846235,0.000045416273,0.023803953,0.00016069134],"about_ca_topic_score_codex":0.09509934,"about_ca_topic_score_gemma":0.33180588,"teacher_disagreement_score":0.23670654,"about_ca_system_score_codex":0.0006513665,"about_ca_system_score_gemma":0.0002474473,"threshold_uncertainty_score":0.91092646},"labels":[],"label_agreement":null},{"id":"W2135423873","doi":"10.1017/s1481803500004747","title":"Rural physicians practising emergency medicine: paying the piper","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Medicine; Medical emergency; Action (physics); Alternative medicine; Traditional medicine; Pathology","score_opus":0.1153066488869216,"score_gpt":0.46454312955288807,"score_spread":0.34923648066596646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135423873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4861441,0.059729893,0.00012547329,0.14420356,0.08292505,0.0012056422,0.000021800619,0.000056528857,0.22558795],"genre_scores_gemma":[0.8859092,0.030636413,0.000066413886,0.00440829,0.027577285,0.000031630465,0.000023701063,0.00012819948,0.051218852],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943526,0.0007751132,0.0026510532,0.00022520995,0.00063342304,0.0013626415],"domain_scores_gemma":[0.9956557,0.00030903978,0.0012725508,0.0005218256,0.000911989,0.0013288617],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002335043,0.00034587088,0.0007120771,0.00029032928,0.0020281977,0.0000022440922,0.00074535114,0.00017964606,0.18958142],"category_scores_gemma":[0.0015368025,0.00021181365,0.00016016663,0.0011490063,0.0002709879,0.00034797515,0.000016226626,0.0018302533,0.00032404147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044939618,0.000012785391,0.03908995,0.00012853868,0.000058004418,0.000033895154,0.020572653,0.000029606821,0.000087350585,0.00056669133,0.91661775,0.022757819],"study_design_scores_gemma":[0.00073006324,0.00031060984,0.020074215,0.0026958757,0.00016674498,0.00001825838,0.026939722,0.00003238302,0.0000012180581,0.0018808498,0.9469398,0.0002102117],"about_ca_topic_score_codex":0.05543927,"about_ca_topic_score_gemma":0.06903727,"teacher_disagreement_score":0.3997651,"about_ca_system_score_codex":0.00044503962,"about_ca_system_score_gemma":0.0013404546,"threshold_uncertainty_score":0.99927104},"labels":[],"label_agreement":null},{"id":"W2135526895","doi":"10.12927/hcq.2008.19621","title":"Healthcare Systems and Organizations: Implications for Health Human Resources","year":2008,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Human resources; Business; Health administration; Healthcare system; Key (lock); Human health; Public relations; Human resource management; Knowledge management; Political science; Management; Medicine; Computer science; Economics; Environmental health; Law","score_opus":0.06991377235923628,"score_gpt":0.44510710007125165,"score_spread":0.37519332771201536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135526895","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4623785,0.031271968,0.0028318767,0.4804847,0.0023175306,0.016129784,0.0016522171,0.0019115503,0.0010218826],"genre_scores_gemma":[0.9792845,0.0011617353,0.0014435346,0.012434529,0.0011402807,0.001976908,0.00047689347,0.0001433547,0.0019382535],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99377537,0.0012845643,0.0019311634,0.00089171756,0.0003439549,0.0017732567],"domain_scores_gemma":[0.9947843,0.00071307115,0.000888654,0.0009523968,0.0014338668,0.0012276927],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010342947,0.00041738094,0.00090710167,0.0002848953,0.008621301,0.0000330032,0.00034339406,0.00046483305,0.000034034423],"category_scores_gemma":[0.00013400262,0.00041966102,0.000073769705,0.0009228222,0.00018938202,0.0002287044,0.000048511898,0.0007437763,0.00009658554],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015972105,0.00023364241,0.42305475,0.012886376,0.000065584194,0.0000074825984,0.1159674,0.000007630784,0.00005203073,0.25351605,0.18057704,0.013472285],"study_design_scores_gemma":[0.0032081543,0.005461158,0.37271625,0.0028956216,0.000030036099,0.00018679324,0.052766867,0.00012847813,0.0000013085086,0.0064433897,0.5551391,0.0010228221],"about_ca_topic_score_codex":0.01923546,"about_ca_topic_score_gemma":0.0067572645,"teacher_disagreement_score":0.516906,"about_ca_system_score_codex":0.00083066465,"about_ca_system_score_gemma":0.0019039287,"threshold_uncertainty_score":0.99982554},"labels":[],"label_agreement":null},{"id":"W2135847606","doi":"","title":"Alberta investing $10 million to keep elite specialists","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatoon Medical Imaging","funders":"","keywords":"Elite; Data science; World Wide Web; Computer science; Medicine; Political science; Politics","score_opus":0.05242340737591929,"score_gpt":0.35008191619620294,"score_spread":0.29765850882028366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135847606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6606472,0.0007109298,0.000047880825,0.009058369,0.0036873054,0.0023370418,0.000020702637,0.0003504918,0.32314005],"genre_scores_gemma":[0.5215556,0.003432031,0.0030658764,0.033514824,0.009940599,0.00067121687,0.00017937334,0.00037427142,0.4272662],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99294204,0.0009798814,0.0011980274,0.0007661561,0.0005618275,0.0035520538],"domain_scores_gemma":[0.9960745,0.0005272338,0.00034930295,0.0008094895,0.0002997076,0.0019397954],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010448421,0.00040419775,0.00047821095,0.00014496497,0.0008388331,0.00004632163,0.0005906687,0.00022545047,0.002970384],"category_scores_gemma":[0.003239763,0.00038604424,0.000087655455,0.0015404421,0.00006816298,0.00022722373,0.00033939435,0.00076051155,0.008750651],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006091846,0.000198613,0.45841256,0.00041510764,0.000045961642,0.00028162988,0.040233884,0.00011197761,0.00021793685,0.0038198903,0.4288448,0.06680843],"study_design_scores_gemma":[0.0005555116,0.000040559335,0.16655566,0.00051714486,0.000017130595,0.000008328061,0.00039653445,0.000021489635,0.000033314587,0.00014689977,0.8313902,0.00031724075],"about_ca_topic_score_codex":0.0032612924,"about_ca_topic_score_gemma":0.0032143374,"teacher_disagreement_score":0.40254536,"about_ca_system_score_codex":0.0006669253,"about_ca_system_score_gemma":0.0002917832,"threshold_uncertainty_score":0.99985915},"labels":[],"label_agreement":null},{"id":"W2136217504","doi":"10.3109/0142159x.2010.519065","title":"A framework for enhancing continuing medical education for rural physicians: A summary of the literature","year":2010,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada; Memorial University of Newfoundland","funders":"Division of Graduate Education; Memorial University of Newfoundland","keywords":"Continuing medical education; Outreach; Continuing professional development; Continuing education; Medical education; Medicine; Rural area; Grey literature; Professional development; Health care; Rural health; Nursing; MEDLINE; Political science","score_opus":0.018043086532515743,"score_gpt":0.43074285849519733,"score_spread":0.4126997719626816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136217504","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92570686,0.0018173169,0.0071964553,0.048016578,0.010246474,0.003785119,0.000029532554,0.00013495727,0.0030666767],"genre_scores_gemma":[0.96988595,0.000058007536,0.005939795,0.009445215,0.0050549125,0.0013531644,0.00006494087,0.000055524008,0.008142488],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99735844,0.00031831642,0.00070216367,0.00023414871,0.0007608695,0.0006260545],"domain_scores_gemma":[0.9972235,0.0013917495,0.00031798013,0.00041811523,0.00030946056,0.00033917348],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021828627,0.0001651538,0.00037861496,0.00003718175,0.0003657115,0.000008470632,0.00052807486,0.0010978614,0.0014466338],"category_scores_gemma":[0.02043568,0.000107483,0.00018336686,0.0002543502,0.00017854935,0.000071756134,0.000116145704,0.0023280103,0.000010630527],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000447251,0.0010282296,0.05407071,0.004386642,0.00009262131,0.000001789207,0.06826978,2.157656e-7,0.00064047123,0.14129855,0.3634101,0.36635363],"study_design_scores_gemma":[0.0035270476,0.0002453322,0.0064327684,0.07309383,0.00013550633,0.000008492344,0.026156545,0.0028539037,0.00024893385,0.09654403,0.7901648,0.0005887926],"about_ca_topic_score_codex":0.0000845677,"about_ca_topic_score_gemma":0.0007319321,"teacher_disagreement_score":0.4267547,"about_ca_system_score_codex":0.000067562956,"about_ca_system_score_gemma":0.0010975057,"threshold_uncertainty_score":0.99997365},"labels":[],"label_agreement":null},{"id":"W2136344500","doi":"","title":"Sustaining the Health Care Services of Rural Communities: The Role of the University","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Referral; Nursing; Rural area; Medicine; Rural health; Health services; Health care; Service (business); Economic growth; Business; Environmental health; Population; Marketing","score_opus":0.04757287561053869,"score_gpt":0.39165939794001225,"score_spread":0.34408652232947357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136344500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9210021,0.006148858,0.000037183323,0.058291093,0.00079137133,0.0006822035,0.000051356546,0.000020108246,0.012975727],"genre_scores_gemma":[0.9953939,0.0008970376,0.00006612153,0.0031765373,0.00028192304,0.0000013898236,0.000011594611,0.000010552587,0.00016098029],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99451905,0.0023347195,0.0010738486,0.000059784783,0.0014932957,0.0005193015],"domain_scores_gemma":[0.99597365,0.0010091587,0.0014256196,0.00048581927,0.000771509,0.0003342289],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003634876,0.00015573212,0.00056258903,0.00006605772,0.0016637701,0.0000013367716,0.001865795,0.00017634619,0.0015021298],"category_scores_gemma":[0.00037781004,0.000063438594,0.00012892777,0.0003613151,0.0016900386,0.00006425336,0.00043265193,0.0019551713,0.0000032841886],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003083539,0.0000615695,0.124109134,0.0009466254,0.00009579652,0.0000036536317,0.83818364,0.0000041916687,0.0000052732844,0.0038029691,0.01121741,0.021261392],"study_design_scores_gemma":[0.0013595172,0.00037596133,0.034288816,0.0054382654,0.00005368697,0.00002525833,0.9071507,0.000055483273,0.000011183021,0.0005061499,0.050688893,0.00004611123],"about_ca_topic_score_codex":0.029087992,"about_ca_topic_score_gemma":0.003333344,"teacher_disagreement_score":0.08982032,"about_ca_system_score_codex":0.00018253193,"about_ca_system_score_gemma":0.0013614424,"threshold_uncertainty_score":0.99963593},"labels":[],"label_agreement":null},{"id":"W2137940151","doi":"","title":"Se fier les uns aux autres","year":2012,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Privilege (computing); Political science; Art; Law","score_opus":0.07471133674617803,"score_gpt":0.3708656998388592,"score_spread":0.29615436309268117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137940151","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5935368,0.122962125,0.00012322019,0.06623529,0.039682884,0.0036360084,0.0004357621,0.00071870995,0.17266922],"genre_scores_gemma":[0.57510674,0.012260277,0.00097239163,0.0047809957,0.00824901,0.00020977666,0.00008015456,0.00023685268,0.3981038],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9853093,0.0034588943,0.001408656,0.0007553579,0.00075373263,0.008314033],"domain_scores_gemma":[0.99339914,0.00086525374,0.0005338461,0.0011495894,0.00035401285,0.0036981534],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002100266,0.00075356185,0.0007748292,0.00016007015,0.0014086555,0.0000721872,0.0007845721,0.0008732933,0.017554436],"category_scores_gemma":[0.0017241485,0.0007315418,0.00022717986,0.0010635867,0.0004518389,0.0007912139,0.00054290897,0.002400212,0.0101156775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014309719,0.0006508788,0.30404326,0.0012140534,0.00009986594,0.00008082147,0.053104334,0.000024435314,0.000011504505,0.024542123,0.5229248,0.09316084],"study_design_scores_gemma":[0.0007658807,0.000057165424,0.24608932,0.0009200146,0.00012211184,0.000017248993,0.002306505,0.000026006035,0.00007388533,0.00014047018,0.7489809,0.00050052325],"about_ca_topic_score_codex":0.0026435298,"about_ca_topic_score_gemma":0.0006409221,"teacher_disagreement_score":0.22605608,"about_ca_system_score_codex":0.0010123508,"about_ca_system_score_gemma":0.0007778066,"threshold_uncertainty_score":0.9999013},"labels":[],"label_agreement":null},{"id":"W2137973693","doi":"","title":"An evalutation of the British Columbia rural health video network link.","year":2002,"lang":"en","type":"dissertation","venue":"AUSpace (Athabasca University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Link (geometry); Telecommunications; Geography; Library science; Computer network; Engineering; Computer science","score_opus":0.01889335498209192,"score_gpt":0.3304160901156065,"score_spread":0.3115227351335146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137973693","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8935701,0.002111897,0.00004228772,0.002511231,0.006197744,0.0048368624,0.00036292168,0.00041361814,0.08995332],"genre_scores_gemma":[0.37880853,0.0020459187,0.0006915454,0.0008468008,0.0009444044,0.000016073707,0.0015770419,0.00013488859,0.6149348],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949936,0.0018238269,0.00074266474,0.0005741461,0.00073677214,0.0011289819],"domain_scores_gemma":[0.99589056,0.00033036468,0.0018084501,0.00088187406,0.00067240617,0.00041634167],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006419985,0.0003219375,0.00081752945,0.00012247906,0.0041517047,0.00010910637,0.0010191044,0.0009173231,0.0019933856],"category_scores_gemma":[0.00011541767,0.00045158513,0.00026901174,0.0013380322,0.000106676576,0.000407338,0.00012878144,0.0015045952,0.00010514331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026709522,0.00025466445,0.1400075,0.002959782,0.00017953354,0.00004158157,0.016306061,0.00039941937,0.000014313884,0.001428757,0.81707835,0.021062978],"study_design_scores_gemma":[0.0024832045,0.00072216714,0.37060663,0.015728295,0.0003333916,0.0000067984283,0.101325266,0.00027329958,0.00000395772,0.0008940667,0.50665706,0.00096584175],"about_ca_topic_score_codex":0.24990398,"about_ca_topic_score_gemma":0.8087179,"teacher_disagreement_score":0.5588139,"about_ca_system_score_codex":0.0012721729,"about_ca_system_score_gemma":0.0015634428,"threshold_uncertainty_score":0.9997936},"labels":[],"label_agreement":null},{"id":"W2138250965","doi":"10.12927/cjnl.2012.22811","title":"Newfoundland and Labrador: 80/20 Staffing Model Pilot in a Long-Term Care Facility","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research","funders":"","keywords":"Staffing; Nursing; Long-term care; Work (physics); Health care; Professional development; Medicine; Psychology; Medical education; Political science; Engineering","score_opus":0.28008078314027357,"score_gpt":0.4335928905423958,"score_spread":0.15351210740212223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138250965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9778413,0.010550918,0.00038560652,0.003123779,0.000781097,0.0009993039,0.000040356423,0.00019844394,0.0060791695],"genre_scores_gemma":[0.9967643,0.0000349029,0.00056356896,0.001121458,0.00030262375,0.00004512368,0.00006264611,0.000032963326,0.0010724162],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965651,0.0005237203,0.000526427,0.00039352264,0.0003087221,0.0016825119],"domain_scores_gemma":[0.9986139,0.0003080256,0.00014571381,0.00038060083,0.00008785991,0.00046390126],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00067677593,0.00027287318,0.0003954472,0.00014872284,0.00060623384,0.000022943772,0.00016866048,0.00030503666,0.00009430227],"category_scores_gemma":[0.00012129786,0.0002743381,0.000035841913,0.00026361903,0.00018170061,0.0003937272,0.000043074295,0.0010100992,0.00013068227],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024170187,0.00014318556,0.87553775,0.0014918722,0.0000052278933,0.0000033850988,0.10647542,0.00007954556,0.0000459951,0.00043458468,0.0007202378,0.014821114],"study_design_scores_gemma":[0.002902808,0.0002459532,0.8512529,0.0068379766,0.000048666425,0.000008752001,0.13566847,0.0011821304,0.000012301487,0.00043821393,0.00077707216,0.0006247178],"about_ca_topic_score_codex":0.0011204613,"about_ca_topic_score_gemma":0.00682066,"teacher_disagreement_score":0.029193055,"about_ca_system_score_codex":0.001405947,"about_ca_system_score_gemma":0.0002231446,"threshold_uncertainty_score":0.99997085},"labels":[],"label_agreement":null},{"id":"W2138503403","doi":"10.1177/1757975913509658","title":"Improving policy and practice to promote equity and social justice – a qualitative comparative analysis building on key learnings from a twinning exchange between England and the US","year":2013,"lang":"en","type":"article","venue":"Global Health Promotion","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Society for Equity in Health","funders":"","keywords":"Health promotion; Social determinants of health; Psychological intervention; Health equity; Public relations; General partnership; Health policy; Political science; Global health; Equity (law); Public health; Economic growth; Medicine; Nursing; Economics; Law","score_opus":0.1316308892754115,"score_gpt":0.548831547369854,"score_spread":0.41720065809444246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138503403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92565024,0.0006379106,0.0028845177,0.06433282,0.00014876442,0.0043729623,0.0002141314,0.00012692955,0.0016317497],"genre_scores_gemma":[0.98498136,0.000112320486,0.005811134,0.007630218,0.00094066194,0.0003568062,0.00006948401,0.00001852758,0.000079469704],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.98969054,0.00680529,0.00094646343,0.00079892983,0.0005929791,0.0011657657],"domain_scores_gemma":[0.9940618,0.0035026672,0.0011339425,0.00023735224,0.00047668387,0.00058751],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0066495137,0.0003749099,0.0010009089,0.00020228515,0.0033343472,0.00014740285,0.00017899049,0.0002793747,0.000028758777],"category_scores_gemma":[0.0025964722,0.00029296766,0.00005551756,0.0011464274,0.00026436968,0.0005344454,0.0006399682,0.0008850021,0.000038991126],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001607868,0.0001713385,0.016662285,0.0025493896,0.00054398313,0.0000034055931,0.77747464,0.000025930502,0.00003370829,0.0224835,0.0012531711,0.17719077],"study_design_scores_gemma":[0.017617855,0.00554112,0.6496498,0.0031400796,0.0030070813,0.000018983352,0.23352373,0.009298678,0.0000096611275,0.03166701,0.0448934,0.0016326071],"about_ca_topic_score_codex":0.09311395,"about_ca_topic_score_gemma":0.0028075075,"teacher_disagreement_score":0.6329875,"about_ca_system_score_codex":0.001178997,"about_ca_system_score_gemma":0.00041223384,"threshold_uncertainty_score":0.99995226},"labels":[],"label_agreement":null},{"id":"W2138666445","doi":"10.12927/cjnl.2004.16353","title":"Help Us Chart a Course for Canada's Nursing Professions","year":2004,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association; University of Ottawa","funders":"","keywords":"Chart; Nursing; Course (navigation); Psychology; Medical education; Medicine; Engineering","score_opus":0.2538847950325803,"score_gpt":0.45719767747257567,"score_spread":0.20331288243999535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138666445","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33551338,0.005094864,0.0030847662,0.57962406,0.020852616,0.009604969,0.00023278757,0.0012011487,0.044791423],"genre_scores_gemma":[0.97847587,0.000009829248,0.0027548803,0.009398107,0.0014856079,0.00035852377,0.00009733841,0.00011105697,0.007308792],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9954844,0.00034380148,0.0007318848,0.0005679411,0.0005715785,0.0023003982],"domain_scores_gemma":[0.9976097,0.0005399787,0.00032372246,0.0005548214,0.00033230797,0.0006394658],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00062964385,0.00036358484,0.0005037937,0.00010235265,0.0025134678,0.000017962086,0.0003584268,0.0004707952,0.00016117583],"category_scores_gemma":[0.0003217599,0.00035894808,0.00010618676,0.00042261637,0.00026257965,0.00015408502,0.000015285344,0.0010909437,0.00012611305],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0012702498,0.0016097088,0.020465929,0.0027942522,0.00010300001,0.0000634268,0.09046913,0.00041642477,0.00068173243,0.06067325,0.7796262,0.04182672],"study_design_scores_gemma":[0.012193614,0.00082040153,0.06888527,0.095860995,0.00044155805,0.00005366211,0.61448026,0.00034655567,0.0007058128,0.026223686,0.17786175,0.0021264271],"about_ca_topic_score_codex":0.06651368,"about_ca_topic_score_gemma":0.19221623,"teacher_disagreement_score":0.6429625,"about_ca_system_score_codex":0.004197805,"about_ca_system_score_gemma":0.00618925,"threshold_uncertainty_score":0.9998863},"labels":[],"label_agreement":null},{"id":"W2138754693","doi":"","title":"The acceptability of the multiple mini interview for resident selection.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; University of Calgary","funders":"","keywords":"Interview; Thematic analysis; Medical education; Context (archaeology); Government (linguistics); Family medicine; Graduate medical education; Psychology; Cognitive interview; MEDLINE; Descriptive statistics; Medicine; Accreditation; Qualitative research; Cognition; Political science","score_opus":0.08645057807053366,"score_gpt":0.4068930022594175,"score_spread":0.3204424241888838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138754693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8209085,0.004862436,0.00038786975,0.109504715,0.0054009478,0.028321141,0.00007768331,0.00029102506,0.03024569],"genre_scores_gemma":[0.9892218,0.0000933537,0.00014778487,0.0017803718,0.0002010081,0.0034287644,0.000001588092,0.000009118281,0.005116227],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9976467,0.00069562625,0.0006251306,0.00018597036,0.00019785944,0.00064870657],"domain_scores_gemma":[0.9974253,0.0014616058,0.0003066205,0.00045887617,0.00024634725,0.00010121906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022819347,0.00010007891,0.00019553636,0.00001724531,0.0010426835,0.000008111952,0.00042847838,0.000107263324,0.00011416466],"category_scores_gemma":[0.0022257103,0.000052902324,0.00012395444,0.0002680612,0.00006944447,0.000056532717,0.00008789658,0.0002782386,0.000009752882],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021973693,0.000078804704,0.16584231,0.00032723055,0.000020146364,5.766327e-8,0.0016850042,0.000007879924,0.0000034770235,0.0023119086,0.09845594,0.7310475],"study_design_scores_gemma":[0.0003174114,0.00002151901,0.76610684,0.000026528329,0.000010820749,2.0173673e-7,0.00090529566,0.0000356217,0.00010183573,0.0022240642,0.2302087,0.00004118119],"about_ca_topic_score_codex":0.00028807027,"about_ca_topic_score_gemma":0.0023976418,"teacher_disagreement_score":0.7310063,"about_ca_system_score_codex":0.00024484625,"about_ca_system_score_gemma":0.00011036308,"threshold_uncertainty_score":0.8019584},"labels":[],"label_agreement":null},{"id":"W2139428975","doi":"10.1080/20786204.2009.10873850","title":"Reasons for doctor migration from South Africa","year":2009,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Snowball sampling; Medicine; Remuneration; Government (linguistics); Possession (linguistics); Developing country; Subsidy; Politics; Economic growth; Political science; Law","score_opus":0.07814189498118705,"score_gpt":0.4080273215898775,"score_spread":0.3298854266086904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139428975","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31078127,0.0052727913,0.019553833,0.073336534,0.0052240132,0.011954945,0.0041452656,0.002551429,0.5671799],"genre_scores_gemma":[0.954613,0.000049563703,0.022423927,0.011145591,0.0011669293,0.00037609777,0.00019462442,0.000062790794,0.00996753],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99531764,0.0010272041,0.00093919307,0.0007716039,0.00059992797,0.001344435],"domain_scores_gemma":[0.99309725,0.003691595,0.0010206734,0.0008686407,0.00076592783,0.0005559282],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012745982,0.0003866226,0.0005390057,0.00014639164,0.0013250734,0.000060911065,0.00043380613,0.0004187838,0.00017808916],"category_scores_gemma":[0.005878931,0.00036171108,0.00016080096,0.0006803325,0.00006728262,0.0006475514,0.00007271141,0.0009025197,0.0015177561],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007163929,0.00084358745,0.012121814,0.00024331547,0.0002744108,0.000049938368,0.49146,0.00007899279,0.0011823872,0.029636547,0.44440162,0.012543458],"study_design_scores_gemma":[0.001374656,0.00040585024,0.0063299197,0.00020012296,0.00021254722,6.563076e-7,0.14657919,0.00020968863,0.0000073406377,0.0020468298,0.842251,0.00038219074],"about_ca_topic_score_codex":0.0008601141,"about_ca_topic_score_gemma":0.000079829806,"teacher_disagreement_score":0.6438317,"about_ca_system_score_codex":0.00039934658,"about_ca_system_score_gemma":0.00062834605,"threshold_uncertainty_score":0.9999751},"labels":[],"label_agreement":null},{"id":"W2139549361","doi":"10.1111/j.1440-1584.2008.00981.x","title":"Integrated Community Policy Uptake Model: Responding to select Manitoba and Saskatchewan rural women's experiences of health reform/renewal","year":2008,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Saskatchewan","funders":"Canadian Institutes of Health Research; University of Alberta","keywords":"Operationalization; Focus group; Rural health; Psychological intervention; Health policy; Rural area; Perception; Economic growth; Community health; Political science; Psychology; Business; Medicine; Health care; Nursing; Marketing; Economics","score_opus":0.08873542153596616,"score_gpt":0.42575631281410636,"score_spread":0.3370208912781402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139549361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821381,0.0004522491,0.00007521409,0.01568423,0.00052422914,0.00087110396,0.000057256984,0.00006457509,0.0001330566],"genre_scores_gemma":[0.9894791,0.00076905964,0.0027020015,0.0042449343,0.0003015304,0.00005244455,0.000016797136,0.000050587005,0.0023835343],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9903671,0.0032017734,0.0033382683,0.00019428479,0.0007815561,0.002117015],"domain_scores_gemma":[0.9941745,0.0002759592,0.0024838778,0.0004917108,0.0006189941,0.0019549627],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005331196,0.00045066178,0.0016110311,0.0012011862,0.0026157412,0.000018260227,0.0007115757,0.00026231073,0.00008823486],"category_scores_gemma":[0.00025953227,0.0003629158,0.00013712124,0.0020258736,0.00030820892,0.00047702107,0.00016892124,0.0023379743,0.00001279722],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001760295,0.00022831695,0.023761373,0.0010576517,0.00007026025,0.00001788147,0.9448078,0.00024872823,0.00016138417,0.00040876766,0.014191374,0.013286167],"study_design_scores_gemma":[0.0013607853,0.004117855,0.013789551,0.0031348192,0.0000063321645,0.00026852582,0.97388697,0.000032853022,0.000060114027,0.0005203133,0.0025437619,0.00027814743],"about_ca_topic_score_codex":0.04358809,"about_ca_topic_score_gemma":0.005989954,"teacher_disagreement_score":0.037598137,"about_ca_system_score_codex":0.004818628,"about_ca_system_score_gemma":0.008068878,"threshold_uncertainty_score":0.9999637},"labels":[],"label_agreement":null},{"id":"W2139920529","doi":"","title":"Retention of provisionally licensed international medical graduates: a historical cohort study of general and family physicians in Newfoundland and Labrador.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Licensure; Family medicine; Economic shortage; Medical education","score_opus":0.0489262519315709,"score_gpt":0.3434832037477311,"score_spread":0.2945569518161602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139920529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949446,0.00029957434,0.0000092522505,0.0010999315,0.00043188117,0.0019598082,0.000007847146,0.000021573263,0.0012255613],"genre_scores_gemma":[0.9973178,0.00040415063,0.000114230024,0.00023843144,0.00013665375,0.00058796763,0.000012361337,0.000011982232,0.0011764291],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976704,0.00031928587,0.0007280593,0.00027582125,0.0006878022,0.0003186431],"domain_scores_gemma":[0.999015,0.00023844623,0.00027932654,0.00013970191,0.00016961335,0.00015791059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007809521,0.00011213994,0.000390961,0.00013860609,0.00011860888,0.0000021338487,0.00012674475,0.00013535502,0.000013417916],"category_scores_gemma":[0.00032795462,0.00010021745,0.000023803022,0.0002068619,0.00009292003,0.000092403796,0.00011194335,0.00029159387,9.714404e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018440554,0.000428589,0.9856924,0.000082893224,0.00002731544,0.000015202783,0.0024969704,0.0000015988056,0.000015596894,0.00015263303,0.0015147391,0.009387659],"study_design_scores_gemma":[0.0021630705,0.00011766649,0.9950091,0.000110213536,0.00001386634,0.000003640924,0.0007317099,0.0002829541,7.1231483e-7,0.00008680592,0.00140556,0.000074652606],"about_ca_topic_score_codex":0.016538069,"about_ca_topic_score_gemma":0.0053753355,"teacher_disagreement_score":0.011162734,"about_ca_system_score_codex":0.00042405823,"about_ca_system_score_gemma":0.00011823716,"threshold_uncertainty_score":0.9900109},"labels":[],"label_agreement":null},{"id":"W2139928561","doi":"","title":"Delivery models of rural surgical services in British Columbia (1996-2005): are general practitioner-surgeons still part of the picture?","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Rural area; Population; Service delivery framework; Health care; Service (business); Family medicine; Economic growth; Environmental health","score_opus":0.03904358125467167,"score_gpt":0.3011469841830435,"score_spread":0.2621034029283718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139928561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932819,0.00094408635,0.0000014742085,0.00059912243,0.00079483184,0.0018240813,0.00032172314,0.000051981304,0.0021807805],"genre_scores_gemma":[0.9931294,0.00093824003,0.000059670172,0.000611357,0.00018671062,0.0010328448,0.000040611496,0.00002510705,0.0039760694],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964587,0.00078387186,0.0010233031,0.00023773222,0.0005133013,0.0009830574],"domain_scores_gemma":[0.9979489,0.00038111463,0.00072097516,0.0004194066,0.00028440123,0.00024521622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071530195,0.00013955322,0.0005395941,0.00004861247,0.00039178823,0.000011878761,0.00033809425,0.000309317,0.00021032296],"category_scores_gemma":[0.00008596518,0.00015646726,0.00012886875,0.0004213272,0.00017160492,0.00027615778,0.00019095806,0.0005660835,0.0000064505098],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006816725,0.00018946196,0.9849733,0.00037845003,0.00002151542,0.00004020589,0.000953738,0.00093776436,0.0000012216018,0.000061329556,0.0111371735,0.0012376319],"study_design_scores_gemma":[0.0010070386,0.000010313622,0.9736714,0.00060219894,0.000018582727,0.000038425467,0.0023683922,0.00036612578,0.0000059118875,0.00043430857,0.021332197,0.00014512918],"about_ca_topic_score_codex":0.099390455,"about_ca_topic_score_gemma":0.37190738,"teacher_disagreement_score":0.27251694,"about_ca_system_score_codex":0.0002088164,"about_ca_system_score_gemma":0.00024348598,"threshold_uncertainty_score":0.9066068},"labels":[],"label_agreement":null},{"id":"W2140310982","doi":"","title":"Canada’s universities go global","year":2011,"lang":"fr","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Political science; Mathematics education; Geography; Archaeology; Psychology","score_opus":0.07406519827229746,"score_gpt":0.3455317231216377,"score_spread":0.27146652484934025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140310982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75970703,0.013769449,0.00007833031,0.055413432,0.067841634,0.00054654345,0.0005246497,0.000010407106,0.102108546],"genre_scores_gemma":[0.89881665,0.00025108058,0.001643568,0.0058158105,0.002437705,0.000011250914,0.000067916924,0.000043924225,0.09091207],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99547976,0.00091304805,0.0011992987,0.00030756998,0.00015177585,0.0019485445],"domain_scores_gemma":[0.98966396,0.00019045349,0.0012737865,0.00049823226,0.002473719,0.0058998545],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013910508,0.00033613993,0.00048403474,0.00046101888,0.00086729997,0.00004026458,0.000714071,0.0005159873,0.008452515],"category_scores_gemma":[0.00090956996,0.00043993114,0.00012741187,0.0009080445,0.00023576274,0.00057494314,0.000018081593,0.00096984225,0.00010232511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003248601,0.00008116085,0.028017363,0.00068617536,0.000082813516,0.00015236824,0.12188992,0.000036449725,7.996459e-7,0.10331363,0.73356223,0.012144581],"study_design_scores_gemma":[0.00020820703,0.000114266404,0.065245986,0.0019184354,0.0001485705,0.0005359611,0.257544,0.000014939449,0.0000025182665,0.0036990899,0.67029744,0.00027054318],"about_ca_topic_score_codex":0.9985385,"about_ca_topic_score_gemma":0.99994576,"teacher_disagreement_score":0.34251565,"about_ca_system_score_codex":0.084821895,"about_ca_system_score_gemma":0.42733753,"threshold_uncertainty_score":0.9998053},"labels":[],"label_agreement":null},{"id":"W2140801668","doi":"10.1136/bmj.d7031","title":"The financial cost of doctors emigrating from sub-Saharan Africa: human capital analysis","year":2011,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":244,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; University of British Columbia; AIDS Vancouver; University of Ottawa; Centre for Advancing Health Outcomes","funders":"","keywords":"Tanzania; Graduation (instrument); Investment (military); Human capital; Developing country; Government (linguistics); Business; Geography; Economic growth; Medicine; Socioeconomics; Economics; Political science","score_opus":0.09217167290947413,"score_gpt":0.4182280718951438,"score_spread":0.3260563989856697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140801668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97836447,0.00107707,0.00007770758,0.00026850862,0.00053521496,0.0009770623,0.000065041684,0.00006269131,0.01857226],"genre_scores_gemma":[0.99791735,0.00007316594,0.00032936098,0.00013297117,0.00041172456,0.0001684033,0.00004105997,0.000015667292,0.0009102729],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99739164,0.00047342447,0.0009809607,0.00024530757,0.0002985019,0.0006101556],"domain_scores_gemma":[0.9979458,0.00058821775,0.0005881824,0.00054204924,0.00018501244,0.00015075122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088035705,0.00015496228,0.00040125614,0.00008520024,0.0012293538,0.000006784627,0.00034133965,0.00019426015,0.00069414085],"category_scores_gemma":[0.00045611672,0.00010972187,0.00016559623,0.0006102902,0.00011294007,0.00006782784,0.00011646318,0.00040605114,0.00015748777],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002056939,0.00014192279,0.8056332,0.00009782135,0.0003873787,0.00001833387,0.06469507,0.000020359315,0.00050741096,0.009834303,0.11527596,0.0031825881],"study_design_scores_gemma":[0.00068312144,0.000120714656,0.95050734,0.00029231893,0.00040263007,2.3018508e-7,0.010885114,0.00016654472,0.00042024505,0.0039879237,0.03224012,0.0002936827],"about_ca_topic_score_codex":0.012988645,"about_ca_topic_score_gemma":0.032632306,"teacher_disagreement_score":0.14487419,"about_ca_system_score_codex":0.000108192595,"about_ca_system_score_gemma":0.00016034149,"threshold_uncertainty_score":0.993584},"labels":[],"label_agreement":null},{"id":"W2142422842","doi":"10.1111/cag.12224","title":"Comparing geographical distribution of community‐based physiotherapists and family physicians across Saskatchewan","year":2015,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Ethnic group; Immigration; Distribution (mathematics); Geography; Population; Key (lock); Low income; Medicine; Socioeconomics; Environmental health; Political science; Sociology; Computer science","score_opus":0.041005153109666466,"score_gpt":0.3324311231306214,"score_spread":0.29142597002095494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142422842","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99177045,0.0026215678,0.00002539791,0.0012743301,0.0007901228,0.0009392379,0.0011986778,0.00020312042,0.0011771262],"genre_scores_gemma":[0.9954794,0.00034906532,0.00014009779,0.0027467415,0.00015195039,0.00015315133,0.00082012545,0.00007612844,0.00008334776],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9946951,0.0010092004,0.0009787409,0.00047824113,0.00045466787,0.0023840044],"domain_scores_gemma":[0.9950355,0.0005392844,0.00046152322,0.0009850714,0.00081612007,0.0021624868],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0011941398,0.00057790667,0.0010045767,0.0012148496,0.0027452735,0.000050181367,0.00068737415,0.00047407215,0.00001329295],"category_scores_gemma":[0.00014714782,0.0006176363,0.00027251054,0.004922442,0.0029299094,0.0002631083,0.00014380938,0.001256501,0.000007305574],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016608722,0.000099137746,0.9493321,0.0008882669,0.000174971,0.000016132395,0.024598138,0.000085135005,0.00005719751,0.0023804223,0.017624935,0.0045774383],"study_design_scores_gemma":[0.0018458874,0.00038902365,0.66092455,0.00093381957,0.00005640698,0.0000052161913,0.27477473,0.00011988157,0.000015574424,0.0018354369,0.058385707,0.0007137832],"about_ca_topic_score_codex":0.9254097,"about_ca_topic_score_gemma":0.9944291,"teacher_disagreement_score":0.2884076,"about_ca_system_score_codex":0.00031925197,"about_ca_system_score_gemma":0.0007822961,"threshold_uncertainty_score":0.9997835},"labels":[],"label_agreement":null},{"id":"W2142547824","doi":"10.1186/1478-4491-9-2","title":"Reflections on the ethics of recruiting foreign-trained human resources for health","year":2011,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada; University of Ottawa","keywords":"Public relations; Global health; Health policy; Health care; Public health; Social policy; Context (archaeology); International health; Health services research; Human resources; Developing country; Equity (law); Health equity; Political science; Business; Economic growth; Medicine; Nursing; Economics; Law","score_opus":0.43417607881226983,"score_gpt":0.5597212996383855,"score_spread":0.12554522082611563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142547824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71861327,0.0018353568,0.001895887,0.086087056,0.0011956748,0.026973072,0.0011195359,0.0012426298,0.16103753],"genre_scores_gemma":[0.94420135,0.00021946128,0.00602284,0.037986178,0.0015226384,0.0028868532,0.00014707992,0.00025794693,0.0067556617],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907304,0.002588677,0.0027324534,0.00086124206,0.0007225177,0.002364729],"domain_scores_gemma":[0.9901557,0.004643521,0.0026970988,0.0012192371,0.00060351583,0.00068091706],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.010841966,0.0005192136,0.0011714937,0.0003923386,0.013859334,0.000026815831,0.000906021,0.00059413986,0.00044929347],"category_scores_gemma":[0.0013136325,0.00040550262,0.00037958904,0.0005564598,0.0004318633,0.000096046,0.00016347156,0.002168543,0.000027362752],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009213453,0.000393761,0.0019885595,0.0070769386,0.00010166818,8.300884e-7,0.31636918,0.000013383526,0.000083548104,0.581527,0.08987798,0.0016458316],"study_design_scores_gemma":[0.0027514135,0.007643038,0.007834644,0.0053617274,0.000047179063,0.0000035130631,0.092288226,0.000070457776,0.00006397123,0.06391699,0.8194524,0.00056642754],"about_ca_topic_score_codex":0.0062182182,"about_ca_topic_score_gemma":0.011530008,"teacher_disagreement_score":0.72957444,"about_ca_system_score_codex":0.0008352917,"about_ca_system_score_gemma":0.0009203217,"threshold_uncertainty_score":0.99983966},"labels":[],"label_agreement":null},{"id":"W2142611541","doi":"10.3122/jabfm.2013.01.120207","title":"Performance on the American Board of Family Medicine Certification Examination by Country of Medical Training","year":2013,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Family medicine; Cohort; Board certification; Medical school; Residency training; Medical education; Internal medicine; Continuing education; Management","score_opus":0.11091419797168885,"score_gpt":0.42145962240471163,"score_spread":0.3105454244330228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142611541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9378203,0.00094536925,0.00014372871,0.056255642,0.0007502505,0.0007976098,0.000012226612,0.000016440383,0.003258442],"genre_scores_gemma":[0.98260313,0.0061029093,0.00010703726,0.010278296,0.0006133214,0.000021682597,0.0000045809793,0.000038860355,0.000230168],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9907382,0.002526701,0.0026444364,0.00019993873,0.0033052936,0.00058540486],"domain_scores_gemma":[0.98501444,0.004723987,0.007929298,0.00093134143,0.0011161651,0.00028474067],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007363073,0.00032386137,0.0015513417,0.00022581055,0.0003932369,0.0000024945136,0.0018554161,0.00010835476,0.00022210724],"category_scores_gemma":[0.0026466374,0.00014073706,0.00012615399,0.0014109794,0.004957696,0.0001286272,0.00014319732,0.0014355502,0.000011821754],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003538344,0.0004805244,0.079669066,0.0011514499,0.0006225299,0.0000042356182,0.06331837,0.0002962708,0.13272552,0.0009784211,0.5035156,0.21369964],"study_design_scores_gemma":[0.0021328584,0.0054352926,0.78449374,0.008269265,0.00038932508,0.000019051417,0.18730609,0.0018849397,0.00068437203,0.00019726751,0.008980086,0.00020772355],"about_ca_topic_score_codex":0.01197619,"about_ca_topic_score_gemma":0.00005224353,"teacher_disagreement_score":0.7048246,"about_ca_system_score_codex":0.00024507978,"about_ca_system_score_gemma":0.0005099701,"threshold_uncertainty_score":0.9977502},"labels":[],"label_agreement":null},{"id":"W2142625344","doi":"10.7603/s40743-015-0022-6","title":"Transition Supports for IENs in Workplace: Perspectives of IENs in Ontario","year":2015,"lang":"en","type":"article","venue":"GSTF Journal of Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Ottawa; Western University","funders":"","keywords":"Nursing; Health care; Sustainability; Medicine; Public relations; Psychology; Political science","score_opus":0.0996434928232222,"score_gpt":0.4735968337815282,"score_spread":0.373953340958306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142625344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9682522,0.012542579,0.00017018756,0.015783967,0.0010974954,0.0008910316,0.000019996342,0.000010191676,0.0012323897],"genre_scores_gemma":[0.9965162,0.00030318613,0.0023294904,0.00050810643,0.00018374054,0.0000102656795,0.000011179273,0.00001706706,0.00012071245],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99737996,0.00034257118,0.001168407,0.00017973647,0.00028810487,0.0006412116],"domain_scores_gemma":[0.9980354,0.0001623507,0.0006530814,0.00011404542,0.00061798806,0.00041716231],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001862812,0.00014070077,0.0006296951,0.00035897896,0.00020111723,0.0000053658373,0.000082813945,0.00019165462,0.000022647531],"category_scores_gemma":[0.00008357525,0.00013058957,0.00006555574,0.0002250687,0.00007251092,0.00015353615,0.000008014359,0.00083929894,8.531942e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012240179,0.00019557704,0.09881867,0.00065757026,0.00000684145,0.000017795111,0.8806565,0.00021784086,0.0000024952458,0.0003399657,0.010275121,0.007587617],"study_design_scores_gemma":[0.005056768,0.002002294,0.14150177,0.01473339,0.000023215294,0.0000596247,0.82896596,0.000049842616,0.000003816424,0.001837662,0.0056093223,0.00015631488],"about_ca_topic_score_codex":0.012969876,"about_ca_topic_score_gemma":0.10831977,"teacher_disagreement_score":0.09534989,"about_ca_system_score_codex":0.003689217,"about_ca_system_score_gemma":0.0034194551,"threshold_uncertainty_score":0.9936029},"labels":[],"label_agreement":null},{"id":"W2143320736","doi":"10.22605/rrh3191","title":"An examination of retention factors among registered practical nurses in north-eastern Ontario, Canada","year":2015,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nipissing University; Laurentian University","funders":"","keywords":"Medicine; Nursing; Family medicine; Medical education; Gerontology; Geography; Psychology; Environmental health","score_opus":0.09006365807606516,"score_gpt":0.40911671779759917,"score_spread":0.319053059721534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143320736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99533236,0.0001401519,0.0000177779,0.0014750753,0.0009877221,0.0008021144,0.000015801603,0.00002786532,0.0012011153],"genre_scores_gemma":[0.99656963,0.00007505468,0.0003286975,0.00031895627,0.00006871495,0.0000026809737,0.00014439964,0.000013021474,0.0024788561],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971437,0.0008731003,0.00084111275,0.0002307607,0.0003817246,0.0005295864],"domain_scores_gemma":[0.9982864,0.00013029289,0.00057936733,0.00024542204,0.00017827368,0.0005802426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083521457,0.00014809152,0.00037206983,0.00007930652,0.00022154031,0.000005931395,0.00007808198,0.00014992162,0.000030976593],"category_scores_gemma":[0.00015818088,0.00011961844,0.000017697612,0.00020187626,0.00005934504,0.00025243545,0.000032951422,0.00048342498,0.0000025860777],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009932405,0.00004236028,0.96915185,0.0003668864,0.0000036033039,0.000006578226,0.01290527,0.0000059758104,0.0000018009226,0.000091746,0.0014317706,0.015892817],"study_design_scores_gemma":[0.00060849305,0.00031632354,0.9728112,0.0006621482,0.0000049788796,0.0000029091152,0.020051746,0.00084919255,0.0000014204411,0.00006200662,0.0045257816,0.00010376655],"about_ca_topic_score_codex":0.9932258,"about_ca_topic_score_gemma":0.9992316,"teacher_disagreement_score":0.01578905,"about_ca_system_score_codex":0.0015178357,"about_ca_system_score_gemma":0.003022222,"threshold_uncertainty_score":0.5361292},"labels":[],"label_agreement":null},{"id":"W2143690062","doi":"10.1093/pubmed/fdp076","title":"Better evidence about wicked issues in tackling health inequities","year":2009,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Institute of Population and Public Health","funders":"","keywords":"Public health; Health equity; Political science; Environmental health; Medicine; Environmental ethics; Nursing","score_opus":0.18093251129579685,"score_gpt":0.5154539017673462,"score_spread":0.33452139047154933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143690062","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40275252,0.038193844,0.0006268216,0.5549155,0.0014833276,0.0008986639,0.0000075508256,0.000083010775,0.0010387375],"genre_scores_gemma":[0.84627515,0.018596608,0.00680863,0.12442384,0.002403125,0.000015635314,0.0000075165913,0.000044382876,0.0014251015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9876438,0.0038387238,0.004481044,0.00035534776,0.0011613611,0.002519727],"domain_scores_gemma":[0.9928101,0.0010238466,0.0033603257,0.0004841281,0.0007872923,0.0015343082],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02040873,0.0003377214,0.0015650276,0.00086746353,0.0008504088,0.000060722403,0.00070021825,0.0002757981,0.0005171708],"category_scores_gemma":[0.0024874383,0.00028552496,0.0001564882,0.0011071395,0.00011723987,0.0013727575,0.000095062096,0.0024484477,0.00013158077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023687245,0.00062505243,0.23635164,0.0027929798,0.000047360583,0.000108330365,0.08932493,0.00006959606,0.000027655671,0.007918861,0.4138882,0.24860854],"study_design_scores_gemma":[0.0023668287,0.0031357135,0.30509564,0.017904269,0.000006817566,0.00007557962,0.02832282,0.0001539678,0.0000036937897,0.004030293,0.63847655,0.00042780637],"about_ca_topic_score_codex":0.0026188188,"about_ca_topic_score_gemma":0.0013160397,"teacher_disagreement_score":0.44352263,"about_ca_system_score_codex":0.0029335013,"about_ca_system_score_gemma":0.009517226,"threshold_uncertainty_score":0.9999597},"labels":[],"label_agreement":null},{"id":"W2145200018","doi":"10.12927/cjnl.2013.23633","title":"Top “5 in 5” CNA responds to the National Expert Commission","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences; Canadian Nurses Association","funders":"National Institute on Minority Health and Health Disparities","keywords":"Commission; Ranking (information retrieval); Call to action; Health care; Population; Action (physics); Public relations; Point (geometry); Business; Political science; Nursing; Medicine; Environmental health; Law; Marketing; Computer science","score_opus":0.41029763184695883,"score_gpt":0.497281068521497,"score_spread":0.08698343667453817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145200018","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18187082,0.0009724186,0.000096190946,0.64566433,0.001959506,0.0021651743,0.000004343586,0.00021847352,0.16704872],"genre_scores_gemma":[0.9498696,0.0000055873775,0.0007865366,0.029381279,0.00073576305,0.0002502169,0.000007606433,0.000026968566,0.018936457],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970633,0.0008326526,0.00044744715,0.00027428052,0.00052177213,0.0008605406],"domain_scores_gemma":[0.9983797,0.00080464163,0.00008700151,0.0002728402,0.0002075555,0.0002482318],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010766493,0.00015087916,0.00018558615,0.00017569351,0.0006791069,0.00002212126,0.00035331034,0.00023636468,0.0014596126],"category_scores_gemma":[0.0006852726,0.0001099686,0.00003573165,0.0005844123,0.00007718277,0.00015069894,0.00003404534,0.0007471186,0.0029545017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014205818,0.00008370773,0.0070057865,0.000055087912,0.0000026432383,0.0000012924013,0.066768564,0.000044939407,0.00037695636,0.003332082,0.9047041,0.017482815],"study_design_scores_gemma":[0.0010312429,0.00015505703,0.15451595,0.005701576,0.0000039724573,0.000003841958,0.15468593,0.0007522321,0.00014482033,0.0047427653,0.67790943,0.00035315187],"about_ca_topic_score_codex":0.00074430846,"about_ca_topic_score_gemma":0.00016531152,"teacher_disagreement_score":0.76799875,"about_ca_system_score_codex":0.0009003514,"about_ca_system_score_gemma":0.00023092626,"threshold_uncertainty_score":0.9994532},"labels":[],"label_agreement":null},{"id":"W2145774862","doi":"","title":"Collegial conversations with a Balinese doctor.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Family doctors; Medical practice; Medical education; Alternative medicine; Medicine; Computer science; Family medicine; Pathology","score_opus":0.03994584082775552,"score_gpt":0.35393936815172805,"score_spread":0.3139935273239725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145774862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63832176,0.00007808983,0.00076157314,0.019902438,0.0024952656,0.0054599494,0.00004195163,0.0005980384,0.33234093],"genre_scores_gemma":[0.9632586,0.000010504973,0.00044889035,0.003272358,0.0007847586,0.0042106113,0.000020638468,0.000025217145,0.027968379],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99798244,0.00037539017,0.00030687256,0.00024241804,0.00026667182,0.00082620565],"domain_scores_gemma":[0.99842405,0.0005072108,0.0001535391,0.0003416819,0.00020553068,0.00036800807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069414737,0.00013699678,0.00023607677,0.00006681992,0.0005873574,0.000009853547,0.00016559187,0.00014272178,0.00040464642],"category_scores_gemma":[0.0003796546,0.000103978986,0.00003008576,0.00034560286,0.000078005694,0.00010574703,0.00005472583,0.00030501545,0.0005259538],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064047775,0.00013340532,0.5959148,0.0004021701,0.00006746548,0.000009623572,0.002955748,0.000048558464,0.0000023937357,0.066304505,0.31000367,0.02351721],"study_design_scores_gemma":[0.001503776,0.000034203003,0.25748545,0.000047839978,0.000018915585,0.0000014096394,0.00060874503,0.000110352965,0.000003129344,0.00033555404,0.73971736,0.00013322938],"about_ca_topic_score_codex":0.00044208413,"about_ca_topic_score_gemma":0.00079245673,"teacher_disagreement_score":0.4297137,"about_ca_system_score_codex":0.00021320989,"about_ca_system_score_gemma":0.0001474064,"threshold_uncertainty_score":0.6760247},"labels":[],"label_agreement":null},{"id":"W2145923959","doi":"10.7202/028269ar","title":"A Countercyclical Training Programme for Canada","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"University of Toronto; Government of Canada","keywords":"Training (meteorology); Geography; Meteorology","score_opus":0.11370803576557853,"score_gpt":0.4097803549971594,"score_spread":0.2960723192315809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2145923959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7358626,0.0012587432,0.0034232666,0.114907,0.0018279939,0.0065322923,0.00036545983,0.0006133416,0.1352093],"genre_scores_gemma":[0.9625492,0.000017144841,0.0049097403,0.0020171567,0.0009996353,0.00058484165,0.00011169244,0.00003136715,0.028779201],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99804395,0.00011672859,0.0005837204,0.00022525333,0.00022520554,0.000805167],"domain_scores_gemma":[0.9980672,0.0011271032,0.000161562,0.00021871972,0.00017107504,0.0002543251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039262077,0.00013813928,0.00020915728,0.00005246595,0.0011411184,0.000008697534,0.00014626069,0.00038369722,0.000696717],"category_scores_gemma":[0.0006194845,0.00013153101,0.00004199182,0.0002775431,0.00004264487,0.00009708266,0.000032899392,0.0007216261,0.000113144284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000508631,0.000058105063,0.028767742,0.000018758785,0.000037047663,0.0000020760074,0.0051733116,0.0005818896,0.0000038113099,0.024023606,0.7634134,0.1778694],"study_design_scores_gemma":[0.0006428535,0.000030776882,0.0010450154,0.00016201429,0.000017112116,0.0000016405979,0.012790075,0.0017190332,0.0000041634135,0.00020120974,0.9832595,0.00012662924],"about_ca_topic_score_codex":0.08686126,"about_ca_topic_score_gemma":0.51244307,"teacher_disagreement_score":0.4255818,"about_ca_system_score_codex":0.0008783081,"about_ca_system_score_gemma":0.0033639523,"threshold_uncertainty_score":0.91921943},"labels":[],"label_agreement":null},{"id":"W2146352867","doi":"","title":"Improving aboriginal health: How can health care professionals contribute?","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Feeling; Mental health; Health professionals; State (computer science); Health care; Physical health; Disease; Medicine; Psychology; Computer science; Psychiatry; Social psychology; Political science; Pathology","score_opus":0.03368595899030175,"score_gpt":0.4117506884547007,"score_spread":0.37806472946439895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146352867","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09415188,0.025523892,0.0003375615,0.84387475,0.0063375495,0.020959806,0.00081225444,0.0014785144,0.006523766],"genre_scores_gemma":[0.90608746,0.00027516598,0.0008023869,0.08184585,0.0013530549,0.0033209035,0.00027653936,0.000053069056,0.005985551],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921941,0.0013947379,0.0011562202,0.00074370473,0.00078417326,0.003727021],"domain_scores_gemma":[0.9955406,0.00035232274,0.0011411502,0.00069437333,0.00053108,0.001740477],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002237834,0.00042813696,0.0009727987,0.00019983281,0.0025616644,0.00004062171,0.000468087,0.00034294583,0.00006991981],"category_scores_gemma":[0.00037491004,0.00037727118,0.00012339455,0.00061892683,0.000061130224,0.00023491067,0.00007811308,0.0013709523,0.00006252145],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022181889,0.00018637616,0.02195484,0.001687305,0.000025215983,0.000018459243,0.013865485,0.0000025525517,0.0000020234042,0.0080525745,0.32444438,0.62953895],"study_design_scores_gemma":[0.0029503773,0.0003667444,0.33253595,0.00089094247,0.000014692842,0.000006951004,0.021322329,0.000019698207,0.000017224973,0.00036191024,0.6409463,0.0005668206],"about_ca_topic_score_codex":0.0039625224,"about_ca_topic_score_gemma":0.0030179613,"teacher_disagreement_score":0.8119356,"about_ca_system_score_codex":0.003265984,"about_ca_system_score_gemma":0.0037944533,"threshold_uncertainty_score":0.9998679},"labels":[],"label_agreement":null},{"id":"W2146537858","doi":"10.5539/gjhs.v4n6p23","title":"Predictors of Access to Healthcare: What Matters to Rural Appalachians?","year":2012,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Affect (linguistics); Workforce; Rural area; Quality (philosophy); Appalachia; Health equity; Environmental health; Nursing; Medicine; Family medicine; Psychology; Public health; Economic growth","score_opus":0.06783166573115039,"score_gpt":0.47407536347269635,"score_spread":0.40624369774154595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146537858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83077586,0.0033791503,0.0007191529,0.15017247,0.012800641,0.0016609842,0.000040179406,0.000042716663,0.000408853],"genre_scores_gemma":[0.9283104,0.000533537,0.0032577051,0.06710164,0.000721338,0.000020292231,0.0000014214902,0.000017257325,0.000036416946],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9915427,0.0005753138,0.0026825422,0.0003181795,0.0020860452,0.0027952082],"domain_scores_gemma":[0.9922422,0.00017327585,0.0018806852,0.00055500783,0.0012008218,0.003947981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008315876,0.0002924364,0.0009282624,0.00048171787,0.0011847217,0.00008685454,0.0020499672,0.00014128782,0.00009726561],"category_scores_gemma":[0.00039510173,0.00023992776,0.00012009058,0.0034107042,0.00029254775,0.0032125765,0.0006198832,0.0006671657,0.00019506962],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023111832,0.00011250492,0.91074526,0.00056008535,0.00001084906,0.0000024786493,0.0035172415,0.00013103547,0.00004384963,0.001248208,0.06599895,0.017398437],"study_design_scores_gemma":[0.0007440011,0.001126249,0.9227322,0.0055314647,0.000015488951,0.00012144206,0.016527178,0.000007926197,0.000057713878,0.00026841878,0.05258107,0.00028688204],"about_ca_topic_score_codex":0.0022892333,"about_ca_topic_score_gemma":0.0001956087,"teacher_disagreement_score":0.09753453,"about_ca_system_score_codex":0.002651605,"about_ca_system_score_gemma":0.0041255574,"threshold_uncertainty_score":0.978397},"labels":[],"label_agreement":null},{"id":"W2146735081","doi":"10.12927/hcpap..17199","title":"Scarcity of Health Human Resources: A Chronic National Disease","year":2002,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority; Government of Nova Scotia","funders":"","keywords":"Scarcity; Human resources; Workforce; Health care; Disease; Business; Economic growth; Healthcare system; Health human resources; Political science; Medicine; Economics","score_opus":0.13523502169693902,"score_gpt":0.4333673367084753,"score_spread":0.2981323150115363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146735081","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06494253,0.003751888,0.000032455504,0.91433656,0.0018393598,0.007353977,0.0024987676,0.0007753755,0.0044690864],"genre_scores_gemma":[0.006013222,0.0010797039,0.0003433257,0.96840394,0.0015080516,0.0023428733,0.002952871,0.0005460647,0.016809963],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9773762,0.005096144,0.0052568465,0.0028743015,0.003958123,0.0054383534],"domain_scores_gemma":[0.9867345,0.0029745155,0.0038616853,0.002661297,0.0011605634,0.002607433],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.004338315,0.0018451766,0.0036043047,0.0013069209,0.004603777,0.000065972075,0.0019529418,0.0022934051,0.0038246717],"category_scores_gemma":[0.001063744,0.0018470334,0.0008322734,0.0018812941,0.0002492771,0.00024093785,0.0011487129,0.0071243173,0.0030369326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00062670006,0.00039803475,0.005258981,0.006906535,0.00013583295,0.00009441003,0.009739348,0.00003061392,0.0000048793445,0.00056381064,0.9753922,0.00084865873],"study_design_scores_gemma":[0.0027193576,0.0021097527,0.01024255,0.00015441702,0.000096770105,0.000011681,0.00040084537,0.0002110889,9.463129e-7,0.0002700555,0.98246247,0.0013200771],"about_ca_topic_score_codex":0.009579991,"about_ca_topic_score_gemma":0.005852143,"teacher_disagreement_score":0.05892931,"about_ca_system_score_codex":0.016878631,"about_ca_system_score_gemma":0.0061742277,"threshold_uncertainty_score":0.99945986},"labels":[],"label_agreement":null},{"id":"W2147088037","doi":"10.22605/rrh3057","title":"Colonoscopy in rural communities: a systematic review of the frequency and quality","year":2015,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Washington","keywords":"Medicine; Colonoscopy; Workforce; MEDLINE; Rural area; Family medicine; Population; Inclusion (mineral); Specialty; Environmental health; Colorectal cancer; Cancer; Internal medicine; Psychology; Pathology","score_opus":0.15710902460620071,"score_gpt":0.5179109443727956,"score_spread":0.3608019197665949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147088037","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00022520316,0.98622894,6.503991e-7,0.0016683502,0.00048482907,0.010473375,0.00014671849,0.000036891855,0.0007350279],"genre_scores_gemma":[0.000035912442,0.99595034,0.00014187284,0.0030357933,0.0000697461,0.0001006284,0.00007544536,0.000036890586,0.00055338],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98299,0.011819477,0.0037877304,0.00018259166,0.00043433966,0.00078583445],"domain_scores_gemma":[0.99415356,0.0013517311,0.0029515985,0.0009487116,0.00020718307,0.00038723167],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0067102797,0.00047817617,0.005750264,0.0001102972,0.000625309,0.0000078208595,0.00048823492,0.00048131926,0.000032251864],"category_scores_gemma":[0.00045777418,0.0002567636,0.0002022765,0.00058753905,0.00021148032,0.00006642097,0.0003783161,0.0016699733,0.000024639165],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005866796,0.000013960517,0.00009203624,0.9588822,0.000019460655,3.8518277e-7,0.0019125601,3.6898786e-9,2.1308246e-9,0.00066929136,0.0006422617,0.037761945],"study_design_scores_gemma":[0.00023190734,0.00012208715,0.000048620383,0.8994846,0.00017104215,0.00001794236,0.0064431448,0.000002364776,1.3243606e-9,0.0003283924,0.09296074,0.00018919964],"about_ca_topic_score_codex":0.041618705,"about_ca_topic_score_gemma":0.0053743874,"teacher_disagreement_score":0.092318475,"about_ca_system_score_codex":0.00083244615,"about_ca_system_score_gemma":0.0025123376,"threshold_uncertainty_score":0.99998844},"labels":[],"label_agreement":null},{"id":"W2148146335","doi":"10.3917/spub.134.0465","title":"Répartition géographique des médecins de famille : quelles solutions à un problème complexe ?","year":2013,"lang":"fr","type":"article","venue":"Santé Publique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Physics; Philosophy","score_opus":0.04794130040778061,"score_gpt":0.36819378309131817,"score_spread":0.32025248268353756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148146335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7633842,0.03985698,0.023246054,0.09973066,0.003331622,0.008122738,0.0005137017,0.0012805293,0.06053349],"genre_scores_gemma":[0.93841106,0.012714248,0.024568154,0.008479613,0.0012308639,0.001889188,0.00027027866,0.00016678951,0.012269795],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98959064,0.003823307,0.001567827,0.0008288646,0.0004900698,0.003699262],"domain_scores_gemma":[0.9945904,0.0010881198,0.0005761256,0.0009456153,0.0013680079,0.0014317593],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022257757,0.0006621329,0.00077737554,0.000492967,0.0030768132,0.00020121665,0.00067345647,0.0014622,0.011310764],"category_scores_gemma":[0.0009239119,0.00068956614,0.0003176844,0.0017766887,0.0014885355,0.0014591337,0.00044851622,0.002064395,0.0031771157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054505803,0.0010016139,0.06742347,0.0019717768,0.00014334744,0.000024488041,0.009648533,0.00014212122,0.00040763398,0.60578763,0.27832064,0.03507425],"study_design_scores_gemma":[0.0015089398,0.0004756435,0.30595133,0.00423835,0.00011053247,0.00007428633,0.012325625,0.0028532003,0.00015353727,0.44633967,0.224968,0.0010009042],"about_ca_topic_score_codex":0.031634614,"about_ca_topic_score_gemma":0.014175074,"teacher_disagreement_score":0.23852785,"about_ca_system_score_codex":0.001543712,"about_ca_system_score_gemma":0.0019293188,"threshold_uncertainty_score":0.9998341},"labels":[],"label_agreement":null},{"id":"W2148642780","doi":"10.1080/01421590600607831","title":"Tuning medical education for rural-ready practice: designing and resourcing optimally","year":2006,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Faculty of Medicine and Dentistry, University of Alberta; Australian Government","keywords":"Formative assessment; Disconnection; Medical education; Curriculum; Government (linguistics); Benchmarking; Psychology; Indoctrination; Rural area; Pedagogy; Medicine; Mathematics education; Political science; Business","score_opus":0.040081910792327174,"score_gpt":0.46315632878183366,"score_spread":0.4230744179895065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148642780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5105536,0.009724086,0.027916862,0.15082453,0.002781854,0.0041672112,0.000005818601,0.00089805457,0.29312795],"genre_scores_gemma":[0.90221566,0.0002542122,0.038906306,0.017910773,0.0049718795,0.00092525,0.00019327327,0.00013546889,0.03448715],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99615157,0.0008796807,0.0007856201,0.00032532567,0.0010481435,0.00080964755],"domain_scores_gemma":[0.9969647,0.0015608649,0.00027316154,0.00023114603,0.00023243672,0.00073770573],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004961552,0.00019240612,0.0003306144,0.000080589074,0.0008298772,0.000019108495,0.00023286339,0.00066961505,0.0027306997],"category_scores_gemma":[0.014223261,0.0001631208,0.000039593073,0.00016774269,0.00014295182,0.00018412681,0.0001299504,0.0012405182,0.00009249513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045649844,0.0008282802,0.16370836,0.0010383317,0.000059981743,0.000051067484,0.007289388,0.00001158338,0.00007035951,0.032043237,0.6689414,0.12550154],"study_design_scores_gemma":[0.0026214023,0.0001979244,0.0043008425,0.0042212526,0.0000936249,0.00006450399,0.02154114,0.016299114,0.000003988534,0.002341981,0.94789135,0.00042290136],"about_ca_topic_score_codex":0.0021591506,"about_ca_topic_score_gemma":0.00017757392,"teacher_disagreement_score":0.39166206,"about_ca_system_score_codex":0.00024278977,"about_ca_system_score_gemma":0.0019625619,"threshold_uncertainty_score":0.9981809},"labels":[],"label_agreement":null},{"id":"W2149426319","doi":"10.12927/cjnl.2001.16308","title":"Discovery Path: A Retention Strategy For Mid-Career Nurses","year":2001,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Nursing shortage; Coaching; Nursing; Career development; Professional development; Psychology; Nurse education; Medicine; Medical education","score_opus":0.46887674224888576,"score_gpt":0.4641591675015286,"score_spread":0.004717574747357178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149426319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8337571,0.0063500176,0.008215967,0.04205979,0.014640481,0.0062288446,0.00013280609,0.0011820617,0.08743291],"genre_scores_gemma":[0.96216005,0.000044467233,0.0006479672,0.0016664516,0.0012763088,0.00020922592,0.00013341407,0.000067741115,0.033794355],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9967731,0.00038983213,0.0005864148,0.00047447186,0.0003398498,0.0014363311],"domain_scores_gemma":[0.9983723,0.0005318641,0.0002480261,0.00041450086,0.00021004413,0.00022324099],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000571889,0.00025695484,0.00034449087,0.00011785705,0.0009202953,0.000046650784,0.0002363953,0.0004279053,0.00019979046],"category_scores_gemma":[0.00025639,0.0002462065,0.00014641877,0.00033634063,0.00016563358,0.00045191793,0.000011374385,0.00055938034,0.00023923458],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005002193,0.0011932713,0.08621762,0.0045016925,0.00014930277,0.00007484057,0.069587424,0.00027637073,0.004142724,0.054165132,0.55162346,0.22306599],"study_design_scores_gemma":[0.008415907,0.001970207,0.08879338,0.028776683,0.00042706652,0.00005369732,0.565044,0.0014852722,0.00048102665,0.045351665,0.25722,0.001981122],"about_ca_topic_score_codex":0.00015850243,"about_ca_topic_score_gemma":0.00013211096,"teacher_disagreement_score":0.49545655,"about_ca_system_score_codex":0.0006342337,"about_ca_system_score_gemma":0.00026396388,"threshold_uncertainty_score":0.99999905},"labels":[],"label_agreement":null},{"id":"W2149761063","doi":"10.1370/afm.559","title":"Social Accountability in Theory and Practice","year":2006,"lang":"en","type":"letter","venue":"The Annals of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Accountability; Workforce; Medical school; Curriculum; Medical education; Nursing; Pedagogy; Economic growth; Sociology","score_opus":0.37326431411925876,"score_gpt":0.5896720035835028,"score_spread":0.21640768946424405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149761063","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029822309,0.009241764,0.0000051618513,0.8813488,0.00055167504,0.0011801983,0.000043378932,0.00004077482,0.077765934],"genre_scores_gemma":[0.022132607,0.0014672352,0.000022847104,0.96577406,0.0060417918,0.00008233357,0.00010753075,0.000044894932,0.0043266783],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9902283,0.006490184,0.0012905868,0.0003803448,0.0007680223,0.0008425955],"domain_scores_gemma":[0.98091954,0.016884152,0.0009945602,0.0005865325,0.00055728696,0.000057900503],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013771404,0.00032744987,0.001004469,0.00015531808,0.0003997445,0.0000030201832,0.00046517674,0.001035518,0.0001866253],"category_scores_gemma":[0.0032578055,0.00019936865,0.000061778665,0.0003698111,0.00092847913,0.000111117304,0.00018521014,0.003914107,0.000044645283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052359584,0.000026434393,0.0005575602,0.0010512494,0.000025770953,0.0000251552,0.0064879777,2.5117225e-7,0.0000064778114,0.0012089362,0.98891014,0.0011764703],"study_design_scores_gemma":[0.0006863505,0.0001343919,0.02336022,0.002108234,0.000078125944,0.0000024870974,0.01169286,0.000001110791,6.824264e-7,0.021965114,0.93981665,0.00015374323],"about_ca_topic_score_codex":0.011384028,"about_ca_topic_score_gemma":0.00023388486,"teacher_disagreement_score":0.08442528,"about_ca_system_score_codex":0.00009632422,"about_ca_system_score_gemma":0.00028127086,"threshold_uncertainty_score":0.9983839},"labels":[],"label_agreement":null},{"id":"W2149963250","doi":"10.1111/j.1365-2753.2011.01647.x","title":"Part 2 – primary health care workforce policy intricacies: multidisciplinary team<sup>1</sup> case analysis","year":2011,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Workforce; Agency (philosophy); Multidisciplinary approach; Workforce planning; Work (physics); Politics; Health care; Population; Public relations; Primary care; Nursing; Political science; Business; Medicine; Sociology; Family medicine; Engineering; Law; Social science; Environmental health","score_opus":0.22053270351587306,"score_gpt":0.5927020121350529,"score_spread":0.37216930861917985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149963250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8131168,0.011985368,0.0014484747,0.043489642,0.0035385175,0.005085436,0.000074499214,0.00012401177,0.12113724],"genre_scores_gemma":[0.940786,0.0036338845,0.035786208,0.015675249,0.0032845926,0.00010500662,0.00005104627,0.00006157247,0.00061644235],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.975168,0.014589648,0.0069876937,0.0005325463,0.001779709,0.0009424333],"domain_scores_gemma":[0.9706438,0.01632405,0.0069441157,0.000812822,0.00439759,0.00087761605],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.041726857,0.00032259882,0.0014403776,0.0011153165,0.0008505934,0.000026324926,0.00041872638,0.00058092707,0.0010224748],"category_scores_gemma":[0.05717387,0.00027542553,0.0005288684,0.003380031,0.00016764551,0.0013717677,0.00027571016,0.003407853,0.00019476398],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0068086935,0.0034054103,0.561891,0.00080735097,0.0014398446,0.0017607416,0.17839192,0.016387744,2.9188809e-7,0.0013236796,0.08859271,0.1391906],"study_design_scores_gemma":[0.012949245,0.0043509835,0.18308215,0.0022071488,0.00459983,0.0014451653,0.42212328,0.014661256,5.886271e-7,0.002462543,0.35118446,0.00093334046],"about_ca_topic_score_codex":0.0019863911,"about_ca_topic_score_gemma":0.0005319028,"teacher_disagreement_score":0.37880886,"about_ca_system_score_codex":0.0030075363,"about_ca_system_score_gemma":0.0066445908,"threshold_uncertainty_score":0.9999698},"labels":[],"label_agreement":null},{"id":"W2150742806","doi":"","title":"Do residents in a northern program have better quality lives than their counterparts in a city?","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Thunder Bay Regional Research Institute","funders":"","keywords":"Recreation; Marital status; Quality of life (healthcare); Family medicine; Medicine; Gerontology; Psychology; Demography; Nursing; Environmental health; Population","score_opus":0.10488740238696904,"score_gpt":0.4338998638959133,"score_spread":0.32901246150894425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150742806","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9742936,0.000459059,0.0000018808415,0.0036191554,0.0003639559,0.0053112255,0.00001732387,0.00017425166,0.015759582],"genre_scores_gemma":[0.9850788,0.00013345029,0.000057931167,0.002025282,0.0002236664,0.010633757,0.000019821264,0.00003516028,0.0017921495],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9950787,0.0012522681,0.0010668118,0.00051304465,0.00039828932,0.0016909261],"domain_scores_gemma":[0.99827754,0.0004698731,0.0002951374,0.0005478792,0.00011252474,0.00029704257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023611293,0.0002571123,0.0004957458,0.00021267887,0.00023129024,0.000031931515,0.0003588593,0.00026169972,0.00009283205],"category_scores_gemma":[0.0003776184,0.00021808238,0.000069309885,0.00048870663,0.00009113925,0.00023044382,0.00018720048,0.0008272305,0.000112296526],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024053294,0.00026334045,0.9366691,0.00012578571,0.0000082385,0.00004781541,0.008956826,0.0000018039527,2.4271836e-7,0.000027641052,0.0004850126,0.053173665],"study_design_scores_gemma":[0.0011870507,0.00002874868,0.9762215,0.00042243593,0.0000032881524,0.000001964997,0.005845157,0.000016401409,0.0000018895919,0.0013893275,0.014682833,0.00019938918],"about_ca_topic_score_codex":0.015177322,"about_ca_topic_score_gemma":0.35217902,"teacher_disagreement_score":0.3370017,"about_ca_system_score_codex":0.00068107405,"about_ca_system_score_gemma":0.00012041058,"threshold_uncertainty_score":0.9913807},"labels":[],"label_agreement":null},{"id":"W2150947745","doi":"","title":"Recruiting medical students to rural practice: perspectives of medical students and rural recruiters.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Incentive; Altruism (biology); Medical education; Qualitative research; Rural area; Perception; Psychology; Medicine; Family medicine; Social psychology; Sociology","score_opus":0.0680087981369003,"score_gpt":0.4955565825422186,"score_spread":0.4275477844053183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150947745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9166443,0.0013220379,0.000020219972,0.07216202,0.00075180136,0.0034548093,0.000009096276,0.00014084188,0.0054948777],"genre_scores_gemma":[0.98235387,0.0012220286,0.00036235192,0.013248289,0.0006867712,0.0010330627,0.000008086264,0.000028238168,0.001057278],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897602,0.0012050644,0.0011818473,0.00042778262,0.0060311933,0.0013939099],"domain_scores_gemma":[0.9956291,0.001363365,0.00043959054,0.0003942265,0.000363132,0.0018106307],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008332528,0.0002773362,0.0006353141,0.00018579292,0.00048601892,0.00006148804,0.0015685662,0.0005306932,0.00047645156],"category_scores_gemma":[0.011936672,0.00024063211,0.00006932088,0.00048447883,0.00015136378,0.000314884,0.00092691416,0.0012307761,0.00006575082],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010899794,0.0011303212,0.57159865,0.000279196,0.00016978534,0.00014482994,0.06109021,8.0578656e-7,0.0000042271167,0.0030300824,0.026545696,0.3349162],"study_design_scores_gemma":[0.0024015075,0.00020749812,0.8333469,0.0012426854,0.000047852027,0.000027296968,0.14525938,0.000011784574,0.000003589166,0.0002054665,0.016996404,0.00024965615],"about_ca_topic_score_codex":0.0006057077,"about_ca_topic_score_gemma":0.00012147511,"teacher_disagreement_score":0.33466655,"about_ca_system_score_codex":0.00044258416,"about_ca_system_score_gemma":0.00026767876,"threshold_uncertainty_score":0.99638623},"labels":[],"label_agreement":null},{"id":"W2150950492","doi":"","title":"THE HEALTH OF RURAL CANADIANS: A RURAL-URBAN COMPARISON OF HEALTH INDICATORS","year":2003,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Statistics Canada","funders":"","keywords":"Geography; Environmental health; Socioeconomics; Medicine; Sociology","score_opus":0.04240710895684039,"score_gpt":0.4402374199777555,"score_spread":0.3978303110209151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150950492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8738565,0.028668946,0.00018988486,0.03630029,0.0023363233,0.0046397224,0.00012815464,0.00018369754,0.05369651],"genre_scores_gemma":[0.99173117,0.00073928566,0.00043342652,0.0038383366,0.000047342895,0.00006132422,0.000023606479,0.00003003872,0.0030954988],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930599,0.0023072958,0.0024424708,0.00016999406,0.00051392656,0.0015064599],"domain_scores_gemma":[0.9957898,0.0008833844,0.001804314,0.0006853935,0.00016914788,0.0006679512],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0030078308,0.00022714844,0.00096227636,0.00019336783,0.0016492986,0.0000049562423,0.00040742563,0.00017950452,0.0004837714],"category_scores_gemma":[0.00029821793,0.00015662519,0.00009816995,0.00092139456,0.00023754357,0.00006473077,0.00005375635,0.0006492262,0.00006158151],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040013878,0.000092390495,0.6453184,0.00065322034,0.000027622324,1.4015671e-7,0.01733207,0.000005932278,0.0000021046653,0.10009756,0.22584295,0.010587624],"study_design_scores_gemma":[0.0014512454,0.0010720761,0.0682915,0.0017350747,0.000010119982,0.0000015748194,0.38660896,0.00005106131,0.000054237622,0.0011409409,0.5392916,0.00029157475],"about_ca_topic_score_codex":0.1858158,"about_ca_topic_score_gemma":0.0858081,"teacher_disagreement_score":0.57702684,"about_ca_system_score_codex":0.0008274598,"about_ca_system_score_gemma":0.004649522,"threshold_uncertainty_score":0.9996504},"labels":[],"label_agreement":null},{"id":"W2151322994","doi":"","title":"A qualitative study of the international medical graduate and the orientation process.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Orientation (vector space); Qualitative research; Perception; Context (archaeology); Medical education; Isolation (microbiology); Health care; Process (computing); Public relations; Psychology; Medicine; Nursing; Sociology; Political science; Computer science","score_opus":0.17742859925019053,"score_gpt":0.4963990084619217,"score_spread":0.31897040921173114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151322994","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97940344,0.000067777924,0.000006387676,0.012795235,0.00065176067,0.0025894186,0.0000043033297,0.000020395608,0.004461266],"genre_scores_gemma":[0.9949588,0.00006508805,0.00000648734,0.001128486,0.00010433263,0.0027945016,0.0000020926002,0.000006079578,0.0009341387],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9973104,0.0010849457,0.00042051298,0.00013685203,0.00081609667,0.00023117829],"domain_scores_gemma":[0.9983581,0.00092452887,0.00025649954,0.00014696129,0.00022951986,0.00008444757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021066805,0.00006624222,0.00014898858,0.000025340894,0.00050184166,0.0000024882545,0.0002684359,0.00005133359,0.000034829485],"category_scores_gemma":[0.001855994,0.000032208558,0.000020587482,0.00021349672,0.000276239,0.000060433416,0.00012105726,0.00031921698,0.0000052538217],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004222954,0.00020253789,0.14170982,0.000063581974,0.000054737746,0.0000023461635,0.84337157,0.0000023718885,5.2643884e-8,0.004408979,0.0045528687,0.0052088187],"study_design_scores_gemma":[0.004103443,0.000026337331,0.58853126,0.000052731037,0.000016932805,0.000003738522,0.4030067,0.00007348303,0.0000027980539,0.002960634,0.001171988,0.00004992241],"about_ca_topic_score_codex":0.0007541698,"about_ca_topic_score_gemma":0.00038096722,"teacher_disagreement_score":0.44682145,"about_ca_system_score_codex":0.000055830984,"about_ca_system_score_gemma":0.00013089683,"threshold_uncertainty_score":0.3859811},"labels":[],"label_agreement":null},{"id":"W2151776278","doi":"10.1177/1527154022374","title":"Nursing Human Resource Planning in Alberta: What Went Wrong?","year":2002,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; University of Alberta","funders":"","keywords":"Economic shortage; Nursing shortage; Nursing; Politics; Population; Health care; Human resources; Medicine; Resource (disambiguation); Political science; Nurse education; Economic growth; Government (linguistics); Environmental health; Economics","score_opus":0.10949601171247803,"score_gpt":0.5221294715766113,"score_spread":0.41263345986413325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151776278","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06302739,0.0060011433,0.000096026815,0.19585541,0.0019904834,0.0014298795,0.000011576864,0.00034461045,0.7312435],"genre_scores_gemma":[0.9515244,0.00037823175,0.0013955147,0.020787528,0.0034910582,0.00008372146,0.00003583851,0.00017650312,0.022127239],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99207294,0.0020207309,0.001398701,0.0007135269,0.00071800634,0.0030760984],"domain_scores_gemma":[0.99290717,0.0043098964,0.0007936458,0.0009424449,0.00024604998,0.0008008129],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011150662,0.0004920908,0.00063168735,0.0006872544,0.002163669,0.00021028717,0.00050179625,0.0005488238,0.00034408853],"category_scores_gemma":[0.0035994572,0.0005568656,0.00010195507,0.0009769348,0.00035871632,0.0020888683,0.00009279451,0.0022476194,0.00095733866],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014458116,0.0015132207,0.003946841,0.00038757187,0.000046219495,0.00010817367,0.23110871,0.00039579102,0.00004692255,0.6534389,0.093327865,0.015535152],"study_design_scores_gemma":[0.001889892,0.00024117825,0.002832316,0.022502856,0.00013843278,0.00012730242,0.096911214,0.0011587024,0.00002524703,0.02298486,0.8504137,0.0007743413],"about_ca_topic_score_codex":0.021612981,"about_ca_topic_score_gemma":0.00026760105,"teacher_disagreement_score":0.888497,"about_ca_system_score_codex":0.0047079767,"about_ca_system_score_gemma":0.00038288994,"threshold_uncertainty_score":0.99982053},"labels":[],"label_agreement":null},{"id":"W2151820579","doi":"","title":"Characteristics of international medical graduates who applied to the CaRMS 2002 match.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workforce; Family medicine; Medicine; Medical education; Obstetrics and gynaecology; Political science","score_opus":0.04299611214717153,"score_gpt":0.35909432546568204,"score_spread":0.3160982133185105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151820579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64386296,0.000347445,0.00042620642,0.05134155,0.0070600854,0.005578325,0.00016316956,0.00018762198,0.29103264],"genre_scores_gemma":[0.98365134,0.00019870997,0.00014685579,0.0055318065,0.00044332803,0.0024033487,0.000016401897,0.000022076645,0.0075861304],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976446,0.00022400038,0.0006324337,0.00020212395,0.000650594,0.00064626243],"domain_scores_gemma":[0.99855363,0.00038793538,0.00021006652,0.00031355806,0.0001659067,0.0003688822],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014342142,0.00012449475,0.00027329804,0.000059626404,0.00022102788,0.0000074392537,0.00043786273,0.00015892554,0.0012427638],"category_scores_gemma":[0.0012210545,0.00008513609,0.000038917897,0.00023418278,0.000063215615,0.00003050753,0.00011719712,0.00040255737,0.00042120842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022471338,0.00022636726,0.2838704,0.00039732488,0.000117949225,0.00001294907,0.0066668247,0.000009332656,0.000006988993,0.1012995,0.46998218,0.13718547],"study_design_scores_gemma":[0.00035185134,0.000007464439,0.38427168,0.00007484337,0.000010351387,0.0000014908222,0.00082226156,0.0000150629985,0.000038805312,0.00039716417,0.6139171,0.00009192089],"about_ca_topic_score_codex":0.00014598324,"about_ca_topic_score_gemma":0.00012132455,"teacher_disagreement_score":0.33978838,"about_ca_system_score_codex":0.00013084032,"about_ca_system_score_gemma":0.00012610845,"threshold_uncertainty_score":0.9996702},"labels":[],"label_agreement":null},{"id":"W2152771867","doi":"","title":"Canadian family physicians' intentions to migrate: associated factors.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Marital status; Logistic regression; Geography; Demography; Socioeconomics; Medicine; Population; Sociology","score_opus":0.05368740060369283,"score_gpt":0.35864350062161066,"score_spread":0.30495610001791784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152771867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8519474,0.00015917773,0.000020439797,0.020893339,0.0015968087,0.0029655087,0.00018438928,0.00033562983,0.121897265],"genre_scores_gemma":[0.9513617,0.000013664399,0.000046720008,0.034327466,0.00018601885,0.0009260452,0.000089929235,0.000022947863,0.013025508],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9966647,0.00036017245,0.00048078192,0.00032044417,0.00032759612,0.0018462923],"domain_scores_gemma":[0.99794155,0.00017357197,0.00013885635,0.0003369796,0.00029490967,0.0011141286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006201765,0.00020238133,0.00032002534,0.00023248458,0.0009178822,0.000021654701,0.00029736166,0.0002482828,0.000073549694],"category_scores_gemma":[0.0007411104,0.00019548912,0.00008550825,0.0008726474,0.000017740627,0.00012315891,0.0000314347,0.0005128495,0.0005207448],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050936767,0.00018544689,0.18645792,0.000035807843,0.00005847724,0.00001634919,0.0042445012,0.000019075807,0.000060213493,0.0023005386,0.7168481,0.08972267],"study_design_scores_gemma":[0.00021060002,0.00002639486,0.8278656,0.00007739123,0.000013443194,6.149278e-8,0.0022631923,0.000006198681,0.000008121907,0.00036964857,0.16899651,0.00016281975],"about_ca_topic_score_codex":0.18489878,"about_ca_topic_score_gemma":0.49476478,"teacher_disagreement_score":0.64140767,"about_ca_system_score_codex":0.0020016038,"about_ca_system_score_gemma":0.00034339912,"threshold_uncertainty_score":0.82052904},"labels":[],"label_agreement":null},{"id":"W2152945355","doi":"10.1503/cmaj.100948","title":"Health care in the North: what Canada can learn from its circumpolar neighbours","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Circumpolar star; Wildlife; Endangered species; Climate change; Sovereignty; Resource (disambiguation); Geography; Political science; Public health; Economic growth; Environmental planning; Medicine; Environmental health; Population; Ecology; Computer science; Politics; Biology; Oceanography; Economics","score_opus":0.01335339749296974,"score_gpt":0.33038586222395816,"score_spread":0.3170324647309884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152945355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6538265,0.0020209332,7.8358033e-7,0.33611757,0.006120661,0.00039773094,0.00021093196,0.000013427612,0.0012914896],"genre_scores_gemma":[0.84287596,0.00060970103,0.000018983717,0.15303652,0.0031014546,0.0000202428,0.00011295997,0.000022555798,0.00020164058],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935018,0.0016660527,0.0009409291,0.00023476098,0.0020601833,0.0015963021],"domain_scores_gemma":[0.99446094,0.0010530668,0.00056316727,0.00024219668,0.00055149046,0.0031291207],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026566375,0.00018475039,0.00038280504,0.00013173246,0.0018848251,0.0000986482,0.00069574587,0.0005794519,0.004279127],"category_scores_gemma":[0.0028009387,0.0001490962,0.000058946574,0.0004603292,0.000029456934,0.00021814444,0.000025791076,0.0066061127,0.00012325862],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000005142639,0.000008559004,0.6915706,0.000023511308,0.000018351273,0.00023078418,0.015932828,0.0000039372076,2.3151058e-7,0.0001630399,0.26638123,0.025661789],"study_design_scores_gemma":[0.00048697751,0.000021160336,0.3104343,0.00022617339,0.0000048594197,0.000016022956,0.040809926,0.0000189911,1.2580908e-7,0.000044937362,0.64782804,0.000108470085],"about_ca_topic_score_codex":0.98298717,"about_ca_topic_score_gemma":0.9999719,"teacher_disagreement_score":0.38144684,"about_ca_system_score_codex":0.0075903772,"about_ca_system_score_gemma":0.06530614,"threshold_uncertainty_score":0.99941456},"labels":[],"label_agreement":null},{"id":"W2152955236","doi":"10.12927/hcpap.2002.17150","title":"Health Human Resource Planning Requires an Effective Staff Retention Policy","year":2002,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Health care; Business; Health professionals; Human resources; Strategic human resource planning; Human resource management; Resource (disambiguation); Public relations; Knowledge management; Marketing; Strategic planning; Management; Political science; Computer science; Economics; Economic growth","score_opus":0.11447299426662788,"score_gpt":0.4545178613305384,"score_spread":0.3400448670639105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152955236","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112981215,0.0012872942,0.000064579755,0.8606903,0.0019101085,0.011290045,0.00092097477,0.0019570636,0.008898409],"genre_scores_gemma":[0.0035027636,0.00042695962,0.0006231286,0.9640048,0.0032580465,0.0035998889,0.0052084834,0.0009619796,0.018413961],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97075665,0.009848945,0.0046316115,0.0040540425,0.0027367042,0.007972041],"domain_scores_gemma":[0.98523355,0.003452507,0.003739587,0.003762624,0.00063109136,0.003180626],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0046817204,0.0025050393,0.0041296054,0.0022069784,0.00840294,0.00019065858,0.0019833008,0.0041023605,0.0009171934],"category_scores_gemma":[0.0010967911,0.0025383455,0.0007035082,0.0025301664,0.00019633703,0.0005601227,0.0011670964,0.011002074,0.0028846439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001199703,0.00037333628,0.0018417408,0.0032677501,0.00015058291,0.00029385506,0.03824371,0.00003587624,0.000019695184,0.00064076076,0.9486572,0.005275787],"study_design_scores_gemma":[0.002982731,0.008776672,0.004620951,0.00021641338,0.000104351435,0.000058107715,0.00316603,0.0001412236,0.0000034383577,0.00022325297,0.9777551,0.0019517117],"about_ca_topic_score_codex":0.027238743,"about_ca_topic_score_gemma":0.006343297,"teacher_disagreement_score":0.10947845,"about_ca_system_score_codex":0.016764646,"about_ca_system_score_gemma":0.0020814198,"threshold_uncertainty_score":0.9999961},"labels":[],"label_agreement":null},{"id":"W2153312982","doi":"","title":"Marathon works. How to thrive in rural practice.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Medicine; Nursing; Medical home; Health care; Payment; Rural health; Plan (archaeology); Rural area; Public relations; Family medicine; Medical education; Business; Primary care; Political science","score_opus":0.04991581179688602,"score_gpt":0.4057818157147979,"score_spread":0.35586600391791184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153312982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53124017,0.0021434124,0.000093185554,0.31569755,0.0018615933,0.007752617,0.000012593588,0.00033097845,0.1408679],"genre_scores_gemma":[0.95644826,0.00025390982,0.0031077054,0.018144334,0.0010770293,0.006066067,0.0000087324015,0.00003364439,0.014860292],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99692035,0.00057254254,0.00044622904,0.00028605052,0.00031543197,0.0014593803],"domain_scores_gemma":[0.9980938,0.00071641017,0.00018835987,0.00037731227,0.0001381427,0.00048599485],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013916477,0.00017393295,0.00028606725,0.0001487647,0.0002572412,0.000028100027,0.00024889945,0.00024436868,0.00018427923],"category_scores_gemma":[0.0016167688,0.00015998218,0.000037658305,0.00060479186,0.000024445291,0.00057774433,0.00015938038,0.00074885273,0.0012265125],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046594685,0.00013949805,0.044563513,0.00007345709,0.0000119614715,0.000024383095,0.0064444463,0.00007378593,0.0000031213617,0.0017789755,0.17616183,0.7702591],"study_design_scores_gemma":[0.0007528164,0.00002025679,0.26200503,0.0002211983,0.000007517818,0.0000021972103,0.0082427515,0.000028120967,0.000007585371,0.00012286313,0.7284198,0.00016989552],"about_ca_topic_score_codex":0.00046093622,"about_ca_topic_score_gemma":0.002479068,"teacher_disagreement_score":0.7700892,"about_ca_system_score_codex":0.0007923376,"about_ca_system_score_gemma":0.00010237952,"threshold_uncertainty_score":0.9995512},"labels":[],"label_agreement":null},{"id":"W2154390559","doi":"10.1377/hlthaff.28.1.226","title":"U.S. Citizens Who Obtain Their Medical Degrees Abroad: An Overview, 1992–2006","year":2009,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Workforce; Affect (linguistics); Primary care; Quality (philosophy); Medical care; Family medicine; Medical education; Medicine; Political science; Psychology; Law","score_opus":0.07067920732643607,"score_gpt":0.46106897697992494,"score_spread":0.39038976965348887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154390559","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12881976,0.0775069,0.00075004535,0.43099302,0.005868126,0.01053497,0.00094951614,0.0046699466,0.3399077],"genre_scores_gemma":[0.8912203,0.013957596,0.0022862342,0.085835345,0.0024474994,0.00022983333,0.00034360486,0.00013810002,0.0035414854],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900519,0.0024301126,0.0020133012,0.0009487269,0.0013636893,0.003192243],"domain_scores_gemma":[0.9938649,0.00071387435,0.0006898381,0.001258651,0.0002370051,0.0032357571],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0037842314,0.0006027308,0.0012387377,0.00025712352,0.0020085652,0.000026764419,0.0008698992,0.0008714996,0.003992699],"category_scores_gemma":[0.0005539734,0.00050719816,0.00017992806,0.0008530105,0.000175228,0.00030598932,0.00015549133,0.002005501,0.0008369439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027996275,0.0004877565,0.015099718,0.0013655345,0.000024942528,0.000081143684,0.011688542,0.00003580409,0.0000052629916,0.04386369,0.83330506,0.09376259],"study_design_scores_gemma":[0.0026495864,0.001715602,0.047613326,0.004166937,0.000015996875,0.00003887216,0.02028661,0.0019261535,0.0000066908465,0.008235331,0.91252553,0.0008193334],"about_ca_topic_score_codex":0.0037320114,"about_ca_topic_score_gemma":0.006797059,"teacher_disagreement_score":0.7624005,"about_ca_system_score_codex":0.0009879285,"about_ca_system_score_gemma":0.0032264618,"threshold_uncertainty_score":0.999941},"labels":[],"label_agreement":null},{"id":"W2154423906","doi":"","title":"Does the site of postgraduate family medicine training predict performance on summative examinations? A comparison of urban and remote programs.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Summative assessment; Medicine; Medical education; Certification; Family medicine; Comparability; Medical school; Formative assessment; Psychology; Pedagogy","score_opus":0.12104979946296991,"score_gpt":0.3925672855275607,"score_spread":0.2715174860645908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154423906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97538716,0.00058328564,0.000003641648,0.002492981,0.00019266312,0.0026979372,0.000030295947,0.0000594887,0.018552553],"genre_scores_gemma":[0.99691355,0.00034978593,0.000143207,0.00031617086,0.00012568028,0.00037721152,0.000032271168,0.00001640523,0.0017257322],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9975515,0.00045959835,0.00081940764,0.00022038347,0.00040749754,0.00054162275],"domain_scores_gemma":[0.99824095,0.0006988258,0.0004393292,0.00029690328,0.00018259675,0.00014142397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013147802,0.00016008386,0.00046637843,0.00008954966,0.0003794981,0.0000035064847,0.00014960801,0.000105701394,0.00003910813],"category_scores_gemma":[0.00021650261,0.000080955244,0.000028842844,0.00037664102,0.0003816545,0.00009250171,0.000035157744,0.000398819,0.000006446406],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023484515,0.00005841713,0.17491691,0.0004467887,0.00002608159,4.3118075e-7,0.050525974,0.000011104026,0.000005627266,0.00018862795,0.0011337517,0.77245146],"study_design_scores_gemma":[0.000910029,0.00035177238,0.97009057,0.0012857093,0.000040377367,3.9779414e-7,0.011858642,0.0022766485,0.00003683304,0.00013854256,0.0129221575,0.000088321794],"about_ca_topic_score_codex":0.00070792565,"about_ca_topic_score_gemma":0.00016467679,"teacher_disagreement_score":0.79517365,"about_ca_system_score_codex":0.0000690499,"about_ca_system_score_gemma":0.00005308642,"threshold_uncertainty_score":0.3301259},"labels":[],"label_agreement":null},{"id":"W2154550887","doi":"10.1503/cmaj.1040879","title":"Strategies to increase the enrolment of students of rural origin in medical school: recommendations from the Society of Rural Physicians of Canada","year":2005,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; Health Sciences Centre","funders":"","keywords":"NKG2D; Inflammation; Immune system; Lesion; Disease; Immunology; Medicine; Biology; Internal medicine; Pathology; In vitro; Biochemistry; Cytotoxicity","score_opus":0.01644167980010577,"score_gpt":0.38049618935023943,"score_spread":0.3640545095501337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154550887","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8200395,0.00020010529,0.000015448533,0.17796403,0.00045908938,0.00033330455,0.00026935816,0.0000027938208,0.00071635674],"genre_scores_gemma":[0.9826456,0.00034220042,0.00010762854,0.016025005,0.0006877534,0.000016965436,0.000025209034,0.000009682993,0.00013997189],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9942843,0.0010547522,0.001484189,0.000073862975,0.0025390442,0.0005638827],"domain_scores_gemma":[0.9955478,0.0016038038,0.00096948654,0.0001871147,0.0005907733,0.001101033],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003731551,0.00012030554,0.00042610313,0.000057973535,0.0003412534,0.000007883246,0.0007604823,0.00026795123,0.0043080566],"category_scores_gemma":[0.0020967019,0.00008144547,0.000116848234,0.00043347297,0.00009188229,0.00010163592,0.00007021801,0.0013076225,0.0000054916673],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049065704,0.000098904886,0.43978864,0.000039511473,0.00019589227,0.0000029866235,0.011719432,0.000099575394,0.000013492176,0.0007276859,0.5414295,0.0058353194],"study_design_scores_gemma":[0.0025550905,0.00014223559,0.4134596,0.003398269,0.00006602689,0.0000035760168,0.36256295,0.0003152388,0.000028716684,0.00034454933,0.2169454,0.00017835903],"about_ca_topic_score_codex":0.8963067,"about_ca_topic_score_gemma":0.9857874,"teacher_disagreement_score":0.35084352,"about_ca_system_score_codex":0.002323888,"about_ca_system_score_gemma":0.024283908,"threshold_uncertainty_score":0.9966021},"labels":[],"label_agreement":null},{"id":"W2155573161","doi":"","title":"Factors influencing family physicians to enter rural practice: does rural or urban background make a difference?","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":116,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Rural area; Medicine; Incentive; Rural history; Rural health; Family medicine; Socioeconomics; Sociology","score_opus":0.07197612774777422,"score_gpt":0.39125577395658656,"score_spread":0.31927964620881233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155573161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97780675,0.00017619127,0.000033809312,0.00807606,0.0017553903,0.0033906477,0.000071764516,0.00035523894,0.008334128],"genre_scores_gemma":[0.9528102,0.00004857771,0.00033411905,0.020645356,0.0015638516,0.002612179,0.000028891029,0.00006687721,0.021889906],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952448,0.0005561401,0.000932557,0.00042936366,0.00063488213,0.0022022412],"domain_scores_gemma":[0.9969583,0.0010536001,0.00042528223,0.00060167897,0.00026526215,0.00069587375],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005417185,0.00044543977,0.0005883048,0.00016134379,0.0008355561,0.00007536619,0.0004869764,0.0002852934,0.00025589444],"category_scores_gemma":[0.000576397,0.00028278783,0.00011817453,0.00050804426,0.00007188997,0.0005462725,0.00028177843,0.0008744858,0.00046789617],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015178462,0.00052810955,0.6027311,0.00052127434,0.00020094284,0.000025622701,0.065594025,0.00003183703,0.00022514882,0.0011588504,0.06312432,0.26434088],"study_design_scores_gemma":[0.0007082025,0.000056987275,0.70859665,0.00029992254,0.0000430353,0.0000012196693,0.08607872,0.000011737562,0.00003125299,0.000046007386,0.2037885,0.0003377535],"about_ca_topic_score_codex":0.0018292516,"about_ca_topic_score_gemma":0.00281512,"teacher_disagreement_score":0.26400313,"about_ca_system_score_codex":0.0011513273,"about_ca_system_score_gemma":0.00018577174,"threshold_uncertainty_score":0.99996245},"labels":[],"label_agreement":null},{"id":"W2155696948","doi":"","title":"Low Post-Secondary Tuitions in Canada Are not a Wealth Transfer from the Poor to the Rich","year":2013,"lang":"en","type":"preprint","venue":"viXra","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Liberian dollar; Taxpayer; Inflation (cosmology); Demographic economics; Grade inflation; Economics; Monetary economics; Transfer (computing); Business; Finance; Higher education; Economic growth; Macroeconomics","score_opus":0.034362287005635615,"score_gpt":0.3495736947861887,"score_spread":0.3152114077805531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155696948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7797399,0.0011108716,0.000041826243,0.19840404,0.0039219316,0.0057295742,0.0077599413,0.00008572386,0.0032061567],"genre_scores_gemma":[0.8799838,0.00032067572,0.00013000946,0.114149645,0.0010075265,0.0023519676,0.00049155805,0.00007887223,0.0014859831],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99421006,0.0015806125,0.001277378,0.0008052653,0.00069577683,0.0014308796],"domain_scores_gemma":[0.9952339,0.0019828405,0.00027270365,0.001614698,0.00039236763,0.00050349406],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00080378994,0.00050870917,0.00077951845,0.00010155367,0.0012454893,0.000044640703,0.0015244456,0.0005588175,0.0059981854],"category_scores_gemma":[0.00028447743,0.00031420714,0.00012300062,0.000429568,0.000059764472,0.000067640336,0.0007303335,0.004846957,0.0016655041],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024614908,0.0001582979,0.040460777,0.0014440358,0.00012731583,0.000060706883,0.03199103,0.0009503755,0.000034694945,0.001227237,0.9145722,0.008727174],"study_design_scores_gemma":[0.00093743496,0.00006245752,0.58388126,0.0053654565,0.00006669529,0.0000018697303,0.036568485,0.00023289742,0.000027254064,0.0013927474,0.3707697,0.00069372746],"about_ca_topic_score_codex":0.99291766,"about_ca_topic_score_gemma":0.99815,"teacher_disagreement_score":0.5438025,"about_ca_system_score_codex":0.0025848208,"about_ca_system_score_gemma":0.014136136,"threshold_uncertainty_score":0.999931},"labels":[],"label_agreement":null},{"id":"W2155747136","doi":"10.1590/s0036-36342010000300009","title":"Expectativas de migración internacional en estudiantes de enfermería en México, Distrito Federal","year":2010,"lang":"es","type":"article","venue":"Salud Pública de México","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Demography; Geography; Sociology; Art","score_opus":0.021107651317858262,"score_gpt":0.3939994954404353,"score_spread":0.37289184412257703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155747136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95445776,0.0021564593,0.00078427995,0.029781196,0.002966852,0.001629178,0.0004675046,0.00056875387,0.0071880156],"genre_scores_gemma":[0.97569716,0.0010385894,0.008468664,0.0038479313,0.005158437,0.00052666035,0.00014661023,0.0002146031,0.0049013635],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9895043,0.0030639726,0.0016662397,0.0012055314,0.00089009036,0.0036698778],"domain_scores_gemma":[0.9916215,0.00417526,0.0006761768,0.0012028787,0.00037493117,0.0019492749],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0023863614,0.0010001066,0.0011839583,0.0004108941,0.0016689732,0.00026808536,0.0015636615,0.0018363303,0.0035152738],"category_scores_gemma":[0.0035906571,0.0010071895,0.00047074602,0.00076285226,0.00045318075,0.00036631286,0.00080862787,0.0050520212,0.0017036793],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042881022,0.0007712982,0.8923432,0.0007687248,0.00020988617,0.00020537277,0.025871143,0.0000060712455,0.006851777,0.025992222,0.03773454,0.008816926],"study_design_scores_gemma":[0.0025342314,0.00053696876,0.7280024,0.0026996895,0.0001555829,0.00022399327,0.015718594,0.00089216325,0.0021873533,0.0046991664,0.24112792,0.0012219283],"about_ca_topic_score_codex":0.0059144134,"about_ca_topic_score_gemma":0.0060316357,"teacher_disagreement_score":0.20339337,"about_ca_system_score_codex":0.001809299,"about_ca_system_score_gemma":0.0029884453,"threshold_uncertainty_score":0.9996307},"labels":[],"label_agreement":null},{"id":"W2155843572","doi":"10.12927/hcpol.2014.23984","title":"Mind the Gap: Governance and Health Workforce Outcomes","year":2014,"lang":"fr","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Alberta Health Services","keywords":"Workforce; Workforce planning; Work (physics); Plan (archaeology); Corporate governance; Conjunction (astronomy); Key (lock); Public relations; Workforce management; Clinical governance; Business; Nursing; Psychology; Political science; Knowledge management; Medicine; Health care; Computer science; Engineering; Finance","score_opus":0.10949987704686388,"score_gpt":0.4811269974753943,"score_spread":0.3716271204285304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155843572","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016679995,0.10529681,0.00019399339,0.8581283,0.004322091,0.002750322,0.00030430377,0.00013873063,0.012185462],"genre_scores_gemma":[0.6122823,0.04008225,0.0017367083,0.23451982,0.005717235,0.00020490143,0.000038333557,0.00018087513,0.105237566],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9866859,0.0050945766,0.002141374,0.0010824569,0.00091524696,0.0040804907],"domain_scores_gemma":[0.99154556,0.0026607863,0.0014990381,0.0017326329,0.00035175664,0.0022102415],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00487966,0.0008302831,0.0014567203,0.00016024316,0.0034973952,0.00009065613,0.0007792761,0.0010110497,0.00046375784],"category_scores_gemma":[0.0017044374,0.00064893253,0.00021464066,0.0012481264,0.0008024906,0.00028701447,0.00054281787,0.0029125547,0.001548341],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000348184,0.00006208125,0.064836465,0.002220908,0.000021669954,0.0000032033101,0.010230602,0.0000076007104,1.0371633e-7,0.40056154,0.07600914,0.44601187],"study_design_scores_gemma":[0.0009423805,0.00042185673,0.182421,0.0037066324,0.000020344398,0.000036205154,0.0029482748,0.000333251,7.88718e-7,0.00903006,0.79972637,0.00041283085],"about_ca_topic_score_codex":0.1968287,"about_ca_topic_score_gemma":0.04265006,"teacher_disagreement_score":0.7237173,"about_ca_system_score_codex":0.0023649943,"about_ca_system_score_gemma":0.0038694171,"threshold_uncertainty_score":0.9995962},"labels":[],"label_agreement":null},{"id":"W2156684993","doi":"","title":"Where Are They Now? Migration Patterns for Graduates of the University of British Columbia","year":2000,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Political science; Demographic economics; Graduate education; Immigration; Economics; Medicine; Medical education; Law","score_opus":0.04512668048351291,"score_gpt":0.3681374278844719,"score_spread":0.323010747400959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156684993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9837193,0.0002301656,0.000001508953,0.0011782175,0.00038749847,0.0030344361,0.0021947005,0.000022268858,0.009231912],"genre_scores_gemma":[0.9363611,0.045840893,0.00022009248,0.00005428498,0.000121039564,0.00008762051,0.00010259535,0.00004513628,0.017167257],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99681157,0.00090533,0.0007858335,0.0005429148,0.00024307585,0.0007112912],"domain_scores_gemma":[0.99688697,0.0009966827,0.00069611234,0.0009015537,0.00039210502,0.00012660706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014207602,0.00014681302,0.0006198018,0.00008441705,0.0004988205,0.000022333223,0.00087149034,0.0006269314,0.0004405272],"category_scores_gemma":[0.0001739442,0.00020322349,0.00021739949,0.00009699301,0.00024736885,0.000058886893,0.00074129266,0.0014815755,0.000006460559],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018501077,0.00019214166,0.941252,0.004965792,0.00006587559,0.000005479254,0.0023111112,0.0015665272,0.000007091083,0.000023489365,0.013651684,0.035773784],"study_design_scores_gemma":[0.0021155288,0.00023618438,0.7622192,0.020988954,0.00004432542,0.0000029743649,0.033263903,0.003177387,0.000012053266,0.004883223,0.17253731,0.0005189513],"about_ca_topic_score_codex":0.09590071,"about_ca_topic_score_gemma":0.8863242,"teacher_disagreement_score":0.7904235,"about_ca_system_score_codex":0.0009201385,"about_ca_system_score_gemma":0.0010177004,"threshold_uncertainty_score":0.9101198},"labels":[],"label_agreement":null},{"id":"W2157106393","doi":"10.1186/1478-4505-12-9","title":"Capacity development in health systems and policy research: a survey of the Canadian context","year":2014,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal; University of Ottawa; Institute for Work & Health; Institute of Population and Public Health; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Health services research; Workforce; Health administration; Agency (philosophy); Workforce development; Health policy; Mentorship; Human resources; Context (archaeology); Public relations; Medicine; Public health; Business; Medical education; Economic growth; Political science; Nursing; Sociology; Economics","score_opus":0.6679847933543945,"score_gpt":0.6052875840737951,"score_spread":0.06269720928059941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157106393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8397585,0.016832372,0.000011330909,0.113744855,0.0010613168,0.014992059,0.0005234623,0.00006502558,0.013011077],"genre_scores_gemma":[0.99241287,0.0012241958,0.000018800785,0.0022549524,0.00057231565,0.00055975874,0.000017202323,0.00004215135,0.0028977392],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9361948,0.054446444,0.002308511,0.00064983394,0.001985723,0.004414694],"domain_scores_gemma":[0.9854478,0.007938823,0.00057609193,0.0009482707,0.002039466,0.0030495361],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.11431194,0.0002673732,0.0010831275,0.002046579,0.0059206667,0.00009631781,0.0005803919,0.0004349784,0.000006434387],"category_scores_gemma":[0.017873913,0.00019983556,0.000026427373,0.0034608205,0.0008753256,0.00010404725,0.00041606135,0.002844299,0.000046458234],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00013113931,0.000085423344,0.4881582,0.02317142,0.000025360037,0.0000022338393,0.052571032,0.000023869678,0.0000028363932,0.3825189,0.044546414,0.008763212],"study_design_scores_gemma":[0.00094966474,0.00032057846,0.5277807,0.0073279655,3.6619852e-7,0.000010711248,0.008281689,0.0009912667,8.149165e-7,0.00044334662,0.45373622,0.00015665023],"about_ca_topic_score_codex":0.99776876,"about_ca_topic_score_gemma":0.98706454,"teacher_disagreement_score":0.40918982,"about_ca_system_score_codex":0.007828291,"about_ca_system_score_gemma":0.048971284,"threshold_uncertainty_score":0.99945617},"labels":[],"label_agreement":null},{"id":"W2157154291","doi":"10.12927/cjnl.2012.22810","title":"Nova Scotia: Late Career Nurse and New Graduate Transition","year":2012,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Nova scotia; Economic shortage; Nursing; Work (physics); Nursing shortage; Registered nurse; Psychology; Medical education; Nurse education; Political science; Medicine; Sociology; Engineering","score_opus":0.5006127541501264,"score_gpt":0.4506440546611396,"score_spread":0.0499686994889868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157154291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8784874,0.0059306924,0.00079910184,0.08174178,0.005680763,0.0011478494,0.000011789845,0.00044698876,0.02575365],"genre_scores_gemma":[0.98898375,0.000018810271,0.0010990099,0.004416743,0.0015014998,0.0000061519504,0.000028647779,0.000052245494,0.0038931184],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99712944,0.0004034008,0.0004019769,0.00028021957,0.0003298143,0.0014551372],"domain_scores_gemma":[0.99861765,0.00020661636,0.0001282787,0.00027250752,0.000088501394,0.0006864304],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00062085706,0.00023194608,0.00029740107,0.00010889786,0.00045400066,0.000014592512,0.00011038315,0.00034426642,0.00039601792],"category_scores_gemma":[0.0000738715,0.000227277,0.00005145361,0.00027673284,0.0001695917,0.00036615937,0.0000072154126,0.0008458054,0.001022976],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005974266,0.00034146992,0.07675093,0.0016289456,0.000061837374,0.00001220813,0.56088465,0.00003585591,0.0005472713,0.007576493,0.26141122,0.09015172],"study_design_scores_gemma":[0.0076251063,0.00055796944,0.4848303,0.023517307,0.00059073465,0.00007812268,0.4330085,0.00047203252,0.00057950814,0.007316707,0.03941866,0.0020050558],"about_ca_topic_score_codex":0.0014265918,"about_ca_topic_score_gemma":0.00029292295,"teacher_disagreement_score":0.4080794,"about_ca_system_score_codex":0.00033109722,"about_ca_system_score_gemma":0.00015231133,"threshold_uncertainty_score":0.99975485},"labels":[],"label_agreement":null},{"id":"W2157448433","doi":"10.1503/cmaj.109-4700","title":"Rural premedicine program aims to tackle doctor shortages","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical school; Medicine; Medical education","score_opus":0.01610791090008144,"score_gpt":0.3982494556764603,"score_spread":0.38214154477637885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157448433","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.607847,0.00027103387,0.00026696397,0.3057222,0.0092225885,0.0020482114,0.000044309767,0.00028653393,0.074291185],"genre_scores_gemma":[0.84004474,0.00015329415,0.0011767711,0.12447914,0.015077556,0.000201513,0.000046577603,0.00006081284,0.01875959],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994552,0.00086420163,0.00096365943,0.00019869178,0.0018483662,0.0015730549],"domain_scores_gemma":[0.99211586,0.00058052526,0.00032984043,0.00019666208,0.000775685,0.0060014366],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004433073,0.00018555339,0.00040258895,0.0002176516,0.0011853992,0.000041544426,0.0004155219,0.0006683633,0.014830058],"category_scores_gemma":[0.0070104306,0.00015566264,0.00008051118,0.00044691926,0.000037476362,0.00012133738,0.000040272687,0.002097806,0.002435161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010354149,0.000022465074,0.22630972,0.000028088742,0.000027759785,0.000034082754,0.0010082844,0.000002898393,0.0000020791017,0.000774842,0.68027145,0.091508],"study_design_scores_gemma":[0.0007285686,0.00022737683,0.06088526,0.00058937835,0.000015259331,0.000020326765,0.001702333,0.00018574043,9.877376e-7,0.00019645123,0.935299,0.00014934958],"about_ca_topic_score_codex":0.009474756,"about_ca_topic_score_gemma":0.13009655,"teacher_disagreement_score":0.25502753,"about_ca_system_score_codex":0.0024695175,"about_ca_system_score_gemma":0.003464622,"threshold_uncertainty_score":0.99834156},"labels":[],"label_agreement":null},{"id":"W2157493039","doi":"10.3122/jabfm.2009.05.090151","title":"American Recovery and Reinvestment Act and the Expansion and Streamlining of the National Health Service Corps: A Great Opportunity for Service-Minded Family Physicians","year":2009,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Medicine; Service (business); Service member; Public relations; National service; Public administration; Marketing; Political science; Business; Law; Military personnel","score_opus":0.09818890291132418,"score_gpt":0.4223677564245463,"score_spread":0.3241788535132222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157493039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8768081,0.0016858235,0.000032011678,0.119844444,0.00022714352,0.0010553111,0.000034408324,0.000007805772,0.000304956],"genre_scores_gemma":[0.88240373,0.0051904614,0.00040509648,0.11164643,0.00026634318,0.000009285533,0.0000020051107,0.000018102282,0.0000585435],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99545354,0.0019028413,0.0012235694,0.00017440534,0.0008433871,0.00040225222],"domain_scores_gemma":[0.99112624,0.0028257668,0.00464545,0.00042028926,0.00076179195,0.00022047828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038153,0.00024865815,0.0011136937,0.00008515315,0.00076344685,0.0000050284857,0.00054466695,0.000045689045,0.0000023952339],"category_scores_gemma":[0.00064757816,0.00010423313,0.00009527996,0.00068391237,0.0013744114,0.00009619187,0.00017693778,0.0006536678,1.8596911e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.04969909,0.00085803156,0.12259428,0.0036488108,0.001770118,0.000007544654,0.23132978,0.0015618969,0.026519872,0.002601287,0.10610311,0.45330617],"study_design_scores_gemma":[0.005892138,0.0039482694,0.8632158,0.0055031376,0.0003550395,0.00004497535,0.112776294,0.0008580486,0.000057832287,0.005019582,0.0021476801,0.00018121045],"about_ca_topic_score_codex":0.007938758,"about_ca_topic_score_gemma":0.00049864786,"teacher_disagreement_score":0.7406215,"about_ca_system_score_codex":0.0001606146,"about_ca_system_score_gemma":0.00081165385,"threshold_uncertainty_score":0.9986675},"labels":[],"label_agreement":null},{"id":"W2157514101","doi":"","title":"Determinants of first practice location: among Manitoba medical graduates.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Scale (ratio); Family medicine; Medical education; Residency training; MEDLINE; Gerontology; Geography; Continuing education","score_opus":0.07251640179914923,"score_gpt":0.4028071235967501,"score_spread":0.3302907217976009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157514101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96128464,0.0015360353,0.000034390894,0.0043064724,0.0026115272,0.002224232,0.0000065164827,0.00013049891,0.027865712],"genre_scores_gemma":[0.99427694,0.00022539697,0.00019780708,0.0012767288,0.00083100103,0.0021534525,0.00000701653,0.000025742469,0.0010059177],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99670553,0.00046951187,0.000787606,0.00018621623,0.0006942296,0.0011568782],"domain_scores_gemma":[0.9966087,0.0013880772,0.0005144669,0.0003907232,0.00035934718,0.00073869264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002645475,0.0001442718,0.00030303487,0.000067065084,0.00039386723,0.0000041770304,0.00028836087,0.00030103239,0.00026236157],"category_scores_gemma":[0.005244746,0.0001259643,0.000038419792,0.00037393346,0.0001373706,0.00049326115,0.00015880038,0.00047066266,0.00028701554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004108253,0.00012970774,0.96044964,0.00041378336,0.00000940578,0.000005232414,0.00095515035,4.0282168e-7,2.4196916e-8,0.0003556369,0.012149609,0.025490303],"study_design_scores_gemma":[0.00040878556,0.000011434685,0.87376285,0.00025916,0.000030006871,0.0000067886604,0.0028589477,0.000039250786,0.000016944368,0.000051674207,0.12244731,0.00010683381],"about_ca_topic_score_codex":0.0028405234,"about_ca_topic_score_gemma":0.004623079,"teacher_disagreement_score":0.1102977,"about_ca_system_score_codex":0.0002388497,"about_ca_system_score_gemma":0.00013142679,"threshold_uncertainty_score":0.62788296},"labels":[],"label_agreement":null},{"id":"W2157631347","doi":"10.2471/blt.09.072462","title":"Context counts: training health workers in and for rural and remote areas","year":2010,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":191,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Context (archaeology); Rural area; Rural health; Rural management; Training (meteorology); Medicine; Health care; Medical education; Nursing; Economic growth; Geography; Rural development","score_opus":0.029422472745331118,"score_gpt":0.37578316345259816,"score_spread":0.34636069070726705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157631347","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42002797,0.004064452,0.00046771768,0.5569146,0.003930076,0.007261191,0.000084515385,0.00020539154,0.007044058],"genre_scores_gemma":[0.969801,0.0004730463,0.0039243656,0.019007051,0.00018747465,0.00001569004,0.000028887689,0.000051787258,0.0065107094],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984344,0.00025594526,0.00058971066,0.00017042548,0.00012656597,0.00042295532],"domain_scores_gemma":[0.99863666,0.00042539756,0.00045079459,0.00019266437,0.00013940381,0.00015508363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011553147,0.00011088227,0.00029787977,0.00008365813,0.00058541965,0.0000061242313,0.00010742131,0.00009509472,0.00040842255],"category_scores_gemma":[0.0005692279,0.00009180608,0.000013749845,0.00037090012,0.00008250918,0.000017040946,0.00006431153,0.0004170521,0.000020036701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018372212,0.000058807844,0.30642715,0.0027044464,0.000017383021,3.2876318e-7,0.021353103,0.000007045428,0.000027022581,0.024398714,0.48569435,0.1591279],"study_design_scores_gemma":[0.001215281,0.000067131354,0.1321048,0.002026285,0.0000035373916,0.0000032951982,0.008925221,0.00008966756,0.000004479098,0.0007880038,0.85464776,0.0001245337],"about_ca_topic_score_codex":0.0030162537,"about_ca_topic_score_gemma":0.0093717165,"teacher_disagreement_score":0.54977304,"about_ca_system_score_codex":0.00014829164,"about_ca_system_score_gemma":0.00056190405,"threshold_uncertainty_score":0.52296376},"labels":[],"label_agreement":null},{"id":"W2157752500","doi":"10.1016/j.healthpol.2005.06.003","title":"Interprovincial migration of physicians in Canada: What are the determinants?","year":2005,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Statistics Canada; Health Canada","funders":"Health Canada","keywords":"Residence; Geography; Demography; Specialty; Hazard; Logistic regression; Hazard model; Period (music); Demographic economics; Medicine; Sociology; Economics; Family medicine","score_opus":0.03325685298526382,"score_gpt":0.43416077098521194,"score_spread":0.4009039179999481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157752500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.822205,0.001054843,0.000006471957,0.17445059,0.000521483,0.0011147277,0.00004170509,0.000024072866,0.0005811023],"genre_scores_gemma":[0.9263517,0.0010354791,0.00006913281,0.07092495,0.0011037489,0.00010257245,0.0000064206665,0.000020648271,0.0003853073],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967644,0.0006838875,0.0010557873,0.00021214923,0.0003039446,0.0009798158],"domain_scores_gemma":[0.9982318,0.00035413707,0.0007828568,0.0003843956,0.00010535575,0.00014142273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005637928,0.000157835,0.00042907865,0.00012429884,0.00044428938,0.0000064944134,0.00026958194,0.000097637596,0.000045847664],"category_scores_gemma":[0.0001798106,0.00012227964,0.00003827972,0.0004969382,0.00005188014,0.00024528435,0.000080647704,0.0005168417,0.000054216296],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00014011821,0.00010749213,0.46795452,0.0013052679,0.00000685616,0.0000048607903,0.038815163,0.0001665765,0.0000076255396,0.0023992255,0.071998775,0.41709352],"study_design_scores_gemma":[0.0010009825,0.00014642422,0.4637501,0.0052873837,0.000005692808,0.0000029004473,0.075232625,0.0029343916,0.00005511299,0.00026067093,0.45107234,0.00025138984],"about_ca_topic_score_codex":0.9922891,"about_ca_topic_score_gemma":0.9996505,"teacher_disagreement_score":0.41684213,"about_ca_system_score_codex":0.0043055257,"about_ca_system_score_gemma":0.011776102,"threshold_uncertainty_score":0.9995168},"labels":[],"label_agreement":null},{"id":"W2158463571","doi":"","title":"Context Counts: Educating Doctorsin and for Remote Rural Areas","year":2014,"lang":"pt","type":"article","venue":"ANAIS DO CONGRESSO SUL-BRASILEIRO DE MEDICINA DE FAMÍLIA E COMUNIDADE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Geography; Archaeology","score_opus":0.040113074143119536,"score_gpt":0.40448949704982845,"score_spread":0.3643764229067089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158463571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9150401,0.030604793,0.003000708,0.016106652,0.009263106,0.004240961,0.00038293886,0.00045414735,0.020906596],"genre_scores_gemma":[0.97314924,0.001862209,0.0010663383,0.010845144,0.0020968146,0.00010550148,0.00016881687,0.00019672158,0.0105092125],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99238324,0.0018312517,0.0015842837,0.0008746936,0.00069202506,0.0026344887],"domain_scores_gemma":[0.9914238,0.0040989206,0.0009876828,0.0012988562,0.000584199,0.0016065821],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003348609,0.0008701329,0.0014824304,0.00035165035,0.0017566178,0.00016669252,0.00091045577,0.001130007,0.0014810372],"category_scores_gemma":[0.0042778854,0.0008581684,0.0002198935,0.0005427282,0.00074631406,0.00024700785,0.000322209,0.0019101457,0.00040040902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054006366,0.00022216148,0.39332494,0.0031639757,0.0002566373,0.00004493482,0.02738579,0.0000044417575,0.00010771812,0.019347183,0.45259807,0.10300408],"study_design_scores_gemma":[0.007669302,0.0013047487,0.15518467,0.020624783,0.0005860309,0.00017019773,0.07975998,0.014779027,0.00010081856,0.004469793,0.71361303,0.0017375866],"about_ca_topic_score_codex":0.0061413147,"about_ca_topic_score_gemma":0.0013980607,"teacher_disagreement_score":0.261015,"about_ca_system_score_codex":0.0010348591,"about_ca_system_score_gemma":0.0012525783,"threshold_uncertainty_score":0.99954295},"labels":[],"label_agreement":null},{"id":"W2158783757","doi":"10.1177/0894318409332781","title":"The Substantive Theory of Surviving on the Margin of a Profession","year":2009,"lang":"en","type":"article","venue":"Nursing Science Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Dalhousie University","funders":"","keywords":"Thriving; Grounded theory; Margin (machine learning); Diversity (politics); Critical theory; Racism; Sociology; Psychology; Gender studies; Political science; Computer science; Qualitative research; Law; Social science","score_opus":0.04292298817507184,"score_gpt":0.4369450591036138,"score_spread":0.39402207092854197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158783757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95120734,0.0001947221,0.00016426893,0.009605929,0.0011832147,0.00094366004,0.000004252804,0.00004064797,0.03665596],"genre_scores_gemma":[0.99879855,0.0000045968495,0.00014481413,0.000473364,0.000059027447,0.000013312477,4.3655425e-7,0.0000073655788,0.0004985592],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.996384,0.0011891166,0.00059236307,0.0002678513,0.00080778706,0.0007588356],"domain_scores_gemma":[0.99575835,0.0025812222,0.0005319003,0.0006340103,0.0003995941,0.000094917596],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006582461,0.0001341412,0.00022664962,0.00010506416,0.0024617799,0.000016009846,0.00080561463,0.000087024004,0.000037517977],"category_scores_gemma":[0.0004224366,0.000067439745,0.000052794512,0.0010964527,0.0013480835,0.0001732924,0.0000041851445,0.0004753678,0.000026217513],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033828022,0.00014170186,0.002401949,0.000034487166,0.000003129933,6.288101e-7,0.11173722,0.0000028694192,0.008203097,0.73737484,0.0011420355,0.13861978],"study_design_scores_gemma":[0.00054228574,0.0027484435,0.2011169,0.010117197,0.000020082649,0.0000016597157,0.6539311,0.00052401965,0.0024139711,0.12797926,0.000375079,0.00022999624],"about_ca_topic_score_codex":0.00006310856,"about_ca_topic_score_gemma":0.00004366876,"teacher_disagreement_score":0.60939556,"about_ca_system_score_codex":0.00021129598,"about_ca_system_score_gemma":0.0005159224,"threshold_uncertainty_score":0.9988369},"labels":[],"label_agreement":null},{"id":"W2158901450","doi":"10.1155/2012/528580","title":"Putting the (R) Ural in Preceptorship","year":2012,"lang":"en","type":"article","venue":"Nursing Research and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Nursing; Medicine; Competence (human resources); Context (archaeology); Mandate; Rural health; Rural management; Socialization; Rural area; Medical education; Psychology; Rural development","score_opus":0.34781663232331045,"score_gpt":0.6418905435092742,"score_spread":0.29407391118596377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158901450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49502882,0.011600847,0.000011998623,0.10401181,0.0012681761,0.001398828,0.0000022015747,0.00006748075,0.38660982],"genre_scores_gemma":[0.993848,0.0003830009,0.0014616526,0.00081822416,0.0008554627,0.0000739602,0.0000028225975,0.00001612232,0.0025407332],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919837,0.0055402904,0.00028386762,0.00017043439,0.00052721996,0.0014944528],"domain_scores_gemma":[0.98021686,0.018865706,0.00009581872,0.00024043293,0.00028128666,0.0002998952],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.016752265,0.000084566316,0.00011802967,0.000102840306,0.0016336809,0.00003753478,0.00017226867,0.00014865573,0.00018770546],"category_scores_gemma":[0.013282859,0.0000587182,0.000011433173,0.00057805027,0.00024260693,0.0007843058,0.000082913095,0.00209964,0.00033254293],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013140877,0.000561509,0.40036273,0.00032202547,0.0000134067,0.000007841895,0.13746126,0.0000016217618,0.00022059643,0.03729932,0.1384104,0.2840252],"study_design_scores_gemma":[0.00069272815,0.00024368199,0.1314827,0.002343012,0.000010794449,0.000039404968,0.13982347,0.000045910096,0.000023454508,0.01288376,0.71227753,0.00013353847],"about_ca_topic_score_codex":0.0010440695,"about_ca_topic_score_gemma":0.00010630021,"teacher_disagreement_score":0.57386714,"about_ca_system_score_codex":0.00038319122,"about_ca_system_score_gemma":0.0001751072,"threshold_uncertainty_score":0.99966604},"labels":[],"label_agreement":null},{"id":"W2159341241","doi":"","title":"Attendre d’avoir un médecin de famille","year":2007,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.03427376100479546,"score_gpt":0.33320326116557947,"score_spread":0.298929500160784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159341241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74057645,0.034229416,0.0014208114,0.030398186,0.019653864,0.0034401591,0.00022200802,0.00062469987,0.16943443],"genre_scores_gemma":[0.7005241,0.014273165,0.006303077,0.017226733,0.0076287603,0.00013308342,0.00010044393,0.00043486373,0.2533758],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98344666,0.0026822868,0.0019786747,0.0011525031,0.0009199601,0.009819931],"domain_scores_gemma":[0.9923388,0.0013570052,0.00065286807,0.0013102961,0.00043848561,0.0039025687],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0056774924,0.00081745523,0.0008754992,0.00023573283,0.0012667964,0.00006929313,0.0010434218,0.0010327802,0.0037764022],"category_scores_gemma":[0.0020114875,0.00086026214,0.00026050414,0.0017765953,0.00042276492,0.00027329623,0.0005208932,0.0030423892,0.0063328054],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005740312,0.0009035878,0.34577286,0.0014080533,0.00016372914,0.0019516981,0.041555546,0.000075905606,0.00009080037,0.022240702,0.23556542,0.34969765],"study_design_scores_gemma":[0.0014408756,0.0000937886,0.34356,0.0009166279,0.0000841818,0.000057417466,0.0034854333,0.00003441279,0.00028415592,0.0004047051,0.64912415,0.0005142837],"about_ca_topic_score_codex":0.0013293715,"about_ca_topic_score_gemma":0.001038965,"teacher_disagreement_score":0.4135587,"about_ca_system_score_codex":0.0025195093,"about_ca_system_score_gemma":0.0010941669,"threshold_uncertainty_score":0.9993848},"labels":[],"label_agreement":null},{"id":"W2159399379","doi":"","title":"Effectiveness of financial incentives in exchange for rural and underserviced area return-of-service commitments: systematic review of the literature.","year":2004,"lang":"en","type":"review","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":139,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Incentive; Medicine; MEDLINE; Business; Family medicine; Actuarial science; Finance; Political science; Economics","score_opus":0.0665747012551402,"score_gpt":0.39751934755074375,"score_spread":0.33094464629560355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159399379","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021877553,0.95832604,0.0000024015867,0.00010348752,0.0005506986,0.04022093,0.00042035998,0.0000121499215,0.00014514678],"genre_scores_gemma":[0.0011802152,0.97757167,0.00002310902,0.00030180163,0.000027617874,0.020677777,0.00013331101,0.000038079725,0.000046441928],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9924964,0.0040226835,0.0022725794,0.00029954204,0.00032664902,0.00058217836],"domain_scores_gemma":[0.99297,0.0028727665,0.0028532052,0.00069584005,0.0005087987,0.00009939699],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038583532,0.00041379433,0.004260109,0.00016712482,0.00012254664,0.0000043137275,0.0005859924,0.00052444334,0.0000051565307],"category_scores_gemma":[0.0014520097,0.00025415746,0.0003600883,0.0013455286,0.00007673774,0.00009298646,0.0003008965,0.00056335394,8.0126995e-7],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049503768,0.000063683416,0.0001012814,0.9915307,0.000065897664,5.1534806e-7,0.00073286245,5.92421e-8,2.9587039e-8,0.0004649376,0.000025539626,0.0069650025],"study_design_scores_gemma":[0.0008126773,0.000029156325,0.0022868912,0.99045604,0.00090069434,0.000001799179,0.00023767364,3.7348815e-7,6.513273e-7,0.0004132777,0.0046946853,0.00016605716],"about_ca_topic_score_codex":0.00023625793,"about_ca_topic_score_gemma":0.0003430151,"teacher_disagreement_score":0.019543154,"about_ca_system_score_codex":0.0005903699,"about_ca_system_score_gemma":0.00050027564,"threshold_uncertainty_score":0.99999106},"labels":[],"label_agreement":null},{"id":"W2159812631","doi":"10.1016/s0149-7944(02)00680-3","title":"Spectrum of general surgery in rural Iowa","year":2003,"lang":"en","type":"article","venue":"Current Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subspecialty; Quarter (Canadian coin); Accreditation; Rural area; Family medicine; Population; Medical education; Environmental health","score_opus":0.09108889190027748,"score_gpt":0.4270734094669874,"score_spread":0.33598451756670994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159812631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97858584,0.005460012,0.000017266977,0.00041391482,0.008930503,0.0004486281,0.000019219942,0.00008011419,0.0060445056],"genre_scores_gemma":[0.99691045,0.0016320053,0.000048415397,0.00020963183,0.0003715357,0.00008195541,0.000051066818,0.000029357696,0.00066557457],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995556,0.001138231,0.0014750379,0.00028244266,0.0003563502,0.0011919654],"domain_scores_gemma":[0.9960847,0.00269897,0.00046017757,0.0004208736,0.0000894274,0.00024585347],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021925753,0.00023640967,0.0008453895,0.00042906875,0.00018831587,0.000004114055,0.000114974406,0.00018648207,0.0015143564],"category_scores_gemma":[0.0009695709,0.00022570456,0.00023197844,0.00079503935,0.00007820287,0.00013024874,0.00005238159,0.00062285666,0.00033967872],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003580935,0.000119183394,0.91277874,0.0005034995,0.0000053664653,0.000008069205,0.0002598029,0.000007380486,0.000013240525,0.004238804,0.07846094,0.0035691734],"study_design_scores_gemma":[0.0006295995,0.000019695295,0.60547274,0.0050058956,0.000019124298,0.00000644158,0.0014453966,0.000070982285,0.000494778,0.0040568993,0.38210496,0.000673459],"about_ca_topic_score_codex":0.00045094924,"about_ca_topic_score_gemma":0.00023074525,"teacher_disagreement_score":0.30730596,"about_ca_system_score_codex":0.00027404493,"about_ca_system_score_gemma":0.0008564149,"threshold_uncertainty_score":0.9993984},"labels":[],"label_agreement":null},{"id":"W2160006444","doi":"10.1503/cmaj.060768","title":"What makes medical graduates practise close to home?","year":2006,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Canadian Journal of Communication (Canada)","funders":"","keywords":"Nice; Data science; Computer science; Medicine; World Wide Web; Medical education","score_opus":0.023591969637822,"score_gpt":0.3779289591472702,"score_spread":0.3543369895094482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160006444","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003989949,0.0015477565,0.000017882508,0.96230775,0.02339165,0.0009384289,0.0001882547,0.00011204905,0.0075062565],"genre_scores_gemma":[0.00044532228,0.0018526487,0.00013491964,0.89939225,0.056708943,0.00012126159,0.0004649159,0.00013406402,0.04074567],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9817119,0.0032184464,0.0024448826,0.00066647417,0.0084604835,0.0034977966],"domain_scores_gemma":[0.98526293,0.0033129212,0.0015721136,0.00045970816,0.0016711188,0.007721187],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0073248763,0.0006150026,0.0012058772,0.0008036561,0.0020341629,0.00032015078,0.0013192276,0.009101899,0.043942668],"category_scores_gemma":[0.011542439,0.00056601665,0.00030688968,0.0007627709,0.00009400428,0.0005286742,0.0001290499,0.024986647,0.009450016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000069911734,0.000017793951,0.012815216,0.00013831367,0.000096095086,0.006471902,0.000532056,6.2578795e-7,3.414018e-8,0.000048884016,0.96774507,0.0121270055],"study_design_scores_gemma":[0.00084156136,0.00007267942,0.0029970824,0.0044333413,0.00006184019,0.0002083446,0.0011585259,0.000015547887,1.2794774e-7,0.00088771625,0.9887992,0.0005240222],"about_ca_topic_score_codex":0.032425914,"about_ca_topic_score_gemma":0.2808993,"teacher_disagreement_score":0.24847336,"about_ca_system_score_codex":0.009775237,"about_ca_system_score_gemma":0.029641153,"threshold_uncertainty_score":0.99967915},"labels":[],"label_agreement":null},{"id":"W2160016816","doi":"10.12927/cjnl.2009.20612","title":"Commentary: Canadian Strategies to Stabilize the Work Force","year":2009,"lang":"en","type":"letter","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Salary; Developing country; Work (physics); Economic shortage; Health professionals; Developed country; Public relations; Business; Nursing; Economic growth; Political science; Health care; Medicine; Economics; Engineering; Law","score_opus":0.2598251114921209,"score_gpt":0.42160343953749485,"score_spread":0.16177832804537395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160016816","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037605438,0.0013384013,0.0000232388,0.93491125,0.0037894605,0.0029525538,0.00007675821,0.00028093415,0.05625136],"genre_scores_gemma":[0.020205501,0.000014139286,0.000353149,0.9492516,0.009340479,0.00019100569,0.00044512615,0.00014953878,0.02004948],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99197054,0.0018260452,0.00088094914,0.000780608,0.0007732373,0.0037686194],"domain_scores_gemma":[0.9959449,0.0014098702,0.00032236296,0.0013892361,0.00021145388,0.0007221462],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00097215833,0.0007019183,0.0007587291,0.00034198843,0.0025700235,0.0001361834,0.0013099194,0.0019918846,0.0010198927],"category_scores_gemma":[0.0001451554,0.0005635753,0.00017155234,0.0009000288,0.0003266397,0.00016125216,0.000035284927,0.00808446,0.001451455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048677906,0.000011615829,0.00023217431,0.00029037605,0.00002117572,0.00005614249,0.020570928,0.000023100409,3.7532536e-7,0.0002660848,0.9758094,0.002669963],"study_design_scores_gemma":[0.00024190938,0.0001277223,0.0007115784,0.007518212,0.0000736951,0.000003351649,0.06986255,0.00000282635,5.1700675e-7,0.0019298652,0.91902244,0.0005053007],"about_ca_topic_score_codex":0.08844566,"about_ca_topic_score_gemma":0.14849111,"teacher_disagreement_score":0.060045455,"about_ca_system_score_codex":0.0050629326,"about_ca_system_score_gemma":0.0020814561,"threshold_uncertainty_score":0.9998933},"labels":[],"label_agreement":null},{"id":"W2160249084","doi":"10.2105/ajph.2011.300355","title":"Community Health Workers’ Perspectives on Their Contribution to Rural Health and Well-Being in Iran","year":2011,"lang":"en","type":"article","venue":"American Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Community health workers; Workload; Rural health; Health care; Community health; Nursing; Public health; Work (physics); Social determinants of health; Environmental health; Rural area; Population; Medicine; Psychology; Economic growth; Health services","score_opus":0.08840996434001942,"score_gpt":0.4252598273975827,"score_spread":0.3368498630575633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160249084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8760997,0.0017609295,0.0010542104,0.11749141,0.00047656288,0.0013469285,0.000017282795,0.00006929198,0.0016837075],"genre_scores_gemma":[0.9528924,0.0024243079,0.0019464378,0.042356856,0.00024527573,0.000026658905,0.000011903312,0.00004615475,0.000049982984],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98185027,0.012653581,0.0023721685,0.0003132102,0.00054138893,0.0022693747],"domain_scores_gemma":[0.9917579,0.00095621083,0.002890166,0.0005511754,0.00045603892,0.0033884668],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016729357,0.00037097227,0.0016150784,0.0008637099,0.0018814814,0.00002853536,0.0005339187,0.00010705411,0.00009632275],"category_scores_gemma":[0.0010349848,0.00030889802,0.00011351454,0.0015700521,0.00033879094,0.0003564154,0.00016056505,0.0031748817,0.00003541921],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055226625,0.00058825576,0.36709464,0.00022853863,0.000044762946,0.0000053198196,0.503621,0.0000038626754,8.5766663e-7,0.008969694,0.0054591047,0.11343171],"study_design_scores_gemma":[0.0014465296,0.009162931,0.30809626,0.0023833115,0.0000018871953,0.000032182696,0.6600524,0.000011984129,4.5640036e-7,0.0006641436,0.017947482,0.00020040212],"about_ca_topic_score_codex":0.050687656,"about_ca_topic_score_gemma":0.007687344,"teacher_disagreement_score":0.15643144,"about_ca_system_score_codex":0.004417636,"about_ca_system_score_gemma":0.0050082123,"threshold_uncertainty_score":0.9999363},"labels":[],"label_agreement":null},{"id":"W2160298032","doi":"10.1186/1471-2458-8-191","title":"Post-graduation migration intentions of students of Lebanese medical schools: a survey study","year":2008,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"European Commission","keywords":"Graduation (instrument); Medicine; Biostatistics; Specialty; Emigration; Study abroad; Public health; Medical education; Subspecialty; Curriculum; Population; Family medicine; Nursing; Psychology; Pedagogy; Environmental health; Political science","score_opus":0.19012229510997264,"score_gpt":0.5044355909716127,"score_spread":0.3143132958616401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160298032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98807997,0.00029734438,0.0009674435,0.0063875993,0.00063158694,0.003099346,0.00012266588,0.000107255364,0.00030679724],"genre_scores_gemma":[0.9970076,0.0003873083,0.0005259735,0.0008957171,0.00011296594,0.00020157227,0.00030121606,0.000029090243,0.00053854333],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98646617,0.0067563253,0.0026783573,0.00043181807,0.002748491,0.00091884786],"domain_scores_gemma":[0.99381196,0.0011078842,0.0012712877,0.00066592696,0.0022593746,0.0008835696],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.012802643,0.00021392189,0.0007663309,0.00042679266,0.00077594875,0.000008431631,0.0006138562,0.0002626212,0.00039076616],"category_scores_gemma":[0.010366614,0.0001902123,0.00009548682,0.0012548362,0.00012627542,0.00032684614,0.00022693022,0.00074691896,0.00009814312],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008458371,0.0017787445,0.9824463,0.00050474674,0.000029076738,0.0000017923048,0.0086633,0.0000014042786,0.0000044929043,0.00038617977,0.0054741194,0.0006252203],"study_design_scores_gemma":[0.0018394032,0.0009016749,0.97757107,0.00043949563,0.000006706381,0.0000042220204,0.01789956,0.00010872307,0.0000010855453,0.00003129631,0.0010864087,0.00011034607],"about_ca_topic_score_codex":0.052493464,"about_ca_topic_score_gemma":0.13351943,"teacher_disagreement_score":0.081025966,"about_ca_system_score_codex":0.00057648815,"about_ca_system_score_gemma":0.009521721,"threshold_uncertainty_score":0.9979695},"labels":[],"label_agreement":null},{"id":"W2160386045","doi":"10.22605/rrh1603","title":"Postgraduate specialty training in northeastern Ontario and subsequent practice location","year":2011,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Specialty; Training (meteorology); Medical education; Medicine; Family medicine; Geography","score_opus":0.09833114643713224,"score_gpt":0.39386580926192744,"score_spread":0.2955346628247952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160386045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96412504,0.0019414476,0.000068513444,0.015778823,0.00061069365,0.0012263603,0.000004553621,0.00006557618,0.016178973],"genre_scores_gemma":[0.98535603,0.0038402677,0.0029280456,0.006046339,0.00021656153,0.0000067445117,0.000019548475,0.00002194811,0.0015644932],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9975158,0.0005525356,0.0006953131,0.00028289726,0.00019051711,0.000762925],"domain_scores_gemma":[0.99876046,0.0001557502,0.00034323984,0.00017894413,0.00014363628,0.00041798942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001182076,0.00017635488,0.0003552929,0.00009070873,0.0005623506,0.000008342399,0.00007040446,0.00014441353,0.000093224866],"category_scores_gemma":[0.00010173597,0.00014638413,0.00001535855,0.00022030057,0.00006800231,0.00022959877,0.00006498968,0.0006785551,0.000047965535],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005586437,0.00007289382,0.11827063,0.0007847645,0.000013877679,0.00003104534,0.2576905,0.000002453377,0.0000024772448,0.0033860917,0.00021652027,0.6189701],"study_design_scores_gemma":[0.0015026167,0.0005351555,0.8714979,0.0022866065,0.000014812571,0.00008426806,0.049715597,0.00040489295,0.0000013960375,0.004170144,0.069486864,0.0002997178],"about_ca_topic_score_codex":0.5526086,"about_ca_topic_score_gemma":0.7511456,"teacher_disagreement_score":0.7532273,"about_ca_system_score_codex":0.00055564794,"about_ca_system_score_gemma":0.001314938,"threshold_uncertainty_score":0.5969372},"labels":[],"label_agreement":null},{"id":"W2160562959","doi":"10.12927/hcq..16509","title":"High-Quality Healthcare Workplaces: A Vision and Action Plan","year":2002,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Restructuring; Workforce; Health care; Action plan; Business; Public relations; Work (physics); Human resources; Nursing; Medicine; Management; Political science; Economic growth; Engineering; Finance; Economics","score_opus":0.11090022616540085,"score_gpt":0.45962886532551156,"score_spread":0.3487286391601107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160562959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87805516,0.0057866913,0.00011430968,0.10739806,0.0031010553,0.0027036392,0.00017144653,0.00089715194,0.0017724629],"genre_scores_gemma":[0.9844729,0.0011762407,0.0010190218,0.009243073,0.0010665657,0.00029694117,0.00010271274,0.00008059051,0.002542011],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919541,0.0028018598,0.0017113024,0.0009850644,0.0007436371,0.0018040295],"domain_scores_gemma":[0.99585664,0.0009318061,0.00072179455,0.0008999065,0.00040479316,0.0011850313],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014071668,0.00050408015,0.0009034519,0.00023843232,0.0022083307,0.000046582143,0.00026948357,0.0008387177,0.00095168466],"category_scores_gemma":[0.00009048091,0.00046042757,0.00009825661,0.00059275044,0.00013183424,0.00045446373,0.0000576604,0.0017098167,0.0012919295],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011174905,0.00040776565,0.112923466,0.012013523,0.000064196385,0.00010684061,0.06819959,0.0000032036005,0.00012876817,0.053612012,0.08918727,0.66223586],"study_design_scores_gemma":[0.00909594,0.011885373,0.37036076,0.009963757,0.0000825779,0.0001403104,0.14684641,0.00071783515,0.000018780944,0.018793674,0.42940432,0.002690244],"about_ca_topic_score_codex":0.021942075,"about_ca_topic_score_gemma":0.019994564,"teacher_disagreement_score":0.6595456,"about_ca_system_score_codex":0.0007546056,"about_ca_system_score_gemma":0.00024041209,"threshold_uncertainty_score":0.99996156},"labels":[],"label_agreement":null},{"id":"W2160666082","doi":"10.12927/hcpap..16844","title":"Regionalization: Are Even the Flaws Quintessentially Canadian?","year":2004,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Devolution (biology); Consolidation (business); Corporate governance; Political science; State (computer science); Healthcare system; Public administration; Geography; Health care; Management; Law; Business; Economics; Archaeology","score_opus":0.08201850702912451,"score_gpt":0.39289549946698216,"score_spread":0.31087699243785766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160666082","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005659046,0.0012523411,0.000094414136,0.96872234,0.006141976,0.0075828624,0.0010367109,0.00071917,0.00879114],"genre_scores_gemma":[0.0008209443,0.00078856683,0.0002952246,0.9504781,0.0021937434,0.0027953286,0.0029263848,0.00058975193,0.039111964],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98359716,0.0029776485,0.0030421836,0.0024863053,0.002257224,0.0056395],"domain_scores_gemma":[0.98824406,0.0028966751,0.0020709361,0.0032105264,0.0011955162,0.002382265],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0022217256,0.0017767339,0.0022551767,0.0008632219,0.006046893,0.00015492926,0.0024741206,0.0033960997,0.0032944721],"category_scores_gemma":[0.0011053398,0.0014793436,0.00061697816,0.0020544447,0.0001823899,0.0002451701,0.0007402421,0.0075808056,0.009455952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003781676,0.000083142324,0.0017563775,0.00116593,0.00014319248,0.000493387,0.009219806,0.00006620445,0.0000015768832,0.0018744468,0.9845912,0.0002265683],"study_design_scores_gemma":[0.00157631,0.00054835057,0.0021233205,0.00009946366,0.00015473634,0.00007946044,0.0014311271,0.00005321611,0.0000014323456,0.00046737402,0.99210536,0.0013598499],"about_ca_topic_score_codex":0.2757223,"about_ca_topic_score_gemma":0.65566766,"teacher_disagreement_score":0.37994537,"about_ca_system_score_codex":0.01409256,"about_ca_system_score_gemma":0.011469322,"threshold_uncertainty_score":0.99949783},"labels":[],"label_agreement":null},{"id":"W2160923632","doi":"10.3109/0142159x.2013.774334","title":"Transforming health professional education through social accountability: Canada's Northern Ontario School of Medicine","year":2013,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":156,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University; Laurentian University; NOSM University","funders":"","keywords":"Accountability; Medical education; Political science; Social medicine; Social accounting; Medicine; Public health; Nursing; Management","score_opus":0.04596722242648449,"score_gpt":0.43111618346182795,"score_spread":0.38514896103534346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160923632","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83063424,0.00056470936,0.00005782957,0.121285275,0.0023508237,0.0020958844,0.0000047348453,0.00006690261,0.04293962],"genre_scores_gemma":[0.9496211,0.000026955364,0.00013602499,0.01603761,0.0016972483,0.00049589673,0.00010010492,0.00003805878,0.031847008],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99494743,0.0007921296,0.001389932,0.00035304646,0.0016345946,0.0008828854],"domain_scores_gemma":[0.9979262,0.000196528,0.00043012854,0.0002935687,0.00041398185,0.0007395997],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016103301,0.00023702151,0.0006634046,0.000044275956,0.00077103154,0.0000028632394,0.00036432326,0.0004237804,0.08306915],"category_scores_gemma":[0.00071295036,0.00017345643,0.000057915207,0.0002479965,0.00027003718,0.00019187095,0.00007298616,0.001826125,0.00018553002],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035404042,0.00023558672,0.55162305,0.0005649012,0.000022286195,7.0831675e-7,0.027923498,1.5911583e-7,0.0000025980073,0.00042918365,0.39657384,0.02258878],"study_design_scores_gemma":[0.0017843043,0.0001407422,0.21430606,0.002828436,0.000022759632,0.00000311116,0.047169384,0.000022254719,0.0000019045032,0.0030211944,0.73043317,0.0002666853],"about_ca_topic_score_codex":0.9934234,"about_ca_topic_score_gemma":0.99766546,"teacher_disagreement_score":0.337317,"about_ca_system_score_codex":0.0036671949,"about_ca_system_score_gemma":0.042674616,"threshold_uncertainty_score":0.9627525},"labels":[],"label_agreement":null},{"id":"W2161738205","doi":"10.7603/s40743-015-0021-7","title":"Not Very Welcoming: A Survey of Internationally Educated Nurses Employed in Canada","year":2015,"lang":"en","type":"article","venue":"GSTF Journal of Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Salary; Workforce; Nursing; Licensure; Incentive; Descriptive statistics; Nursing shortage; Work (physics); Work experience; Medicine; Economic shortage; Nurse education; Psychology; Family medicine; Political science","score_opus":0.16710809955118774,"score_gpt":0.4921920742064181,"score_spread":0.3250839746552303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161738205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97433966,0.008345513,0.00000721926,0.011675776,0.004476967,0.0003014866,0.00006032515,0.000007613131,0.0007854146],"genre_scores_gemma":[0.9973615,0.00028110202,0.00034932946,0.001678538,0.00019303612,0.0000030386655,0.00002388792,0.000019229257,0.000090352296],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99646217,0.000865328,0.0014268014,0.00015010186,0.0005596148,0.0005359852],"domain_scores_gemma":[0.9961431,0.0004493761,0.0011157808,0.00014204766,0.0015554284,0.0005942675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018337596,0.00014907408,0.0006451048,0.00024610685,0.0001897139,0.0000065815534,0.0002008568,0.000101676414,0.000016219683],"category_scores_gemma":[0.00048467505,0.0001352725,0.00003190824,0.00031106675,0.000055011453,0.00010693693,0.00002439025,0.0006992143,0.0000016569275],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0008349514,0.000094335905,0.83711976,0.0004298115,0.000019302019,0.00001751527,0.03564551,0.00006887066,0.0000032165228,0.000101763995,0.10760845,0.01805654],"study_design_scores_gemma":[0.001900148,0.00041679025,0.91353726,0.007893322,0.000011263721,0.00003324039,0.07166304,0.00003720322,0.000007017828,0.0001113685,0.004270071,0.000119281314],"about_ca_topic_score_codex":0.8664981,"about_ca_topic_score_gemma":0.8821073,"teacher_disagreement_score":0.10333838,"about_ca_system_score_codex":0.004731545,"about_ca_system_score_gemma":0.023351196,"threshold_uncertainty_score":0.9990891},"labels":[],"label_agreement":null},{"id":"W2162328387","doi":"","title":"Where did the doctors go? A study of retention and migration of provisionally licensed international medical graduates practising in Newfoundland and Labrador between 1995 and 2006.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Destinations; Geography; Emigration; Demographic economics; Business; Economics; Archaeology","score_opus":0.04321295141728681,"score_gpt":0.3776530431255417,"score_spread":0.3344400917082549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162328387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98561573,0.0007345665,0.0000051588595,0.01138569,0.000109800145,0.0019025882,0.0000129463215,0.000014100815,0.0002194137],"genre_scores_gemma":[0.99882525,0.0005233728,0.000070412316,0.00015908721,0.000101241894,0.00012901037,0.000015060683,0.0000064695764,0.00017009205],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99803334,0.00042625237,0.00063189835,0.0002152254,0.00044958765,0.00024366433],"domain_scores_gemma":[0.9985411,0.0007349081,0.00037171884,0.00011146334,0.00011566469,0.00012512002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014309671,0.000103303646,0.000250513,0.00010540751,0.00015402123,0.000015657068,0.00009211182,0.000120787714,0.000010947756],"category_scores_gemma":[0.00061463594,0.00007245487,0.00001268685,0.00017700631,0.00007532524,0.00020477442,0.00006959794,0.0002893926,3.6520188e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013590927,0.00011099839,0.9325427,0.000096674,0.000017288765,0.000001806624,0.0038231104,4.7744726e-7,0.0000083773575,0.00013900179,0.00031842393,0.062805265],"study_design_scores_gemma":[0.00150113,0.0001526029,0.99345815,0.0003177103,0.000023794932,0.0000021011836,0.0026945174,0.00010461316,0.000002037447,0.0003771256,0.0013081314,0.000058087946],"about_ca_topic_score_codex":0.007408858,"about_ca_topic_score_gemma":0.03208056,"teacher_disagreement_score":0.06274717,"about_ca_system_score_codex":0.000074180636,"about_ca_system_score_gemma":0.000058920374,"threshold_uncertainty_score":0.9992009},"labels":[],"label_agreement":null},{"id":"W2162707830","doi":"10.1046/j.1440-1584.2002.00457.x","title":"International perspectives on rural nursing: Australia, Canada, USA","year":2002,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Nursing; Phenomenon; Nursing practice; Medicine; Political science","score_opus":0.17190878551663796,"score_gpt":0.5169377930056012,"score_spread":0.3450290074889632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162707830","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00063674274,0.9652651,0.0000030356057,0.014691995,0.012041182,0.0018562935,0.00046757495,0.000041683907,0.0049963826],"genre_scores_gemma":[0.001598688,0.9409385,0.0002774457,0.0005424586,0.0039310125,0.000028930059,0.00009073141,0.00011236239,0.05247992],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891273,0.0020523393,0.004500455,0.00040336605,0.0017409918,0.0021755688],"domain_scores_gemma":[0.9901015,0.00069595827,0.006034359,0.0006387608,0.00076696905,0.0017624302],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013900679,0.0010090166,0.0036977802,0.0006664174,0.0008732026,0.000047088266,0.0015366921,0.0007841557,0.007979963],"category_scores_gemma":[0.00022235057,0.0007980582,0.0008503533,0.000676311,0.00021286952,0.0003111578,0.000070561364,0.0054444945,0.00075320306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000079247344,0.00018647924,0.00025353048,0.0058808685,0.00024876607,0.000100478144,0.0029481293,0.0000060792117,2.3030378e-8,0.0010597924,0.5733359,0.41590074],"study_design_scores_gemma":[0.0006194509,0.00067325454,0.00025643667,0.12344702,0.00017340582,0.0003952835,0.020982282,5.116668e-7,5.598851e-8,0.00005258421,0.85293233,0.00046735202],"about_ca_topic_score_codex":0.17839907,"about_ca_topic_score_gemma":0.057716213,"teacher_disagreement_score":0.41543338,"about_ca_system_score_codex":0.013586633,"about_ca_system_score_gemma":0.007723372,"threshold_uncertainty_score":0.99944705},"labels":[],"label_agreement":null},{"id":"W2162723327","doi":"10.1186/1478-4491-12-s1-i2","title":"Addressing the human resources for health crisis through task-shifting and retention: results from the Africa Health Systems Initiative Support to African Research Partnerships program","year":2014,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; International Development Research Centre; Government of Canada","keywords":"Health services research; Health administration; Social policy; Task (project management); Public health; Health policy; Health informatics; Political science; Economic growth; Medicine; Nursing; Economics; Management","score_opus":0.5497415719565707,"score_gpt":0.5553125002181087,"score_spread":0.005570928261538044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162723327","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24904987,0.013659917,0.0010689629,0.65946877,0.0014692525,0.05714058,0.004348189,0.0019514478,0.011843027],"genre_scores_gemma":[0.9540099,0.0003160086,0.0037615718,0.02780856,0.0041075866,0.007243907,0.0006975243,0.0002582896,0.00179668],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9745507,0.013157527,0.0038856403,0.0019366868,0.0017605604,0.004708856],"domain_scores_gemma":[0.9811837,0.011251192,0.0030089403,0.001985006,0.0010066617,0.00156448],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.035522703,0.00074368366,0.0017423325,0.00031808903,0.029878525,0.0004458903,0.001410468,0.0004269167,0.00003097657],"category_scores_gemma":[0.002427001,0.00050951634,0.00030343176,0.0012925378,0.0007186278,0.000261875,0.0006519146,0.0023805401,0.00003535638],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007912017,0.00017686207,0.0011726968,0.0031464344,0.000086958986,0.000001026274,0.34678307,0.000022428747,0.0000021389144,0.010962765,0.63325924,0.003595206],"study_design_scores_gemma":[0.0021859738,0.0046233134,0.0053081326,0.0036956898,0.000027775815,0.0000022087306,0.17943725,0.00024535655,6.5687965e-7,0.0028169304,0.8012838,0.00037295552],"about_ca_topic_score_codex":0.022808533,"about_ca_topic_score_gemma":0.015601977,"teacher_disagreement_score":0.70496,"about_ca_system_score_codex":0.0015762069,"about_ca_system_score_gemma":0.001292927,"threshold_uncertainty_score":0.999921},"labels":[],"label_agreement":null},{"id":"W2162815916","doi":"10.1177/1039856212467381","title":"The international migration of health care professionals","year":2012,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Health professionals; Health care; Medicine; Psychology; Political science","score_opus":0.03208792854838536,"score_gpt":0.4455884150512495,"score_spread":0.41350048650286414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162815916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.757416,0.010988942,0.000054204575,0.1614714,0.02879226,0.0020387264,0.00008444966,0.00016576817,0.038988262],"genre_scores_gemma":[0.9894527,0.00009080899,0.0018634711,0.00315203,0.0012516129,0.00010303974,0.00007483848,0.000022472757,0.0039889934],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971972,0.00047551008,0.0009411106,0.00016758598,0.00042657345,0.0007919944],"domain_scores_gemma":[0.9983791,0.00019194363,0.0006581956,0.00037607586,0.00018797645,0.00020667442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00102596,0.00014929977,0.0002186568,0.000060163067,0.001114602,0.000006879625,0.0003717197,0.00017640111,0.00039542024],"category_scores_gemma":[0.00006481307,0.000103028004,0.00008087399,0.0002018609,0.00006789267,0.00018529748,0.00007691596,0.00048619983,0.00025657186],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036385933,0.00008022978,0.6333025,0.00021938956,0.000017382636,4.4164725e-8,0.008232796,5.2862686e-7,0.000005661922,0.024282062,0.33047995,0.0033430674],"study_design_scores_gemma":[0.0005298935,0.00008172891,0.3710542,0.0006776768,0.000010998887,0.0000020337807,0.1302372,0.000003527607,0.000018165914,0.0006068886,0.49664232,0.00013534384],"about_ca_topic_score_codex":0.0003944657,"about_ca_topic_score_gemma":0.0013796514,"teacher_disagreement_score":0.2622483,"about_ca_system_score_codex":0.00023448955,"about_ca_system_score_gemma":0.00076922966,"threshold_uncertainty_score":0.857273},"labels":[],"label_agreement":null},{"id":"W2162902240","doi":"10.22605/rrh1089","title":"The changing nature of nursing work in rural and small community hospitals","year":2009,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Snowball sampling; Nursing; Relevance (law); Health care; Work (physics); Nonprobability sampling; Data collection; Qualitative research; Medicine; Psychology; Sociology; Population; Environmental health; Political science","score_opus":0.030789752416680475,"score_gpt":0.4060992292780186,"score_spread":0.37530947686133814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162902240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9440158,0.021743137,0.000010443312,0.03152557,0.00039255063,0.0008353084,0.000004583888,0.000046589077,0.0014260211],"genre_scores_gemma":[0.98762524,0.0077866265,0.00061825867,0.0034018576,0.00013128159,0.0000017427689,0.000009152821,0.00001144845,0.00041441974],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.997137,0.0010626737,0.00059943716,0.000120189674,0.00015079255,0.00092990167],"domain_scores_gemma":[0.998556,0.00056264614,0.00029699627,0.00027740275,0.000062962376,0.00024396124],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018472647,0.0001690015,0.00040465407,0.00009620831,0.0022182302,0.000011610612,0.00015806321,0.0002833892,0.0000035849318],"category_scores_gemma":[0.000101203324,0.00011070973,0.000030811305,0.00046071998,0.00014160933,0.00006170636,0.000072480005,0.0018750925,0.0000026286261],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022272002,0.00004837404,0.014243967,0.0003948838,0.0000048970096,0.0000015022905,0.030758372,0.0000015777752,0.000009360711,0.0029003546,0.0007853597,0.95062864],"study_design_scores_gemma":[0.0011509521,0.00060172664,0.85433084,0.018310659,0.0000089478235,0.000013140623,0.10676913,0.00033844388,0.000007856089,0.014846675,0.0033670112,0.00025461146],"about_ca_topic_score_codex":0.0025100142,"about_ca_topic_score_gemma":0.0007815119,"teacher_disagreement_score":0.950374,"about_ca_system_score_codex":0.00020606548,"about_ca_system_score_gemma":0.00013481732,"threshold_uncertainty_score":0.9990807},"labels":[],"label_agreement":null},{"id":"W2163374725","doi":"","title":"The economic contribution of the Northern Ontario School of Medicine to communities participating in distributed medical education.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Lakehead University; Laurentian University","funders":"","keywords":"Population; Economic growth; Liberian dollar; Economic impact analysis; Socioeconomic status; Geography; Political science; Sociology; Business; Demography; Economics","score_opus":0.07697847970059161,"score_gpt":0.3972185415029612,"score_spread":0.3202400618023696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163374725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97352505,0.00028489574,0.000009674556,0.02101568,0.0010132267,0.0016518603,0.00001759547,0.00001351909,0.0024684817],"genre_scores_gemma":[0.9949391,0.000011977102,0.000006668113,0.00090090965,0.00012951287,0.0035198173,0.000027482101,0.000007053566,0.00045749004],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973486,0.0008561034,0.00091823726,0.00008238446,0.0003221975,0.00047244466],"domain_scores_gemma":[0.99757767,0.0008794343,0.00039752666,0.00042535903,0.00035332757,0.00036665675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033376191,0.000087996676,0.0002770698,0.000037882484,0.00028634837,0.0000029344533,0.00044341965,0.000108850916,0.00017170416],"category_scores_gemma":[0.0042550378,0.000050690367,0.00002601454,0.00019154379,0.00022806064,0.000047473906,0.00018604287,0.0004603158,0.000021280348],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008948997,0.000032019845,0.97408456,0.000023064058,0.000009087375,7.7865046e-8,0.00705449,0.000097590455,9.5782504e-8,0.0018788441,0.012982,0.0037486793],"study_design_scores_gemma":[0.0009241858,0.00002624912,0.9304076,0.00041810996,0.000012029063,4.2340514e-7,0.021002421,0.00006644493,0.000006469321,0.0012447991,0.04584224,0.00004901319],"about_ca_topic_score_codex":0.27716094,"about_ca_topic_score_gemma":0.90267414,"teacher_disagreement_score":0.6255132,"about_ca_system_score_codex":0.0019299047,"about_ca_system_score_gemma":0.0034654264,"threshold_uncertainty_score":0.7276525},"labels":[],"label_agreement":null},{"id":"W2163707705","doi":"10.1093/heapol/czq024","title":"The North American Free Trade Agreement (NAFTA) and Mexican Nursing","year":2010,"lang":"en","type":"article","venue":"Health Policy and Planning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institute of Nursing Research","keywords":"Free trade agreement; Context (archaeology); Thematic analysis; Nursing; Political science; Free trade; Business; International trade; Medicine; Qualitative research; Geography; Sociology","score_opus":0.055509618111641346,"score_gpt":0.4774052028635484,"score_spread":0.421895584751907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163707705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.858487,0.0017361534,0.000028707294,0.12917262,0.00066356803,0.0008318957,0.000060005477,0.0001055705,0.008914477],"genre_scores_gemma":[0.9750768,0.0011869186,0.0008540314,0.020709759,0.0016490247,0.000059835846,0.000016385888,0.000026369096,0.00042085492],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970556,0.00045542326,0.0005938637,0.0003123191,0.00024526863,0.0013375256],"domain_scores_gemma":[0.99713844,0.0012567306,0.0003995198,0.00041849274,0.000032698183,0.00075409695],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010319494,0.00020739286,0.0003499087,0.00010168999,0.004219058,0.000029006724,0.00020646112,0.00009519043,0.00001253525],"category_scores_gemma":[0.00044422018,0.00015305534,0.000023635854,0.00035576167,0.00040607556,0.00007063925,0.00009073261,0.0012309195,0.000010411347],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018623381,0.000046749527,0.5936355,0.0005286471,0.000025506051,0.000008449656,0.055022392,0.0000073515025,0.000011406872,0.034094874,0.07918473,0.23724815],"study_design_scores_gemma":[0.00051657314,0.0002116294,0.594958,0.00050903874,0.0000073757087,0.000012884348,0.009634323,0.00019899136,0.000001134456,0.0011921943,0.39258987,0.00016795401],"about_ca_topic_score_codex":0.013546336,"about_ca_topic_score_gemma":0.01389183,"teacher_disagreement_score":0.31340516,"about_ca_system_score_codex":0.00014324646,"about_ca_system_score_gemma":0.0006189308,"threshold_uncertainty_score":0.9970773},"labels":[],"label_agreement":null},{"id":"W2163835238","doi":"10.1097/01.acm.0000243341.55954.e0","title":"The Circle Game: Understanding Physician Migration Patterns Within Canada","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Workforce; IMG; Immigration; Physician supply; Emigration; Commission; Immigration policy; Position (finance); Family medicine; Medicine; Political science; Economic growth; Business; Population; Environmental health","score_opus":0.059867108288778136,"score_gpt":0.39604535547260455,"score_spread":0.33617824718382644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163835238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8900018,0.0017584093,0.0015485393,0.08673157,0.003418438,0.00100835,0.000015274185,0.00013840928,0.015379258],"genre_scores_gemma":[0.9811328,0.00039401263,0.0000049617674,0.010989697,0.0023027095,0.000049210204,0.000051602223,0.000023919569,0.0050511],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99731225,0.0003198525,0.0008161519,0.00023990317,0.00059531396,0.0007165577],"domain_scores_gemma":[0.997998,0.0010524265,0.00042207795,0.00028872542,0.00007696225,0.00016183442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009701477,0.00015686112,0.0002535022,0.000036347723,0.0010723968,0.0000028685888,0.00027487066,0.00020851684,0.00009139427],"category_scores_gemma":[0.00021900286,0.000106834756,0.000016175894,0.0002794601,0.0001155963,0.00007212991,0.00004530706,0.0012849562,0.00003463213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005050215,0.0000052972255,0.13643661,0.00022486465,0.000018811583,0.000011828485,0.009185643,0.00010887591,0.0002703325,0.046801437,0.8055977,0.0012880884],"study_design_scores_gemma":[0.0031530813,0.0003005595,0.08338691,0.006491101,0.000116535986,0.000008234396,0.27181607,0.0028634071,0.00016549112,0.06883163,0.5622417,0.0006252726],"about_ca_topic_score_codex":0.7398997,"about_ca_topic_score_gemma":0.8739718,"teacher_disagreement_score":0.26263043,"about_ca_system_score_codex":0.0013556755,"about_ca_system_score_gemma":0.0006146572,"threshold_uncertainty_score":0.8248117},"labels":[],"label_agreement":null},{"id":"W2164525066","doi":"","title":"Why are Quebec's doctors leaving?","year":2002,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fédération des Maisons D'Hébergement pour Femmes","funders":"","keywords":"Health information; Medicine; Family medicine; Political science; Health care; Law","score_opus":0.07850025865150782,"score_gpt":0.3549344581493995,"score_spread":0.27643419949789166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164525066","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011099839,0.0022089982,0.0000051168417,0.91140425,0.008504536,0.005244876,0.00016996828,0.00081225537,0.070540026],"genre_scores_gemma":[0.0006013799,0.00020440239,0.000032724092,0.70285356,0.01324398,0.007764388,0.00022122485,0.00015993316,0.2749184],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9922034,0.0011618902,0.001292759,0.0009511932,0.0009399085,0.00345084],"domain_scores_gemma":[0.99583864,0.0009794052,0.0011457102,0.0012782072,0.00028872874,0.00046933445],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00065139093,0.00070810335,0.0011195295,0.0003287087,0.0009290642,0.00004806595,0.00090192683,0.003268671,0.003551313],"category_scores_gemma":[0.0005526595,0.00064929336,0.00026094168,0.00048719882,0.0001363037,0.00017786676,0.00030693345,0.0076268553,0.0029508867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010621552,0.000018133796,0.017391544,0.001269975,0.00004104867,0.00025889356,0.0003241134,5.064065e-7,1.0004492e-8,0.000022955453,0.9737329,0.0069293254],"study_design_scores_gemma":[0.00039265948,0.000008468753,0.033736028,0.00073151593,0.000063554915,0.0000034281843,0.00025969167,0.0000017819883,3.5157944e-7,0.00012677013,0.96412194,0.00055378134],"about_ca_topic_score_codex":0.022019532,"about_ca_topic_score_gemma":0.010825222,"teacher_disagreement_score":0.20855068,"about_ca_system_score_codex":0.0017871703,"about_ca_system_score_gemma":0.00015807198,"threshold_uncertainty_score":0.9995958},"labels":[],"label_agreement":null},{"id":"W2164887487","doi":"","title":"Practice patterns of graduates of 2- and 3-year family medicine programs: in Ontario, 1996 to 2004.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Specialty; Family medicine; Curriculum; Workforce; Nursing; Emergency medicine; Psychology","score_opus":0.11845291924571519,"score_gpt":0.4021180744272309,"score_spread":0.2836651551815157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164887487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97747076,0.0006421863,0.000007795326,0.01016827,0.00018559054,0.0029075644,0.000006452309,0.00003301589,0.00857837],"genre_scores_gemma":[0.9949757,0.000118071686,0.00063672906,0.0026477645,0.00006320962,0.00051752676,0.000011543112,0.000010879222,0.0010185624],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977473,0.00027174497,0.00078450603,0.00023810183,0.00032060716,0.00063775945],"domain_scores_gemma":[0.99846166,0.000472442,0.00032923048,0.0002637805,0.0002038207,0.00026905935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013014774,0.00013428174,0.0004383738,0.00015508394,0.00006156515,0.0000021657484,0.00014400057,0.0001240222,0.00003218678],"category_scores_gemma":[0.0009033279,0.00011144733,0.00002006258,0.00032379723,0.000046437195,0.00012095164,0.000052533367,0.00038095468,0.0000065306863],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027547512,0.00016033188,0.92470026,0.00021629299,0.000009924913,0.000006142435,0.007746637,0.0000019612585,0.000009576453,0.0007579121,0.002382174,0.063733295],"study_design_scores_gemma":[0.0010403252,0.00029655127,0.9614458,0.0006793252,0.000020416002,0.0000010546195,0.007336846,0.0000013231182,0.000009145941,0.0004070389,0.028678386,0.00008376738],"about_ca_topic_score_codex":0.23997824,"about_ca_topic_score_gemma":0.12308856,"teacher_disagreement_score":0.11688967,"about_ca_system_score_codex":0.00023130154,"about_ca_system_score_gemma":0.000121690704,"threshold_uncertainty_score":0.8929128},"labels":[],"label_agreement":null},{"id":"W2165154240","doi":"10.1503/cmaj.050675","title":"The use of provisionally licensed international medical graduates in Canada","year":2005,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Economic shortage; Distribution (mathematics); Family medicine; Medicine; Geography; Data science; Computer science","score_opus":0.02982145015199443,"score_gpt":0.35650863658439236,"score_spread":0.3266871864323979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165154240","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45004162,0.00028488954,0.00001097382,0.5429544,0.0032872048,0.00032401647,0.00005310734,0.000010814921,0.0030330066],"genre_scores_gemma":[0.9321026,0.0011875575,0.0002835999,0.060388412,0.0030128306,0.000026499156,0.000021869839,0.000022750815,0.0029538597],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936309,0.0007617302,0.0012803687,0.00013307475,0.0033555361,0.0008384258],"domain_scores_gemma":[0.9937215,0.002963498,0.00053727924,0.0001173787,0.0008057599,0.0018546232],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0034554803,0.000111379086,0.00023715272,0.00012210435,0.0006186274,0.000024797175,0.00055971387,0.00037163298,0.00693991],"category_scores_gemma":[0.014539282,0.000081107915,0.00005005386,0.00026315104,0.000046623365,0.00016226979,0.000046372104,0.002071465,0.000086703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000018614794,0.000014035984,0.4180568,0.0000071651257,0.0000319771,0.00009786539,0.0003358595,0.000035409743,3.0048614e-7,0.0007948474,0.5249205,0.055686597],"study_design_scores_gemma":[0.00067442877,0.000010256032,0.09575532,0.00035393308,0.0000030490976,0.000019493371,0.00090704166,0.0030271835,5.9958006e-7,0.0000679965,0.899111,0.00006972092],"about_ca_topic_score_codex":0.93951637,"about_ca_topic_score_gemma":0.99967986,"teacher_disagreement_score":0.48256594,"about_ca_system_score_codex":0.008296292,"about_ca_system_score_gemma":0.059147432,"threshold_uncertainty_score":0.9955107},"labels":[],"label_agreement":null},{"id":"W2165166123","doi":"10.12927/cjnl.2004.16246","title":"University Nurse Graduates: Perspectives on Factors of Retention and Mobility","year":2004,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Nursing; Nurse education; Perception; Qualitative research; Psychology; Career development; Compensation (psychology); Career Pathways; Medicine; Medical education; Sociology; Social psychology","score_opus":0.2641006430919587,"score_gpt":0.4093773193385202,"score_spread":0.1452766762465615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165166123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855488,0.000343141,0.00008075369,0.005387234,0.00034398577,0.00051115477,0.000013101768,0.00011741533,0.0076544476],"genre_scores_gemma":[0.9988187,0.000030988336,0.00028665963,0.000088879075,0.000054479206,0.0000013053594,0.000008793291,0.000013891536,0.00069631595],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9984062,0.00035941508,0.00023461459,0.00033057257,0.0002134093,0.0004558258],"domain_scores_gemma":[0.9990263,0.0002556887,0.00017171341,0.00025404937,0.00013427668,0.00015799922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032120373,0.00014446104,0.0002377701,0.00011971976,0.00048572343,0.0000034005361,0.00010502972,0.00020760242,0.000050699076],"category_scores_gemma":[0.00018197643,0.00014061853,0.000056844223,0.0002600107,0.00042058475,0.00012588134,0.000008123642,0.00046785557,0.000023842555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015946346,0.0016195856,0.16496758,0.001578793,0.000056315366,0.000011546103,0.66666853,0.00015778051,0.0006452341,0.15696554,0.001553408,0.0041810293],"study_design_scores_gemma":[0.0009754542,0.00033371578,0.19258118,0.0028437772,0.000030922172,6.532474e-7,0.7990158,0.000009035182,0.0001831677,0.0036755293,0.00021905905,0.0001317062],"about_ca_topic_score_codex":0.0004995214,"about_ca_topic_score_gemma":0.00006306206,"teacher_disagreement_score":0.15329,"about_ca_system_score_codex":0.00095128117,"about_ca_system_score_gemma":0.00013281542,"threshold_uncertainty_score":0.5734257},"labels":[],"label_agreement":null},{"id":"W2165423071","doi":"10.12927/cjnl.2008.20289","title":"A Critical Analysis of the Benefits and Limitations of an Applied Degree in Undergraduate Nursing Education","year":2008,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Baccalaureate Degree; Nurse education; Nursing; Degree (music); Nursing practice; Medical education; Medicine; Psychology; Higher education; Political science","score_opus":0.46520449225688176,"score_gpt":0.4591722779761262,"score_spread":0.006032214280755566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165423071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95824957,0.0012812354,0.00008114335,0.016421426,0.00036190817,0.000508693,0.0000076855795,0.000030213474,0.023058102],"genre_scores_gemma":[0.9975446,0.000061084684,0.0017770942,0.00042886482,0.00005034632,0.000024371078,0.000015633053,0.000015110815,0.000082897466],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9980966,0.0004447409,0.000547039,0.00023321393,0.00026439535,0.0004140107],"domain_scores_gemma":[0.9978971,0.0012607097,0.00019962568,0.00033015155,0.00019015656,0.00012224996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032043728,0.00011666493,0.00033676426,0.00035168434,0.0004247195,0.0000034896918,0.00014689266,0.00017453091,0.0000079750125],"category_scores_gemma":[0.0006069365,0.0001030596,0.000056843095,0.0014643578,0.00059928757,0.000110066336,0.000009308415,0.00036023193,0.0000022942781],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034760556,0.0023174789,0.16049796,0.00071416976,0.00011741416,0.0000010604094,0.21787667,0.00141533,0.0004697835,0.26343718,0.0009688439,0.3518365],"study_design_scores_gemma":[0.00038122878,0.00006317954,0.8882201,0.0035032465,0.0003481069,0.0000029991447,0.09902641,0.0013669945,0.00008391756,0.0068478123,0.000029555611,0.00012649508],"about_ca_topic_score_codex":0.00020804387,"about_ca_topic_score_gemma":0.00090285216,"teacher_disagreement_score":0.7277221,"about_ca_system_score_codex":0.00025823567,"about_ca_system_score_gemma":0.00044821264,"threshold_uncertainty_score":0.42026487},"labels":[],"label_agreement":null},{"id":"W2165773779","doi":"","title":"Les défis du recrutement et du maintien des médecins dans les communautés rurales: La fiction pour aider à expliquer la réalité","year":2013,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.05808624246636867,"score_gpt":0.35301865179503544,"score_spread":0.29493240932866677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165773779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84897983,0.004357264,0.002937389,0.09159879,0.0040030205,0.0038574687,0.00019790178,0.00040320362,0.043665126],"genre_scores_gemma":[0.9579415,0.012053242,0.0039569447,0.0020470861,0.0014720004,0.002162854,0.00019066336,0.000155925,0.020019835],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98384905,0.008684109,0.0015337628,0.00069064606,0.0006291951,0.0046132617],"domain_scores_gemma":[0.99414945,0.002392124,0.00056741026,0.00084880926,0.00036305457,0.0016791798],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0042212415,0.00072255556,0.0007406404,0.00016443802,0.0017627254,0.00021338667,0.00068829634,0.0011863591,0.004302982],"category_scores_gemma":[0.0011601148,0.00069736195,0.0002970239,0.00039840268,0.00067083526,0.00094150787,0.0004785423,0.0020008658,0.0006294716],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013596566,0.0008878612,0.5998966,0.0010902428,0.00015857238,0.00004162724,0.057228215,0.0002188031,0.000018224318,0.054328226,0.1960547,0.08994095],"study_design_scores_gemma":[0.0012722248,0.00006583945,0.6140466,0.0014709253,0.000087961635,0.00004254732,0.034566384,0.000544571,0.00003653833,0.0021293997,0.3453007,0.0004363433],"about_ca_topic_score_codex":0.06828647,"about_ca_topic_score_gemma":0.0081059355,"teacher_disagreement_score":0.149246,"about_ca_system_score_codex":0.004004073,"about_ca_system_score_gemma":0.00059940346,"threshold_uncertainty_score":0.9998194},"labels":[],"label_agreement":null},{"id":"W2165864779","doi":"","title":"Duration of rural training during residency: rural family physicians prefer 6 months.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Rural area; Family medicine; Residency training; Duration (music); Rural health; Training (meteorology); Quarter (Canadian coin); Demography; Continuing education; Medical education; Geography","score_opus":0.046867940649761665,"score_gpt":0.3341477655317613,"score_spread":0.2872798248819996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165864779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9610259,0.0005269418,0.000018111763,0.0010755764,0.00065337203,0.0019192231,0.000025031466,0.00020264972,0.03455321],"genre_scores_gemma":[0.9906613,0.000047169306,0.00015479253,0.0002685516,0.0007558374,0.0016388783,0.00004151009,0.000036945192,0.0063950215],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997099,0.00029739598,0.0009444702,0.00017890365,0.0003863505,0.0010938761],"domain_scores_gemma":[0.99876845,0.00017433763,0.000460301,0.00031868287,0.0001619368,0.000116296214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047692357,0.00018983643,0.00037639265,0.000106705884,0.00050441263,0.000009455868,0.00018784514,0.00019488587,0.00004006911],"category_scores_gemma":[0.000112954105,0.00018310883,0.000083520936,0.00031806563,0.00006415755,0.00029805538,0.00006521606,0.00037514357,0.000044730168],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001523211,0.00046492764,0.7131969,0.0029979951,0.000147679,0.000029541372,0.047031265,0.0010978278,0.009133962,0.021802817,0.047319334,0.15525454],"study_design_scores_gemma":[0.0008285454,0.000015909138,0.9815035,0.0003466737,0.000020201698,7.41522e-7,0.013777462,0.00003544287,0.00039466252,0.0017085231,0.0012026114,0.00016575592],"about_ca_topic_score_codex":0.004086446,"about_ca_topic_score_gemma":0.0013020298,"teacher_disagreement_score":0.26830658,"about_ca_system_score_codex":0.00029057602,"about_ca_system_score_gemma":0.00012982827,"threshold_uncertainty_score":0.7466961},"labels":[],"label_agreement":null},{"id":"W2166530277","doi":"10.1046/j.1466-769x.2003.00140.x","title":"Locating a geography of nursing: space, place and the progress of geographical thought","year":2003,"lang":"en","type":"review","venue":"Nursing Philosophy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":105,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Health geography; Human geography; Time geography; Historical geography; Discipline; Strategic geography; Cultural geography; Operationalization; Context (archaeology); Space (punctuation); Sociology; Nursing research; Critical geography; Perspective (graphical); Mainstream; Nursing literature; Epistemology; Social science; Geography; Medicine; Nursing; Development geography; Political science; Public health; Health policy","score_opus":0.09335347011397616,"score_gpt":0.47205243170173034,"score_spread":0.3786989615877542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166530277","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000051922518,0.9526262,0.000020571395,0.0023203583,0.0012214901,0.004377618,0.00006934304,0.000094914976,0.03921755],"genre_scores_gemma":[0.0023986625,0.9939827,0.0022000654,0.00014236853,0.0006165261,0.00035136312,0.000053309996,0.0001509409,0.00010410318],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916978,0.0032149458,0.00239007,0.0007838657,0.00079905195,0.0011142659],"domain_scores_gemma":[0.99326324,0.002049568,0.0028156817,0.0011454393,0.00040692763,0.00031911148],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0019424711,0.0007867049,0.0036649336,0.0006751707,0.0008892625,0.000016107224,0.0006590128,0.0011673245,0.000035319943],"category_scores_gemma":[0.00021886051,0.00052927504,0.0007844354,0.0021564965,0.00411625,0.000087243876,0.00008472533,0.002183398,0.000011475596],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032065785,0.0005833821,0.00089489773,0.071318984,0.00026134256,0.0000038216554,0.0029290195,0.0000010434147,3.4593487e-8,0.24776834,0.0019591174,0.6739594],"study_design_scores_gemma":[0.0019987677,0.00026262732,0.000051233925,0.42379335,0.0021976351,0.000043379485,0.00077404693,0.000018653183,4.0444203e-7,0.03848857,0.5317629,0.0006084152],"about_ca_topic_score_codex":0.00004799457,"about_ca_topic_score_gemma":0.0000019194008,"teacher_disagreement_score":0.67335093,"about_ca_system_score_codex":0.00021680385,"about_ca_system_score_gemma":0.0006192675,"threshold_uncertainty_score":0.99971586},"labels":[],"label_agreement":null},{"id":"W2166824230","doi":"10.1002/j.0022-0337.2009.73.3.tb04712.x","title":"Advanced Placement, Qualifying, and Degree Completion Programs for Internationally Trained Dentists in Canada and the United States: An Overview","year":2009,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Licensure; Accreditation; Certification; Medical education; Medicine; Board certification; Political science; Family medicine; Residency training","score_opus":0.10331998511602682,"score_gpt":0.4787190606380477,"score_spread":0.3753990755220209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166824230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99420565,0.0015454106,0.00013366074,0.0025196853,0.0005971644,0.0009192128,0.000009351923,0.000004115373,0.000065738306],"genre_scores_gemma":[0.9950944,0.00090118934,0.0011400043,0.0024203605,0.00010314973,0.000038760514,0.00013803187,0.0000067530264,0.00015734702],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99859,0.00028344843,0.000618014,0.00009201275,0.0002329065,0.00018364395],"domain_scores_gemma":[0.998763,0.00021603286,0.00056970137,0.000064293316,0.00026575045,0.00012122024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074207224,0.000084944186,0.00018690914,0.000105455896,0.00017478176,0.000020125264,0.0000996987,0.000033789125,0.000023250192],"category_scores_gemma":[0.00012387149,0.00006314794,0.000018604072,0.00014976507,0.000027079954,0.00020547833,0.000011811488,0.00019061811,4.6794335e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0061279754,0.0011771229,0.47136483,0.0013589076,0.00009584748,0.000010643644,0.042055465,0.00042187795,0.00011149699,0.017905755,0.013814598,0.4455555],"study_design_scores_gemma":[0.011675134,0.00077280233,0.80898523,0.0030965745,0.000060744707,0.00010577351,0.13754548,0.0036521626,0.000007241656,0.005111904,0.028759137,0.00022782588],"about_ca_topic_score_codex":0.23612757,"about_ca_topic_score_gemma":0.7598062,"teacher_disagreement_score":0.5236786,"about_ca_system_score_codex":0.0007881,"about_ca_system_score_gemma":0.001004891,"threshold_uncertainty_score":0.7689591},"labels":[],"label_agreement":null},{"id":"W2166849357","doi":"10.1111/j.1547-5069.2000.00205_1.x","title":"Community Development and Health in Canada","year":2000,"lang":"en","type":"article","venue":"Journal of Nursing Scholarship","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"Nova scotia; Biography; Library science; Medicine; Management; Art; Art history; History; Archaeology","score_opus":0.17432670601102318,"score_gpt":0.4784444750890618,"score_spread":0.3041177690780386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166849357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97876215,0.0020634532,0.0000029590574,0.015360725,0.00044323405,0.00018348939,0.0000016053215,0.000007451809,0.003174926],"genre_scores_gemma":[0.99251807,0.0001536187,0.002453303,0.004448769,0.00008840238,0.0000017278983,0.0000016924861,0.000013234551,0.00032120664],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9963824,0.0015975591,0.0010659236,0.00007710646,0.00031745606,0.0005595287],"domain_scores_gemma":[0.9986549,0.00024601948,0.0004223675,0.00015516221,0.00012307588,0.0003984481],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0040077236,0.000114021794,0.0003732578,0.00010994903,0.0009052714,0.000011579327,0.0002214337,0.00008128293,0.00020440771],"category_scores_gemma":[0.00011422108,0.00010358298,0.000017785029,0.00023316428,0.000030007131,0.00022458722,0.000015013893,0.0026585807,0.000011110784],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001628331,0.00013037235,0.40172926,0.00014529754,0.0000100189445,0.000025556632,0.015198549,0.00003401895,0.0000034765615,0.00011493489,0.010367867,0.5720778],"study_design_scores_gemma":[0.00086522277,0.000093445444,0.9463842,0.0065548336,0.0000037594762,0.00005418301,0.009209012,0.0000049673026,0.000008007626,0.0010032384,0.03572437,0.00009476381],"about_ca_topic_score_codex":0.42917946,"about_ca_topic_score_gemma":0.8315947,"teacher_disagreement_score":0.57198304,"about_ca_system_score_codex":0.005482457,"about_ca_system_score_gemma":0.0070871376,"threshold_uncertainty_score":0.9996423},"labels":[],"label_agreement":null},{"id":"W2167025667","doi":"10.1136/bmjopen-2013-003876","title":"A descriptive study of access to services in a random sample of Canadian rural emergency departments","year":2013,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Cégep de Lévis","funders":"","keywords":"Medicine; Family medicine; Rural area; Government (linguistics); Descriptive statistics; Medical emergency","score_opus":0.20588727177150562,"score_gpt":0.5262282737699877,"score_spread":0.3203410019984821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167025667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95194536,0.000021737182,0.0000019054161,0.0007481201,0.00034749167,0.038288258,0.00008419991,0.00000808194,0.008554831],"genre_scores_gemma":[0.9910837,0.000010499497,0.00034604897,0.0005632282,0.00002939002,0.0074564666,0.000020254221,0.000016282087,0.00047412462],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972345,0.0006547182,0.00104262,0.00020926815,0.00025981644,0.00059902424],"domain_scores_gemma":[0.9983317,0.00016130964,0.00035073792,0.0004489446,0.0003222822,0.00038498009],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008515084,0.00013776531,0.00054149295,0.00037791842,0.00019261673,0.000015763851,0.0010649395,0.0000854867,0.002972848],"category_scores_gemma":[0.00017932235,0.00011958353,0.000025337918,0.0010498503,0.00001014509,0.0004597354,0.00069796375,0.00014711676,0.00017905563],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040081318,0.00017267477,0.95228493,0.00028016817,0.000024812982,0.0000020902098,0.03856511,0.000027264896,0.000009570264,0.000045255372,0.007930048,0.00025723595],"study_design_scores_gemma":[0.003899596,0.00031865027,0.8786725,0.0007052531,0.000012775809,1.4899236e-7,0.11386682,0.000040988627,0.000010586134,0.00040127288,0.0019400611,0.00013134927],"about_ca_topic_score_codex":0.98976964,"about_ca_topic_score_gemma":0.990369,"teacher_disagreement_score":0.07530171,"about_ca_system_score_codex":0.00023867734,"about_ca_system_score_gemma":0.0006958722,"threshold_uncertainty_score":0.9979386},"labels":[],"label_agreement":null},{"id":"W2167106598","doi":"10.1093/fampra/cmg422","title":"Rural health around the world: challenges and solutions*","year":2003,"lang":"en","type":"article","venue":"Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":350,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural area; Rural health; Economic growth; Memorandum of understanding; Health care; Health promotion; International health; Developing country; Poverty; Rural management; Health policy; Public health; Nursing; Political science; Agriculture","score_opus":0.14495578031797116,"score_gpt":0.46424069544415086,"score_spread":0.31928491512617974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167106598","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017609822,0.19053555,0.00009609036,0.18438007,0.0022708273,0.0018872379,0.000011994116,0.00025147255,0.60295695],"genre_scores_gemma":[0.72349906,0.113097996,0.006542661,0.12123085,0.0011257135,0.0004948877,0.000016077587,0.00010170118,0.033891078],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941945,0.003575233,0.00055593683,0.0002878584,0.0003435785,0.0010428767],"domain_scores_gemma":[0.9937273,0.004773227,0.0004650038,0.0005316473,0.00021879694,0.00028401383],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004143255,0.00019406484,0.00028213902,0.000081675236,0.00248174,0.000026247222,0.00017897405,0.00012232733,0.00008750379],"category_scores_gemma":[0.0020059638,0.00014128513,0.0000338776,0.0003307398,0.00012396142,0.0005353043,0.00010922761,0.0010646338,0.0006522275],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015437085,0.00017893272,0.0016752647,0.00039572088,0.00006264475,0.000009644861,0.014900247,0.000009873377,0.000009369834,0.75696313,0.19099487,0.03464593],"study_design_scores_gemma":[0.0004241078,0.000080882244,0.008466257,0.00023818947,0.000020888809,0.000017263874,0.11590041,0.000017796016,3.1766234e-7,0.002266324,0.8724487,0.00011890432],"about_ca_topic_score_codex":0.0011824158,"about_ca_topic_score_gemma":0.0016461541,"teacher_disagreement_score":0.7546968,"about_ca_system_score_codex":0.0002903082,"about_ca_system_score_gemma":0.0005805649,"threshold_uncertainty_score":0.9988169},"labels":[],"label_agreement":null},{"id":"W2167408418","doi":"10.1002/j.0022-0337.2005.69.2.tb03908.x","title":"The Origins and Design of the Dental Pipeline Program","year":2005,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Community Based Research Centre","funders":"","keywords":"Underrepresented Minority; Endowment; Dental education; Medical education; Pipeline (software); Medicine; Family medicine; Political science; Engineering","score_opus":0.035468622954954974,"score_gpt":0.4586288311769928,"score_spread":0.42316020822203787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167408418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98739666,0.0028627631,0.00008482298,0.0047700643,0.002773323,0.00093390263,0.0000021920478,0.000009088091,0.0011671957],"genre_scores_gemma":[0.99248916,0.00052425906,0.0026689835,0.00050225545,0.0008905686,0.000022239465,8.671691e-7,0.000009473703,0.0028921976],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984679,0.00032874438,0.0006385595,0.00006239707,0.00029526142,0.00020711664],"domain_scores_gemma":[0.9985056,0.00026069902,0.0007465321,0.00013624261,0.00024431146,0.00010662277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078051275,0.00007554267,0.00013034695,0.000040385632,0.0005003009,0.000013494365,0.00021533926,0.00006687601,0.00007105357],"category_scores_gemma":[0.00018617517,0.000039882303,0.000050981493,0.00016912328,0.00008491271,0.00015047574,0.000044532884,0.00037676416,0.000026182252],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005027015,0.0013947937,0.34823754,0.00021331021,0.00005331882,0.0000011579318,0.008093766,0.00012301345,0.0009406973,0.0038491115,0.18597664,0.45061395],"study_design_scores_gemma":[0.0017516797,0.00059617346,0.15458484,0.0017283378,0.0001423339,0.0002982604,0.069516875,0.0008465913,0.0012237678,0.0008957823,0.7682232,0.00019213039],"about_ca_topic_score_codex":0.00010988594,"about_ca_topic_score_gemma":0.00021724965,"teacher_disagreement_score":0.5822466,"about_ca_system_score_codex":0.0003827726,"about_ca_system_score_gemma":0.00081986905,"threshold_uncertainty_score":0.38479608},"labels":[],"label_agreement":null},{"id":"W2167672676","doi":"10.22605/rrh674","title":"Regular doctor, changing doctor, no doctor: does it make a difference to rural residents?","year":2007,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research; Canadian Health Services Research Foundation","keywords":"Medicine; Family medicine; Health care; Logistic regression; Rural area; Rural health","score_opus":0.02680810043002483,"score_gpt":0.39963715562207514,"score_spread":0.3728290551920503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2167672676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9438559,0.002323486,0.00064664736,0.035725765,0.0049258475,0.003177902,0.0000706912,0.0005194574,0.008754342],"genre_scores_gemma":[0.73290455,0.007378975,0.006492638,0.04271511,0.0045255553,0.000039949664,0.0001227441,0.00016500775,0.20565546],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99296874,0.0006154457,0.0016123147,0.00067589077,0.0008189406,0.0033086666],"domain_scores_gemma":[0.99598724,0.0005288346,0.000490776,0.0007750191,0.00031140205,0.001906722],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026089256,0.0005653155,0.00096039084,0.0004258405,0.00246481,0.000051097304,0.00044247,0.00044504378,0.00041639066],"category_scores_gemma":[0.00025624115,0.00039177574,0.00012621541,0.00081475894,0.00013100485,0.0001312727,0.00047481956,0.0011117733,0.00093597884],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003554768,0.00034948534,0.08529319,0.01103531,0.0001655111,0.00023644888,0.0642012,0.00000768275,0.0024246243,0.034523427,0.057522904,0.74068546],"study_design_scores_gemma":[0.002887325,0.001155764,0.27706647,0.013426131,0.000040811487,0.000055304306,0.027077561,0.00027330412,0.00012232058,0.0033433319,0.6731944,0.0013572441],"about_ca_topic_score_codex":0.017906087,"about_ca_topic_score_gemma":0.011373538,"teacher_disagreement_score":0.7393282,"about_ca_system_score_codex":0.0009129215,"about_ca_system_score_gemma":0.00043976863,"threshold_uncertainty_score":0.99985343},"labels":[],"label_agreement":null},{"id":"W2168296141","doi":"10.12927/cjnl.2013.23246","title":"Stemming the Flow of Canadian Nurse Migration to the US","year":2013,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Lawrence College; Dalhousie University; Centre for Disability Prevention and Rehabilitation","funders":"University of Toronto; Health Resources and Services Administration; National Council of State Boards of Nursing; Health Canada; Canadian Foundation for Healthcare Improvement","keywords":"Incentive; Work (physics); Value (mathematics); Nursing; Demographic economics; Political science; Psychology; Medicine; Economics","score_opus":0.23669329821029694,"score_gpt":0.4020960884883225,"score_spread":0.16540279027802557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168296141","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42911702,0.0006944136,0.000099418976,0.5330646,0.0024958083,0.002774293,0.000012573149,0.0000766413,0.031665236],"genre_scores_gemma":[0.98281384,0.0000053126555,0.00056455674,0.011373056,0.00051252084,0.00014396703,0.000009234645,0.000025010799,0.0045525045],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9975889,0.00061812194,0.00041103805,0.00019030599,0.00028281927,0.0009088312],"domain_scores_gemma":[0.99836165,0.00044568826,0.00013974973,0.0005116333,0.00021775003,0.0003235319],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007066232,0.00013676162,0.00017428721,0.00019552738,0.0011958174,0.000021851358,0.00038092892,0.00017334637,0.0004470975],"category_scores_gemma":[0.000249823,0.00008244073,0.000046824418,0.0007861245,0.00012781,0.000104640654,0.000007962407,0.0005325739,0.0013631782],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038779104,0.000034913923,0.020670207,0.00021881088,0.0000163334,0.0000011939825,0.22454806,0.00067450356,0.00014663633,0.003240635,0.70134884,0.049061105],"study_design_scores_gemma":[0.00041517886,0.00015547503,0.1272475,0.004810895,0.000053197822,0.0000042080314,0.5327718,0.003180934,0.00013676209,0.00070181006,0.33022705,0.00029515947],"about_ca_topic_score_codex":0.3012717,"about_ca_topic_score_gemma":0.46752948,"teacher_disagreement_score":0.5536968,"about_ca_system_score_codex":0.00047881555,"about_ca_system_score_gemma":0.00040924348,"threshold_uncertainty_score":0.9994144},"labels":[],"label_agreement":null},{"id":"W2168582819","doi":"10.33151/ajp.11.2.22","title":"Community Paramedicine: Higher Education as An Enabling Factor","year":2014,"lang":"en","type":"article","venue":"Australasian Journal of Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Relevance (law); Promotion (chess); Nursing; Medicine; Focus group; Qualitative research; Health promotion; Community education; Medical education; Psychology; Pedagogy; Political science; Public health; Sociology","score_opus":0.07891541557024066,"score_gpt":0.4749740427534522,"score_spread":0.3960586271832115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168582819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96243155,0.00041851285,0.00014947628,0.01666201,0.004613253,0.0004627757,0.000003606562,0.000066493114,0.0151923],"genre_scores_gemma":[0.9802135,0.00011032482,0.0010290543,0.0068390514,0.004109599,0.000012352529,0.000024678393,0.000042873515,0.0076185325],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99459255,0.0021186643,0.00160564,0.00018871849,0.00070431357,0.0007900888],"domain_scores_gemma":[0.9952463,0.0008863554,0.00135555,0.0006433743,0.0007237419,0.0011446603],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024415355,0.00030145762,0.00078766735,0.0002924842,0.0007402411,0.000015441245,0.00061415194,0.00035929072,0.0033344629],"category_scores_gemma":[0.0011018543,0.00022564677,0.00009760201,0.00040012528,0.00022874247,0.00039909116,0.00004985463,0.0032897638,0.00026899253],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015204782,0.002437924,0.5157212,0.0020906564,0.00032594995,0.0001222667,0.039378896,0.00011552438,0.00172611,0.029866695,0.2582037,0.14849062],"study_design_scores_gemma":[0.0045161117,0.005601914,0.32732785,0.0065849177,0.00021922383,0.00025045182,0.03489062,0.000037141293,0.00010223304,0.013646508,0.6063837,0.00043938213],"about_ca_topic_score_codex":0.0010402034,"about_ca_topic_score_gemma":0.00006556568,"teacher_disagreement_score":0.34818,"about_ca_system_score_codex":0.00030483515,"about_ca_system_score_gemma":0.00085358095,"threshold_uncertainty_score":0.99900967},"labels":[],"label_agreement":null},{"id":"W2169003034","doi":"","title":"The four-legged kitchen stool. Recruitment and retention of rural family physicians.","year":2005,"lang":"en","type":"editorial","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Dilemma; Economic shortage; Kilometer; Rural area; Population; Socioeconomics; Community health; Medicine; Economic growth; Demography; Environmental health; Public health; Sociology; Nursing","score_opus":0.09384672615079825,"score_gpt":0.3843525197931045,"score_spread":0.2905057936423062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169003034","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015254158,0.0077382154,0.0000045649826,0.002279644,0.95440316,0.010179664,0.00033488678,0.00015759209,0.009648098],"genre_scores_gemma":[0.012936988,0.011430032,0.00008942298,0.00032953912,0.92601013,0.016716251,0.0003853051,0.00011443747,0.031987924],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99483395,0.0010250241,0.0012271926,0.00038896868,0.0011287921,0.0013960721],"domain_scores_gemma":[0.9947773,0.0024615587,0.0012670857,0.0007072484,0.0005504748,0.00023632137],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0024844643,0.0004009354,0.0007735349,0.00008735177,0.0010303847,0.0000286208,0.00048102476,0.0011556501,0.0000133387],"category_scores_gemma":[0.0011049877,0.0002984122,0.00015556249,0.00023066012,0.00018674786,0.00012996266,0.0002715025,0.0018436029,0.00004152178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018382941,0.000022787675,0.0001690224,0.00034693003,0.000060347928,8.1982733e-7,0.00044209187,6.385363e-7,0.0000019628098,0.00006755652,0.7794091,0.21929489],"study_design_scores_gemma":[0.0010020921,0.00004836934,0.035264328,0.0007295155,0.000118551536,1.3802715e-7,0.0023862994,0.000004012896,0.000002496548,0.00030107133,0.95990694,0.00023616245],"about_ca_topic_score_codex":0.0009853088,"about_ca_topic_score_gemma":0.0006309666,"teacher_disagreement_score":0.21905874,"about_ca_system_score_codex":0.0007926676,"about_ca_system_score_gemma":0.0003072347,"threshold_uncertainty_score":0.9999468},"labels":[],"label_agreement":null},{"id":"W2169507883","doi":"10.14574/ojrnhc.v8i2.116","title":"Who Stays in Rural Practice?: An Internatinal Review of the Literature on Factors Influencing Rural Nurse Retention","year":2008,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Nursing; Affect (linguistics); Job satisfaction; Employee retention; Rural area; Psychology; Medicine; Business; Marketing; Social psychology","score_opus":0.042196908400526534,"score_gpt":0.4637079462386829,"score_spread":0.42151103783815635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169507883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.887329,0.087152325,0.0000016634201,0.023196526,0.0013831365,0.0006167294,0.00006373414,0.000015703683,0.00024121087],"genre_scores_gemma":[0.9277265,0.06510344,0.00052638823,0.005882344,0.00055817526,0.0000029837795,0.000064057276,0.0000291358,0.00010699289],"study_design_codex":"observational","study_design_gemma":"systematic_review","domain_scores_codex":[0.9953633,0.0013665427,0.0018028831,0.00013580546,0.00072090223,0.0006105783],"domain_scores_gemma":[0.995639,0.00022259366,0.002334951,0.00029466825,0.0011373225,0.0003714568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010992001,0.0002672656,0.0008106856,0.00023479799,0.0006976854,0.000013279072,0.00029567315,0.00020273379,0.000021540569],"category_scores_gemma":[0.00047362543,0.0001731339,0.0001612603,0.00050473295,0.0001272246,0.0005931214,0.000030522588,0.0021501884,0.0000010341374],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024815395,0.00093031116,0.51580644,0.024534225,0.000065367014,0.00006867387,0.31949526,0.00007392111,0.000084504514,0.00079975306,0.031432785,0.104227215],"study_design_scores_gemma":[0.0013639696,0.0017573948,0.30098963,0.45532677,0.000044375276,0.00027981913,0.23749107,0.000024728093,0.000007866821,0.000078656325,0.0024653564,0.000170348],"about_ca_topic_score_codex":0.0007775632,"about_ca_topic_score_gemma":0.00026815385,"teacher_disagreement_score":0.43079254,"about_ca_system_score_codex":0.0012278428,"about_ca_system_score_gemma":0.00088836916,"threshold_uncertainty_score":0.9341618},"labels":[],"label_agreement":null},{"id":"W2170610856","doi":"10.12927/cjnl.2010.21744","title":"The Demonstration Projects: Creating the Capacity for Nursing Health Human Resource Planning in Ontario's Healthcare Organizations","year":2010,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Ministry of Health and Long Term Care","funders":"","keywords":"Health care; Nursing; Human resources; Business; Workforce; Capacity building; Service (business); Medicine; Economic growth; Management; Marketing","score_opus":0.30715432810082705,"score_gpt":0.4518643415116547,"score_spread":0.14471001341082768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170610856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6755328,0.0010406859,0.0022012577,0.29381844,0.00291393,0.008309166,0.000021027668,0.0005236911,0.015638966],"genre_scores_gemma":[0.99102277,0.000002693396,0.003908198,0.0027553663,0.0006497182,0.00027279937,0.00009340256,0.00007431349,0.0012207186],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9951116,0.0012172391,0.0010705923,0.0004922161,0.00040462826,0.0017037464],"domain_scores_gemma":[0.9960729,0.0020916485,0.00063931284,0.0006147992,0.00033201216,0.0002493597],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0033020182,0.00028642736,0.00035737653,0.0001323161,0.011192109,0.00009705253,0.0004498926,0.00039927795,0.000028719198],"category_scores_gemma":[0.0010766041,0.00021005337,0.000059918017,0.00075627863,0.0004837792,0.00018580307,0.000018139093,0.0031815062,0.000009859207],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002181592,0.0002232463,0.21927917,0.00069602026,0.000017653729,0.0000015486252,0.6541727,0.00020775375,0.00036460254,0.08835086,0.017145213,0.01932303],"study_design_scores_gemma":[0.0019588359,0.00051656057,0.1588407,0.019431394,0.00004706392,0.000031531144,0.7659028,0.0011655804,0.0000748013,0.011220693,0.040174223,0.00063579535],"about_ca_topic_score_codex":0.03789447,"about_ca_topic_score_gemma":0.4064958,"teacher_disagreement_score":0.36860135,"about_ca_system_score_codex":0.002509546,"about_ca_system_score_gemma":0.0021469726,"threshold_uncertainty_score":0.9991182},"labels":[],"label_agreement":null},{"id":"W2170680794","doi":"10.1111/j.1475-6773.2007.00710.x","title":"International Recruitment of Nurses: Policy and Practice in the United Kingdom","year":2007,"lang":"en","type":"article","venue":"Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"European Commission","keywords":"Kingdom; Medicine; Political science; Economic growth; Economics","score_opus":0.35129696024105683,"score_gpt":0.6597734336633806,"score_spread":0.30847647342232376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170680794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75817776,0.0015632936,0.000024832596,0.11857401,0.000645891,0.006583614,0.000033306427,0.00005634447,0.11434096],"genre_scores_gemma":[0.9719656,0.003714784,0.00093063945,0.02192541,0.0006061985,0.000241167,0.00006130553,0.000023662258,0.0005312457],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920038,0.0041194814,0.0009752809,0.00029932315,0.0013008892,0.0013012022],"domain_scores_gemma":[0.98708266,0.010850354,0.00047792424,0.00043400296,0.00086707575,0.00028799064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022241333,0.00011953914,0.00024234428,0.0009957808,0.0007282272,0.000018723204,0.0006262147,0.00016801986,0.00009398111],"category_scores_gemma":[0.0011171078,0.00008773399,0.000018772242,0.002399254,0.0001376158,0.00018807841,0.00027630513,0.0012525249,0.00006589],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035527877,0.0010774361,0.106796734,0.0076588206,0.00005787623,0.00007616647,0.5301922,0.00003217716,0.000053146676,0.27008477,0.005641826,0.0747761],"study_design_scores_gemma":[0.00071342103,0.00023155792,0.057010747,0.001318268,0.0000015247598,0.000008452903,0.15333971,0.00016105443,0.000002865562,0.0005684588,0.78658986,0.000054104432],"about_ca_topic_score_codex":0.15627116,"about_ca_topic_score_gemma":0.012670533,"teacher_disagreement_score":0.780948,"about_ca_system_score_codex":0.00078151573,"about_ca_system_score_gemma":0.0009705734,"threshold_uncertainty_score":0.8493473},"labels":[],"label_agreement":null},{"id":"W2170999718","doi":"10.1503/cmaj.1040479","title":"Foreign-trained physicians need residency spots","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Residency training; Medicine; Medical education; Family medicine; Continuing education","score_opus":0.018151855027701603,"score_gpt":0.3573341109034107,"score_spread":0.3391822558757091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170999718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47525427,0.00051539025,0.00035016396,0.3242249,0.004911404,0.00087883923,0.00007332944,0.00017479736,0.19361691],"genre_scores_gemma":[0.91512334,0.0002290781,0.00061307737,0.07280953,0.006070833,0.00002801557,0.00002233641,0.000044191678,0.0050595757],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99518734,0.0005135416,0.0009194418,0.00020246465,0.0016603742,0.0015168621],"domain_scores_gemma":[0.9955714,0.00038212736,0.0005207702,0.00017077966,0.00069355563,0.002661411],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0026169703,0.00017456006,0.0003471008,0.00021358221,0.0017240968,0.000032755135,0.00037784313,0.0008018189,0.007811424],"category_scores_gemma":[0.0036439912,0.00016713914,0.00011929888,0.000505926,0.00004402285,0.00020583915,0.000024176661,0.0024939706,0.0018249978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000036323025,0.00006102385,0.19458795,0.000074449774,0.00011306369,0.0010286155,0.006207288,0.000055567292,0.000010026153,0.042250548,0.733404,0.02217119],"study_design_scores_gemma":[0.004089484,0.00012228795,0.1595804,0.0017785791,0.000038238093,0.000103685845,0.015640868,0.000050610917,0.00000577752,0.038110312,0.78008,0.00039972697],"about_ca_topic_score_codex":0.032876756,"about_ca_topic_score_gemma":0.2384408,"teacher_disagreement_score":0.4398691,"about_ca_system_score_codex":0.0062476504,"about_ca_system_score_gemma":0.014060692,"threshold_uncertainty_score":0.9998073},"labels":[],"label_agreement":null},{"id":"W2171207237","doi":"","title":"Reasons for patient visit to a rural general practitioner (GP) practice in Kwa-Zulu Natal, South Africa compared with those in first world countries","year":2011,"lang":"en","type":"article","venue":"International Journal of Medicine and Medical Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sore throat; Family medicine; Headaches; Zulu; Rural area; Pediatrics; Psychiatry; Surgery","score_opus":0.0919824512541585,"score_gpt":0.4547941326060112,"score_spread":0.3628116813518527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171207237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77880436,0.0017885374,0.00042173962,0.20299964,0.0018770926,0.0007963901,0.000021707663,0.00001368432,0.013276818],"genre_scores_gemma":[0.9847375,0.00048553385,0.0049286257,0.008985019,0.00062309153,0.000046421123,0.0000035094083,0.0000061063397,0.00018415095],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99679756,0.0002196011,0.00083423906,0.00017236461,0.0015941134,0.0003821143],"domain_scores_gemma":[0.9966174,0.0017379409,0.00058345956,0.000063787615,0.00055961,0.00043784644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029795717,0.0001181718,0.00031577316,0.00045017956,0.00021566797,0.000013446694,0.00037286704,0.00007182374,0.0005472539],"category_scores_gemma":[0.0043486413,0.00006986689,0.000022733508,0.0004468368,0.00041828174,0.00042406618,0.00008288732,0.0004553848,0.0000061938113],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011630899,0.0011844846,0.27135205,0.00024610083,0.00018952,0.001641391,0.507231,0.0002905333,0.000013468295,0.03940876,0.14772312,0.019088652],"study_design_scores_gemma":[0.009200607,0.0038300515,0.032117523,0.016427565,0.00005861564,0.00035241834,0.16787322,0.0007989828,0.0000073762485,0.002681594,0.76635087,0.00030115581],"about_ca_topic_score_codex":0.0014493797,"about_ca_topic_score_gemma":0.0053006997,"teacher_disagreement_score":0.6186278,"about_ca_system_score_codex":0.00018071053,"about_ca_system_score_gemma":0.0006384154,"threshold_uncertainty_score":0.59920466},"labels":[],"label_agreement":null},{"id":"W2171863969","doi":"","title":"Rural women and pharmacologic therapy: needs and issues in rural Canada.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Rural area; Medicine; Medical prescription; Confidentiality; Qualitative research; Health care; Rural health; Family medicine; Nursing; Economic growth; Sociology","score_opus":0.043751299340091296,"score_gpt":0.352983131986555,"score_spread":0.3092318326464637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171863969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98004454,0.007049743,8.8867e-8,0.008436987,0.00044074215,0.0015030798,0.000010581829,0.000063125335,0.0024510918],"genre_scores_gemma":[0.9789562,0.0067348583,0.000016377462,0.0051598046,0.00018494681,0.0022378622,0.0000044718768,0.000015489786,0.0066899695],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978962,0.00029764764,0.00034895216,0.00014237774,0.00018403908,0.0011308097],"domain_scores_gemma":[0.9991372,0.00022458707,0.00009104371,0.00011808968,0.00004196146,0.00038710347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044257767,0.0001592894,0.00030610015,0.00009793141,0.00044101488,0.000005823761,0.00010850656,0.000120354074,0.00014499197],"category_scores_gemma":[0.000061770625,0.00013140346,0.000009384181,0.00029158217,0.00009914974,0.00011189614,0.000086589054,0.000371405,0.000005444204],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020100528,0.000028123479,0.9082527,0.00007628522,0.000014343148,0.000032815762,0.010672378,0.0000012079514,0.000009474705,0.00009972203,0.044353858,0.036258087],"study_design_scores_gemma":[0.0015183759,0.000021754633,0.83589447,0.000025454627,0.0000017454369,0.000007957452,0.010901257,0.000013905184,0.000008779141,0.00019020795,0.15127827,0.00013784012],"about_ca_topic_score_codex":0.28791347,"about_ca_topic_score_gemma":0.1550232,"teacher_disagreement_score":0.13289027,"about_ca_system_score_codex":0.0004904233,"about_ca_system_score_gemma":0.00025410426,"threshold_uncertainty_score":0.86039543},"labels":[],"label_agreement":null},{"id":"W2172008563","doi":"10.1111/j.1365-2834.2012.01430.x","title":"Nurse managers - a professional scope of responsibilities","year":2012,"lang":"en","type":"editorial","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Public relations; Context (archaeology); Scope (computer science); Nursing; Politics; Nursing management; Psychology; Sociology; Political science; Medicine","score_opus":0.044062127549495025,"score_gpt":0.4804516801444726,"score_spread":0.4363895525949776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172008563","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018199781,0.007636083,0.00007274776,0.0010818007,0.92706674,0.001476413,0.00006586692,0.000043870994,0.060736522],"genre_scores_gemma":[0.0037299143,0.0036083795,0.0077399258,0.00024992262,0.87984765,0.00006846314,0.00008769407,0.00020645422,0.10446162],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907724,0.0017078337,0.0030952825,0.00036899484,0.0028211277,0.0012343387],"domain_scores_gemma":[0.9907139,0.001990547,0.004689123,0.0007791732,0.0013952951,0.000431969],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0051335054,0.0005221291,0.001479103,0.0010222773,0.0005303109,0.000018529308,0.0009688785,0.0011020538,0.0007396847],"category_scores_gemma":[0.00078532007,0.000434883,0.00039684182,0.00048347464,0.00030228568,0.00035570405,0.0001816916,0.0031132796,0.00011739269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021409753,0.0005829684,0.000106105,0.0044187135,0.00029705823,0.00006841164,0.003586106,0.000014834353,0.0000036587473,0.0023019896,0.9761955,0.010283671],"study_design_scores_gemma":[0.0016007741,0.0003835687,0.00059728185,0.05399688,0.0006699153,0.000004171288,0.014361643,0.0000025241416,0.000004346753,0.0017020043,0.92637485,0.00030201723],"about_ca_topic_score_codex":0.000029619456,"about_ca_topic_score_gemma":0.000006088905,"teacher_disagreement_score":0.049820635,"about_ca_system_score_codex":0.0023741662,"about_ca_system_score_gemma":0.0011777747,"threshold_uncertainty_score":0.9998103},"labels":[],"label_agreement":null},{"id":"W2172034385","doi":"","title":"Rural medicine interest groups at McMaster University: a pilot study.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; Specialty; Demographics; Family medicine; Government (linguistics); Special Interest Group; Medicine; Medical school; Psychology; Political science; Demography; Sociology","score_opus":0.11588381182147511,"score_gpt":0.3690868631643335,"score_spread":0.25320305134285837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172034385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8918255,0.000181408,0.0000075666344,0.013243276,0.0008291101,0.0030519161,0.000006236344,0.00024657534,0.09060841],"genre_scores_gemma":[0.93141156,0.000040683335,0.0000147853325,0.003935566,0.00048732595,0.00010804992,0.000010835747,0.000015649483,0.06397556],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997433,0.00052749726,0.00043708642,0.00029356137,0.00027592052,0.0010329486],"domain_scores_gemma":[0.9986544,0.00024354941,0.0001879683,0.00035068174,0.00010241888,0.00046092836],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00070272083,0.00019729462,0.00037086857,0.00014166253,0.00064392376,0.0000043252826,0.0003355295,0.00008521601,0.0016029226],"category_scores_gemma":[0.00013947219,0.0001638158,0.000029504832,0.00038161632,0.000077322606,0.00014750444,0.00021326923,0.0004587914,0.00048222338],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004210225,0.0013231754,0.5302026,0.00019719884,0.00010116403,0.0002248828,0.014656798,0.0000023195034,0.00003144426,0.0074414215,0.25693715,0.18467161],"study_design_scores_gemma":[0.0029278768,0.0011268654,0.8462523,0.00015120406,0.000039509134,0.0000031297395,0.015948614,0.0000042943125,9.648392e-7,0.0003090638,0.1330795,0.00015664074],"about_ca_topic_score_codex":0.0006887676,"about_ca_topic_score_gemma":0.002264482,"teacher_disagreement_score":0.31604972,"about_ca_system_score_codex":0.0007910782,"about_ca_system_score_gemma":0.000030504172,"threshold_uncertainty_score":0.9993097},"labels":[],"label_agreement":null},{"id":"W2172157760","doi":"10.12927/hcq.2015.24117","title":"Optimizing Learning in Healthcare: How Island Health Is Evolving to Learn at the Speed of Change","year":2014,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of British Columbia","funders":"","keywords":"Health care; Quality (philosophy); Quality management; Nursing; Public relations; Business; Medical education; Psychology; Medicine; Knowledge management; Political science; Marketing; Computer science","score_opus":0.08166562213034358,"score_gpt":0.40822634020778714,"score_spread":0.3265607180774436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172157760","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30150586,0.0069382777,0.0002923302,0.6828349,0.0016016503,0.0053318813,0.00007968164,0.00030797752,0.0011074162],"genre_scores_gemma":[0.95091087,0.00039947452,0.00086095504,0.04324801,0.00086590735,0.0003121536,0.000054981625,0.00012050043,0.0032271477],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9887923,0.0047861934,0.0017918014,0.0009774587,0.0009365506,0.0027157136],"domain_scores_gemma":[0.9948319,0.0012788555,0.0011755027,0.0011144091,0.00055156247,0.0010477514],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0047324207,0.0005238922,0.0013072372,0.0004357799,0.0020906162,0.000036943926,0.0005886472,0.00048522867,0.0002634048],"category_scores_gemma":[0.00034008108,0.00043859865,0.00015939615,0.0012775614,0.00011248957,0.00028572584,0.00018811869,0.0022576156,0.00040436682],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000580159,0.00013009514,0.34009418,0.008139217,0.000033483622,0.000013472588,0.37255946,0.00009157015,0.000073059164,0.0033725274,0.047606133,0.22730665],"study_design_scores_gemma":[0.005771037,0.015443782,0.20315202,0.016010424,0.00003319597,0.00003596566,0.12835081,0.006872602,0.000040916446,0.001440298,0.6209989,0.001850014],"about_ca_topic_score_codex":0.071691774,"about_ca_topic_score_gemma":0.122339614,"teacher_disagreement_score":0.649405,"about_ca_system_score_codex":0.0017668422,"about_ca_system_score_gemma":0.0009423365,"threshold_uncertainty_score":0.9998066},"labels":[],"label_agreement":null},{"id":"W2173916089","doi":"10.3138/ptc.2014-53","title":"Mapping the Physiotherapy Profession in Saskatchewan: Examining Rural versus Urban Practice Patterns","year":2015,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Canadian Science Centre for Human and Animal Health","funders":"","keywords":"Medicine; Rural area; Health care; Work (physics); Nursing; Rural health; Health professionals; Family medicine; Political science","score_opus":0.07416065710014597,"score_gpt":0.4255120413919048,"score_spread":0.35135138429175883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2173916089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97636276,0.0014742867,0.000070660346,0.011269159,0.0044471244,0.0017748972,0.000028274682,0.00012925745,0.0044435514],"genre_scores_gemma":[0.98130023,0.000205072,0.00026222577,0.013824847,0.0012367327,0.00031419686,0.00003343423,0.00009513946,0.00272809],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9950729,0.0015278038,0.00076150213,0.00043615766,0.0009491391,0.0012524847],"domain_scores_gemma":[0.9964163,0.0016304269,0.0005319655,0.0007708227,0.00028545,0.00036505776],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009930374,0.00038946013,0.0004924309,0.00010615043,0.0007343204,0.000024773486,0.00058241497,0.00018316347,0.00026924076],"category_scores_gemma":[0.00015256698,0.00028605244,0.000048363392,0.0008267416,0.000056477096,0.00036789093,0.00010613574,0.001057393,0.000042439668],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006536555,0.0004963857,0.20625027,0.0008794279,0.00031235506,0.00012233914,0.2868064,0.0006385521,0.0037321432,0.0007237681,0.4322066,0.061295185],"study_design_scores_gemma":[0.0065046265,0.00027944945,0.026795,0.0015248455,0.0000089381365,0.0000018514562,0.64371955,0.0005899225,0.00008554124,0.00012954458,0.3198069,0.00055381056],"about_ca_topic_score_codex":0.8978174,"about_ca_topic_score_gemma":0.88862765,"teacher_disagreement_score":0.35691315,"about_ca_system_score_codex":0.002375899,"about_ca_system_score_gemma":0.004755295,"threshold_uncertainty_score":0.9999592},"labels":[],"label_agreement":null},{"id":"W2174867361","doi":"10.1111/jan.12859","title":"Learning from experience: improving the process of internationally educated nurses' application for registration — a study protocol","year":2015,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; College & Association of Registered Nurses of Alberta","funders":"Health Canada; Alberta Health","keywords":"Timeline; Licensure; Protocol (science); Process (computing); Medical education; Nursing shortage; Nursing; Medicine; Nurse education; Computer science; Alternative medicine","score_opus":0.05699059879547725,"score_gpt":0.5254588439210247,"score_spread":0.46846824512554747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2174867361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9296536,0.00005847656,0.01099901,0.0008761388,0.0009890686,0.056710288,0.000002043347,0.000026778987,0.00068460766],"genre_scores_gemma":[0.9766956,9.201731e-7,0.0037524633,0.00005579354,0.0005745689,0.018698005,0.000005147753,0.000020485993,0.00019700926],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9976764,0.0002692646,0.0011078188,0.0001656606,0.00053390063,0.00024697202],"domain_scores_gemma":[0.9949038,0.00036943782,0.0025091588,0.00016844049,0.0019309262,0.000118225216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010474322,0.0001193808,0.00026798944,0.00008567634,0.00036921544,0.000013768984,0.00029575493,0.00007495306,0.000008474675],"category_scores_gemma":[0.0012234091,0.00008552792,0.000049186117,0.0002488437,0.00006312573,0.0004357223,0.000014486205,0.00048385226,0.000001422175],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009467324,0.001896257,0.055078685,0.000482076,0.00007557499,0.000004257501,0.5632468,0.015993219,0.017021723,0.00061831984,0.0010491606,0.3350666],"study_design_scores_gemma":[0.0060198437,0.0026207285,0.008193426,0.0030115554,0.00006601238,0.000014025863,0.95787984,0.0045743776,0.0017305703,0.007207548,0.008493505,0.00018858863],"about_ca_topic_score_codex":0.00008645147,"about_ca_topic_score_gemma":0.000027628472,"teacher_disagreement_score":0.394633,"about_ca_system_score_codex":0.0005009983,"about_ca_system_score_gemma":0.0008403297,"threshold_uncertainty_score":0.34877273},"labels":[],"label_agreement":null},{"id":"W2175262719","doi":"10.7939/r3k35mr87","title":"Forms of Capital as Facilitators of Internationally Educated Nurses’ Integration into the Registered Nursing Workforce in Canada","year":2015,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Workforce; Capital (architecture); Nursing; Variety (cybernetics); Vocabulary; Business; Psychology; Medicine; Economic growth; Economics; Geography","score_opus":0.043500474217803196,"score_gpt":0.34902462162098163,"score_spread":0.30552414740317846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175262719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8047073,0.000010513811,0.00007028183,0.0006093455,0.00068571547,0.0009921135,0.000026341757,0.000027112199,0.19287127],"genre_scores_gemma":[0.9977189,0.0015374065,0.0002565375,0.000113848204,0.000034329732,0.000007932468,0.000048042668,0.000017091072,0.00026594524],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9977395,0.00044218803,0.0006195578,0.0002799678,0.00048037586,0.0004384202],"domain_scores_gemma":[0.9979545,0.00031657892,0.0005473521,0.00040521284,0.00062978215,0.00014661295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041860412,0.00019884005,0.00035225018,0.001973332,0.00015832276,0.0000051321167,0.0005379889,0.0001411141,0.000028816727],"category_scores_gemma":[0.00045641232,0.0001639129,0.00006381116,0.0042934963,0.00015927739,0.00032502422,0.00010389526,0.00046262582,0.000009492412],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0023063151,0.00041706543,0.1014171,0.00043713785,0.000117735064,0.000060171566,0.740336,0.00033252256,0.00002430709,0.044032652,0.0036549638,0.10686403],"study_design_scores_gemma":[0.0023814624,0.00031938538,0.004647047,0.0030682913,0.000051862004,0.000004469414,0.5103552,0.0005544341,0.0002553492,0.00018349754,0.477851,0.0003280044],"about_ca_topic_score_codex":0.9927767,"about_ca_topic_score_gemma":0.9902003,"teacher_disagreement_score":0.47419605,"about_ca_system_score_codex":0.004661054,"about_ca_system_score_gemma":0.0093563115,"threshold_uncertainty_score":0.9991599},"labels":[],"label_agreement":null},{"id":"W2175288427","doi":"10.2106/00004623-200309000-00009","title":"CRITICAL SHORTAGE OF ORTHOPAEDIC SERVICES IN ONTARIO, CANADA","year":2003,"lang":"en","type":"article","venue":"Journal of Bone and Joint Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Research Canada","funders":"","keywords":"Economic shortage; Medicine; Government (linguistics)","score_opus":0.03855570196374924,"score_gpt":0.33968558791900033,"score_spread":0.3011298859552511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175288427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924685,0.002293193,0.0000040397745,0.0010104427,0.0010358392,0.00009322219,0.000003575443,0.0000028737122,0.0030883173],"genre_scores_gemma":[0.9978765,0.00033005586,0.00019051698,0.0011882075,0.00006890422,0.0000022068405,0.0000011672295,0.000009121954,0.00033328592],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996825,0.00037350558,0.0019248019,0.00009698512,0.00036777338,0.00041196306],"domain_scores_gemma":[0.9974651,0.0012495773,0.0006262363,0.00010999389,0.0002739731,0.00027515832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025810506,0.00010712759,0.00084573333,0.00022402358,0.000115344454,0.0000038271305,0.000021463185,0.00011190103,0.00088186027],"category_scores_gemma":[0.0006260023,0.00008819664,0.00010627861,0.00015687715,0.000037724625,0.00014878466,0.000021870455,0.0007034672,0.0000016610365],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000703499,0.000046469948,0.9876191,0.0006993257,0.000010205109,0.00035068224,0.0006755581,0.0000031547154,0.000031799616,0.00046105427,0.009804035,0.00022824814],"study_design_scores_gemma":[0.00042385526,0.00006094246,0.9186517,0.003889576,0.000024609139,0.00008212831,0.0050975257,0.000005256066,0.000042485044,0.0006554325,0.07094384,0.00012262438],"about_ca_topic_score_codex":0.8440866,"about_ca_topic_score_gemma":0.9851837,"teacher_disagreement_score":0.14109713,"about_ca_system_score_codex":0.00028420065,"about_ca_system_score_gemma":0.0036517405,"threshold_uncertainty_score":0.96557516},"labels":[],"label_agreement":null},{"id":"W2176435756","doi":"10.1177/0840470415604773","title":"The LHIN adventure","year":2015,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"HOPE Innovations (Canada); St. Clair College","funders":"","keywords":"Mandate; Adventure; Christian ministry; Construct (python library); Corporate governance; Public relations; Healthcare system; Health care; Service (business); Business; Political science; Public administration; Marketing; Computer science; Law","score_opus":0.1210562430450129,"score_gpt":0.5139600286301645,"score_spread":0.39290378558515165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2176435756","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.081519e-8,0.89661866,0.000012124418,0.016177932,0.00651543,0.010668272,0.0001356016,0.00046079047,0.069411114],"genre_scores_gemma":[0.000001156297,0.912982,0.00018328615,0.00446967,0.00085383916,0.0033915471,0.00047347168,0.0001998728,0.07744516],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98917645,0.0029035227,0.0025806515,0.000990789,0.0011781014,0.0031704674],"domain_scores_gemma":[0.994202,0.0007579129,0.001590251,0.0022256933,0.0003740326,0.00085007626],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0032994328,0.00093983754,0.002366269,0.00026993555,0.0038428742,0.000054579228,0.0016718823,0.0016944907,0.00021499496],"category_scores_gemma":[0.00010134675,0.00058495236,0.00056176475,0.0010980159,0.00011952345,0.000101333455,0.0015121029,0.004364142,0.0061659347],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009832622,0.000011909933,0.000015475018,0.047374684,0.00007573507,0.000023207656,0.0000928838,9.0593645e-8,1.8255448e-11,0.037052784,0.3661523,0.5491911],"study_design_scores_gemma":[0.0002926569,0.00008868026,0.000003545141,0.042884525,0.00031273003,0.000005130148,0.005286643,0.0000022779243,4.144295e-10,0.0025677804,0.94811696,0.0004390648],"about_ca_topic_score_codex":0.0006118498,"about_ca_topic_score_gemma":0.0019834994,"teacher_disagreement_score":0.5819647,"about_ca_system_score_codex":0.0024818233,"about_ca_system_score_gemma":0.0012752005,"threshold_uncertainty_score":0.9996602},"labels":[],"label_agreement":null},{"id":"W2179320062","doi":"10.3138/jmvfh.1.1.7","title":"Fast facts on Veterans’ transition experiences","year":2015,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Veterans Affairs Canada","funders":"","keywords":"Transition (genetics); Psychology; Political science; Chemistry","score_opus":0.10971738179986983,"score_gpt":0.4264743793957442,"score_spread":0.31675699759587433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2179320062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96972024,0.021547306,0.00023923503,0.004439383,0.0019485458,0.0004729636,0.000022924442,0.000032823355,0.0015765862],"genre_scores_gemma":[0.97394633,0.004901184,0.0014251994,0.018981162,0.0006175374,0.000015035134,0.000007709717,0.00002119286,0.00008465307],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996073,0.0010912507,0.0013230346,0.00023593784,0.00059790345,0.00067885715],"domain_scores_gemma":[0.9977037,0.0003010196,0.00038721357,0.00020491537,0.00028241135,0.0011207423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019983505,0.00022855857,0.0006327809,0.00021189255,0.0005125039,0.0000050147246,0.00018421498,0.00015979455,0.000044233897],"category_scores_gemma":[0.000086593776,0.00017591543,0.00009847849,0.00017918814,0.000098601224,0.000315855,0.000020654894,0.00082418195,0.00004346409],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005037395,0.00041598623,0.004214215,0.0010585812,0.00006346527,0.00017553818,0.77691966,0.00028019477,0.00012245809,0.00018435123,0.11753132,0.09399685],"study_design_scores_gemma":[0.00911588,0.017970255,0.039857157,0.005303414,0.00003229145,0.00019454292,0.7780952,0.0005861498,0.00000981334,0.00093773653,0.14735702,0.00054054154],"about_ca_topic_score_codex":0.001217495,"about_ca_topic_score_gemma":0.000105865765,"teacher_disagreement_score":0.09345631,"about_ca_system_score_codex":0.00034322665,"about_ca_system_score_gemma":0.0007771796,"threshold_uncertainty_score":0.7173623},"labels":[],"label_agreement":null},{"id":"W2181599922","doi":"10.1071/hc10273","title":"Review of registration requirements for new part-time doctors in New Zealand, Australia, the United Kingdom, Ireland and Canada","year":2010,"lang":"en","type":"article","venue":"Journal of Primary Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kingdom; New Zealand studies; Political science; Northern ireland; Medicine; Optometry; Family medicine; History; Ethnology; Sociology; Social science","score_opus":0.08343694271688289,"score_gpt":0.436814476223129,"score_spread":0.3533775335062461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181599922","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81421155,0.036770202,0.000022873635,0.13956133,0.00419529,0.0045697233,0.00014322795,0.000018476261,0.00050733605],"genre_scores_gemma":[0.36122033,0.1795672,0.022525974,0.36875364,0.016657127,0.00019781677,0.0019514738,0.00040995807,0.048716467],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99650073,0.0004259725,0.0019268363,0.00015867416,0.00045729085,0.00053047505],"domain_scores_gemma":[0.9960209,0.00054958666,0.0020904508,0.00028268952,0.00049959205,0.00055679394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020285042,0.00016783888,0.00066275086,0.00011349253,0.00027214954,0.000006976784,0.00024869211,0.0001503731,0.0001442386],"category_scores_gemma":[0.0005745671,0.00011743198,0.00006251781,0.0002927241,0.000037583482,0.00013864545,0.000038352817,0.00094479433,0.0000017668535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019711189,0.000013333788,0.042969916,0.008619073,0.000014326644,0.0000041317753,0.001000069,0.0000030439617,0.000018777497,0.00016003104,0.9444578,0.0025423348],"study_design_scores_gemma":[0.0017234017,0.0003299892,0.026936261,0.015110843,0.000035208035,0.0000147839055,0.00039304356,0.0000018369149,0.0000037596537,0.00010888036,0.9552445,0.000097493896],"about_ca_topic_score_codex":0.7029995,"about_ca_topic_score_gemma":0.7545793,"teacher_disagreement_score":0.45299122,"about_ca_system_score_codex":0.0009296329,"about_ca_system_score_gemma":0.013592655,"threshold_uncertainty_score":0.9919994},"labels":[],"label_agreement":null},{"id":"W2181722349","doi":"10.22605/rrh1971","title":"Psychogeriatric care: building rural community capacity","year":2012,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mental health; Relocation; Context (archaeology); Decentralization; Ethnic group; Focus group; Capacity building; Medicine; Rural area; Nursing; Geography; Economic growth; Sociology; Political science; Psychiatry","score_opus":0.06041401164439081,"score_gpt":0.4284047672318643,"score_spread":0.3679907555874735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181722349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755571,0.009680488,0.00016142183,0.005848748,0.0024754186,0.0010243303,0.000025059278,0.00025851687,0.004968909],"genre_scores_gemma":[0.98517114,0.0025400517,0.0039828066,0.006619535,0.0012325812,0.000008061835,0.00003228775,0.00003468741,0.00037887308],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9949362,0.0021061616,0.00075771066,0.00015498865,0.00028015862,0.0017647612],"domain_scores_gemma":[0.9976143,0.00036154,0.00037023888,0.0004840137,0.00012166615,0.0010482373],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017234765,0.000279458,0.00053551875,0.00010564649,0.0041082976,0.000011859749,0.00021778667,0.0002952339,0.00013134215],"category_scores_gemma":[0.000070875736,0.0002226602,0.00007278162,0.00039189792,0.00011144641,0.0002386107,0.00018831917,0.0018101957,0.00025971496],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043362624,0.00034363221,0.2377913,0.009468431,0.00006886764,0.0000016371432,0.13660812,0.000009976052,0.0004583174,0.026931997,0.030045526,0.55783856],"study_design_scores_gemma":[0.0030212156,0.00070008077,0.6479737,0.0036005543,0.000047790138,0.00006829134,0.15410368,0.00014737884,0.000029758094,0.0057602488,0.1835647,0.000982625],"about_ca_topic_score_codex":0.04503381,"about_ca_topic_score_gemma":0.0010244822,"teacher_disagreement_score":0.5568559,"about_ca_system_score_codex":0.00060857105,"about_ca_system_score_gemma":0.00021869835,"threshold_uncertainty_score":0.9971882},"labels":[],"label_agreement":null},{"id":"W2181758427","doi":"","title":"The contribution of Memorial University's medical school to rural physician supply.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Odds ratio; Physician supply; Logistic regression; Family medicine; Medical school; Confidence interval; Residency training; Rural area; Gerontology; Demography; Medical education; Population; Internal medicine; Continuing education; Environmental health; Sociology","score_opus":0.022561579730175682,"score_gpt":0.3268043313196917,"score_spread":0.304242751589516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181758427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9442501,0.00023250881,0.00010115264,0.027457744,0.003714,0.0035305677,0.00003725479,0.00014283843,0.0205338],"genre_scores_gemma":[0.99296075,0.00019435093,0.00001948498,0.0017929832,0.0011127664,0.00016584877,0.000015435897,0.000009356752,0.003729027],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99754673,0.00058587774,0.0003531796,0.00013905266,0.000559731,0.00081540475],"domain_scores_gemma":[0.99784654,0.0006976537,0.0001537985,0.0002634013,0.00026955153,0.0007690407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001048626,0.000098693636,0.00023269316,0.00004799094,0.0011444687,0.0000026359228,0.00036803476,0.00017943663,0.00017173465],"category_scores_gemma":[0.0021156552,0.00007454585,0.000059129503,0.00037594014,0.00013938369,0.00008592234,0.00015439653,0.0004082354,0.00024010491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025815999,0.000186815,0.1974909,0.000084460065,0.00010302547,0.000066611225,0.0022093118,0.000013374041,0.000020873102,0.044683184,0.6542461,0.098313734],"study_design_scores_gemma":[0.0017194386,0.000037976108,0.40493178,0.000098532655,0.000015252841,0.0000021174028,0.002630233,0.000024000097,0.00005816087,0.0002643943,0.5901055,0.00011264532],"about_ca_topic_score_codex":0.00081575377,"about_ca_topic_score_gemma":0.0005792206,"teacher_disagreement_score":0.20744088,"about_ca_system_score_codex":0.00039389989,"about_ca_system_score_gemma":0.00051831064,"threshold_uncertainty_score":0.8802443},"labels":[],"label_agreement":null},{"id":"W2181794835","doi":"","title":"Response of rural physicians in a non-fee-for-service environment to acute increases in demand due to physician shortages.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Staffing; Proxy (statistics); Medicine; Economic shortage; Family medicine; Payment; Service (business); Health care; Acute care; Workload; Emergency medicine; Nursing; Medical emergency; Business; Finance; Management; Political science","score_opus":0.024640759310908155,"score_gpt":0.3516893611418943,"score_spread":0.32704860183098616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181794835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98783714,0.000078343575,0.00020502234,0.0039197337,0.00015879539,0.0065954104,0.00010368036,0.00003507557,0.0010668103],"genre_scores_gemma":[0.98036814,0.000018114495,0.00058385415,0.013483973,0.00015295988,0.0048484677,0.000021557762,0.000042493662,0.00048041547],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964588,0.00039820146,0.0009323492,0.0003370698,0.00033475054,0.0015388293],"domain_scores_gemma":[0.99776655,0.0010799723,0.00020091716,0.00046668638,0.000067062734,0.00041878235],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0028974921,0.00024540917,0.00060903694,0.00036218695,0.00014455132,0.000005068995,0.00033215524,0.0001818362,0.000013165176],"category_scores_gemma":[0.00020433815,0.0002535548,0.00006269109,0.00097360916,0.000029406894,0.00011434798,0.00020399103,0.00030879767,0.0000887355],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.048238996,0.002665991,0.5914426,0.0016329413,0.00018234678,0.00028191388,0.057747237,0.0022437826,0.007478106,0.0007762449,0.015562689,0.2717472],"study_design_scores_gemma":[0.0013063102,0.000114778064,0.9833158,0.0005047851,0.000019263402,5.624919e-7,0.006583121,0.000028051956,0.0007599628,0.00011857136,0.0070152944,0.00023346023],"about_ca_topic_score_codex":0.0044090208,"about_ca_topic_score_gemma":0.007967201,"teacher_disagreement_score":0.39187327,"about_ca_system_score_codex":0.0008033847,"about_ca_system_score_gemma":0.000080741534,"threshold_uncertainty_score":0.99999166},"labels":[],"label_agreement":null},{"id":"W2182017257","doi":"","title":"Bridging the gap in population health for rural and Aboriginal communities: a needs assessment of public health training for rural primary care physicians.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; Providence Health Care","funders":"","keywords":"Public health; Health promotion; Nursing; Population health; Focus group; Health care; Community health; Population; Medicine; Rural health; General partnership; Remuneration; Rural area; Medical education; Environmental health; Political science; Sociology","score_opus":0.12676620551735843,"score_gpt":0.4530791406154743,"score_spread":0.3263129350981159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182017257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9646486,0.0023176158,0.0052298997,0.015402458,0.00062583043,0.010556881,0.00017454212,0.00009354619,0.0009506515],"genre_scores_gemma":[0.98710823,0.00022544319,0.001561273,0.006650027,0.00027243918,0.0034266685,0.0006472964,0.000039240367,0.000069388545],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99585456,0.00069246744,0.0011557036,0.0001465354,0.00031273402,0.0018380277],"domain_scores_gemma":[0.99717695,0.0012120003,0.00081196683,0.00030317812,0.00021457742,0.000281313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006645447,0.00020671764,0.00063259545,0.00028034663,0.0012800952,0.000023913411,0.00022851472,0.00011322684,0.0000021470262],"category_scores_gemma":[0.000059574093,0.00017795835,0.00007820357,0.00048339792,0.00009053345,0.00024555103,0.00004965442,0.0005063589,1.4948216e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001036674,0.000050057646,0.24173339,0.0029402236,0.000015693831,9.9830075e-8,0.07546496,0.000019743895,5.5752724e-7,0.008229613,0.00045910678,0.6709829],"study_design_scores_gemma":[0.0014764228,0.00012607593,0.76250434,0.0006567463,0.0000062431454,8.327049e-7,0.2248785,0.00054483843,1.5223411e-7,0.000236264,0.009456908,0.00011265414],"about_ca_topic_score_codex":0.011676963,"about_ca_topic_score_gemma":0.010793741,"teacher_disagreement_score":0.67087024,"about_ca_system_score_codex":0.0020052663,"about_ca_system_score_gemma":0.00085486675,"threshold_uncertainty_score":0.99490434},"labels":[],"label_agreement":null},{"id":"W2182089748","doi":"10.22605/rrh1488","title":"Understanding rural practice: implications for occupational therapy education in Canada","year":2010,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Occupational therapy; Medicine; Medical education; Nursing; Psychology; Physical therapy","score_opus":0.1326341053391996,"score_gpt":0.49275969057187474,"score_spread":0.3601255852326751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182089748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7786401,0.0015566191,0.0011169915,0.20843224,0.0028828788,0.0036532686,0.00011109152,0.000064433276,0.0035423846],"genre_scores_gemma":[0.97609895,0.0022107798,0.004912378,0.015582845,0.0004323251,0.000054106138,0.00016366458,0.000019561192,0.00052536593],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99839765,0.00018780428,0.00052506814,0.00017139401,0.00013857688,0.0005795375],"domain_scores_gemma":[0.99828005,0.0007747013,0.0003040301,0.00018648773,0.00015968349,0.00029503013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060212676,0.00012552303,0.00020921243,0.000071723625,0.0010754737,0.000009492979,0.00009007507,0.00011196968,0.000046153313],"category_scores_gemma":[0.00017268342,0.000105317406,0.000020129444,0.00019557474,0.000031096028,0.0001545192,0.00002179365,0.0005180751,0.0000047716394],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005560901,0.00013209508,0.3385095,0.000603407,0.000017622016,3.6244487e-7,0.0026400082,0.000009720769,0.00014812744,0.14379203,0.07736085,0.43623018],"study_design_scores_gemma":[0.0015238887,0.00012994852,0.7120837,0.00054024096,0.00000513976,0.000017860999,0.03147581,0.0006451073,0.0000020414268,0.022786556,0.23053372,0.00025600637],"about_ca_topic_score_codex":0.8890575,"about_ca_topic_score_gemma":0.9416707,"teacher_disagreement_score":0.43597418,"about_ca_system_score_codex":0.0016517522,"about_ca_system_score_gemma":0.0170518,"threshold_uncertainty_score":0.9885206},"labels":[],"label_agreement":null},{"id":"W2182176990","doi":"10.5430/jnep.v6n4p1","title":"Characteristics of commuting and non-commuting rural-dwelling nurses in eastern Washington","year":2015,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Salary; Workforce; Rural area; Descriptive statistics; Work (physics); Health care; Sample (material); Nursing; Medicine; Geography; Business; Socioeconomics; Economic growth; Sociology; Political science; Engineering","score_opus":0.1336383989396716,"score_gpt":0.5152733165950083,"score_spread":0.3816349176553367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182176990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9749718,0.0017922486,0.0000667404,0.008742896,0.0031958458,0.00018560537,0.0000011809037,0.0000065569943,0.011037169],"genre_scores_gemma":[0.9939577,0.00058364903,0.0040798197,0.00065317785,0.0004342417,0.0000016506801,0.0000030546933,0.000013615385,0.00027308858],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9976845,0.00085712515,0.00091927155,0.00007791114,0.00022409362,0.00023711666],"domain_scores_gemma":[0.9950216,0.0021306516,0.0017771913,0.00011894456,0.00074026705,0.00021138154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032082591,0.000102387115,0.00031534236,0.0001680242,0.00032931124,0.000027505243,0.00009974287,0.00011131354,0.0000068803492],"category_scores_gemma":[0.0037784413,0.000094720635,0.000019264677,0.00017763229,0.00006151601,0.0006746022,0.000033582324,0.0007632878,0.000002772517],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000834782,0.0009258287,0.4309183,0.0004994589,0.00002371747,0.0000049455816,0.3677365,0.000023468758,0.00027287574,0.00038895805,0.004107465,0.1942637],"study_design_scores_gemma":[0.0017856722,0.0004239707,0.13589635,0.02552051,0.00017390792,0.0006193577,0.77570325,0.0010892481,0.000036546142,0.000985367,0.057517137,0.0002486712],"about_ca_topic_score_codex":0.00033376907,"about_ca_topic_score_gemma":0.000009094868,"teacher_disagreement_score":0.40796676,"about_ca_system_score_codex":0.00022836227,"about_ca_system_score_gemma":0.0005901276,"threshold_uncertainty_score":0.452342},"labels":[],"label_agreement":null},{"id":"W2182226872","doi":"","title":"Rural surgical services in two Canadian provinces.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural area; Rural health; Family medicine","score_opus":0.02134208543985201,"score_gpt":0.35569965608244386,"score_spread":0.33435757064259186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182226872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.785279,0.00052881654,1.2593745e-7,0.003522765,0.0005552106,0.0017816911,0.00002185038,0.00009511264,0.20821543],"genre_scores_gemma":[0.9879808,0.000018891014,0.000029871557,0.0011236963,0.0005833977,0.002300088,0.00005285963,0.000019600762,0.00789084],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971513,0.00027044612,0.00050829764,0.00021718882,0.00020929692,0.0016434272],"domain_scores_gemma":[0.99898,0.00014641846,0.00010274022,0.00022472948,0.000061503655,0.0004846134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065435044,0.00014061404,0.00023733437,0.00016637387,0.00033266444,0.000013545307,0.00023655385,0.00013944818,0.00024960772],"category_scores_gemma":[0.000017414632,0.00012645702,0.000031073054,0.00038784536,0.000035712117,0.00013849167,0.000052919782,0.000431935,0.0003119136],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035460096,0.000023855639,0.97752446,0.000138882,0.0000019867064,0.000076736134,0.0002522051,0.000023464663,8.36e-8,0.0042219367,0.004406671,0.013294248],"study_design_scores_gemma":[0.00078787445,0.0000031758443,0.70311075,0.000079344,0.0000025505733,0.0000022639085,0.0006904696,0.000045381836,0.0000014229494,0.0007771348,0.29439142,0.00010817128],"about_ca_topic_score_codex":0.9282588,"about_ca_topic_score_gemma":0.9846597,"teacher_disagreement_score":0.28998476,"about_ca_system_score_codex":0.0010979372,"about_ca_system_score_gemma":0.0004133651,"threshold_uncertainty_score":0.51567674},"labels":[],"label_agreement":null},{"id":"W2182362527","doi":"10.22605/rrh2496","title":"One program, multiple training sites: does site of family medicine training influence professional practice location?","year":2013,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Metropolitan area; Family medicine; Training (meteorology); Rural area; Medicine; Medical education; Geography","score_opus":0.09144169237157493,"score_gpt":0.4559936866073949,"score_spread":0.36455199423581996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182362527","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9407059,0.0028797132,0.00012172032,0.049773455,0.0005781286,0.0038937666,0.000017508872,0.00025311238,0.0017766975],"genre_scores_gemma":[0.9648033,0.0015957922,0.020231135,0.011656115,0.00044674083,0.000090993104,0.000085290085,0.0000357686,0.0010548993],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99560225,0.00081093045,0.0014641256,0.0004036431,0.0006056222,0.0011134044],"domain_scores_gemma":[0.99525183,0.0018132306,0.0010737432,0.0003292785,0.0008696802,0.0006622314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017338617,0.00027738023,0.0007651599,0.00014217981,0.0011836471,0.000011059499,0.00016689241,0.00026754322,0.00012552242],"category_scores_gemma":[0.0013530704,0.00018413221,0.000046816127,0.00059416366,0.00031869087,0.0005222418,0.00011352241,0.00091618265,0.00008385455],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002538511,0.0002620344,0.024675973,0.0052300016,0.00006614721,0.0000030062108,0.13962069,0.000035641973,0.0015648848,0.0011150123,0.0030380024,0.82413477],"study_design_scores_gemma":[0.00404991,0.0018405177,0.5765285,0.02435401,0.00006737124,0.000020362697,0.32317922,0.008128229,0.0000092254695,0.0026554072,0.058560982,0.00060627883],"about_ca_topic_score_codex":0.021855524,"about_ca_topic_score_gemma":0.0010276929,"teacher_disagreement_score":0.82352847,"about_ca_system_score_codex":0.00017728783,"about_ca_system_score_gemma":0.0011071798,"threshold_uncertainty_score":0.984658},"labels":[],"label_agreement":null},{"id":"W2182815123","doi":"","title":"Having a regular doctor: rural, semi-urban and urban differences in Newfoundland.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Residence; Logistic regression; Confidence interval; Demography; Odds ratio; Medicine; Rural area; Gerontology","score_opus":0.04423103185695012,"score_gpt":0.33593301410615556,"score_spread":0.29170198224920546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182815123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98295534,0.0021930058,0.000007667536,0.003160084,0.0006337065,0.0018062833,0.000011327162,0.00016498382,0.009067599],"genre_scores_gemma":[0.9921985,0.00026963165,0.00010175687,0.00093475677,0.0003900644,0.0015850783,0.000013547572,0.000025777654,0.004480844],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972803,0.00026394633,0.00058867485,0.00034190164,0.0002783499,0.0012468371],"domain_scores_gemma":[0.99879587,0.00023948823,0.00017210709,0.00033197633,0.000053554286,0.00040702126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063779444,0.00022090947,0.00041336025,0.0001450047,0.00046074734,0.000031097017,0.00021574227,0.00025206027,0.00006178575],"category_scores_gemma":[0.00021668986,0.00018845408,0.000036928897,0.00034012797,0.00010037986,0.00021121874,0.0001417816,0.000562138,0.00005340818],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043244887,0.00003794876,0.9872723,0.00015266212,0.0000073067786,0.000011669239,0.0031685415,0.000002462138,0.000003091946,0.0037773068,0.0028883975,0.0026350475],"study_design_scores_gemma":[0.0014569733,0.000026981246,0.9661519,0.00046940582,0.000011046342,0.0000024057745,0.0017255333,0.000009574121,0.0000026055684,0.002668031,0.027271386,0.000204144],"about_ca_topic_score_codex":0.008409005,"about_ca_topic_score_gemma":0.007707134,"teacher_disagreement_score":0.024382988,"about_ca_system_score_codex":0.0007387665,"about_ca_system_score_gemma":0.0001243149,"threshold_uncertainty_score":0.9981941},"labels":[],"label_agreement":null},{"id":"W2183201155","doi":"","title":"Big cities and bright lights: rural- and northern-trained physicians in urban practice.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Popularity; Spouse; Medical education; Work (physics); Rural area; Qualitative research; Medical practice; Family medicine; Psychology; Medicine; Sociology; Social psychology; Social science","score_opus":0.02858968226013652,"score_gpt":0.3446514996964387,"score_spread":0.3160618174363022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183201155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94051474,0.0025798443,0.000017229857,0.008030839,0.000555112,0.0018363901,0.000012530447,0.00012203723,0.046331283],"genre_scores_gemma":[0.9889668,0.00046269933,0.0001328452,0.0043474897,0.00059965893,0.0005187879,0.000009279026,0.000030049989,0.004932387],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976321,0.00025455916,0.00052893354,0.0002666772,0.00022006634,0.001097657],"domain_scores_gemma":[0.99818945,0.000986081,0.00023270251,0.00021715398,0.00011013566,0.00026446278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012898163,0.00018376057,0.0003075413,0.000144872,0.00039699502,0.000019734089,0.00009996136,0.00019001166,0.000013931904],"category_scores_gemma":[0.0003890827,0.00015933161,0.00002185811,0.00031255672,0.00012824843,0.0002505836,0.00008143057,0.00046933728,0.000021925318],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039590913,0.00011641685,0.59451985,0.00038496486,0.000033416756,0.00006650364,0.02396716,6.1578885e-7,0.000009648434,0.004424431,0.006040354,0.3700407],"study_design_scores_gemma":[0.00090423576,0.0000231362,0.7371203,0.0001947364,0.000016352114,0.000005002048,0.013757344,0.0000045737893,0.000015310361,0.0008145822,0.24697173,0.00017273646],"about_ca_topic_score_codex":0.00225385,"about_ca_topic_score_gemma":0.012653263,"teacher_disagreement_score":0.36986798,"about_ca_system_score_codex":0.00020939512,"about_ca_system_score_gemma":0.000059135673,"threshold_uncertainty_score":0.70608175},"labels":[],"label_agreement":null},{"id":"W2183272137","doi":"","title":"Use of dental services by immigrant Canadians.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Immigration; Foreign born; Dental insurance; Dental care; Native-Born; Population; Medicine; Dental health; Demography; Health care; Family medicine; Gerontology; Geography; Environmental health; Political science; Sociology; Law","score_opus":0.030176772149153992,"score_gpt":0.31937715729225447,"score_spread":0.2892003851431005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183272137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98742825,0.00093087775,0.0000030682809,0.0010414557,0.0005265017,0.0013445206,0.0002810355,0.00007308905,0.008371224],"genre_scores_gemma":[0.985436,0.000038072492,0.000080640566,0.0015953073,0.00014591984,0.00083174545,0.00010610816,0.00002054036,0.0117456615],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980564,0.00015495642,0.00050420174,0.00018760719,0.00022282444,0.0008740006],"domain_scores_gemma":[0.99904245,0.00017262179,0.000204502,0.00024107117,0.00008287349,0.00025648368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023900489,0.00011906643,0.0002272838,0.000063947016,0.00024083219,0.0000074371496,0.00016843122,0.00014880698,0.00013499123],"category_scores_gemma":[0.00002244655,0.00010950041,0.000041624025,0.00021772766,0.00004199168,0.00014821775,0.000045502486,0.00019664064,0.000071492585],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052193795,0.00006410796,0.80928,0.0004562322,0.000014290306,0.000007395209,0.00057657494,0.0000099434865,0.000037495913,0.00092863396,0.18016046,0.008412658],"study_design_scores_gemma":[0.00033632724,0.0000074985082,0.60366815,0.000079503225,0.000013283579,8.3190764e-7,0.0013655613,0.000020401612,0.00010242502,0.000106382875,0.39418882,0.00011076979],"about_ca_topic_score_codex":0.65635693,"about_ca_topic_score_gemma":0.35048753,"teacher_disagreement_score":0.3058694,"about_ca_system_score_codex":0.00023648131,"about_ca_system_score_gemma":0.000071186216,"threshold_uncertainty_score":0.6613644},"labels":[],"label_agreement":null},{"id":"W2183749870","doi":"","title":"Perceived preparedness for family practice: does rural background matter?","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Preparedness; Rural area; Medicine; Likert scale; Family medicine; Population; Feeling; Environmental health; Psychology; Social psychology","score_opus":0.05721352653088133,"score_gpt":0.40017672254104353,"score_spread":0.3429631960101622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183749870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9164648,0.0002614775,0.000082835795,0.011411261,0.0031164566,0.01158002,0.000056775072,0.00028871268,0.056737676],"genre_scores_gemma":[0.9014944,0.00007226452,0.0015280355,0.012315173,0.0008313509,0.04657005,0.000060912087,0.000069156275,0.037058666],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99638045,0.0004893606,0.00074748346,0.00040127276,0.00032055133,0.001660908],"domain_scores_gemma":[0.9965021,0.0014836338,0.00037455218,0.0005550227,0.00060158194,0.00048310257],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00080778025,0.00025952313,0.0003927626,0.00007391354,0.00084284955,0.000064116306,0.00036181355,0.0002954306,0.0012538228],"category_scores_gemma":[0.00048644593,0.00018771223,0.000095557836,0.00017995371,0.000080043224,0.0008401612,0.00014877137,0.00040101627,0.0024955028],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000578683,0.00025382417,0.06301824,0.001418871,0.000116259755,0.000003901784,0.011256377,0.000005138617,0.00008176081,0.0015364075,0.8736712,0.04805936],"study_design_scores_gemma":[0.0011187664,0.000027398375,0.64101714,0.00011234414,0.00004202033,0.0000023098141,0.06310369,0.00004119894,0.0000026712685,0.0012854873,0.29298908,0.00025790464],"about_ca_topic_score_codex":0.003136348,"about_ca_topic_score_gemma":0.00014862619,"teacher_disagreement_score":0.5806821,"about_ca_system_score_codex":0.0005454568,"about_ca_system_score_gemma":0.00015180458,"threshold_uncertainty_score":0.9996592},"labels":[],"label_agreement":null},{"id":"W2184036177","doi":"10.22605/rrh2151","title":"Going the distance: early results of a distributed medical education initiative for Royal College residencies in Canada","year":2012,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Specialty; Economic shortage; Medical education; Medicine; Rural area; Family medicine","score_opus":0.03167448787098303,"score_gpt":0.38574111157070057,"score_spread":0.35406662369971753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2184036177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93268543,0.0056931227,0.00012676898,0.055800717,0.0011662788,0.0021265438,0.0009431111,0.000020879255,0.0014371503],"genre_scores_gemma":[0.9952629,0.00064219284,0.0002582124,0.002959008,0.00025369582,0.000025617963,0.000095616895,0.000009418265,0.0004933057],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973848,0.0005800782,0.0008275739,0.00013228123,0.0003427628,0.0007325221],"domain_scores_gemma":[0.9976627,0.0012420258,0.00039451066,0.00015894276,0.00014427761,0.00039751845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015256725,0.0001160555,0.00031863002,0.00003166652,0.00060303754,0.0000022733582,0.00011889058,0.00010939304,0.000017041393],"category_scores_gemma":[0.0011046617,0.000074383046,0.000021365326,0.0002516376,0.000075984695,0.000069136964,0.00005380084,0.00039615892,0.0000019266645],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00251173,0.00022801089,0.43860123,0.0046846243,0.000039092592,0.000004028586,0.04124392,0.000010805066,0.0000017572333,0.03041479,0.41297647,0.06928356],"study_design_scores_gemma":[0.002085949,0.00020851253,0.85140866,0.005989605,0.000009598062,0.0000035696708,0.052639537,0.0013740235,0.000004235759,0.0013566351,0.08473211,0.00018755453],"about_ca_topic_score_codex":0.8875198,"about_ca_topic_score_gemma":0.922957,"teacher_disagreement_score":0.41280746,"about_ca_system_score_codex":0.0010659236,"about_ca_system_score_gemma":0.011765027,"threshold_uncertainty_score":0.99383736},"labels":[],"label_agreement":null},{"id":"W2184214573","doi":"","title":"Myocardial infarction in Québec rural and urban populations between 1995 and 1997.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Rurality; Census; Socioeconomic status; Demography; Rural area; Medicine; Geography; Incidence (geometry); Myocardial infarction; Population; Environmental health; Cardiology","score_opus":0.056444666062122735,"score_gpt":0.37759372474142816,"score_spread":0.32114905867930543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2184214573","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988693,0.00096601434,0.000025727828,0.0027163932,0.00044721938,0.0013757433,0.000019222442,0.000074258,0.0056824423],"genre_scores_gemma":[0.99740094,0.00006237561,0.000108180415,0.00061093137,0.0005126076,0.00037249102,0.00003921151,0.000015016871,0.00087825157],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99828345,0.00016763901,0.00048319224,0.00018450344,0.00015112989,0.0007300749],"domain_scores_gemma":[0.99907815,0.00032544413,0.00011226022,0.00014077229,0.00003608849,0.00030729503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010692374,0.00011694846,0.00022705435,0.00015503913,0.00040378806,0.000009187412,0.000053483804,0.00019474312,0.000017659424],"category_scores_gemma":[0.00019998968,0.00011393193,0.000024478324,0.00025093366,0.00006450767,0.00015073112,0.00007739767,0.00039492804,0.00001737418],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031236552,0.0000067912024,0.9387316,0.000038033155,0.0000064521973,9.764263e-7,0.0011524992,5.8536716e-7,3.8697974e-7,0.00053600466,0.0021935208,0.057301924],"study_design_scores_gemma":[0.00054475176,0.000011678436,0.9228995,0.00004493069,0.0000152526345,0.0000010127958,0.0010039167,0.0000049598348,6.12777e-7,0.00045952146,0.07491838,0.00009546944],"about_ca_topic_score_codex":0.048624884,"about_ca_topic_score_gemma":0.058251314,"teacher_disagreement_score":0.072724864,"about_ca_system_score_codex":0.00033671162,"about_ca_system_score_gemma":0.00006714363,"threshold_uncertainty_score":0.9589331},"labels":[],"label_agreement":null},{"id":"W2184617522","doi":"","title":"Physician satisfaction and practice intentions in Northwestern Ontario.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Logistic regression; Family medicine; Population; Thunder; Medicine; Psychology; Affect (linguistics); Demography; Geography; Environmental health; Sociology","score_opus":0.08154567926939206,"score_gpt":0.3780178587552359,"score_spread":0.29647217948584387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2184617522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9440357,0.00013154735,0.000017837308,0.001937374,0.00054627843,0.0013747202,0.0000039536526,0.000072767776,0.05187983],"genre_scores_gemma":[0.9916978,0.00015378743,0.00024362521,0.0025303187,0.00011376491,0.001600197,0.0000073831047,0.0000131909665,0.0036399518],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983387,0.00032614416,0.0003632401,0.00021727233,0.00020365542,0.00055098213],"domain_scores_gemma":[0.9989471,0.0004422578,0.00016546916,0.00017423752,0.00010944791,0.00016148969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045524075,0.00010268309,0.00017227692,0.00008699294,0.00045502555,0.000005246632,0.000047051013,0.00010885102,0.000032476422],"category_scores_gemma":[0.00019594743,0.00010174222,0.000021215013,0.00020971999,0.00005249652,0.00039613753,0.000058548372,0.0005048809,0.00007967579],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007176143,0.00004203057,0.9649713,0.000032153566,0.0000071467784,0.000014802538,0.006893789,0.0000024662668,0.0000015100462,0.00025732818,0.001103474,0.02660226],"study_design_scores_gemma":[0.00050464325,0.000011954673,0.9409219,0.00005172643,0.000009089545,0.000012957651,0.0036800285,0.0000033337049,7.226974e-7,0.00013347321,0.05458808,0.000082111095],"about_ca_topic_score_codex":0.23422949,"about_ca_topic_score_gemma":0.7504127,"teacher_disagreement_score":0.5161832,"about_ca_system_score_codex":0.0006015104,"about_ca_system_score_gemma":0.00015789743,"threshold_uncertainty_score":0.77086985},"labels":[],"label_agreement":null},{"id":"W2184855334","doi":"10.1186/s12960-015-0093-4","title":"Health worker migration from South Africa: causes, consequences and policy responses","year":2015,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Balsillie School of International Affairs; Dalhousie University; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Social policy; Health services research; Health administration; Health policy; Public health; Animal ecology; Health economics; Medicine; Political science; Development economics; Environmental health; Economics; Nursing; Biology","score_opus":0.15510118307630474,"score_gpt":0.4674880796205518,"score_spread":0.312386896544247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2184855334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8627859,0.016624197,0.00017976658,0.113599665,0.0004618599,0.003495981,0.0008303838,0.00047587388,0.0015464032],"genre_scores_gemma":[0.97271913,0.00041810295,0.0020025184,0.0142460335,0.0012989352,0.00040042197,0.00020762588,0.00008462597,0.008622586],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935861,0.0020488556,0.0014155667,0.00072809565,0.0005412538,0.0016801027],"domain_scores_gemma":[0.99547267,0.0009984046,0.0011138212,0.0005848399,0.00027342312,0.0015568668],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0028018672,0.00037837867,0.0008982209,0.0003609636,0.0029116694,0.000057519122,0.00029437256,0.00029300942,0.000063109364],"category_scores_gemma":[0.00080541737,0.0003369409,0.00007739404,0.00045010776,0.00046222683,0.00015439458,0.0001437985,0.0005965102,0.00008983058],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021682507,0.00016946695,0.11953617,0.0013262967,0.00008378475,0.000011075838,0.45955136,0.00002105937,0.000020634287,0.021728706,0.38899526,0.0063879234],"study_design_scores_gemma":[0.0025260234,0.0013653488,0.034251697,0.0014496397,0.000016675718,0.000005034537,0.047704108,0.00006682679,0.0000030785213,0.013397827,0.8988401,0.00037360945],"about_ca_topic_score_codex":0.043835286,"about_ca_topic_score_gemma":0.02378045,"teacher_disagreement_score":0.5098449,"about_ca_system_score_codex":0.0011595972,"about_ca_system_score_gemma":0.0034155778,"threshold_uncertainty_score":0.99990827},"labels":[],"label_agreement":null},{"id":"W2185041856","doi":"","title":"Graduates of northern Ontario family medicine residency programs practise where they train.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Logistic regression; Rural area; Medicine; Family medicine; Confidence interval; Medical school; Work (physics); Medical education; Demography; Sociology","score_opus":0.11395263285347551,"score_gpt":0.39613319371931094,"score_spread":0.28218056086583543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185041856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8951642,0.0017558829,0.000021497504,0.005375982,0.0010209954,0.0043420726,0.0000049958126,0.00020462723,0.09210977],"genre_scores_gemma":[0.9829547,0.0001547924,0.00040213953,0.0005481054,0.00046018625,0.0012449467,0.00002728156,0.000048051497,0.014159845],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9957566,0.00034463053,0.0012902097,0.0003932675,0.00068313367,0.00153215],"domain_scores_gemma":[0.99694496,0.0007852642,0.0007365303,0.0005579366,0.00044740306,0.00052789605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034671805,0.00026618826,0.0005625659,0.00014008193,0.00038530724,0.000005384182,0.0003597489,0.00029943918,0.00016084172],"category_scores_gemma":[0.0005718139,0.00020348496,0.00008017998,0.00036611047,0.00016199904,0.00018012305,0.00008617323,0.0008604297,0.00008310663],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026916747,0.000120524346,0.85687196,0.00032428477,0.00003403006,0.000026453086,0.015084779,6.619299e-7,0.0000119333245,0.0012912236,0.0051004193,0.12086458],"study_design_scores_gemma":[0.0010876498,0.0001405233,0.914541,0.00057203154,0.00004491894,0.0000034218813,0.011522144,4.9737395e-7,0.000005344481,0.0043653464,0.06754499,0.00017214616],"about_ca_topic_score_codex":0.27094343,"about_ca_topic_score_gemma":0.9353971,"teacher_disagreement_score":0.6644536,"about_ca_system_score_codex":0.00074198353,"about_ca_system_score_gemma":0.00047376667,"threshold_uncertainty_score":0.8297876},"labels":[],"label_agreement":null},{"id":"W2185343173","doi":"","title":"A comparison of Canadian medical students from rural and non-rural backgrounds.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Rural area; Socioeconomic status; Specialty; Psychology; Medical education; Medicine; Family medicine; Environmental health","score_opus":0.05975120452308785,"score_gpt":0.4281322282344584,"score_spread":0.36838102371137055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185343173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9750908,0.00091585476,0.0000022677943,0.007117206,0.0006374523,0.0012350879,0.000052369716,0.0000392935,0.014909661],"genre_scores_gemma":[0.9940365,0.00016201372,0.00014831962,0.0033457763,0.00056371413,0.00053841056,0.000037002894,0.000018958557,0.0011493027],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969641,0.00021616729,0.0007239375,0.00018132161,0.0008648095,0.001049682],"domain_scores_gemma":[0.9975235,0.0002957166,0.0001817949,0.00025400083,0.0000972325,0.0016477433],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000790507,0.00015455477,0.0004540249,0.00019620555,0.00033268004,0.000014920734,0.0004537332,0.0003463023,0.0011312969],"category_scores_gemma":[0.00021512013,0.00013914995,0.000034949117,0.00030223915,0.000103573395,0.00011604323,0.00018037717,0.000588033,0.00019051426],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003919964,0.0000545117,0.8972542,0.000043744996,0.000023987832,0.0000028424195,0.0025524406,8.8607567e-7,6.8432263e-7,0.00008737981,0.036814384,0.063125685],"study_design_scores_gemma":[0.0010141775,0.000016073614,0.87222993,0.0001695141,0.000015732021,6.210434e-7,0.006982544,0.00011047267,0.0000058227097,0.00003627455,0.11930929,0.00010953598],"about_ca_topic_score_codex":0.43090385,"about_ca_topic_score_gemma":0.6601604,"teacher_disagreement_score":0.22925659,"about_ca_system_score_codex":0.00036021642,"about_ca_system_score_gemma":0.00038292262,"threshold_uncertainty_score":0.9997818},"labels":[],"label_agreement":null},{"id":"W2185787474","doi":"10.1017/s148180350000556x","title":"The trainee in difficulty","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine","score_opus":0.1680684677437244,"score_gpt":0.47947961078712636,"score_spread":0.311411143043402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185787474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80784684,0.016020041,0.000032045195,0.077843376,0.025551794,0.0004861541,0.000005511768,0.000010134142,0.0722041],"genre_scores_gemma":[0.9781943,0.005072618,0.00001842862,0.00087159825,0.0027769892,0.000009091263,0.000002756199,0.000018521552,0.013035715],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99721485,0.00029776653,0.0013479397,0.00009251053,0.00025116542,0.0007957496],"domain_scores_gemma":[0.99773204,0.00028129015,0.0003999552,0.0001990467,0.00037038585,0.0010172721],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016457906,0.000120789155,0.0002944134,0.00020150034,0.0006551607,0.0000012148877,0.00036727576,0.000110070585,0.007846454],"category_scores_gemma":[0.0016700262,0.00006936542,0.000054358898,0.0006493063,0.000097735436,0.00006863572,0.0000074388818,0.00080116076,0.000056469085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005140567,0.000009531522,0.30774534,0.000039817303,0.000016949372,0.00022084326,0.008527379,0.00003275364,0.000024672989,0.002222301,0.6767954,0.004313543],"study_design_scores_gemma":[0.00066799717,0.00014780245,0.111584835,0.00058303325,0.000011397352,0.000011263844,0.011253713,0.000024335686,1.8330833e-7,0.0011035792,0.8745474,0.000064463165],"about_ca_topic_score_codex":0.032292042,"about_ca_topic_score_gemma":0.5522745,"teacher_disagreement_score":0.51998246,"about_ca_system_score_codex":0.00038279896,"about_ca_system_score_gemma":0.0012312846,"threshold_uncertainty_score":0.9930605},"labels":[],"label_agreement":null},{"id":"W2186176073","doi":"10.5206/uwomj.v83i1.4497","title":"Rural physician recruitment and retention","year":2014,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Family medicine; Business; Medicine; Nursing","score_opus":0.05665873289622981,"score_gpt":0.35600895484670764,"score_spread":0.29935022195047783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186176073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98515016,0.00005163157,0.0013658279,0.0032075085,0.0004886375,0.0002218176,0.0000014298404,0.00002052538,0.009492471],"genre_scores_gemma":[0.9885295,0.00027022645,0.0006691388,0.001697441,0.00033498288,2.6472753e-7,0.000007395213,0.00000815409,0.008482912],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984008,0.0003862002,0.00027444106,0.00010832458,0.00050659647,0.0003236582],"domain_scores_gemma":[0.99885285,0.00013450558,0.000280834,0.00011269686,0.000117377145,0.00050176226],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008585685,0.00008809143,0.00024835847,0.000058529848,0.0005816942,0.0000048454835,0.0001976312,0.00017602071,0.001262085],"category_scores_gemma":[0.000052393196,0.00008281896,0.000054267286,0.000048600057,0.00012446668,0.00013295062,0.00012239392,0.00084459095,0.00005871749],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027563793,0.000089513815,0.8906652,0.00012305652,0.000052069074,0.00005816868,0.015239064,0.0000016653029,0.000028193346,0.0007551841,0.006770779,0.08594148],"study_design_scores_gemma":[0.002604211,0.00038024486,0.46448213,0.002264873,0.000058932088,0.000042483778,0.0093593495,0.00007468855,0.0000025451911,0.0008528262,0.5197433,0.00013441665],"about_ca_topic_score_codex":0.023604354,"about_ca_topic_score_gemma":0.1404542,"teacher_disagreement_score":0.51297253,"about_ca_system_score_codex":0.00040231296,"about_ca_system_score_gemma":0.00039098575,"threshold_uncertainty_score":0.9996509},"labels":[],"label_agreement":null},{"id":"W2186371363","doi":"","title":"Utilization rates for surgical procedures in rural and urban Canada.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Carpal tunnel release; Rural area; Cholecystectomy; Surgery; Demography; Carpal tunnel syndrome","score_opus":0.04187112665495507,"score_gpt":0.37781006222635827,"score_spread":0.3359389355714032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186371363","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859741,0.0017586582,0.000004287471,0.0031297456,0.00032230085,0.0031018772,0.000029668188,0.000050551083,0.0056288224],"genre_scores_gemma":[0.99024755,0.000046853464,0.00003162671,0.00038230585,0.00025986205,0.0034683775,0.00004958851,0.000012794381,0.005501072],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986568,0.00009883163,0.00033915663,0.00014518884,0.00011873373,0.000641288],"domain_scores_gemma":[0.99934393,0.00031338062,0.000081481136,0.00007504976,0.000071383176,0.00011475446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030481053,0.00008979348,0.00016159598,0.00004241556,0.00022631494,0.0000063804687,0.000055775687,0.0001006133,0.00001609936],"category_scores_gemma":[0.00018856509,0.00007855949,0.000010411068,0.00016401723,0.000023046978,0.000059053335,0.00002326763,0.00011898006,0.0000011779924],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012647538,0.000021909997,0.88724303,0.00036678105,0.000002149199,0.000003973148,0.0001424034,0.000010331511,2.4312035e-7,0.0047815703,0.10063917,0.0066619664],"study_design_scores_gemma":[0.0010989561,0.000005437486,0.7821188,0.000072154486,0.0000035842672,0.0000011728597,0.00060821435,0.00015939015,0.000011277752,0.00064465683,0.21518917,0.00008717321],"about_ca_topic_score_codex":0.29793277,"about_ca_topic_score_gemma":0.8776278,"teacher_disagreement_score":0.57969505,"about_ca_system_score_codex":0.00025711537,"about_ca_system_score_gemma":0.0003791493,"threshold_uncertainty_score":0.70674235},"labels":[],"label_agreement":null},{"id":"W2186552337","doi":"","title":"Different practice patterns of rural and urban general practitioners are predicted by the General Practice Rurality Index.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Rurality; General practice; Index (typography); Service (business); Rural area; Medicine; Geography; Demography; Family medicine; Computer science; Sociology; Marketing; Business","score_opus":0.032427101005578114,"score_gpt":0.37901952507483083,"score_spread":0.3465924240692527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186552337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9654604,0.0008391695,0.00039497556,0.02174953,0.0011329092,0.0033751426,0.0003328763,0.00014327686,0.006571721],"genre_scores_gemma":[0.98557365,0.0005469699,0.00018490323,0.007732293,0.0008119739,0.0011225933,0.00016206085,0.00004143726,0.0038241148],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99468106,0.001782518,0.0011003516,0.00033697046,0.0008041607,0.0012949394],"domain_scores_gemma":[0.9935815,0.003054327,0.0016691044,0.00057158666,0.0006168046,0.0005066776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030654545,0.0003120043,0.00043636176,0.0000847742,0.000744734,0.000033798584,0.00029580566,0.0003419795,0.00007180007],"category_scores_gemma":[0.0032069474,0.00021998445,0.000068670095,0.00030069376,0.00015533286,0.0007638787,0.00022923302,0.0011810368,0.0000074717673],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013913963,0.00043435642,0.9066969,0.00032961153,0.0001815186,0.000015813568,0.0037308026,0.0000072939256,0.000031091477,0.001970852,0.07317219,0.0120381825],"study_design_scores_gemma":[0.0011687267,0.00004810802,0.8009887,0.00010155718,0.0001273446,0.000025993622,0.018682122,0.000044082226,0.00006466135,0.000060737664,0.17848906,0.000198954],"about_ca_topic_score_codex":0.0048460853,"about_ca_topic_score_gemma":0.00056538975,"teacher_disagreement_score":0.105708234,"about_ca_system_score_codex":0.00044775775,"about_ca_system_score_gemma":0.00009527922,"threshold_uncertainty_score":0.8970705},"labels":[],"label_agreement":null},{"id":"W2186694625","doi":"10.1002/j.0022-0337.2005.69.8.tb03984.x","title":"A Survey of Canadian Dental Hygiene Faculty Needs and Credentials","year":2005,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Dalhousie University","funders":"","keywords":"Licensure; Dental hygiene; Economic shortage; Medicine; Family medicine; Credential; Hygiene; Medical education; Descriptive statistics; Psychology; Political science; Government (linguistics)","score_opus":0.06774041847609054,"score_gpt":0.45490619133216814,"score_spread":0.3871657728560776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186694625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99164075,0.0015755947,0.000003891811,0.0010377167,0.001705913,0.00025552945,0.000063601474,0.0000044117755,0.0037126157],"genre_scores_gemma":[0.99577403,0.00026604236,0.00058517535,0.00053949485,0.00042262,0.000004555491,0.000044112883,0.000012124565,0.0023518314],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99816173,0.0003037477,0.00085459923,0.000081103266,0.00029187082,0.00030692347],"domain_scores_gemma":[0.9980134,0.000117139294,0.00072185445,0.000104212864,0.0005586583,0.00048476877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009781593,0.00010015242,0.0002656078,0.0007493443,0.00023835593,0.000012716295,0.000153558,0.00012802494,0.0006647245],"category_scores_gemma":[0.00031620087,0.00009124493,0.000045778714,0.0005995332,0.000042447464,0.000296061,0.000029834819,0.0002921664,0.00007556948],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070308975,0.00015732207,0.91068715,0.000083674306,0.000025615975,0.0000014039351,0.0043568104,0.000007705024,0.00030209406,0.00013592083,0.07103569,0.013136321],"study_design_scores_gemma":[0.00054754526,0.000107110376,0.92641705,0.00042213162,0.000029536513,0.00006713997,0.02506648,0.0000141140645,0.00022214753,0.000020354397,0.047000516,0.00008585078],"about_ca_topic_score_codex":0.279919,"about_ca_topic_score_gemma":0.5098618,"teacher_disagreement_score":0.22994281,"about_ca_system_score_codex":0.00060845085,"about_ca_system_score_gemma":0.0021604379,"threshold_uncertainty_score":0.7278267},"labels":[],"label_agreement":null},{"id":"W2187030456","doi":"","title":"First practice: family physicians initially locating in rural areas.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Medical Association","funders":"","keywords":"Graduation (instrument); Census; Metropolitan area; Medicine; Family medicine; Obligation; Medical school; Rural area; Medical education; Political science; Population; Environmental health","score_opus":0.04669233675049364,"score_gpt":0.3753381669933824,"score_spread":0.32864583024288874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187030456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7230156,0.000614021,0.000042345557,0.016871247,0.0011525832,0.0058564763,0.000009845622,0.00029621346,0.25214168],"genre_scores_gemma":[0.97473973,0.00012934087,0.000546089,0.012132735,0.00054231496,0.010115574,0.000013298149,0.000040016348,0.0017409048],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99673563,0.0004768492,0.0007268995,0.0002748335,0.00033133337,0.0014544334],"domain_scores_gemma":[0.9976174,0.0011740624,0.0003603235,0.00030581676,0.00029437698,0.00024801542],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00081639574,0.00019572748,0.00032003835,0.00010209953,0.0004996493,0.000028156795,0.00027406472,0.00021039597,0.0001601982],"category_scores_gemma":[0.0014489513,0.00018933778,0.000043052896,0.0004989086,0.00005870709,0.00065597333,0.00014119741,0.0007759029,0.0014240836],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020582406,0.00054116227,0.24111967,0.0009655809,0.00005562994,0.000072088034,0.015082956,0.0001729268,0.00001675214,0.0039835,0.09296217,0.64482176],"study_design_scores_gemma":[0.0008737017,0.000020349236,0.9205279,0.0004646818,0.000011549322,0.000002439382,0.027150296,0.00021362926,0.0000029986809,0.0007656763,0.049740583,0.00022625105],"about_ca_topic_score_codex":0.012656812,"about_ca_topic_score_gemma":0.0013807344,"teacher_disagreement_score":0.6794082,"about_ca_system_score_codex":0.00049387687,"about_ca_system_score_gemma":0.00012904925,"threshold_uncertainty_score":0.9993534},"labels":[],"label_agreement":null},{"id":"W2187085784","doi":"","title":"Survey of rural family physician-obstetricians in Southwestern Ontario.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nursing; Work (physics); Family medicine; Medical education; Professional development","score_opus":0.08019652192057238,"score_gpt":0.3688018307175588,"score_spread":0.2886053087969864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187085784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95155567,0.0005295826,0.000026775502,0.000069710055,0.0013968686,0.0017012936,0.00003843508,0.00006205558,0.04461959],"genre_scores_gemma":[0.9927273,0.000015488115,0.000029830544,0.0019045445,0.00010615629,0.00031409942,0.000039546372,0.000027869522,0.0048351698],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99655074,0.00042203636,0.001021241,0.00020091934,0.00037191645,0.0014331327],"domain_scores_gemma":[0.9975786,0.001228909,0.00036409646,0.00036607977,0.00022428791,0.00023799522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027933863,0.00018297593,0.0004740248,0.0002481537,0.00014329756,0.0000043240116,0.00028066317,0.00024250282,0.00003021656],"category_scores_gemma":[0.0003141242,0.00017482461,0.00005495093,0.0009866878,0.000058715177,0.00011232961,0.00010021037,0.00063371984,0.00012346516],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012243241,0.00008231621,0.9395243,0.00007315954,0.000008171723,0.000006160028,0.0030002971,0.000005031511,0.0000035862379,0.000059144848,0.00076674594,0.05634864],"study_design_scores_gemma":[0.00087966915,0.000020609486,0.9891626,0.00013116577,0.0000059148592,1.0853736e-7,0.0044772755,0.0000025531263,0.000009749916,0.000067176145,0.005100366,0.0001427991],"about_ca_topic_score_codex":0.40618986,"about_ca_topic_score_gemma":0.74358195,"teacher_disagreement_score":0.3373921,"about_ca_system_score_codex":0.00089824095,"about_ca_system_score_gemma":0.00025261685,"threshold_uncertainty_score":0.71291405},"labels":[],"label_agreement":null},{"id":"W2187184227","doi":"","title":"A comparative analysis of the perceived continuing medical education needs of a cohort of rural and urban Canadian family physicians.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Continuing medical education; Family medicine; Cohort; Medicine; Preference; Needs assessment; Continuing education; Otorhinolaryngology; Medical education; Psychiatry","score_opus":0.024464268043044624,"score_gpt":0.36074097508558206,"score_spread":0.3362767070425374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187184227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9811493,0.0005015289,0.0000056199633,0.00048213737,0.00024216356,0.0012409568,0.00003397482,0.000007553061,0.016336778],"genre_scores_gemma":[0.99855256,0.000037979684,0.00002057256,0.00075726537,0.000057964222,0.0001587972,0.000018114268,0.0000055148284,0.00039120548],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981133,0.0002802896,0.00069096894,0.000085852946,0.00035878833,0.00047081558],"domain_scores_gemma":[0.9983003,0.00033679893,0.00046383153,0.00023526321,0.0003548033,0.00030900261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011529033,0.00009763637,0.0005740059,0.0003455323,0.00012554106,0.000001696145,0.00018975188,0.0001400066,0.000033498258],"category_scores_gemma":[0.00024693873,0.00007496886,0.00008728109,0.0013550235,0.00023665083,0.00004529809,0.000041057036,0.00023727065,6.4614505e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041624924,0.00004978905,0.94814456,0.0000888569,0.00026822308,1.2222155e-7,0.033603813,0.0000034108193,0.000033779565,0.0008104691,0.0015157094,0.015439638],"study_design_scores_gemma":[0.00021364466,0.000009395521,0.93155295,0.00026469788,0.00032844368,1.1219092e-7,0.06647947,0.00009377807,0.000026401121,0.000019955658,0.00095896586,0.00005222462],"about_ca_topic_score_codex":0.15728745,"about_ca_topic_score_gemma":0.15837735,"teacher_disagreement_score":0.03287565,"about_ca_system_score_codex":0.00019895844,"about_ca_system_score_gemma":0.0004896074,"threshold_uncertainty_score":0.8569801},"labels":[],"label_agreement":null},{"id":"W2187620610","doi":"","title":"Comparison of rural and urban users and non-users of home care in Canada.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Logistic regression; Rural area; Descriptive statistics; Health care; Geography; Population; Medicine; Environmental health; Gerontology; Socioeconomics; Economic growth; Sociology","score_opus":0.029454932630531193,"score_gpt":0.35053169139874496,"score_spread":0.3210767587682138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187620610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99486953,0.0023048487,6.361427e-7,0.0005321122,0.0002336138,0.0010464734,0.00003753151,0.000008901931,0.00096634054],"genre_scores_gemma":[0.99941015,0.00009986568,0.000049636106,0.00015774496,0.000022247166,0.00018032645,0.0000085404645,0.000010770475,0.00006070108],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986201,0.00007974556,0.00049529795,0.000114745715,0.00018128662,0.0005088487],"domain_scores_gemma":[0.9992346,0.00012045271,0.00020584819,0.00014970443,0.00007381201,0.00021558808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016726463,0.00010023709,0.000395128,0.000072853465,0.00008607116,0.0000016120136,0.00008666788,0.000091012516,0.000005735596],"category_scores_gemma":[0.00005150361,0.000095252944,0.000011773948,0.00019047687,0.00006639761,0.00005468934,0.00006206129,0.00022764613,4.5220054e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006492388,0.000011088124,0.9864108,0.00060751225,0.0000053168214,0.0000012427226,0.0086243125,0.000044770477,0.000002513414,0.00008834983,0.00063749484,0.003501658],"study_design_scores_gemma":[0.0011888536,0.000022558164,0.9469261,0.00026929658,0.000008274907,2.405891e-7,0.050256684,0.000007897366,0.0000630404,0.00003711671,0.0011411771,0.00007876272],"about_ca_topic_score_codex":0.8097395,"about_ca_topic_score_gemma":0.9390332,"teacher_disagreement_score":0.12929371,"about_ca_system_score_codex":0.000643731,"about_ca_system_score_gemma":0.00064218853,"threshold_uncertainty_score":0.38843024},"labels":[],"label_agreement":null},{"id":"W2188222902","doi":"","title":"Recruitment trumps retention: results of the 2008/09 CMA Rural Practice Survey.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Medical Association","funders":"","keywords":"Incentive; Workload; Incentive program; Backup; Family medicine; Rural community; Medicine; Attrition; Cash; Nursing; Psychology; Business; Socioeconomics; Management; Finance","score_opus":0.16173221437951232,"score_gpt":0.42740269210434356,"score_spread":0.2656704777248312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188222902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8123036,0.0004084873,0.000004768889,0.03939352,0.012018364,0.010280474,0.00032601602,0.00016259117,0.12510215],"genre_scores_gemma":[0.97175384,0.00012860275,0.0003025918,0.0015906547,0.00047692336,0.0029711185,0.00005416076,0.000027181823,0.022694912],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99502784,0.0021734831,0.0010229854,0.00028518302,0.00055550004,0.00093503087],"domain_scores_gemma":[0.99522996,0.002044554,0.00091130513,0.0009924378,0.00054983026,0.000271885],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0065779714,0.00017056274,0.0002950988,0.000050579092,0.00063452596,0.000010909936,0.00046754812,0.00031016555,0.00016307291],"category_scores_gemma":[0.008384552,0.000116593255,0.000091993774,0.0005214154,0.00012807742,0.00020997724,0.00022533501,0.0011675805,0.00015969908],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038836445,0.00050743873,0.27564064,0.0004250554,0.00012601231,0.000008947425,0.0040888777,0.000007412298,0.00008622601,0.0049075624,0.51646876,0.1938494],"study_design_scores_gemma":[0.00090736215,0.00001983321,0.61410546,0.0000641052,0.00002002274,0.0000031001541,0.00085692253,0.0000045048314,0.000056798213,0.00016223737,0.38371894,0.00008071379],"about_ca_topic_score_codex":0.004490662,"about_ca_topic_score_gemma":0.0055009127,"teacher_disagreement_score":0.33846486,"about_ca_system_score_codex":0.00016850755,"about_ca_system_score_gemma":0.00022630424,"threshold_uncertainty_score":0.99996823},"labels":[],"label_agreement":null},{"id":"W2188557688","doi":"10.22605/rrh2720","title":"'Rural' doesn't mean 'uniform': northern vs southern rural family physicians' workload and practice structures in Ontario","year":2014,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Context (archaeology); Rural area; Workload; Geography; Socioeconomics; Workforce; Rural health; Demography; Medicine; Family medicine; Economic growth; Sociology","score_opus":0.021371210931159998,"score_gpt":0.3487552696445838,"score_spread":0.3273840587134238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188557688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701666,0.0028749602,0.000076277924,0.018685196,0.00085314584,0.0013896115,0.000021429585,0.00015168378,0.005781088],"genre_scores_gemma":[0.96797013,0.002717753,0.0020102868,0.02265994,0.00056324824,0.000010714995,0.000051196785,0.00006625838,0.003950458],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99528044,0.0013054188,0.0010353748,0.00041828063,0.0004438353,0.0015166454],"domain_scores_gemma":[0.9974442,0.0007074586,0.00066043984,0.00044802285,0.00016121677,0.0005786221],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001415268,0.00044979024,0.0008417124,0.00013192641,0.0012387669,0.000040897903,0.00022213603,0.00035884164,0.000059299382],"category_scores_gemma":[0.00014840557,0.0003350995,0.000066734254,0.00029062343,0.00016987653,0.00031255838,0.00018426408,0.0015979684,0.000119371056],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020467844,0.00011670669,0.17446913,0.0014246284,0.00006174406,0.0000149700945,0.11173792,0.00006511335,0.000076362776,0.0020501376,0.0020393233,0.70589715],"study_design_scores_gemma":[0.004995936,0.001102345,0.65131754,0.007919406,0.00006008053,0.00006608893,0.21229668,0.0012154498,0.0000022773415,0.016439235,0.10349144,0.0010934959],"about_ca_topic_score_codex":0.6372291,"about_ca_topic_score_gemma":0.79294235,"teacher_disagreement_score":0.7048037,"about_ca_system_score_codex":0.00068854674,"about_ca_system_score_gemma":0.0006015793,"threshold_uncertainty_score":0.9999101},"labels":[],"label_agreement":null},{"id":"W2188753880","doi":"","title":"Disparities in the availability of dental care in metropolitan Toronto.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Metropolitan area; Population; Household income; Geocoding; Geography; Low income; Socioeconomics; Dental care; Demography; Medicine; Environmental health; Gerontology; Dentistry; Sociology","score_opus":0.033266386738220424,"score_gpt":0.36921694408111866,"score_spread":0.33595055734289825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188753880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8974707,0.0017834845,0.0000014771462,0.00061068014,0.00036791572,0.0016029343,0.000017821927,0.000022179105,0.09812281],"genre_scores_gemma":[0.99706674,0.00004857717,0.00003924417,0.00066938787,0.00010377126,0.0017429619,0.000009401075,0.00000924676,0.0003106795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970712,0.001215128,0.00056993123,0.00018415274,0.0002514365,0.0007081688],"domain_scores_gemma":[0.9986675,0.0006770984,0.00011778642,0.0003900772,0.000060018043,0.00008754703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017012985,0.00010192574,0.0002700306,0.00004020843,0.00011888014,0.000004006455,0.00030054324,0.00012275265,0.00010929698],"category_scores_gemma":[0.0006284446,0.000072354596,0.000038071754,0.00017639041,0.00009571476,0.00010760215,0.000083563704,0.00030600396,0.000016405696],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049524235,0.00004344753,0.97895277,0.00032817357,0.0000015832246,5.3949304e-7,0.0034085382,7.1928457e-7,2.061822e-7,0.009644283,0.00079182896,0.006778381],"study_design_scores_gemma":[0.00048308173,0.00002206768,0.9389585,0.000059924976,0.0000034852649,1.7022258e-7,0.052230224,0.0000069144176,0.000005221006,0.000699549,0.007470741,0.000060074115],"about_ca_topic_score_codex":0.09107639,"about_ca_topic_score_gemma":0.36948374,"teacher_disagreement_score":0.27840734,"about_ca_system_score_codex":0.0015578513,"about_ca_system_score_gemma":0.000048955575,"threshold_uncertainty_score":0.91497624},"labels":[],"label_agreement":null},{"id":"W2188877518","doi":"","title":"Diplômés internationaux en médecine: Passé, présent et avenir","year":2015,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"North York General Hospital; Queen's University; Markham Stouffville Hospital","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.05935330745312069,"score_gpt":0.3950779288287035,"score_spread":0.33572462137558284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188877518","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.314345,0.014023389,0.00079195,0.47482485,0.081853256,0.005121226,0.0004891451,0.00048528824,0.108065896],"genre_scores_gemma":[0.8669768,0.0021608481,0.0019204981,0.008637389,0.008240338,0.00072784675,0.00027706375,0.000120819815,0.11093842],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9892122,0.0025703434,0.0012610672,0.00068754255,0.0010646312,0.005204191],"domain_scores_gemma":[0.9938927,0.0008354878,0.00046416002,0.0006462798,0.00036148346,0.003799835],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003754372,0.0005006399,0.00061720883,0.0001532611,0.00028294668,0.00007539225,0.0006653737,0.0007870513,0.0018833801],"category_scores_gemma":[0.002675848,0.00050191884,0.00018434698,0.00045126487,0.00018563044,0.0005448701,0.0004952597,0.0018047823,0.0023542168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022495235,0.00060811115,0.24695535,0.00043495896,0.0000974011,0.0000780147,0.014803063,0.0003118073,0.0000010003463,0.105596416,0.61423945,0.01664948],"study_design_scores_gemma":[0.0022768092,0.00008738084,0.3001022,0.00062270765,0.000060875886,0.000019789319,0.0039188713,0.0005565279,0.000011320855,0.0065651196,0.68543154,0.00034684205],"about_ca_topic_score_codex":0.0039178436,"about_ca_topic_score_gemma":0.0025474047,"teacher_disagreement_score":0.55263174,"about_ca_system_score_codex":0.0057923715,"about_ca_system_score_gemma":0.0024156792,"threshold_uncertainty_score":0.9997432},"labels":[],"label_agreement":null},{"id":"W2188968781","doi":"","title":"Mid-Career Nurses in Ontario","year":2010,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Nursing; Psychology; Medicine","score_opus":0.06225574127166287,"score_gpt":0.42874198681755804,"score_spread":0.36648624554589515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188968781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6474768,0.000014345709,0.0000016913099,0.0011388382,0.003867098,0.0004053384,0.000001538385,0.00008572686,0.34700862],"genre_scores_gemma":[0.7942667,0.0000026913276,0.0009625251,0.0023016678,0.00013461652,0.000068255074,0.0000093094095,0.000013361886,0.20224085],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99845225,0.00009553561,0.0004002813,0.00021087177,0.00016964154,0.00067143014],"domain_scores_gemma":[0.99909085,0.0002223066,0.00006506696,0.00034201393,0.00008278805,0.00019696112],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003380157,0.000113071284,0.00019217104,0.00007549138,0.00022101606,0.000004653672,0.0001899107,0.00027709964,0.027014824],"category_scores_gemma":[0.000102792554,0.00009274265,0.000028334029,0.00015042209,0.000038629103,0.000091194845,0.00006408735,0.0014561098,0.0029192318],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000201076,0.00003318687,0.9472212,0.000021589953,0.0000017025258,0.0000058011715,0.0038631104,7.648136e-7,0.00015858145,0.008125248,0.0396599,0.0008887864],"study_design_scores_gemma":[0.00037574387,0.000017726008,0.3646386,0.0000796905,0.0000019231002,7.0619e-7,0.0014850807,0.000006378919,0.000030154484,0.0009562104,0.63232327,0.00008456005],"about_ca_topic_score_codex":0.5140875,"about_ca_topic_score_gemma":0.9889909,"teacher_disagreement_score":0.59266335,"about_ca_system_score_codex":0.00027476027,"about_ca_system_score_gemma":0.00059908227,"threshold_uncertainty_score":0.9978571},"labels":[],"label_agreement":null},{"id":"W2189065068","doi":"10.1007/s12630-012-9688-6","title":"Remembering David Shephard, MB FRCPC (1930-2011)","year":2012,"lang":"fr","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"History","score_opus":0.03324436039736503,"score_gpt":0.31571138410532357,"score_spread":0.2824670237079585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189065068","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78180623,0.1271865,0.00003054239,0.06249663,0.018075291,0.00078844343,0.000054948643,0.00003806318,0.009523325],"genre_scores_gemma":[0.93116206,0.0033807124,0.0024262185,0.0019675503,0.021405764,0.00001188594,0.000019858222,0.00038715455,0.039238773],"study_design_codex":"case_report","study_design_gemma":"case_report","domain_scores_codex":[0.9839442,0.0025762715,0.004108051,0.00054678466,0.0015158996,0.007308839],"domain_scores_gemma":[0.9711039,0.0007182815,0.0034350422,0.00089021225,0.002355347,0.021497214],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.010154607,0.0012262306,0.002124072,0.0018095141,0.003733282,0.00039239167,0.0020694754,0.0018396908,0.015799135],"category_scores_gemma":[0.0010677796,0.0012414878,0.0009091786,0.001122333,0.00082782685,0.0028815633,0.00006319257,0.007362117,0.001961588],"study_design_candidate":"case_report","study_design_consensus":"case_report","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000299565,0.00017832952,0.08613179,0.000919667,0.00038437545,0.46451253,0.027775327,0.00029642234,0.000012897729,0.00398897,0.39964125,0.015858887],"study_design_scores_gemma":[0.0009290077,0.0006195202,0.008674232,0.0027668423,0.0003227841,0.50930554,0.0062155942,0.000017756527,0.00001068064,0.00036283134,0.4701103,0.0006649363],"about_ca_topic_score_codex":0.10195658,"about_ca_topic_score_gemma":0.09738264,"teacher_disagreement_score":0.14935584,"about_ca_system_score_codex":0.008499537,"about_ca_system_score_gemma":0.021069953,"threshold_uncertainty_score":0.9994561},"labels":[],"label_agreement":null},{"id":"W2189141651","doi":"","title":"Spousal perspectives on factors influencing recruitment and retention of rural family physicians.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Contentment; Spouse; Remuneration; Rural area; Workload; Population; Licensure; Resource (disambiguation); Estate; Psychology; Medicine; Nursing; Business; Social psychology; Political science; Management; Environmental health","score_opus":0.08436658915994603,"score_gpt":0.366991979916253,"score_spread":0.28262539075630694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189141651","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98165244,0.0007157721,0.0000048994984,0.00023719919,0.0003527785,0.0021358633,0.000020212643,0.000084822284,0.014796037],"genre_scores_gemma":[0.99762994,0.00011210866,0.000046095032,0.00016824226,0.00019522077,0.0007854184,0.000015243324,0.000017564882,0.0010301415],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983744,0.00021720528,0.00041082795,0.0001875917,0.0002492786,0.00056069595],"domain_scores_gemma":[0.9991845,0.00017326079,0.00026657915,0.00018398625,0.00010762574,0.00008402948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032480445,0.00014234189,0.0002559043,0.00009082991,0.0002722764,0.0000058063506,0.00007620593,0.000117012925,0.00001382687],"category_scores_gemma":[0.000064474974,0.00012292391,0.000047365662,0.0001742251,0.000070639304,0.000111285575,0.00004305466,0.0002501123,0.000010017343],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003888967,0.000287695,0.88506615,0.0005250993,0.00005278557,0.0000035247394,0.023571575,0.000048598016,0.00093136827,0.018787287,0.004780189,0.0655568],"study_design_scores_gemma":[0.00043224098,0.000051806084,0.9380896,0.00020809703,0.000014083583,1.2971122e-7,0.058296688,0.000004848645,0.00016008945,0.0005359705,0.0021088405,0.00009760676],"about_ca_topic_score_codex":0.0023862394,"about_ca_topic_score_gemma":0.000107008054,"teacher_disagreement_score":0.06545919,"about_ca_system_score_codex":0.00036308356,"about_ca_system_score_gemma":0.00002790926,"threshold_uncertainty_score":0.50126916},"labels":[],"label_agreement":null},{"id":"W2189279506","doi":"","title":"When a community hospital becomes an academic health centre.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Accreditation; Thriving; Political science; Library science; Medical education; Sociology; Medicine; Social science","score_opus":0.07363320019814189,"score_gpt":0.4134695188747122,"score_spread":0.3398363186765703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189279506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94082505,0.00028465225,0.000008429057,0.043526348,0.003488798,0.0034271698,0.00006340056,0.000516288,0.007859862],"genre_scores_gemma":[0.9831832,0.00011502195,0.0005874154,0.009770951,0.0007766506,0.001377535,0.0000941166,0.00005108298,0.004044003],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99475026,0.0018399913,0.0008152429,0.00030489545,0.00034572784,0.0019438876],"domain_scores_gemma":[0.9965756,0.00059853704,0.00042577944,0.000966331,0.00014765932,0.0012860904],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0033475996,0.00024240199,0.00044668003,0.000103251754,0.0019626804,0.00001525934,0.0007891394,0.0004865071,0.0005193666],"category_scores_gemma":[0.0006552966,0.000223023,0.000063187916,0.00021243125,0.00013166247,0.00034508426,0.00030877232,0.0056464607,0.00036801636],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005799804,0.00032871586,0.6678115,0.00035413096,0.00002019052,0.0000024461092,0.0312392,6.08702e-7,0.000003617975,0.0051047076,0.14839697,0.1466799],"study_design_scores_gemma":[0.00071550853,0.000063703315,0.7107644,0.00006694089,0.0000071357,0.0000012933335,0.007999192,0.000013430703,0.000004699282,0.004267336,0.27588153,0.00021483234],"about_ca_topic_score_codex":0.010614872,"about_ca_topic_score_gemma":0.015364161,"teacher_disagreement_score":0.14646506,"about_ca_system_score_codex":0.0003311815,"about_ca_system_score_gemma":0.0003269327,"threshold_uncertainty_score":0.9993366},"labels":[],"label_agreement":null},{"id":"W2189469523","doi":"10.22605/rrh850","title":"'Perimeteritis' and rural health in Manitoba, Canada: perspectives from rural healthcare managers","year":2007,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"Health care; Rural health; Rural area; Restructuring; Economic growth; Nursing; Medicine; Socioeconomics; Sociology; Political science","score_opus":0.02734213887262031,"score_gpt":0.3652870594154276,"score_spread":0.3379449205428073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189469523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8539314,0.050820958,0.00004335631,0.09102983,0.0011880859,0.001969907,0.00020067416,0.00014373774,0.0006720403],"genre_scores_gemma":[0.9515655,0.024393516,0.0018260863,0.020822959,0.000641847,0.000009407144,0.00014847396,0.000063906184,0.0005283146],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.993955,0.00094558246,0.0015320346,0.0005757858,0.0004761618,0.0025154129],"domain_scores_gemma":[0.99685746,0.0004529875,0.00054837164,0.00040990987,0.00012755833,0.0016037322],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0015385463,0.00048746294,0.0011258863,0.00023277337,0.0017713767,0.000027126682,0.00021877036,0.00030341482,0.00007114866],"category_scores_gemma":[0.00006783798,0.00044097207,0.000057003494,0.00047687767,0.00019994554,0.00020168225,0.00020850157,0.0013776927,0.000016349593],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010478013,0.00012760599,0.13709335,0.0035121038,0.00007240538,0.0001642166,0.04574225,0.000003159403,0.000039545917,0.0048187035,0.017047519,0.79033136],"study_design_scores_gemma":[0.0018702096,0.00045382458,0.62780565,0.0036622824,0.000006429865,0.000039983104,0.34498742,0.00012811506,0.0000019955937,0.0013817679,0.019180872,0.0004814192],"about_ca_topic_score_codex":0.9890235,"about_ca_topic_score_gemma":0.98305506,"teacher_disagreement_score":0.78984994,"about_ca_system_score_codex":0.0033979882,"about_ca_system_score_gemma":0.0023827385,"threshold_uncertainty_score":0.9998042},"labels":[],"label_agreement":null},{"id":"W2189798365","doi":"10.1007/s11845-015-1388-0","title":"Push and stay factors affecting Irish medical student migration intentions","year":2015,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Graduation (instrument); Irish; Perception; Psychology; Perspective (graphical); Medical education; Medicine; Computer science; Engineering","score_opus":0.18574569573833724,"score_gpt":0.5466553491335037,"score_spread":0.36090965339516645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189798365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96941054,0.0007644485,0.0012161888,0.021243403,0.0041915895,0.0003199891,0.000002725172,0.000042455158,0.0028086684],"genre_scores_gemma":[0.99633276,0.00047114884,0.0005730586,0.001461584,0.0010162514,0.000004792203,0.0000018371067,0.000012721364,0.00012585545],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9882529,0.00076408783,0.0013435633,0.00031634883,0.00841989,0.00090323907],"domain_scores_gemma":[0.9929335,0.0010831599,0.0007800623,0.00021046332,0.0012738316,0.0037189582],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.020727295,0.00018624151,0.0004686231,0.00028571216,0.00094425,0.00007631644,0.0011198841,0.0003888575,0.00092694815],"category_scores_gemma":[0.026007118,0.00012737635,0.000081943675,0.00093897735,0.0008083389,0.0007054986,0.00048311657,0.0019469619,0.000041415853],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004212835,0.00023539324,0.78637403,0.000072188814,0.000023225051,0.00014907357,0.014093179,0.000003474439,0.000038540944,0.0002849172,0.1889541,0.0097297635],"study_design_scores_gemma":[0.006167746,0.0016474166,0.55195326,0.0067589837,0.00012303828,0.0005690123,0.33410597,0.0016444939,0.000090726055,0.0010923847,0.09521876,0.0006282276],"about_ca_topic_score_codex":0.00051043404,"about_ca_topic_score_gemma":0.00071637734,"teacher_disagreement_score":0.32001278,"about_ca_system_score_codex":0.000680263,"about_ca_system_score_gemma":0.004176281,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W2191847963","doi":"10.4300/jgme-d-14-00585.1","title":"My New Country: A Journey to Belonging","year":2015,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Data science; World Wide Web; Computer science; Medicine; Political science; Law","score_opus":0.1474700869577998,"score_gpt":0.5103609340282323,"score_spread":0.3628908470704325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2191847963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65768445,0.001858874,0.0023822885,0.30969226,0.016948223,0.00064629706,0.00000209853,0.000054574,0.010730918],"genre_scores_gemma":[0.9043371,0.000611848,0.011244594,0.057445,0.014202867,0.000027179463,0.000018407585,0.00006723035,0.012045769],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99600047,0.00042721615,0.0011988832,0.0001382291,0.0017030482,0.00053216686],"domain_scores_gemma":[0.99414015,0.00025495153,0.00071630994,0.00019600453,0.0011879156,0.0035046567],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0036422778,0.00014178989,0.00038232503,0.00025406713,0.00024174927,0.00001815819,0.0003796401,0.00020169523,0.00065302406],"category_scores_gemma":[0.009834523,0.00010982606,0.000059405687,0.0006104924,0.000035160818,0.0002324399,0.00006592999,0.0012140236,0.00042878365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011661637,0.00013165403,0.0082875425,0.000054819113,0.000015044503,0.000012242452,0.009319998,0.000011841713,0.0000031889067,0.001383478,0.94029546,0.04036814],"study_design_scores_gemma":[0.0014206952,0.00037860102,0.0068938667,0.0032063387,0.000044899043,0.00015084574,0.020118764,0.00010728178,0.0000061034734,0.00696,0.9605519,0.00016066767],"about_ca_topic_score_codex":0.00109555,"about_ca_topic_score_gemma":0.00019773924,"teacher_disagreement_score":0.25224724,"about_ca_system_score_codex":0.0008345933,"about_ca_system_score_gemma":0.020556381,"threshold_uncertainty_score":0.99850607},"labels":[],"label_agreement":null},{"id":"W2201344092","doi":"","title":"Local student conferences: Whitehorse student leadership conference!","year":2011,"lang":"en","type":"article","venue":"ACM SIGHPC Connect","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; Sociology; Management; Pedagogy; Mathematics education; Psychology; Economics","score_opus":0.34130239049044453,"score_gpt":0.45919224776565315,"score_spread":0.11788985727520862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201344092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77624005,0.0011160983,0.0013640062,0.0032547258,0.0031429897,0.0030894894,0.0000408936,0.0007765977,0.21097517],"genre_scores_gemma":[0.9882765,0.00017439306,0.0005000051,0.004560231,0.00030720598,0.0004115383,0.000036475696,0.000061339306,0.005672326],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9939657,0.0012652121,0.0012576072,0.0008536477,0.0008436615,0.0018141901],"domain_scores_gemma":[0.9952461,0.0014557324,0.00045920067,0.0015376107,0.0006010352,0.0007003019],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012949152,0.0005295826,0.00084134977,0.00017416551,0.00089578086,0.00003674954,0.001832623,0.00052794337,0.018699963],"category_scores_gemma":[0.000575226,0.00044982042,0.00014860708,0.0003981657,0.0003828979,0.00022820623,0.0007935102,0.0012300552,0.0049960413],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055171154,0.0009023305,0.67565835,0.00065911317,0.00030183955,0.00019931627,0.1308159,0.000006482162,0.00008661358,0.14112218,0.03444496,0.015251216],"study_design_scores_gemma":[0.0048506176,0.0018301099,0.37230206,0.0022673542,0.00022353425,0.000012157298,0.5024772,0.00007813129,0.00045287263,0.009848842,0.10411255,0.0015445305],"about_ca_topic_score_codex":0.002282464,"about_ca_topic_score_gemma":0.004257144,"teacher_disagreement_score":0.37166134,"about_ca_system_score_codex":0.0003914525,"about_ca_system_score_gemma":0.00094786176,"threshold_uncertainty_score":0.9997954},"labels":[],"label_agreement":null},{"id":"W2209342948","doi":"10.3402/meo.v20.29561","title":"Mini-med school for Aboriginal youth: experiential science outreach to tackle systemic barriers","year":2015,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Outreach; Workforce; Medical education; Medical school; Experiential learning; Work (physics); Medicine; Psychology; Political science; Pedagogy","score_opus":0.055443828619267145,"score_gpt":0.5186862939897328,"score_spread":0.4632424653704656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2209342948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9599728,0.00042019392,0.00094600936,0.020652143,0.013647816,0.0021541417,0.00013635696,0.00017078932,0.0018997289],"genre_scores_gemma":[0.96349853,0.000027310867,0.006046422,0.0149690015,0.004607912,0.001006772,0.00044215212,0.00003993337,0.009361946],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99596405,0.00023963265,0.000883192,0.0005528963,0.0013963261,0.00096393237],"domain_scores_gemma":[0.99243015,0.00019954216,0.00021784371,0.000506405,0.0014391195,0.0052069128],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002423773,0.00019942374,0.0003494814,0.0002491165,0.0007304764,0.000023926186,0.0006794017,0.00026728096,0.0013996518],"category_scores_gemma":[0.017483262,0.00017297949,0.000049025788,0.00089074305,0.00025725993,0.00019388171,0.000093757146,0.00049025187,0.00054737326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011558068,0.0018208842,0.05645259,0.00082164287,0.000025780084,0.0000044131493,0.1384256,0.000021343902,0.0001847434,0.0050044106,0.77909994,0.016982857],"study_design_scores_gemma":[0.0021397416,0.00030839743,0.0007979584,0.0018102864,0.000032560245,0.000008550511,0.24617453,0.0005535901,0.00006684262,0.00014766796,0.7476434,0.00031644772],"about_ca_topic_score_codex":0.0010403321,"about_ca_topic_score_gemma":0.00024214532,"teacher_disagreement_score":0.10774893,"about_ca_system_score_codex":0.0012382483,"about_ca_system_score_gemma":0.04117361,"threshold_uncertainty_score":0.9995132},"labels":[],"label_agreement":null},{"id":"W2209896827","doi":"10.3138/jmvfh.1.2.003","title":"How research and evidence-based analysis can shape Veterans’ public policy","year":2015,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Veterans Affairs Canada","funders":"","keywords":"Public policy; Political science; Psychology; Data science; Computer science; Law","score_opus":0.4044706905688177,"score_gpt":0.5156371788422633,"score_spread":0.11116648827344566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2209896827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7680464,0.11946674,0.00010371803,0.11129925,0.00032618846,0.0005441713,0.00003613667,0.000023896922,0.00015352719],"genre_scores_gemma":[0.96405256,0.02036169,0.0018968453,0.012559445,0.0008170085,0.000015969135,0.000009837764,0.000028149385,0.00025849248],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9918727,0.0037258642,0.0013605658,0.00041957563,0.0012196111,0.0014016257],"domain_scores_gemma":[0.99305737,0.0017283265,0.0005021812,0.00045230662,0.0016572317,0.002602609],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010492613,0.00027688636,0.0010606289,0.0018385075,0.0010838229,0.000043807908,0.00037208802,0.00024192229,0.000021224314],"category_scores_gemma":[0.0014887283,0.00022007297,0.00014969567,0.002010722,0.00033889007,0.0006170271,0.00012238836,0.0016645233,0.0000059509935],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0042431974,0.0005341865,0.7303108,0.0043882704,0.0007613265,0.00026887108,0.044086777,0.00006727997,0.00015475847,0.0013232668,0.068759926,0.14510134],"study_design_scores_gemma":[0.009642043,0.017032541,0.75082994,0.0077886973,0.00025934598,0.00012203503,0.0860768,0.006016908,0.0000022456443,0.003446425,0.117996335,0.00078670913],"about_ca_topic_score_codex":0.016890408,"about_ca_topic_score_gemma":0.0029406494,"teacher_disagreement_score":0.1960062,"about_ca_system_score_codex":0.001054011,"about_ca_system_score_gemma":0.005849431,"threshold_uncertainty_score":0.9997865},"labels":[],"label_agreement":null},{"id":"W2215744670","doi":"10.18357/ijih.102201515265","title":"Editorial: Valuing Indigenous Peoples in Health Research","year":2015,"lang":"en","type":"editorial","venue":"International Journal of Indigenous Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Indigenous; Environmental ethics; Political science; Environmental planning; Engineering ethics; Geography; Biology; Engineering; Ecology; Philosophy","score_opus":0.10269072887736921,"score_gpt":0.537400173030644,"score_spread":0.43470944415327484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2215744670","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0049306685,0.019008847,0.00003367074,0.0042705443,0.96736056,0.0027622234,0.00065054244,0.00008523957,0.00089771114],"genre_scores_gemma":[0.0012639967,0.033243686,0.00079387875,0.0010328735,0.9611016,0.00008933138,0.000547843,0.00023680122,0.0016899909],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.96485007,0.009038639,0.0078567425,0.00088778866,0.013300487,0.004066303],"domain_scores_gemma":[0.96042776,0.009882407,0.008774457,0.0008027267,0.018078161,0.0020345126],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.056527607,0.000784967,0.002771815,0.0038233877,0.0018941718,0.00015308899,0.003841064,0.0025087914,0.00017477445],"category_scores_gemma":[0.013325204,0.0007454824,0.00034343146,0.0012972581,0.00021157482,0.00051257,0.00063265976,0.016238362,0.00039863656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00078488013,0.00042979728,0.0019058951,0.0015067508,0.00015695814,0.00015935734,0.12373704,0.000089928944,4.9444367e-7,0.00005361965,0.8665185,0.0046568103],"study_design_scores_gemma":[0.0028985094,0.0021822976,0.00019042932,0.013976189,0.0000095545965,0.000034461147,0.020342182,0.0000027272956,4.2743744e-7,0.001242124,0.95872664,0.00039445673],"about_ca_topic_score_codex":0.08475066,"about_ca_topic_score_gemma":0.05427034,"teacher_disagreement_score":0.13946258,"about_ca_system_score_codex":0.035273932,"about_ca_system_score_gemma":0.17473651,"threshold_uncertainty_score":0.9994996},"labels":[],"label_agreement":null},{"id":"W2217653287","doi":"","title":"LibGuides: Immigrant Services Association of Nova Scotia (ISANS): Resources for Exams, Licensing, & More","year":2014,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Immigration; Nova (rocket); Association (psychology); Library science; Geography; Computer science; Psychology; Engineering; Archaeology; Aeronautics","score_opus":0.03298683718724897,"score_gpt":0.38806780344657066,"score_spread":0.3550809662593217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2217653287","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4440611,0.018342154,0.00056910823,0.058421172,0.030910296,0.027077237,0.00611653,0.0032156997,0.4112867],"genre_scores_gemma":[0.08373864,0.0030333523,0.019419007,0.055002216,0.01758791,0.0006626416,0.0059674247,0.0012683737,0.81332046],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99134666,0.0010378874,0.003309331,0.0010559127,0.001294995,0.00195519],"domain_scores_gemma":[0.9867004,0.0051537817,0.0046004322,0.0012234547,0.001932711,0.00038921591],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037641563,0.00089133624,0.0022657255,0.0004574278,0.0007305079,0.000047337384,0.0010731093,0.0029684964,0.0031346404],"category_scores_gemma":[0.0013348719,0.00076795835,0.00048246194,0.0005552424,0.000106896165,0.00020463325,0.00035493288,0.0014741281,0.0007658715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001499416,0.00007088794,0.02409473,0.015524806,0.00022336293,0.000001279107,0.00872827,0.0000072030666,0.000034895274,0.0009131451,0.949479,0.0007724913],"study_design_scores_gemma":[0.001081767,0.00023835374,0.002438152,0.014968594,0.00029817258,7.4504646e-7,0.014039334,0.00027773064,0.00008210185,0.00035832098,0.9655542,0.0006625235],"about_ca_topic_score_codex":0.07005286,"about_ca_topic_score_gemma":0.059139043,"teacher_disagreement_score":0.40203372,"about_ca_system_score_codex":0.0009494233,"about_ca_system_score_gemma":0.000668477,"threshold_uncertainty_score":0.99947715},"labels":[],"label_agreement":null},{"id":"W2218254077","doi":"","title":"International medical graduates: past, present, and future.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"North York General Hospital; Queen's University; Markham Stouffville Hospital","funders":"","keywords":"Work (physics); Data science; Medical education; Medicine; Library science; Computer science; Engineering","score_opus":0.0945410712019825,"score_gpt":0.4116991977152182,"score_spread":0.31715812651323566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2218254077","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13939327,0.0019302662,0.000057434394,0.4241377,0.0121373525,0.0026414243,0.00002834754,0.00039630357,0.41927788],"genre_scores_gemma":[0.91857016,0.0012418822,0.0005358479,0.010424261,0.041931115,0.005173115,0.00008284188,0.000056881454,0.02198391],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979128,0.00025145704,0.0003567125,0.00022207074,0.0006491732,0.00060773385],"domain_scores_gemma":[0.9984096,0.00019091256,0.000103807375,0.00017703067,0.00016655924,0.00095208234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011258901,0.00010624181,0.00016451976,0.00005931739,0.00016007356,0.000010902959,0.00024520492,0.00019343405,0.0003229591],"category_scores_gemma":[0.00023556876,0.00008566082,0.000020856769,0.00011991164,0.00006689604,0.00011913198,0.0002260105,0.00039352608,0.00016459492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068563466,0.000038743023,0.14730749,0.000045894376,0.000019841847,0.000014960504,0.000982865,2.9100553e-7,3.868223e-8,0.0025470662,0.64640695,0.2025673],"study_design_scores_gemma":[0.00080214295,0.00000870329,0.1394259,0.000025707364,0.0000045365746,0.0000043959367,0.00141979,0.00006322755,5.416582e-7,0.0011132668,0.8570626,0.0000692121],"about_ca_topic_score_codex":0.00020905277,"about_ca_topic_score_gemma":0.00004354209,"teacher_disagreement_score":0.7791769,"about_ca_system_score_codex":0.00014659856,"about_ca_system_score_gemma":0.000118794545,"threshold_uncertainty_score":0.35361755},"labels":[],"label_agreement":null},{"id":"W2219800878","doi":"","title":"Factors influencing access to health care services in Labrador: a case study of two distinct regions","year":2012,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Qualitative research; Perspective (graphical); Nursing; Public relations; Business; Medicine; Knowledge management; Political science; Sociology; Computer science","score_opus":0.09504820541261817,"score_gpt":0.4389035288567072,"score_spread":0.34385532344408903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2219800878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.961491,0.00015015148,0.000002207128,0.00006519481,0.011787171,0.006451318,0.0001717023,0.00018315397,0.0196981],"genre_scores_gemma":[0.9831947,0.000039740757,0.000030545845,0.000017135433,0.0028045666,0.0000065607287,0.0003546234,0.00009063016,0.013461474],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9859429,0.0072599133,0.00119896,0.0014406169,0.001922371,0.00223523],"domain_scores_gemma":[0.99208593,0.0013931401,0.001240762,0.0014075412,0.0023453834,0.0015272115],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016414542,0.00075932575,0.0017177061,0.003969082,0.0051177912,0.0000857241,0.0026427254,0.0009628704,0.00010251103],"category_scores_gemma":[0.00021399531,0.00087715563,0.00026559317,0.005237878,0.0001732437,0.0013102979,0.0016222267,0.0035080984,0.00003494261],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012262534,0.0018737437,0.320056,0.0081423465,0.00044625404,0.016893754,0.6333255,0.00021702966,0.00021310565,0.0012964418,0.004359055,0.0009142245],"study_design_scores_gemma":[0.005985924,0.0012315667,0.028325077,0.002288763,0.00020645301,0.000014253067,0.9332408,0.0000049874657,0.00006774475,0.000012414945,0.027950296,0.0006717505],"about_ca_topic_score_codex":0.5212043,"about_ca_topic_score_gemma":0.63367224,"teacher_disagreement_score":0.29991525,"about_ca_system_score_codex":0.008778289,"about_ca_system_score_gemma":0.005414817,"threshold_uncertainty_score":0.9993679},"labels":[],"label_agreement":null},{"id":"W2220383440","doi":"10.18192/uojm.v4i1.1040","title":"Healthcare is political: case example of physician advocacy in response to the cuts to refugees’ and claimants’ healthcare coverage under the Interim Federal Health Program","year":2014,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Interim; Health care; Politics; Government (linguistics); Public relations; Political science; Medicine; Public administration; Impartiality; Law","score_opus":0.04891982826202026,"score_gpt":0.4196184577726329,"score_spread":0.37069862951061266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2220383440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58921134,0.0005675665,0.0003146598,0.4083605,0.00023444946,0.001005919,0.000027601747,0.000011477904,0.0002664584],"genre_scores_gemma":[0.9521787,0.00017443049,0.0006455101,0.046508696,0.00023472006,0.0000013522373,0.000003285563,0.000018694867,0.00023459554],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941464,0.0031133,0.0010999185,0.00025286953,0.000586327,0.000801199],"domain_scores_gemma":[0.9956295,0.0013913064,0.0009459512,0.00048548248,0.00065938686,0.00088837906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004890143,0.00020644808,0.00087649183,0.00033611004,0.00076309784,0.0000047224703,0.00047269883,0.00013517718,0.000051021656],"category_scores_gemma":[0.0004182424,0.00013643548,0.000076474505,0.0005935206,0.0003362729,0.00009852526,0.00021439783,0.0009847322,0.000005724056],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015612359,0.0010396226,0.10557734,0.004973712,0.00025831957,0.0009579542,0.34576514,0.00014865304,0.00016383821,0.07852027,0.27088526,0.17609751],"study_design_scores_gemma":[0.0067446684,0.01165125,0.1360199,0.010376324,0.00004531212,0.0003771432,0.24932432,0.0000919282,0.000012440584,0.0015646726,0.58354634,0.00024568665],"about_ca_topic_score_codex":0.05511081,"about_ca_topic_score_gemma":0.022171274,"teacher_disagreement_score":0.36296737,"about_ca_system_score_codex":0.0006428821,"about_ca_system_score_gemma":0.0010120078,"threshold_uncertainty_score":0.9956716},"labels":[],"label_agreement":null},{"id":"W2221092638","doi":"10.1017/s1481803500008526","title":"I am a SARS physician","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"North York General Hospital; University of Toronto","funders":"","keywords":"Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Action (physics); Medical emergency; Virology; Internal medicine","score_opus":0.1509399355872317,"score_gpt":0.4742301920431679,"score_spread":0.32329025645593623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2221092638","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31844106,0.014635332,0.00020247056,0.016716594,0.059720803,0.00069943996,0.00001703189,0.000026125585,0.58954114],"genre_scores_gemma":[0.9746667,0.0010208521,0.00025527138,0.0045659835,0.0035222112,0.000009021099,0.00000521372,0.000048060003,0.015906665],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969694,0.0004349255,0.0012885302,0.00013315787,0.00030564444,0.0008683405],"domain_scores_gemma":[0.99675983,0.00009630826,0.0006316499,0.00024919672,0.00065889925,0.0016041258],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012251807,0.00017028405,0.00045355273,0.00029405148,0.00057221646,0.0000010169529,0.00027092025,0.00013773424,0.018351227],"category_scores_gemma":[0.0013598362,0.0001335187,0.00009053331,0.0006229736,0.00009149,0.000111215566,0.000005090473,0.0007571337,0.0002346217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012936755,0.000011063608,0.056167718,0.000107016655,0.00003717617,0.00008083356,0.0047031953,0.0000074695577,0.00010245626,0.011034878,0.92685336,0.00088190695],"study_design_scores_gemma":[0.0006544444,0.00027432808,0.0055606794,0.0009151685,0.000044882006,0.000006201803,0.006753511,0.0000034051316,0.0000098362425,0.0037712508,0.9818878,0.00011847118],"about_ca_topic_score_codex":0.012820476,"about_ca_topic_score_gemma":0.0464728,"teacher_disagreement_score":0.6562257,"about_ca_system_score_codex":0.00038119408,"about_ca_system_score_gemma":0.0024230091,"threshold_uncertainty_score":0.99375325},"labels":[],"label_agreement":null},{"id":"W2226596327","doi":"","title":"Book Review: Health in Rural Canada","year":2013,"lang":"fr","type":"article","venue":"Canadian Review of Social Policy / Revue canadienne de politique sociale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Geography","score_opus":0.01871332057940807,"score_gpt":0.35920143885721306,"score_spread":0.340488118277805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2226596327","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00082304433,0.49708682,2.7000914e-7,0.48491284,0.0009409905,0.0037389877,0.0023132246,0.000018765037,0.010165065],"genre_scores_gemma":[0.0014388929,0.50210404,0.00003651736,0.4656558,0.002701829,0.00046093555,0.0002613533,0.00010352756,0.027237134],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9837279,0.004180652,0.0034543765,0.00066515716,0.00029988782,0.00767206],"domain_scores_gemma":[0.98876065,0.0004089419,0.0017479699,0.0007893247,0.0012623286,0.0070308005],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003284801,0.00081850763,0.003185031,0.0005185409,0.0011815737,0.00002349234,0.0010501224,0.0009916186,0.012396779],"category_scores_gemma":[0.0041534402,0.0010765716,0.00048400022,0.0024639862,0.0006393517,0.00037772686,0.00012221899,0.0023120043,0.0002288539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000001608837,0.000021206306,0.00032193505,0.12259405,0.000037651276,0.000038651102,0.003863593,2.4013215e-7,1.9540511e-7,0.05241194,0.80442417,0.016284758],"study_design_scores_gemma":[0.00032146228,0.000053781492,0.0074992646,0.16244477,0.00006122905,0.000028998504,0.003585989,0.000003851199,3.1078505e-7,0.0021411735,0.8232724,0.00058674935],"about_ca_topic_score_codex":0.9999513,"about_ca_topic_score_gemma":0.9999465,"teacher_disagreement_score":0.09852839,"about_ca_system_score_codex":0.07038916,"about_ca_system_score_gemma":0.16891755,"threshold_uncertainty_score":0.9999897},"labels":[],"label_agreement":null},{"id":"W2228058590","doi":"10.12927/hcpol.2016.24447","title":"Inter-Provincial Migration Intentions of Family Physicians in Canada: The Roles of Income and Community Characteristics","year":2015,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Institutes of Health Research; Health Canada; Canadian Medical Association; College of Family Physicians of Canada; Royal College of Physicians and Surgeons of Canada","keywords":"Destinations; Incentive; Compensation (psychology); Demographic economics; Geography; Socioeconomics; Economic growth; Political science; Psychology; Sociology; Economics; Social psychology","score_opus":0.08688318263956414,"score_gpt":0.42075118770385556,"score_spread":0.33386800506429143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2228058590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820129,0.00029285427,0.000017919509,0.01576211,0.00028434646,0.0006594198,0.00034611867,0.000015496342,0.0006088047],"genre_scores_gemma":[0.99737567,0.00017927235,0.00005171662,0.0020722009,0.00017657308,0.000050895836,0.000036720056,0.000014840041,0.00004212252],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962454,0.0019881336,0.00093608024,0.0001113352,0.00029188461,0.0004271986],"domain_scores_gemma":[0.9978039,0.0005300759,0.0005454485,0.0004009597,0.0005468553,0.000172715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010009222,0.00013072872,0.00041838607,0.0001402636,0.00037041272,0.0000027941712,0.00024505664,0.000113410584,0.0000024977292],"category_scores_gemma":[0.00086299534,0.00010687857,0.000027351121,0.00043324128,0.00013827093,0.00006795393,0.00019836,0.0009817176,0.0000022806278],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011730533,0.000077019686,0.92901546,0.0011734283,0.000009237861,0.000001091964,0.045053385,0.0000024556734,0.000072603165,0.00884373,0.00090832124,0.01472599],"study_design_scores_gemma":[0.00042260985,0.00017839644,0.89407444,0.0012424138,0.0000074626355,9.67024e-7,0.100266404,0.00017269484,0.000016518768,0.0015807557,0.0019514004,0.00008592582],"about_ca_topic_score_codex":0.9959123,"about_ca_topic_score_gemma":0.9988939,"teacher_disagreement_score":0.055213023,"about_ca_system_score_codex":0.0013107581,"about_ca_system_score_gemma":0.007244833,"threshold_uncertainty_score":0.99838316},"labels":[],"label_agreement":null},{"id":"W2231606636","doi":"","title":"Canada needs to better manage healthcare system’s workforce","year":2016,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Workforce; Health care; Healthcare system; Nursing; Knowledge management; Public relations; Computer science; Medicine; Economic growth; Political science; Economics","score_opus":0.03731337519577761,"score_gpt":0.3474169836504698,"score_spread":0.3101036084546922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231606636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49209568,0.0022343334,0.0022038908,0.15915379,0.010287213,0.0054240567,0.00032693485,0.001269999,0.3270041],"genre_scores_gemma":[0.93022823,0.00005326363,0.00036088657,0.032168772,0.0011902074,0.00039212324,0.000015088134,0.00009620386,0.035495196],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947397,0.00076001143,0.0011710443,0.00063643104,0.00086189376,0.0018309057],"domain_scores_gemma":[0.9959995,0.0008856474,0.0003321446,0.0011922645,0.00040385718,0.0011866002],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042799654,0.0004581985,0.00069383724,0.00030773325,0.0012480132,0.000020759126,0.000694978,0.00041922316,0.0004931549],"category_scores_gemma":[0.00015623894,0.00029995726,0.00008147629,0.0009745447,0.0000588365,0.00022976987,0.0003180473,0.0005959073,0.0024711262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025382647,0.000043658132,0.043341875,0.002042301,0.00006604918,0.00036323324,0.0064572794,0.000012535498,0.00018395876,0.28390536,0.6434222,0.019907724],"study_design_scores_gemma":[0.0006849462,0.00008229181,0.003766717,0.0059809494,0.000019444802,0.00000683379,0.0047644465,0.000012881842,0.000051165676,0.0010193655,0.9831342,0.00047671795],"about_ca_topic_score_codex":0.6221039,"about_ca_topic_score_gemma":0.79901814,"teacher_disagreement_score":0.43813258,"about_ca_system_score_codex":0.0030738013,"about_ca_system_score_gemma":0.0015557965,"threshold_uncertainty_score":0.9999453},"labels":[],"label_agreement":null},{"id":"W2231803309","doi":"10.18357/ijih21200512295","title":"Post-Traumatic Stress and the Health Status of Aboriginal Populations in Canada","year":2005,"lang":"en","type":"article","venue":"International Journal of Indigenous Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Traumatic stress; Stress (linguistics); Environmental health; Geography; Psychology; Medicine; Psychiatry","score_opus":0.035288153669400954,"score_gpt":0.44661314001957203,"score_spread":0.41132498635017106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231803309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9592486,0.006734029,0.00007658729,0.031253204,0.0012778178,0.0007854821,0.0002635495,0.0000064137585,0.0003543175],"genre_scores_gemma":[0.98613346,0.0050520175,0.0016298195,0.0066967974,0.00037445448,0.000009633485,0.00002425624,0.000016341657,0.000063202024],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99490666,0.0008430266,0.002343545,0.00013177394,0.00093114167,0.0008438737],"domain_scores_gemma":[0.99554116,0.0005983742,0.002401989,0.00016400478,0.00085725833,0.0004372027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018385241,0.00015210343,0.00060242374,0.00028941996,0.00043358863,0.000010810156,0.00042435527,0.000057559882,0.000112214875],"category_scores_gemma":[0.00016694191,0.000109301116,0.000055936736,0.00020489367,0.00008179629,0.0001776779,0.000037788443,0.0007891104,0.000004005823],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00093372574,0.00023476421,0.80986744,0.0005274828,0.000087953485,0.000020411082,0.13462096,0.0017249685,0.0000011321288,0.010667039,0.0014892991,0.039824843],"study_design_scores_gemma":[0.007084154,0.0006556657,0.88213456,0.004092983,0.00001495023,0.000105975756,0.0714436,0.0004103913,0.0000048059114,0.0008457577,0.032996036,0.00021112917],"about_ca_topic_score_codex":0.9786546,"about_ca_topic_score_gemma":0.9942978,"teacher_disagreement_score":0.07226713,"about_ca_system_score_codex":0.00581835,"about_ca_system_score_gemma":0.031667463,"threshold_uncertainty_score":0.9979981},"labels":[],"label_agreement":null},{"id":"W2232567977","doi":"10.1503/cmaj.109-5213","title":"Calls for more independence for government medical officers","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Independence (probability theory); Officer; Government (linguistics); House officer; Position (finance); Medicine; Political science; Family medicine; Law; Business","score_opus":0.02180792681297648,"score_gpt":0.38751120034827513,"score_spread":0.36570327353529863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2232567977","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.077241905,0.00035961298,0.015293929,0.88436854,0.009807268,0.0028929028,0.001158444,0.00009499948,0.008782419],"genre_scores_gemma":[0.7132123,0.00097410387,0.0026692376,0.22753602,0.018200371,0.0009823416,0.000045190634,0.00014658758,0.036233827],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934408,0.00032941895,0.0009578688,0.00024626043,0.0036065155,0.0014191067],"domain_scores_gemma":[0.99078226,0.0033053677,0.0005255836,0.0001416849,0.00084955274,0.004395538],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006477829,0.00015862328,0.00033564784,0.000065210115,0.0011179928,0.000016933907,0.00047713748,0.001288056,0.010204057],"category_scores_gemma":[0.023117261,0.00011141405,0.0001386948,0.00012612136,0.000064402724,0.00013161279,0.00003340532,0.0010752169,0.00022897047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000064932174,0.000020914573,0.0582271,0.00006433265,0.00006611674,0.000041133433,0.00050291966,5.406625e-7,0.0000030141223,0.0031634092,0.8587456,0.07909998],"study_design_scores_gemma":[0.0028726899,0.00009234803,0.007837631,0.0008682084,0.000019060111,0.000022019682,0.001610691,0.00015847964,0.0000036270287,0.0006246603,0.98573685,0.00015375823],"about_ca_topic_score_codex":0.0022531634,"about_ca_topic_score_gemma":0.07389711,"teacher_disagreement_score":0.6568325,"about_ca_system_score_codex":0.007598194,"about_ca_system_score_gemma":0.015812624,"threshold_uncertainty_score":0.99621147},"labels":[],"label_agreement":null},{"id":"W2233036813","doi":"","title":"Justifying oncology nurse navigator roles in Canada: an integrative literature review on quality indicators, evaluation metrics, and measurable patient outcomes","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quality (philosophy); Medical physics; Oncology","score_opus":0.1342274604814189,"score_gpt":0.5164637864797242,"score_spread":0.38223632599830537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2233036813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8976188,0.07255662,0.0000060682423,0.010983608,0.0012218087,0.0040352587,0.00009291881,0.00007104988,0.013413868],"genre_scores_gemma":[0.97733766,0.004478452,0.00070569845,0.016610889,0.00004630215,0.00041436858,0.00017765246,0.00002204857,0.00020691722],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99170375,0.0050562555,0.0011696978,0.00046893233,0.0010091433,0.00059224316],"domain_scores_gemma":[0.99663085,0.00095015415,0.0005741161,0.00039876465,0.00079183286,0.0006542558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005463829,0.00027625696,0.00081993354,0.0002548099,0.0002639872,0.000011645276,0.00017769617,0.000273678,0.00012445738],"category_scores_gemma":[0.0048574437,0.0001878222,0.000030467976,0.0011735925,0.000040156996,0.00024620892,0.00005794341,0.001078862,0.000018149387],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001883842,0.0002425117,0.7421558,0.0016120834,0.000030357527,0.00002214538,0.024158731,0.000020829462,0.0000013243822,0.0043170783,0.046594534,0.18065621],"study_design_scores_gemma":[0.007504031,0.0022533648,0.32986078,0.0724714,0.00029356536,0.000010514587,0.36808524,0.0014238833,0.000059514958,0.0024772086,0.21395801,0.0016025052],"about_ca_topic_score_codex":0.60699254,"about_ca_topic_score_gemma":0.92938495,"teacher_disagreement_score":0.41229504,"about_ca_system_score_codex":0.0079667885,"about_ca_system_score_gemma":0.007401919,"threshold_uncertainty_score":0.9982252},"labels":[],"label_agreement":null},{"id":"W2234822693","doi":"10.7202/1034037ar","title":"Épreuves spécifiques rencontrées lors d’immigration et de formation en soins infirmiers en Haute école spécialisée en Suisse : le cas d’étudiants subsahariens","year":2015,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Art","score_opus":0.39908847970546707,"score_gpt":0.5116083718606197,"score_spread":0.11251989215515262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2234822693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9082106,0.0042950558,0.0063696844,0.064049155,0.0041746637,0.001628683,0.000076181735,0.00017176432,0.011024256],"genre_scores_gemma":[0.97015756,0.0045656217,0.01689911,0.001316693,0.0013233442,0.0001969282,0.00014567064,0.0000439529,0.0053511267],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9903156,0.0057708505,0.0011878718,0.00066199055,0.00056306244,0.0015006377],"domain_scores_gemma":[0.9955041,0.001662639,0.00082794554,0.00051256054,0.0007020239,0.0007907741],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.011150301,0.0004165426,0.0005217481,0.00043737868,0.0018629938,0.00027860972,0.0006857194,0.0008232405,0.00010506408],"category_scores_gemma":[0.0049528843,0.0004516933,0.000121096695,0.0013908327,0.00088669185,0.003972036,0.00017293406,0.0008405569,0.00040159782],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006736185,0.00034802404,0.060387466,0.0016664269,0.000026543337,0.000019377849,0.8013504,0.0054751546,0.00041631272,0.08126198,0.044979393,0.0040015224],"study_design_scores_gemma":[0.0017137215,0.0013338838,0.13860919,0.008033145,0.00023881982,0.0004014552,0.53200376,0.070709854,0.0016577706,0.085372895,0.15845555,0.0014699867],"about_ca_topic_score_codex":0.072170556,"about_ca_topic_score_gemma":0.19364409,"teacher_disagreement_score":0.26934668,"about_ca_system_score_codex":0.00821264,"about_ca_system_score_gemma":0.010138014,"threshold_uncertainty_score":0.99979347},"labels":[],"label_agreement":null},{"id":"W2235772707","doi":"10.3138/ptc.2014-57gh","title":"Enhanced Patient-Centred Care: Physiotherapists' Perspectives on the Impact of International Clinical Internships on Canadian Practice","year":2015,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Physiotherapy Association; University of Toronto","funders":"","keywords":"Internship; Low and middle income countries; Qualitative research; Medicine; Nursing; Health care; Medical education; Creativity; Psychology; Developing country; Political science; Sociology; Social psychology","score_opus":0.06752766032665382,"score_gpt":0.4738204117688986,"score_spread":0.4062927514422448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2235772707","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9103771,0.0025042216,0.0000056772446,0.013947117,0.0035225882,0.0017243781,0.00036665384,0.00005675961,0.06749554],"genre_scores_gemma":[0.99041957,0.0003037935,0.000045607903,0.008070625,0.00060800684,0.000059965856,0.000029686762,0.000050036422,0.00041271027],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9964586,0.0011175115,0.0006299421,0.00041236883,0.000729164,0.0006524392],"domain_scores_gemma":[0.99585843,0.001461392,0.000531954,0.0006264899,0.00092850934,0.0005932126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019721016,0.00028146844,0.00037990668,0.00010035238,0.00031430757,0.000014915502,0.00053701905,0.00012946002,0.0009038053],"category_scores_gemma":[0.00066662446,0.00018842758,0.00015413213,0.00028120057,0.00009628452,0.00010646053,0.00003331323,0.0007384071,0.0000644808],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.008570345,0.0010940841,0.01126214,0.00013823772,0.0013121729,0.000036418798,0.31139067,0.0013400544,0.0005848762,0.009025489,0.6361029,0.019142574],"study_design_scores_gemma":[0.0043722,0.0032805512,0.010692006,0.001335528,0.000017572504,0.0000014178577,0.730637,0.00044129835,0.00052997394,0.0003408008,0.24765748,0.00069417263],"about_ca_topic_score_codex":0.98334724,"about_ca_topic_score_gemma":0.9382267,"teacher_disagreement_score":0.41924632,"about_ca_system_score_codex":0.0052912063,"about_ca_system_score_gemma":0.008031003,"threshold_uncertainty_score":0.9985273},"labels":[],"label_agreement":null},{"id":"W2235905704","doi":"10.1002/j.0022-0337.2012.76.9.tb05375.x","title":"Graduating Grades and National Dental Examination Results of Foreign‐Trained and Domestic Dental Students","year":2012,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Dental education; Dentistry; Medicine; Medical education; Psychology; Family medicine","score_opus":0.04961153727803278,"score_gpt":0.47550621932067744,"score_spread":0.42589468204264463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2235905704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948421,0.0013315108,0.00002231419,0.00013087208,0.0013508351,0.00042479878,0.000020505573,0.0000086154505,0.0018684573],"genre_scores_gemma":[0.99703765,0.00016857068,0.0014930248,0.00014267044,0.00064615713,0.000014016649,0.00003369426,0.000015305475,0.00044894122],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973715,0.0003380903,0.0010387881,0.00012573632,0.0008248855,0.00030098346],"domain_scores_gemma":[0.9975893,0.00046622867,0.0012002459,0.000070501,0.00040598796,0.00026775082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019003757,0.00013816525,0.0002554002,0.00027809734,0.00030789923,0.000020643693,0.0001293465,0.000113844966,0.00003785678],"category_scores_gemma":[0.0008550562,0.00012488473,0.00004428138,0.00020722074,0.00008585375,0.0006976739,0.00007889092,0.00031048682,0.000009681745],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017546811,0.00053184206,0.9815464,0.00026075344,0.000035013956,0.0000013037536,0.007723637,0.0000017024486,0.00089522335,0.0016225524,0.0015167741,0.0056893374],"study_design_scores_gemma":[0.002040598,0.00022979238,0.9376676,0.0008700302,0.00005832649,0.00027981575,0.057548247,0.000033210923,0.00016958182,0.00075910013,0.00023474092,0.0001089445],"about_ca_topic_score_codex":0.00012096208,"about_ca_topic_score_gemma":0.000056987254,"teacher_disagreement_score":0.04982461,"about_ca_system_score_codex":0.00045067945,"about_ca_system_score_gemma":0.00029625912,"threshold_uncertainty_score":0.5092651},"labels":[],"label_agreement":null},{"id":"W2237765097","doi":"10.1016/s1701-2163(15)30880-x","title":"Perspectives of Family Physicians on the Care of Uninsured Pregnant Women","year":2013,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Jewish General Hospital; McGill University; NOSM University; Université de Montréal","funders":"","keywords":"Medicine; Family medicine; Health care; Thematic analysis; Obligation; Population; Workload; Nursing; Context (archaeology); Prenatal care; Immigration; Qualitative research; Environmental health","score_opus":0.020432672502317825,"score_gpt":0.30873360493383395,"score_spread":0.2883009324315161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2237765097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9810561,0.010028505,0.0000013671,0.0010436327,0.0031592732,0.00037088568,0.000029981711,0.0000020329421,0.0043082186],"genre_scores_gemma":[0.99853367,0.0005055596,0.00006175134,0.0006160659,0.000026072283,0.000012417011,5.723336e-7,0.000009489089,0.00023438099],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998264,0.0003116461,0.00064324494,0.00009496111,0.00032177428,0.00036436578],"domain_scores_gemma":[0.99320394,0.0043413625,0.0009904609,0.0001678759,0.0011673986,0.00012894504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025199968,0.00010681949,0.00043922928,0.00012094257,0.00021903976,0.0000026401665,0.00022191904,0.00011863429,0.00028654866],"category_scores_gemma":[0.0018882012,0.000067436136,0.00004268953,0.00034388187,0.00011154303,0.000046231802,0.000047283684,0.0004952536,0.0000010668585],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006886478,0.0005275168,0.53942287,0.0014511801,0.00067974353,0.00023347365,0.17413604,0.00038547034,0.00028078255,0.013171429,0.061993673,0.20764898],"study_design_scores_gemma":[0.00084452017,0.00080794544,0.5883503,0.00013926464,0.000021412967,7.512349e-7,0.40143195,0.00001492736,0.000024815568,0.00036109713,0.007929249,0.00007376688],"about_ca_topic_score_codex":0.048586655,"about_ca_topic_score_gemma":0.01780179,"teacher_disagreement_score":0.22729589,"about_ca_system_score_codex":0.0013588435,"about_ca_system_score_gemma":0.001992334,"threshold_uncertainty_score":0.9933816},"labels":[],"label_agreement":null},{"id":"W2238360235","doi":"","title":"Encountering Globalization:Professional Groups in an International Context","year":2009,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Globalization; State (computer science); Context (archaeology); Affect (linguistics); Political science; International market; Professional association; Business; Public relations; Sociology; Geography; International trade; Law","score_opus":0.07195622594635707,"score_gpt":0.47531433644271326,"score_spread":0.40335811049635617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2238360235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8231684,0.00021614826,0.000010061154,0.0015803147,0.0050102104,0.002231127,0.00014474809,0.0001115232,0.16752745],"genre_scores_gemma":[0.9851406,0.0073387777,0.00061068614,0.0014162974,0.0011461568,0.0006422273,0.0005900117,0.000078739286,0.0030364925],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926051,0.001857482,0.0019126207,0.0013091043,0.00065285375,0.0016628198],"domain_scores_gemma":[0.9966732,0.000786558,0.00050662743,0.0011505766,0.00045416306,0.0004288587],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0042651896,0.0004466064,0.0008140143,0.0008477181,0.00049113575,0.00008701535,0.0016184893,0.0012851509,0.0011380139],"category_scores_gemma":[0.0007260759,0.0004968513,0.00011781244,0.00027666023,0.00020316582,0.00042492527,0.0018422626,0.0047560357,0.0000956695],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009775145,0.00074959703,0.698919,0.00082924374,0.000059699476,0.00015624895,0.007240769,0.013765488,0.000026546752,0.016330676,0.0010055162,0.25993967],"study_design_scores_gemma":[0.0059883394,0.00044879035,0.5399463,0.017968694,0.000013678864,0.000016183783,0.038250215,0.0696973,0.00001335106,0.03240009,0.29324406,0.0020129862],"about_ca_topic_score_codex":0.00096140784,"about_ca_topic_score_gemma":0.014107904,"teacher_disagreement_score":0.29223853,"about_ca_system_score_codex":0.0063147587,"about_ca_system_score_gemma":0.002010867,"threshold_uncertainty_score":0.99977505},"labels":[],"label_agreement":null},{"id":"W2238665640","doi":"10.1007/s40596-015-0389-7","title":"A Transition to Residency Curriculum for International Medical Graduate Psychiatry Trainees","year":2015,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Medical education; Curriculum; Graduate medical education; Residency training; Psychology; Medicine; Pedagogy; Accreditation; Continuing education","score_opus":0.0932279512670564,"score_gpt":0.4807468172444141,"score_spread":0.3875188659773577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2238665640","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43873432,0.0025775707,0.0070309956,0.4855316,0.053409386,0.0029322754,0.00015834754,0.0005665112,0.009058983],"genre_scores_gemma":[0.6866837,0.0014272771,0.09304815,0.1710487,0.039475795,0.0030313325,0.000561047,0.00027161624,0.0044523873],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955275,0.000330692,0.0013300197,0.0006008059,0.0011823386,0.0010286444],"domain_scores_gemma":[0.99730504,0.0002135327,0.0002980623,0.000351233,0.00054927735,0.0012828668],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023188444,0.0003045117,0.0004032176,0.00024418393,0.00041992462,0.000008464317,0.00086723076,0.0009178539,0.00032295627],"category_scores_gemma":[0.001503775,0.00028130895,0.0001494545,0.000482214,0.000060743358,0.0002539832,0.00009624592,0.0018655623,0.00066445343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027120713,0.000096511096,0.0676909,0.00018759182,0.000032598,0.0000010698633,0.0044519287,0.000016679975,0.0000027771414,0.03263756,0.8930182,0.0015929901],"study_design_scores_gemma":[0.00889622,0.00082154496,0.018614134,0.0062945285,0.00013098422,0.000047080986,0.053694263,0.0023405307,0.000003488695,0.31028676,0.5977374,0.001133091],"about_ca_topic_score_codex":0.00034598904,"about_ca_topic_score_gemma":0.0005491588,"teacher_disagreement_score":0.3144829,"about_ca_system_score_codex":0.0002940254,"about_ca_system_score_gemma":0.0027834822,"threshold_uncertainty_score":0.9999639},"labels":[],"label_agreement":null},{"id":"W22412545","doi":"","title":"Location decisions of family physicians in Saskatchewan: What really matters?","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Government of Saskatchewan","funders":"","keywords":"Stakeholder; Incentive; Humanities; Political science; Psychology; Public relations","score_opus":0.05549798277131622,"score_gpt":0.3655458031379768,"score_spread":0.31004782036666056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W22412545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.963391,0.0010218725,0.0011300445,0.025709476,0.0014642961,0.0028618034,0.000020185065,0.000117391246,0.0042839386],"genre_scores_gemma":[0.98739654,0.0006777489,0.00029171573,0.005973752,0.0001475391,0.0017600106,0.0000060100942,0.000027076467,0.0037196127],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9974863,0.0003479198,0.00076396373,0.00028756322,0.00029358102,0.0008206714],"domain_scores_gemma":[0.99774104,0.0010778428,0.00031661545,0.00048469962,0.00022618094,0.00015359752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082524837,0.00013991917,0.0003269421,0.0001519157,0.00013181561,0.000007727893,0.0002618301,0.00017874132,0.00004686969],"category_scores_gemma":[0.00028981006,0.00010278996,0.000045535326,0.0005290027,0.00007411846,0.0004720838,0.000094436335,0.00019894943,0.00023299387],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014303328,0.000117056305,0.035906415,0.00016790524,0.00001127792,0.0000036136396,0.0043280786,0.00000862743,0.00021335254,0.00061944604,0.022904715,0.9355765],"study_design_scores_gemma":[0.0012510463,0.000023948487,0.94322205,0.0032685234,0.000010851724,3.6603234e-7,0.029510226,0.000006568492,0.0001133338,0.0031127657,0.019313224,0.00016707678],"about_ca_topic_score_codex":0.001302651,"about_ca_topic_score_gemma":0.004912253,"teacher_disagreement_score":0.9354094,"about_ca_system_score_codex":0.00039083345,"about_ca_system_score_gemma":0.00019030742,"threshold_uncertainty_score":0.4191653},"labels":[],"label_agreement":null},{"id":"W2242737979","doi":"10.9778/cmajo.20140109","title":"Work locations in 2014 of medical graduates of Memorial University of Newfoundland: a cross-sectional study","year":2015,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mandate; Rural area; Cross-sectional study; Medical school; Logistic regression; Work (physics); Medicine; Family medicine; Gerontology; Medical education; Political science","score_opus":0.12792852445874375,"score_gpt":0.4756511009861203,"score_spread":0.34772257652737654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242737979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916026,0.00007777859,0.000049358507,0.0005875369,0.0008555906,0.0013830425,0.000024358724,0.000010791939,0.005408929],"genre_scores_gemma":[0.99834526,0.000020211619,0.0002847395,0.00003299446,0.00011909716,0.000009238881,0.000020947808,0.000007286593,0.00116023],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99773455,0.00055900565,0.00066431175,0.00018683763,0.00062441436,0.00023090177],"domain_scores_gemma":[0.9982448,0.00043843966,0.00037052823,0.00030510765,0.00044104768,0.00020005123],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026094744,0.000080983176,0.00038843587,0.0000913001,0.00013666076,0.0000048591073,0.0007562576,0.000185596,0.0009944588],"category_scores_gemma":[0.00049535296,0.00007809933,0.00003185818,0.00042326676,0.00017168823,0.00013603941,0.0005668698,0.00029542085,0.000079940335],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005497964,0.0003577236,0.9827828,0.000070006274,0.000017729748,0.0000027122867,0.0060359035,0.0000763489,0.0000010156665,0.0010585451,0.008937211,0.000110212255],"study_design_scores_gemma":[0.003907524,0.00022087396,0.97912514,0.00030445098,0.000011204649,3.449836e-7,0.011607448,0.000043592365,0.0000023023113,0.0009648186,0.0037474597,0.00006486769],"about_ca_topic_score_codex":0.17764418,"about_ca_topic_score_gemma":0.07701315,"teacher_disagreement_score":0.100631036,"about_ca_system_score_codex":0.00020149264,"about_ca_system_score_gemma":0.0015228887,"threshold_uncertainty_score":0.99991876},"labels":[],"label_agreement":null},{"id":"W2243271457","doi":"","title":"Needs Assessment for Online Physician and Workplace Health Programs","year":2008,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medical education; Public relations; Nursing; Medicine; Psychology; Political science","score_opus":0.09352077411473952,"score_gpt":0.48353610175375417,"score_spread":0.39001532763901464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2243271457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8817621,0.0016194788,0.0073563615,0.056592405,0.0013273682,0.010664552,0.00009041426,0.0009855111,0.03960181],"genre_scores_gemma":[0.6367855,0.0015878438,0.23799217,0.056171235,0.001594043,0.0012943503,0.00053400313,0.000120177065,0.06392065],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976705,0.00022328498,0.0005875036,0.0002801477,0.00022807055,0.0010105384],"domain_scores_gemma":[0.9986008,0.00031710055,0.00023771975,0.0002834743,0.0001540412,0.00040685543],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00047860664,0.00019495923,0.00042321865,0.00007839894,0.0014527126,0.0000065421127,0.00012427887,0.00014159441,0.00006957758],"category_scores_gemma":[0.000024199648,0.0001607557,0.00005055374,0.00036714968,0.00008094778,0.000099899866,0.0000859803,0.00040251028,0.000036166195],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028079297,0.0012874821,0.27758184,0.0024460666,0.00007146605,0.000005855244,0.011246404,0.000013269904,0.000016447397,0.05056462,0.31321242,0.3432733],"study_design_scores_gemma":[0.0026973232,0.0011557805,0.04839324,0.0009662271,0.000013437169,0.0000054112384,0.019583529,0.0017195869,0.0000025160525,0.0012812914,0.9238322,0.00034947187],"about_ca_topic_score_codex":0.00084562774,"about_ca_topic_score_gemma":0.0008506816,"teacher_disagreement_score":0.6106197,"about_ca_system_score_codex":0.00030766404,"about_ca_system_score_gemma":0.000683336,"threshold_uncertainty_score":0.99984723},"labels":[],"label_agreement":null},{"id":"W2245191369","doi":"","title":"Internationally educated health professionals.","year":2010,"lang":"en","type":"editorial","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Neglect; Government (linguistics); nobody; Economic shortage; Health professionals; Population; Public relations; Nursing; Economic growth; Political science; Medicine; Economics; Environmental health","score_opus":0.03562984546404521,"score_gpt":0.438925278292828,"score_spread":0.4032954328287828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2245191369","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003555743,0.0013637043,0.000004669094,0.018569862,0.94332355,0.006616591,0.00070734904,0.0005049701,0.028553752],"genre_scores_gemma":[0.0005302057,0.00046489458,0.00024837733,0.0053998805,0.80854577,0.018119551,0.0034967416,0.00017211937,0.16302244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99127877,0.0012566178,0.0019526461,0.0009965755,0.0020237528,0.0024916537],"domain_scores_gemma":[0.9911029,0.0033488334,0.0019551753,0.00095499423,0.0015086172,0.0011294958],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0038387328,0.00062843,0.0011461226,0.00038235867,0.0013056133,0.00003501371,0.0012356449,0.003312513,0.0012061425],"category_scores_gemma":[0.005644909,0.0005570406,0.00018312337,0.0004444002,0.000111873574,0.00017216222,0.0005456086,0.009286415,0.0014108582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008710709,0.00016262331,0.0004179436,0.0009848591,0.00005139347,0.0000038840894,0.00058780477,1.121286e-7,1.1209601e-7,0.0003978782,0.97568196,0.02162434],"study_design_scores_gemma":[0.0007994874,0.000026193276,0.0071799257,0.0010982335,0.00002018904,5.7980816e-7,0.000361701,0.0000015362533,4.184972e-7,0.0006307523,0.9894675,0.0004134718],"about_ca_topic_score_codex":0.0024120393,"about_ca_topic_score_gemma":0.0029266055,"teacher_disagreement_score":0.13477774,"about_ca_system_score_codex":0.0019667908,"about_ca_system_score_gemma":0.008275758,"threshold_uncertainty_score":0.9999946},"labels":[],"label_agreement":null},{"id":"W2252607523","doi":"10.1503/cmaj.109-5140","title":"Improved postgraduate training system needed","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Training (meteorology); Medical education; Computer science; Medical school; Medicine; World Wide Web","score_opus":0.060293856767985016,"score_gpt":0.38063554064517335,"score_spread":0.3203416838771883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252607523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6119799,0.00070086087,0.0003044234,0.20589706,0.01892827,0.0011102204,0.00008824654,0.00035375624,0.16063723],"genre_scores_gemma":[0.95776725,0.000026729755,0.00034916963,0.031259906,0.0052760816,0.000028141345,0.000018167415,0.000037733553,0.005236823],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99492323,0.0010712509,0.0009619561,0.00017173904,0.001473131,0.0013986749],"domain_scores_gemma":[0.99111736,0.00037875347,0.0005550177,0.00013642429,0.0012368151,0.0065756403],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0066099158,0.00015503542,0.00037016277,0.00019064854,0.0010772871,0.000043277672,0.0003200483,0.00075921614,0.0015314895],"category_scores_gemma":[0.0053156368,0.00013958898,0.000078067394,0.00036104137,0.000025440148,0.00015575423,0.000026482981,0.002249639,0.0012152728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000034861212,0.000012109338,0.047904897,0.000071412825,0.000087430475,0.00040672667,0.016445655,0.0000049245696,0.0000037091127,0.0022284626,0.91222614,0.0205737],"study_design_scores_gemma":[0.0024621545,0.00009618374,0.0026683828,0.00079889386,0.000025129377,0.00020845297,0.15688314,0.0023814132,0.0000010235926,0.00021887771,0.834029,0.00022731749],"about_ca_topic_score_codex":0.037260022,"about_ca_topic_score_gemma":0.086350076,"teacher_disagreement_score":0.34578732,"about_ca_system_score_codex":0.0074897977,"about_ca_system_score_gemma":0.016507799,"threshold_uncertainty_score":0.9995624},"labels":[],"label_agreement":null},{"id":"W2252959236","doi":"10.1016/j.physio.2015.03.331","title":"Bridging the gap to working in Canada: experience of internationally educated physiotherapists with an innovative multicomponent, blended format bridging program","year":2015,"lang":"en","type":"article","venue":"Physiotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Physiotherapy Association; University of Alberta","funders":"","keywords":"Bridging (networking); Mentorship; Medical education; Curriculum; Asynchronous communication; Medicine; Psychology; Pedagogy; Engineering; Computer science","score_opus":0.07815228272506348,"score_gpt":0.44785286870214597,"score_spread":0.3697005859770825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252959236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948071,0.00014608793,0.0003340895,0.0017038358,0.00036236685,0.0019953782,0.000006162857,0.000082584374,0.0005623636],"genre_scores_gemma":[0.99326026,0.000021107868,0.0027356523,0.0030280466,0.00023390289,0.0005617788,0.000019902773,0.000051045427,0.000088317436],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973122,0.00034249245,0.0006533654,0.00035592535,0.00060979597,0.0007262253],"domain_scores_gemma":[0.9982318,0.0001555293,0.00042278602,0.00043704375,0.00053216354,0.00022066385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036749424,0.00025731744,0.00039047538,0.00013451609,0.00025322352,0.000019473806,0.0005247253,0.000046773446,0.000032119817],"category_scores_gemma":[0.000036044323,0.00018191853,0.000022318349,0.0012382857,0.00007402026,0.00025934883,0.00007240179,0.00037823705,0.000006232596],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003390535,0.0010492322,0.5227606,0.00042283407,0.00014572202,0.000013692525,0.27990523,0.004127301,0.017047027,0.0012957808,0.00266576,0.16717623],"study_design_scores_gemma":[0.009043,0.0012733586,0.8108811,0.0100097675,0.000008484333,0.0000078344265,0.099782765,0.043453198,0.004720583,0.00050629204,0.018911922,0.0014017312],"about_ca_topic_score_codex":0.72979975,"about_ca_topic_score_gemma":0.7151833,"teacher_disagreement_score":0.28812042,"about_ca_system_score_codex":0.0014605394,"about_ca_system_score_gemma":0.0026532444,"threshold_uncertainty_score":0.7418422},"labels":[],"label_agreement":null},{"id":"W2254027176","doi":"","title":"Les médecins de famille canadiens: Une ressource planétaire","year":2007,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Computer science; Philosophy","score_opus":0.043400258944575346,"score_gpt":0.3392288205270474,"score_spread":0.29582856158247206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2254027176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7738434,0.02008206,0.00038567893,0.019552622,0.0087054735,0.0022687032,0.0003435201,0.00042147408,0.17439708],"genre_scores_gemma":[0.7742074,0.0055677416,0.0013824216,0.005329148,0.0035494063,0.00007605743,0.00009818414,0.00027950288,0.20951012],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98511434,0.0020294115,0.0017151039,0.0010482422,0.00079290324,0.009300017],"domain_scores_gemma":[0.9924553,0.0012244023,0.0006331101,0.0011548996,0.00039519393,0.0041370816],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0039170426,0.0007615304,0.000821163,0.00025511393,0.0018368664,0.00006289477,0.00095799426,0.0009883892,0.0012180087],"category_scores_gemma":[0.0019573572,0.00080342457,0.0001881388,0.0018343339,0.0005050355,0.00023955235,0.00034265846,0.0027646543,0.001330461],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006576969,0.0004931084,0.35253257,0.0014644882,0.00015290604,0.0036549405,0.12264542,0.00033667128,0.000031641262,0.01738662,0.23441064,0.2662333],"study_design_scores_gemma":[0.0009485221,0.000083530475,0.39718586,0.0011880181,0.00006971168,0.00005197675,0.0061858795,0.000038480815,0.000060066366,0.00010978069,0.593648,0.0004301336],"about_ca_topic_score_codex":0.10412624,"about_ca_topic_score_gemma":0.14141141,"teacher_disagreement_score":0.3592374,"about_ca_system_score_codex":0.004140029,"about_ca_system_score_gemma":0.0012233014,"threshold_uncertainty_score":0.999695},"labels":[],"label_agreement":null},{"id":"W2255860444","doi":"10.1186/s12909-016-0584-6","title":"Prepared to practice? Perception of career preparation and guidance of recent medical graduates at two campuses of a transnational medical school: a cross-sectional study","year":2016,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Royal College of Surgeons in Ireland","keywords":"Medical education; Cross-sectional study; Perception; Medical school; Psychology; Medicine; Pedagogy","score_opus":0.07529580556070671,"score_gpt":0.5190981713369612,"score_spread":0.44380236577625454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2255860444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98313224,0.00022866395,0.0013920872,0.011517905,0.0012998221,0.0017507202,0.000032559816,0.00003901109,0.00060700387],"genre_scores_gemma":[0.9951844,0.00024938144,0.0023259537,0.00085849775,0.00038761558,0.00048240818,0.00006204648,0.000019001103,0.00043069816],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99195266,0.0014670318,0.0019906112,0.00049195415,0.0037521776,0.0003455531],"domain_scores_gemma":[0.9923881,0.003269227,0.00076587143,0.00034833731,0.0020476996,0.0011807334],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005008062,0.00018200169,0.0004404386,0.00017905232,0.00021286159,0.000004886719,0.0003089569,0.0004288651,0.012577255],"category_scores_gemma":[0.058728285,0.00013381048,0.00006124246,0.00037794354,0.00035216555,0.00026797634,0.00014065365,0.0002969843,0.000027176236],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013942748,0.0014938066,0.97841734,0.00055421615,0.00004038244,6.775794e-7,0.006052416,0.0000050525364,0.00022388952,0.0022591904,0.0048644026,0.004694363],"study_design_scores_gemma":[0.0031187278,0.0006681786,0.9831307,0.0014604664,0.000048508857,0.000020495982,0.004925989,0.00023053802,0.00007857562,0.00048040284,0.0056768977,0.00016051412],"about_ca_topic_score_codex":0.000994009,"about_ca_topic_score_gemma":0.0057698805,"teacher_disagreement_score":0.053720225,"about_ca_system_score_codex":0.0005408992,"about_ca_system_score_gemma":0.012979073,"threshold_uncertainty_score":0.9926164},"labels":[],"label_agreement":null},{"id":"W2255905896","doi":"","title":"Additional skills training for rural physicians. Alberta's rural physician action plan.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Preceptor; Training (meteorology); Action plan; Rural area; Medicine; Medical education; Rural health; Plan (archaeology); Nursing; Management","score_opus":0.04777808962451894,"score_gpt":0.3548759239740297,"score_spread":0.3070978343495107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2255905896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6223129,0.0002795972,0.000456549,0.014112383,0.009149921,0.01794664,0.02721934,0.0013308974,0.3071918],"genre_scores_gemma":[0.9109316,0.00000970872,0.0005545967,0.005583363,0.00590747,0.02478176,0.0132566895,0.00008581462,0.038889036],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971475,0.0001694218,0.0005716272,0.00027446848,0.00032144578,0.0015155181],"domain_scores_gemma":[0.99737144,0.0017043182,0.00037529567,0.00023226389,0.00014540835,0.00017125874],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023584244,0.00025632407,0.00037775552,0.00008750005,0.0009894101,0.000019883948,0.00018711225,0.00022484214,0.0018478651],"category_scores_gemma":[0.00017640606,0.00025453613,0.0001603588,0.0002529148,0.00006873011,0.00032346585,0.00003640971,0.00039311344,0.00029544145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012804921,0.00012350053,0.0008769046,0.00011877018,0.000025384212,7.987394e-7,0.00071735034,0.00003891687,0.000013423917,0.0033994322,0.83315986,0.16139758],"study_design_scores_gemma":[0.0012176882,0.000029513832,0.28356212,0.00030462857,0.000028056942,0.0000013116165,0.0051459097,0.00010363898,0.000019165509,0.004674343,0.70461744,0.0002961872],"about_ca_topic_score_codex":0.0012326721,"about_ca_topic_score_gemma":0.0020062258,"teacher_disagreement_score":0.28861868,"about_ca_system_score_codex":0.0004109894,"about_ca_system_score_gemma":0.00011573966,"threshold_uncertainty_score":0.9999907},"labels":[],"label_agreement":null},{"id":"W2257702882","doi":"","title":"Rural health care - how to do it : editor's comment","year":2011,"lang":"fr","type":"article","venue":"CME: Your SA Journal of CPD","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Technician; Health care; Nursing; Rural area; Pharmacist; Rural health; Rural population; Medicine; Population; Geography; Family medicine; Political science; Environmental health; Pharmacy","score_opus":0.0729711655948705,"score_gpt":0.42504072218177646,"score_spread":0.352069556586906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2257702882","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033898268,0.10721109,0.00091554027,0.7261172,0.12238242,0.0019475495,0.00024301425,0.000056765908,0.0072281477],"genre_scores_gemma":[0.7662302,0.011964,0.021382537,0.109370604,0.07452124,0.000046256933,0.000028609644,0.00024112905,0.016215373],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9915237,0.0021554437,0.0023640106,0.00035896964,0.0012852343,0.0023126486],"domain_scores_gemma":[0.9913981,0.00044309307,0.0024150636,0.0007615454,0.0018647658,0.0031174568],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0027991175,0.0005906435,0.0014228037,0.0003767181,0.0011719622,0.00008364675,0.0011031011,0.0007168393,0.0036547303],"category_scores_gemma":[0.00055631227,0.0005396418,0.00040383972,0.00058522983,0.00018218094,0.00057307875,0.0003827877,0.0030195552,0.0010309508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041338208,0.00024462893,0.0068561677,0.001091283,0.000088300374,0.00010470021,0.12772292,0.000010787644,0.0000028384459,0.001127737,0.8399448,0.022392478],"study_design_scores_gemma":[0.0015273608,0.0024850238,0.005439873,0.008897118,0.00008662202,0.000105548934,0.19179791,0.0000030301435,0.000019866407,0.00033126032,0.7889613,0.00034507771],"about_ca_topic_score_codex":0.001888878,"about_ca_topic_score_gemma":0.00063417555,"teacher_disagreement_score":0.732332,"about_ca_system_score_codex":0.0028812168,"about_ca_system_score_gemma":0.0028447832,"threshold_uncertainty_score":0.99974686},"labels":[],"label_agreement":null},{"id":"W2258308046","doi":"10.12927/whp.2016.24493","title":"Case Study: Primary Healthcare Clinical Placements during Nursing and Midwifery Education in Lesotho","year":2015,"lang":"en","type":"article","venue":"World health & population","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"U.S. President’s Emergency Plan for AIDS Relief; United States Agency for International Development","keywords":"Nursing; Primary health care; Medicine; Health care; Government (linguistics); Primary care; Obstetrics; Family medicine; Population; Political science; Environmental health","score_opus":0.18407887365291198,"score_gpt":0.5553536073891248,"score_spread":0.3712747337362128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258308046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816707,0.0024018057,0.000013294685,0.007721276,0.0025367897,0.004511493,0.000007802541,0.00016276527,0.0009741188],"genre_scores_gemma":[0.99140286,0.00013281022,0.0014610343,0.0040189996,0.0007510504,0.00020891086,0.00014937806,0.00005281748,0.0018221296],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99203956,0.0033953094,0.0023826128,0.0006815337,0.0004819388,0.0010190249],"domain_scores_gemma":[0.9971408,0.0003335542,0.00085890706,0.00046689334,0.00021596631,0.0009838415],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0042195804,0.00027701477,0.00070478884,0.00053342845,0.0011437264,0.000018362562,0.00010706129,0.00023026361,0.000020171094],"category_scores_gemma":[0.00023461027,0.00029919125,0.000038239214,0.00073615275,0.000047343165,0.00035553315,0.00009571607,0.001194011,0.000037803242],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030173722,0.00055206526,0.93664205,0.00076914084,0.0000046941213,0.000056578057,0.011811901,0.000022144539,1.6656662e-7,0.0003597517,0.0035324432,0.0459473],"study_design_scores_gemma":[0.0028067038,0.0002967322,0.9505765,0.0025889257,0.000012230003,0.00008280477,0.040657915,0.00013584663,6.526668e-8,0.0007476278,0.0018715925,0.00022308812],"about_ca_topic_score_codex":0.038373597,"about_ca_topic_score_gemma":0.0718033,"teacher_disagreement_score":0.04572421,"about_ca_system_score_codex":0.0038499425,"about_ca_system_score_gemma":0.0027516498,"threshold_uncertainty_score":0.9999741},"labels":[],"label_agreement":null},{"id":"W2260857700","doi":"","title":"Les défis de la recherche sur les soins primaires en milieu rural","year":2016,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","score_opus":0.16788233060605537,"score_gpt":0.4233165780637806,"score_spread":0.25543424745772525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2260857700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82647794,0.034143858,0.00081996917,0.11397048,0.0049500135,0.0020109154,0.00032910448,0.00041173634,0.016885987],"genre_scores_gemma":[0.87273794,0.021999663,0.0072006905,0.0015198498,0.0040198746,0.0005579752,0.000031234198,0.00015754765,0.0917752],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9740917,0.016925532,0.0010287046,0.00058105175,0.000510523,0.0068624965],"domain_scores_gemma":[0.9806269,0.016055841,0.00035364917,0.0006476111,0.0001639427,0.0021520564],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.009946362,0.00055509317,0.0006553908,0.00011857315,0.00077993615,0.000053100663,0.00068645674,0.0026666205,0.002527356],"category_scores_gemma":[0.0130260885,0.00043568798,0.00026023373,0.00036859597,0.0006929206,0.00039847716,0.00029528365,0.0024658113,0.0004748507],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020502505,0.0002551072,0.34694332,0.0007631225,0.000069120324,0.00004026459,0.009025415,0.000005180595,0.00010539738,0.014075408,0.069665276,0.55884737],"study_design_scores_gemma":[0.0012775755,0.000051432944,0.5136744,0.0017513245,0.00007087102,0.000020208849,0.0030849476,0.000028138465,0.0002784915,0.0036497368,0.47574845,0.00036446264],"about_ca_topic_score_codex":0.029826958,"about_ca_topic_score_gemma":0.010793806,"teacher_disagreement_score":0.5584829,"about_ca_system_score_codex":0.010409431,"about_ca_system_score_gemma":0.002974872,"threshold_uncertainty_score":0.99983555},"labels":[],"label_agreement":null},{"id":"W2261267558","doi":"","title":"Learning about Indigenous Health Immersion and Living with Elders in Northern Canada","year":2011,"lang":"en","type":"article","venue":"Focus on Health Professional Education A Multi-Professional Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Experiential learning; Health care; Population; Medicine; Traditional knowledge; Nursing; Gerontology; Psychology; Environmental health; Economic growth; Pedagogy; Ecology","score_opus":0.046740291137145416,"score_gpt":0.4183801404042837,"score_spread":0.3716398492671383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261267558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9578523,0.0046809744,0.00012147692,0.025108518,0.007917887,0.003302731,0.000026461294,0.000105660096,0.0008839602],"genre_scores_gemma":[0.96780825,0.0015013051,0.004163293,0.019313391,0.00062496547,0.00045753949,0.00006231208,0.00014227323,0.0059266957],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98783416,0.0049369526,0.0024156335,0.000889387,0.0015142639,0.0024096128],"domain_scores_gemma":[0.9927912,0.0013008848,0.0026874891,0.0004089174,0.00077757257,0.0020339796],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0040582623,0.00067616295,0.0010262539,0.0007121176,0.0064731203,0.000025320536,0.00050894805,0.0004502745,0.0007238381],"category_scores_gemma":[0.0004519696,0.00051541923,0.00008409276,0.000789291,0.00014506886,0.00043197777,0.00024400702,0.0061461483,0.00009135568],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00075988186,0.0014008507,0.8267312,0.00089757005,0.00003713087,0.000024467872,0.069824174,0.000049486236,0.000004967671,0.00032433277,0.012287835,0.08765808],"study_design_scores_gemma":[0.0025063446,0.001096144,0.75527245,0.02323277,0.000009686471,0.000101397854,0.21105865,0.00009168546,0.0000026908458,0.00021369729,0.005855601,0.00055887736],"about_ca_topic_score_codex":0.37163344,"about_ca_topic_score_gemma":0.6734463,"teacher_disagreement_score":0.3018129,"about_ca_system_score_codex":0.0049113543,"about_ca_system_score_gemma":0.065779075,"threshold_uncertainty_score":0.99972975},"labels":[],"label_agreement":null},{"id":"W2261865755","doi":"","title":"Factors Influencing Foreign Qualification Recognition for Migrant Health Professionals in Australia, Canada and New Zealand","year":2016,"lang":"en","type":"article","venue":"Dutch Crossing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Psychology; Political science; Health care; Law","score_opus":0.1883878721177739,"score_gpt":0.46784717401993275,"score_spread":0.27945930190215884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261865755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912739,0.00017250399,0.00023602751,0.0061286623,0.0004069171,0.001543123,0.00016443252,0.00005018576,0.000024290479],"genre_scores_gemma":[0.9920444,0.000014069871,0.0009283273,0.0015582511,0.00018129403,0.00011277288,0.00009209942,0.000028919083,0.005039902],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971977,0.00031739316,0.0009365855,0.00038022487,0.00026071628,0.0009073873],"domain_scores_gemma":[0.99764436,0.0011215566,0.00050056743,0.00019362172,0.0001544856,0.00038541853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010234703,0.00020356603,0.00037320584,0.00010098453,0.001147766,0.00003685076,0.00009611777,0.00018944203,0.000085723936],"category_scores_gemma":[0.00049816596,0.00014091561,0.000029749855,0.00020004883,0.000060070637,0.0002732568,0.000034995424,0.00023946549,0.000008320136],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001515592,0.000030127867,0.9004183,0.00066657,0.000009270482,0.0000014295266,0.027341258,0.000002582336,0.0004152812,0.00017428638,0.04710236,0.02368698],"study_design_scores_gemma":[0.0036034384,0.00013121135,0.886029,0.010069715,0.00001244132,0.0000020470895,0.02052125,0.000039823928,0.00048286747,0.01027955,0.06831187,0.0005167651],"about_ca_topic_score_codex":0.8529601,"about_ca_topic_score_gemma":0.8799072,"teacher_disagreement_score":0.026947057,"about_ca_system_score_codex":0.0009506322,"about_ca_system_score_gemma":0.0034009994,"threshold_uncertainty_score":0.88278043},"labels":[],"label_agreement":null},{"id":"W2262522891","doi":"10.1016/j.jogc.2015.12.017","title":"Rural Perinatal Surgical Services: Time for an Alliance Between Providers","year":2016,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Scopus; Medicine; Web of science; Family medicine; MEDLINE; Meta-analysis; Political science; Internal medicine","score_opus":0.025886629178433634,"score_gpt":0.34346749969042817,"score_spread":0.3175808705119945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2262522891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884019,0.0021861766,0.000017405027,0.0026309665,0.0055147945,0.00047177658,0.00013278425,0.00001018623,0.0006340245],"genre_scores_gemma":[0.9968261,0.00016761759,0.00051629863,0.0006569851,0.0002103685,0.000013639101,0.0000068301524,0.000018975736,0.0015831474],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99799645,0.00020833642,0.00075421564,0.00015103143,0.00027135195,0.0006186293],"domain_scores_gemma":[0.991603,0.0066182697,0.0006108926,0.0001383936,0.0005207459,0.0005086539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053148885,0.00014560006,0.00046581685,0.00007611518,0.0003963823,0.0000091932925,0.00026894262,0.00023823247,0.00040112305],"category_scores_gemma":[0.0009406985,0.00009511534,0.000048822407,0.00016500475,0.000060327297,0.00023836581,0.000057528705,0.0003178399,0.0000055416226],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055318826,0.00003817432,0.77717775,0.00051379984,0.00009621691,0.00046775426,0.00043117555,0.000004052265,0.000009543632,0.00042693064,0.011471575,0.20930769],"study_design_scores_gemma":[0.005048409,0.0012252054,0.29903954,0.00014262593,0.000055918757,0.000023349943,0.0015875241,0.000043377237,0.0000061965025,0.00065579056,0.69194025,0.00023180612],"about_ca_topic_score_codex":0.013595073,"about_ca_topic_score_gemma":0.03617571,"teacher_disagreement_score":0.6804687,"about_ca_system_score_codex":0.0012569173,"about_ca_system_score_gemma":0.002180518,"threshold_uncertainty_score":0.9929735},"labels":[],"label_agreement":null},{"id":"W2262673109","doi":"","title":"Practising social accountability: From theory to action.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Accountability; Action (physics); Computer science; Data science; Political science; Law","score_opus":0.1405482888581521,"score_gpt":0.45459748677664724,"score_spread":0.31404919791849517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2262673109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9311765,0.0001245672,0.0020402994,0.03164505,0.0034189236,0.0030341456,0.000120044635,0.00044078633,0.027999673],"genre_scores_gemma":[0.97956717,0.000023816818,0.0004229998,0.0059250095,0.002027729,0.0031608606,0.0000058450296,0.000033926633,0.00883267],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9971168,0.0008162365,0.0004346926,0.00036839108,0.0002991404,0.00096474506],"domain_scores_gemma":[0.99698997,0.002018051,0.00019739845,0.00033360734,0.00014915214,0.0003118269],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001511841,0.0001418926,0.00023953957,0.00006222047,0.0008498951,0.000013994546,0.00020370843,0.00023001323,0.0014832186],"category_scores_gemma":[0.0013464423,0.00009893799,0.00005113875,0.00021416489,0.000050219885,0.00032792633,0.00015196216,0.00029884657,0.0016410024],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003701678,0.00003813889,0.044353038,0.00003356714,0.000022077338,0.0000014268347,0.002190959,1.0806327e-7,0.000068398615,0.0022596286,0.041167215,0.9094953],"study_design_scores_gemma":[0.00039809683,0.0000057582556,0.49643806,0.00006421066,0.000012663469,2.1522852e-7,0.0023791576,1.5296375e-7,0.00004959766,0.010286129,0.4902543,0.00011163177],"about_ca_topic_score_codex":0.00089730736,"about_ca_topic_score_gemma":0.0006913668,"teacher_disagreement_score":0.90938365,"about_ca_system_score_codex":0.0008909927,"about_ca_system_score_gemma":0.00012625798,"threshold_uncertainty_score":0.9994296},"labels":[],"label_agreement":null},{"id":"W2264711469","doi":"","title":"Report on the Task Force for Poverty Elimination \"Success Stories\" Project","year":2015,"lang":"en","type":"article","venue":"The Atrium (University of Guelph)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poverty; Task force; Task (project management); Action (physics); Public relations; Political science; Psychology; Management; Public administration; Economics; Law","score_opus":0.07806248482038902,"score_gpt":0.3724822824779346,"score_spread":0.29441979765754556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2264711469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8239789,0.00028974173,0.0042184093,0.09861634,0.0027220515,0.006956271,0.00019237037,0.00027663322,0.0627493],"genre_scores_gemma":[0.96777123,0.000033602697,0.00035769644,0.0010266815,0.00021688562,0.000008038591,0.000052579657,0.000016261969,0.030516995],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981765,0.0004419595,0.00026380908,0.0002472247,0.00044216943,0.0004283449],"domain_scores_gemma":[0.99699366,0.0009693753,0.00055219186,0.0006758834,0.00070465595,0.00010422658],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021693192,0.0001385702,0.00024729664,0.000071101065,0.0013543622,0.000006009945,0.00064008206,0.00016404275,0.000068608126],"category_scores_gemma":[0.00065222906,0.00009447207,0.00010561329,0.00039835574,0.00014016214,0.00019078529,0.00020557833,0.00034589294,0.000072755225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020411094,0.0001073188,0.006093246,0.00034573555,0.00008035429,0.000025519097,0.030837763,0.0000913585,0.0004281953,0.043271463,0.9154446,0.0012332972],"study_design_scores_gemma":[0.0022360557,0.000733453,0.045206375,0.00031502338,0.00018055065,0.000011586361,0.13059095,0.0013778404,0.000051306037,0.0049425475,0.81405914,0.0002951581],"about_ca_topic_score_codex":0.0042971624,"about_ca_topic_score_gemma":0.00094624294,"teacher_disagreement_score":0.14379238,"about_ca_system_score_codex":0.00041389948,"about_ca_system_score_gemma":0.0005692016,"threshold_uncertainty_score":0.99994576},"labels":[],"label_agreement":null},{"id":"W2266015186","doi":"10.21225/d5230r","title":"Survey of Distance Learning Provision in Continuing Health Professional Education in Canada","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Health Canada","keywords":"Distance education; Continuing education; Health care; Professional development; Professional association; Continuing professional development; Nursing; Rural area; Population; Health education; Public relations; Continuing medical education; Medicine; Medical education; Economic growth; Sociology; Political science; Public health; Environmental health; Pedagogy","score_opus":0.015176054142792033,"score_gpt":0.3284832313126041,"score_spread":0.31330717716981205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266015186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936841,0.001465448,0.000043866563,0.00072337996,0.002181648,0.00047561337,0.000011602414,0.0000027960039,0.0014115182],"genre_scores_gemma":[0.9964773,0.000074586904,0.00027505166,0.00013155062,0.00003610327,9.965081e-7,0.000024581512,0.000011127781,0.0029686699],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960036,0.0023342005,0.00079430145,0.00016166041,0.00021202014,0.0004942172],"domain_scores_gemma":[0.9969305,0.00044693798,0.0011618856,0.0001263101,0.00084917695,0.0004852188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002593926,0.000116241645,0.00037765334,0.00057818304,0.0002064566,0.000005982869,0.00020161242,0.000097460135,0.00007738247],"category_scores_gemma":[0.0016454108,0.00013489061,0.000027066782,0.0007460574,0.000034516586,0.000253916,0.000010214733,0.00081685185,0.0000014814641],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000044762182,0.000037165482,0.9486169,0.00012646968,0.0000022934798,0.0000050342246,0.008369024,0.000079115554,0.000004457248,0.00062962255,0.0033273268,0.038757786],"study_design_scores_gemma":[0.00052720134,0.000040446004,0.84251434,0.0054252627,0.0000035463468,0.0000030026715,0.10296694,0.000030975265,0.0000034395464,0.00003783063,0.048343606,0.00010341885],"about_ca_topic_score_codex":0.983112,"about_ca_topic_score_gemma":0.9989433,"teacher_disagreement_score":0.106102616,"about_ca_system_score_codex":0.007073286,"about_ca_system_score_gemma":0.106740735,"threshold_uncertainty_score":0.9967384},"labels":[],"label_agreement":null},{"id":"W2266227905","doi":"10.2310/8000.2013.130977","title":"Your profession needs you (lessons in medical leadership)","year":2013,"lang":"en","type":"review","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; North York General Hospital","funders":"","keywords":"Medicine; Medical profession; Action (physics); Content (measure theory); Medical education; Public relations; Political science","score_opus":0.5456355754282163,"score_gpt":0.575108173319129,"score_spread":0.029472597890912722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266227905","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003897024,0.92828965,0.000011596531,0.023135856,0.036120366,0.0017143969,0.000025683541,0.000017863178,0.010645615],"genre_scores_gemma":[0.00009255262,0.9709695,0.0000329671,0.0007014061,0.0068004606,0.000120028024,0.00006850368,0.00012930456,0.021085259],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9878142,0.0023834389,0.005959206,0.00038262314,0.0012744825,0.002186045],"domain_scores_gemma":[0.98989886,0.00057985546,0.003000372,0.0006374799,0.00082989375,0.0050535654],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004827036,0.0007532248,0.003922247,0.0026762148,0.0005592205,0.0000035526002,0.0015594943,0.00202766,0.08418197],"category_scores_gemma":[0.005193709,0.00050581846,0.000446784,0.002515219,0.00024108308,0.00020404202,0.00007121365,0.0065829786,0.0007925751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000086237005,0.00003071165,0.0011341912,0.02501758,0.000094466406,0.0004112382,0.005813495,2.3193736e-7,5.3359912e-8,0.0007421859,0.5623668,0.40438044],"study_design_scores_gemma":[0.00054637634,0.00020098237,0.000049335424,0.1848694,0.00028394675,0.000038962746,0.015027876,0.0000020851814,6.5381105e-9,0.00017079193,0.79851395,0.0002962994],"about_ca_topic_score_codex":0.030140636,"about_ca_topic_score_gemma":0.09038867,"teacher_disagreement_score":0.40408415,"about_ca_system_score_codex":0.0017858101,"about_ca_system_score_gemma":0.022118293,"threshold_uncertainty_score":0.9999854},"labels":[],"label_agreement":null},{"id":"W2269299007","doi":"","title":"The Importance of Nurse Employment Categories in Determining Exit Rates from Nursing","year":2007,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Casual; Workforce; Nursing; Part-time employment; Medicine; Full-time; Proportional hazards model; Demographic economics; Business; Political science; Economics; Work (physics)","score_opus":0.055328626471443064,"score_gpt":0.47340467944117454,"score_spread":0.4180760529697315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269299007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9563073,0.0014037658,0.00019779478,0.0014184699,0.0008177897,0.0005979937,0.000004789093,0.000065064014,0.03918705],"genre_scores_gemma":[0.9957359,0.00015085995,0.001523387,0.0005970481,0.00014685922,0.000034309433,0.00000844711,0.000020301684,0.0017829043],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99748445,0.00018698069,0.0010508001,0.00022403123,0.00024525297,0.0008085007],"domain_scores_gemma":[0.99719465,0.0018685015,0.0003364757,0.00036977345,0.00010553854,0.00012507568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012409404,0.00014523792,0.00027550728,0.000093752526,0.0005290073,0.0000070286173,0.00022834477,0.00014485171,0.00025826634],"category_scores_gemma":[0.00019037582,0.00009904402,0.000033715074,0.00042196346,0.00015409966,0.0000959224,0.00003576948,0.00035998918,0.00005082865],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011911344,0.000038358372,0.97076726,0.000023501882,0.000005339244,0.000008798236,0.009429755,0.0000033767956,0.00007728913,0.007326498,0.0031065084,0.009094188],"study_design_scores_gemma":[0.000998978,0.00010814839,0.8113821,0.001899545,0.000014343678,9.4927935e-7,0.15258797,0.00017118712,0.0020849938,0.017256422,0.013256026,0.00023931732],"about_ca_topic_score_codex":0.0032490497,"about_ca_topic_score_gemma":0.022930054,"teacher_disagreement_score":0.15938516,"about_ca_system_score_codex":0.00025868896,"about_ca_system_score_gemma":0.00016631174,"threshold_uncertainty_score":0.9948989},"labels":[],"label_agreement":null},{"id":"W2269564914","doi":"","title":"Exploring nurse education in Canada, Finland and the United States. -editorial-","year":2005,"lang":"en","type":"article","venue":"Contemporary Nurse","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Licensure; Nurse education; Nursing shortage; China; Medicine; Nursing research; Exploratory research; Political science; Sociology","score_opus":0.0765635966128916,"score_gpt":0.38066794257134184,"score_spread":0.30410434595845026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269564914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93305224,0.0025777547,0.000002561383,0.02340385,0.022738963,0.0014103347,0.000025522026,0.000044525837,0.016744273],"genre_scores_gemma":[0.9837186,0.0003968795,0.000044687484,0.0039785057,0.007272596,0.00039033924,0.00011384905,0.000026291576,0.0040582553],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99770373,0.0006811539,0.000631632,0.000250151,0.0002699444,0.0004633636],"domain_scores_gemma":[0.9982456,0.0008127868,0.00021335998,0.00034269787,0.0001570849,0.00022845778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072650955,0.00017565416,0.00030159228,0.00011929326,0.0003779012,0.000011262473,0.00018191557,0.00009318248,0.00009555385],"category_scores_gemma":[0.00019158312,0.00013050574,0.000019837691,0.00034326623,0.00009594414,0.00033587727,0.000028947456,0.00061755837,0.000069245376],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005234457,0.000052833853,0.16422565,0.000099478675,0.0000089359855,0.0000048499874,0.012051987,0.0000766846,7.5204736e-7,0.002163424,0.8142057,0.0065862574],"study_design_scores_gemma":[0.0028583452,0.000018209861,0.02541745,0.00059188163,0.0000069242806,8.2790757e-7,0.051543266,0.0006130574,0.000002838888,0.00026586937,0.9185333,0.00014799034],"about_ca_topic_score_codex":0.92035174,"about_ca_topic_score_gemma":0.7922505,"teacher_disagreement_score":0.1388082,"about_ca_system_score_codex":0.0008369925,"about_ca_system_score_gemma":0.006218619,"threshold_uncertainty_score":0.9994152},"labels":[],"label_agreement":null},{"id":"W2269619830","doi":"","title":"Promoting diversity in research: Direct engagement with community members","year":2013,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Community engagement; Public relations; Political science","score_opus":0.45965627081252713,"score_gpt":0.5283447091851955,"score_spread":0.06868843837266836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269619830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68476623,0.000018757137,0.0000019630113,0.0017723341,0.00006387647,0.0017202875,0.0000013898981,0.00011562492,0.31153956],"genre_scores_gemma":[0.9909452,0.000021013051,0.0007834153,0.000787038,0.000035456385,0.00022095865,0.000007760467,0.000014793869,0.0071843597],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9907255,0.0071382592,0.0003474151,0.00020305414,0.0005339222,0.0010518102],"domain_scores_gemma":[0.9967779,0.0020297444,0.0000860611,0.0005060435,0.0003481657,0.0002520909],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007733224,0.00012315984,0.00023335336,0.00015580819,0.0045981742,0.000013448509,0.00041027475,0.00012249153,0.0036224767],"category_scores_gemma":[0.00038755502,0.00009098829,0.000017689305,0.00063695497,0.0001254083,0.00023111723,0.001617027,0.0027970218,0.0009486824],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006690185,0.0002050957,0.8764719,0.00050143886,0.000013203207,0.000006816635,0.096389554,0.000009340128,0.000014491903,0.00075439515,0.02370936,0.0018574973],"study_design_scores_gemma":[0.0022602542,0.0006225719,0.64621025,0.0029037783,0.000010039053,7.7440455e-7,0.30636904,0.0008050257,0.00007471617,0.0024328416,0.037916977,0.00039371176],"about_ca_topic_score_codex":0.19636424,"about_ca_topic_score_gemma":0.044024713,"teacher_disagreement_score":0.306179,"about_ca_system_score_codex":0.00062603556,"about_ca_system_score_gemma":0.00014873908,"threshold_uncertainty_score":0.9998292},"labels":[],"label_agreement":null},{"id":"W2270403842","doi":"","title":"Les perturbations sont-elles signe de renouveau?","year":2015,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art","score_opus":0.09431341713839604,"score_gpt":0.3798030174157675,"score_spread":0.28548960027737147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2270403842","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5235368,0.07038256,0.0021945257,0.21992026,0.03140047,0.005325215,0.0005524651,0.00078350457,0.14590418],"genre_scores_gemma":[0.8029246,0.0020722202,0.0032314132,0.0032649,0.00578764,0.0006178218,0.00014514355,0.00010984528,0.18184647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98873276,0.0013833495,0.00094231253,0.00055421,0.00057941565,0.007807987],"domain_scores_gemma":[0.99303424,0.0006712905,0.00033759544,0.00058040605,0.0003464104,0.0050300756],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024595885,0.0004330071,0.00053665676,0.00011905089,0.0009881798,0.00006519053,0.0004955572,0.0009641899,0.0018778091],"category_scores_gemma":[0.00218566,0.0004508777,0.00014394274,0.00050756434,0.0003490692,0.0003407346,0.00019527305,0.0013822536,0.0009157917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020719928,0.00070473016,0.23897082,0.00061821914,0.00008543112,0.000065032116,0.035356995,0.00048203178,0.000005083761,0.071811125,0.5951878,0.056505565],"study_design_scores_gemma":[0.0014586556,0.00016139241,0.1663393,0.00055900693,0.000097929886,0.000018559034,0.022779351,0.0008101695,0.000020996948,0.0071613896,0.80017155,0.00042167347],"about_ca_topic_score_codex":0.011786512,"about_ca_topic_score_gemma":0.007309638,"teacher_disagreement_score":0.27938774,"about_ca_system_score_codex":0.0057071443,"about_ca_system_score_gemma":0.0030132316,"threshold_uncertainty_score":0.99986213},"labels":[],"label_agreement":null},{"id":"W2271864810","doi":"10.3928/0279-3695-20030601-11","title":"Providers' Perceptions of How Rural Consumers Access and Use Mental Health Services","year":2003,"lang":"en","type":"article","venue":"Journal of Psychosocial Nursing and Mental Health Services","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"Mental health; Service provider; Focus group; Context (archaeology); Qualitative research; Mental health service; Perception; Business; Public relations; Rural health; Service (business); Rural area; Nursing; Psychology; Marketing; Medicine; Sociology; Political science; Psychiatry; Geography","score_opus":0.02657351859220604,"score_gpt":0.4431711537547358,"score_spread":0.4165976351625298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271864810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9225137,0.0105128735,0.000011896274,0.061632983,0.0032767076,0.0014254864,0.00016714672,0.000036674883,0.00042250036],"genre_scores_gemma":[0.9767991,0.014010059,0.0016230183,0.0070222993,0.00026941096,0.000010350353,0.000040504652,0.00004151257,0.00018380248],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9955899,0.0011116228,0.001424311,0.0003007024,0.0006037289,0.0009696982],"domain_scores_gemma":[0.99602574,0.00018340183,0.0023801506,0.00018095161,0.00027795025,0.00095178484],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0012335153,0.00033155718,0.0009239446,0.00026212004,0.0023246654,0.00011039412,0.00026337025,0.00022548108,0.00007131942],"category_scores_gemma":[0.000008865927,0.00029734054,0.000113989736,0.00034511616,0.0002699261,0.0012733554,0.000050335504,0.0006839306,0.000002919691],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017829326,0.0010640456,0.564021,0.01819004,0.00021341593,0.000003445747,0.33437604,0.0000019973488,0.00030534327,0.0016223268,0.041367937,0.037051503],"study_design_scores_gemma":[0.006940953,0.0020377804,0.16434565,0.03688802,0.0000722047,0.00015415516,0.6989362,0.00005602225,0.000017539158,0.0013293289,0.08874509,0.00047701452],"about_ca_topic_score_codex":0.0034971668,"about_ca_topic_score_gemma":0.0023885574,"teacher_disagreement_score":0.39967534,"about_ca_system_score_codex":0.0006772866,"about_ca_system_score_gemma":0.00076217594,"threshold_uncertainty_score":0.99994785},"labels":[],"label_agreement":null},{"id":"W2271901551","doi":"","title":"Registered Nurse Employment Behaviour","year":2007,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spell; Nursing; Variety (cybernetics); Duration (music); Specialty; Medicine; Health care; Nurse education; Workforce; Business; Psychology; Family medicine; Economic growth; Economics; Sociology","score_opus":0.037882347133225705,"score_gpt":0.43512203869457655,"score_spread":0.39723969156135086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271901551","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94999534,0.004925253,0.0055725137,0.0044051427,0.002263579,0.0008999225,0.000004597092,0.00021043053,0.031723216],"genre_scores_gemma":[0.94917125,0.0015564186,0.0002575916,0.0011866075,0.001157607,0.000016521246,0.000007598945,0.000055424178,0.046590995],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.990785,0.00033427987,0.0010527489,0.00029321655,0.00053685426,0.006997904],"domain_scores_gemma":[0.9981584,0.00018357228,0.0005613732,0.00042187405,0.0002443992,0.0004303818],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007300278,0.00023788288,0.00032186942,0.00016957334,0.0012992539,0.000014886007,0.0004244665,0.00027704728,0.0004016107],"category_scores_gemma":[0.00013834564,0.00020732949,0.00013115299,0.0002932674,0.000056617606,0.00015899692,0.00005256209,0.005235739,0.000690493],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097321434,0.00038492374,0.5733159,0.00007319918,0.00017830632,0.00011469479,0.0049100616,0.000007858805,0.00016622563,0.33683503,0.019871222,0.06316934],"study_design_scores_gemma":[0.009388686,0.0030223345,0.15019259,0.0017466493,0.0002820346,0.0014978087,0.18291475,0.000021607791,0.00015800932,0.27646044,0.37280998,0.0015051084],"about_ca_topic_score_codex":0.0007894891,"about_ca_topic_score_gemma":0.011724833,"teacher_disagreement_score":0.42312333,"about_ca_system_score_codex":0.005030956,"about_ca_system_score_gemma":0.0034960215,"threshold_uncertainty_score":0.99929416},"labels":[],"label_agreement":null},{"id":"W2271932528","doi":"10.14288/1.0073563","title":"The complexity of change : an interdisciplinary analysis of health care organizations’ responses to ethnic diversity in Vancouver and Montreal","year":2013,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Diversity (politics); Gerontology; Political science; Sociology; Medicine; Anthropology","score_opus":0.08034326765538481,"score_gpt":0.3547820351402295,"score_spread":0.2744387674848447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271932528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968822,0.0005505837,0.00004477732,0.00071428716,0.0001008845,0.001031935,0.0004005713,0.00002399004,0.000250778],"genre_scores_gemma":[0.9990948,0.00024030734,0.0002612841,0.00012678585,0.00000944399,0.0000025726633,0.000036858575,0.000007732524,0.0002202304],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99802876,0.00075566396,0.00035634113,0.00028409812,0.00023521039,0.0003399255],"domain_scores_gemma":[0.9981228,0.00024767822,0.00037705307,0.00036173192,0.0007003456,0.00019038122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052677764,0.000050892897,0.0005249958,0.00017232691,0.0012803561,0.0000073503893,0.00035574404,0.00011308725,0.00015159852],"category_scores_gemma":[0.00007251102,0.00011748276,0.000057915397,0.001715579,0.00045181933,0.00026601058,0.0012533246,0.0001829735,0.0000036703007],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006626696,0.00010394226,0.78806454,0.0003050139,0.00008027052,0.0000045958295,0.068153456,0.000010124114,0.0000043042264,0.000006685645,0.0032748883,0.13992591],"study_design_scores_gemma":[0.00041497612,0.0001640141,0.84091365,0.0002674577,0.00006027851,2.9170013e-7,0.15771665,0.00016009632,4.55914e-8,0.00020646802,0.000024799108,0.00007127086],"about_ca_topic_score_codex":0.8202484,"about_ca_topic_score_gemma":0.99085575,"teacher_disagreement_score":0.17060733,"about_ca_system_score_codex":0.00026749028,"about_ca_system_score_gemma":0.00017314508,"threshold_uncertainty_score":0.9847593},"labels":[],"label_agreement":null},{"id":"W2273113885","doi":"10.2118/0116-024-twa","title":"Maintain Objectivity To Push Through Transitions","year":2016,"lang":"en","type":"article","venue":"The Way Ahead","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Treasure; Objectivity (philosophy); Expatriate; Public relations; Management; Sociology; Political science; Law; History; Economics; Epistemology","score_opus":0.05953434042815078,"score_gpt":0.42888238830549713,"score_spread":0.3693480478773464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273113885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61520165,0.00016150798,0.017440675,0.2690775,0.0015085608,0.0025821228,0.00016738592,0.0004971698,0.09336339],"genre_scores_gemma":[0.97782815,0.000055283257,0.00083904306,0.009365878,0.000512848,0.00029890667,0.0000035439598,0.00003172515,0.011064602],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99721676,0.00088290166,0.00039687863,0.00029811249,0.00026267368,0.0009426792],"domain_scores_gemma":[0.9979046,0.000982629,0.0000845034,0.00069770764,0.00011560856,0.00021493578],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010171122,0.0001736144,0.00025442475,0.000037038226,0.0013451345,0.0000061841984,0.00033972552,0.00015957686,0.0017589814],"category_scores_gemma":[0.00022841446,0.0000906204,0.00007570627,0.0003553428,0.00011080848,0.00014647274,0.00009649328,0.0003733753,0.0070377365],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076228625,0.00030530337,0.010796841,0.00027864103,0.00007997808,0.00002407665,0.054303616,0.000038556977,0.0050758007,0.58076376,0.29377335,0.0537978],"study_design_scores_gemma":[0.0014135877,0.00028029914,0.026352594,0.001420115,0.000038314247,0.000007656923,0.008229584,0.0000121648745,0.00059582124,0.106847495,0.85441554,0.00038682125],"about_ca_topic_score_codex":0.0011755287,"about_ca_topic_score_gemma":0.0032261072,"teacher_disagreement_score":0.5606422,"about_ca_system_score_codex":0.00036669165,"about_ca_system_score_gemma":0.00016385071,"threshold_uncertainty_score":0.999955},"labels":[],"label_agreement":null},{"id":"W2273120706","doi":"10.1136/tobaccocontrol-2015-052663","title":"Is the smoke-free protections glass half full or half empty?","year":2015,"lang":"en","type":"editorial","venue":"Tobacco Control","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Smoke; Business; Medicine; Advertising; Waste management; Engineering","score_opus":0.054204136100883565,"score_gpt":0.4147149354181534,"score_spread":0.3605107993172698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273120706","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003059175,0.002963995,0.00016013828,0.04726686,0.9107637,0.011748222,0.002569618,0.0009021652,0.023319393],"genre_scores_gemma":[0.002052794,0.00032376923,0.0001814453,0.005425254,0.89915925,0.0062075034,0.0003163683,0.00029772602,0.08603587],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891231,0.0024476897,0.0021091467,0.0012686277,0.002533505,0.0025179037],"domain_scores_gemma":[0.9842238,0.0066636438,0.001617413,0.0038428807,0.0028111776,0.00084113155],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003744988,0.0011031473,0.0018512399,0.00024452843,0.0030207399,0.00012831324,0.0028331366,0.003923177,0.003720163],"category_scores_gemma":[0.012054737,0.0007015331,0.00044174818,0.0007788508,0.00030360775,0.00027198374,0.00071963656,0.007172618,0.0048980853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018668068,0.00009217032,0.00052431866,0.00040220827,0.00022815174,0.00002654355,0.0013061113,0.0000068912063,0.0000014322693,0.00033259974,0.9939016,0.0013111305],"study_design_scores_gemma":[0.0069132284,0.00056480896,0.000072646966,0.0013979295,0.00039096578,0.0000043019472,0.0015798234,0.00005179752,7.5033597e-7,0.001395223,0.9869323,0.00069622765],"about_ca_topic_score_codex":0.022515468,"about_ca_topic_score_gemma":0.03445253,"teacher_disagreement_score":0.06271648,"about_ca_system_score_codex":0.0020097438,"about_ca_system_score_gemma":0.007354697,"threshold_uncertainty_score":0.9995436},"labels":[],"label_agreement":null},{"id":"W2274975349","doi":"","title":"Sustaining rural maternity and surgical care: Lessons learned.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Maternity care; Rural area; Medicine; Nursing; Health care; Political science; Pathology","score_opus":0.08719542312677388,"score_gpt":0.42260140218845743,"score_spread":0.33540597906168357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274975349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94161004,0.00089810096,0.000006517505,0.021480456,0.00059177645,0.0010998242,0.0000332157,0.00024533863,0.034034736],"genre_scores_gemma":[0.9841592,0.00048546956,0.000031895866,0.00035744061,0.00033883858,0.0010904297,0.000004830996,0.000024845564,0.013507103],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975228,0.00043396218,0.0003524784,0.0002569452,0.0002084,0.0012254672],"domain_scores_gemma":[0.9984728,0.00058325613,0.000119766664,0.00025820243,0.00012579873,0.00044014136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006804818,0.00014826754,0.00025595594,0.000055503286,0.00058346766,0.000013410339,0.00014388064,0.00020845026,0.00022055178],"category_scores_gemma":[0.00026275622,0.000096607095,0.00003446281,0.00011431706,0.000108266926,0.00013677057,0.0002263115,0.000300648,0.00017399609],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001672764,0.000014580809,0.4104555,0.00026154882,0.00001207535,0.000041043193,0.0019416261,2.2532105e-7,0.0000026446414,0.015448123,0.0044196025,0.56723577],"study_design_scores_gemma":[0.0016359977,0.00002116565,0.47234115,0.00020368947,0.0000129978835,0.000007918037,0.011808989,0.00000109199,0.000016827229,0.0010516387,0.5127049,0.00019360529],"about_ca_topic_score_codex":0.0004515795,"about_ca_topic_score_gemma":0.00017037314,"teacher_disagreement_score":0.5670422,"about_ca_system_score_codex":0.0003261902,"about_ca_system_score_gemma":0.00008624245,"threshold_uncertainty_score":0.44876203},"labels":[],"label_agreement":null},{"id":"W2275776019","doi":"10.9789/2175-5361.2013.v5i3.%p","title":"TALENTED CARING NURSES ARE NEEDED IN A GLOBAL WORLD","year":2013,"lang":"pt","type":"article","venue":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Globalization; Nursing; Political science; Developing country; Public relations; Economic growth; Medical education; Medicine; Economics","score_opus":0.03400473452583497,"score_gpt":0.3238426410222933,"score_spread":0.28983790649645835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2275776019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5900407,0.0045830226,0.00036343417,0.1138359,0.009875968,0.007389639,0.00046532473,0.0014255844,0.27202043],"genre_scores_gemma":[0.9873182,0.0003285922,0.0008821085,0.0022919788,0.0013497305,0.0012567128,0.0002554035,0.00015168625,0.006165542],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.987631,0.0024851044,0.002897115,0.0018389791,0.0016645356,0.0034832268],"domain_scores_gemma":[0.9929074,0.0008583496,0.0016488766,0.001498713,0.00110124,0.0019853984],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0011900185,0.0013151695,0.0016837151,0.0011551013,0.0020209441,0.00038048584,0.0015057967,0.0017996614,0.000896713],"category_scores_gemma":[0.0014228524,0.0013716477,0.0004635951,0.004072535,0.000073021554,0.0012146746,0.00088830787,0.0030232042,0.00065989234],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008227278,0.002243291,0.103543706,0.0017624139,0.00031917923,0.0006791902,0.010778882,0.0002999595,0.0001327403,0.82849914,0.048247315,0.0026714571],"study_design_scores_gemma":[0.004033727,0.00013222518,0.11656627,0.0058562527,0.00014598612,0.0003799566,0.021625953,0.0018072549,0.00005369046,0.0017448245,0.8462745,0.0013793738],"about_ca_topic_score_codex":0.00035484252,"about_ca_topic_score_gemma":0.019733554,"teacher_disagreement_score":0.82675433,"about_ca_system_score_codex":0.0065982146,"about_ca_system_score_gemma":0.0021408906,"threshold_uncertainty_score":0.99995995},"labels":[],"label_agreement":null},{"id":"W2278353876","doi":"","title":"Needs assessment for development of 6for6: Longitudinal research skills program tailored to rural and remote family physicians.","year":2016,"lang":"en","type":"review","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical education; Needs assessment; Curriculum; Focus group; Medicine; Program evaluation; Psychology; Pedagogy; Sociology; Political science","score_opus":0.2233404870575561,"score_gpt":0.5467805480993833,"score_spread":0.32344006104182715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278353876","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00090791035,0.94036865,0.00047762954,0.00051001075,0.0013252209,0.05041434,0.00019824978,0.00019064547,0.0056073307],"genre_scores_gemma":[0.00018900908,0.91452366,0.027352428,0.00013848965,0.000780528,0.050403047,0.00017177619,0.0001446125,0.006296418],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925011,0.0010151275,0.0020885847,0.0006761652,0.0009977669,0.002721258],"domain_scores_gemma":[0.99495095,0.0018768003,0.00085266127,0.0007246114,0.000914614,0.0006803906],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0049045086,0.0005802566,0.0023977745,0.0007332546,0.00093781366,0.000033419692,0.0006735127,0.00064387504,0.000019915033],"category_scores_gemma":[0.0005031989,0.00041634793,0.00025591816,0.0012532952,0.00017639426,0.00011110194,0.0006726951,0.0010068695,0.00007964688],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042688065,0.00011971664,0.00008842574,0.029913291,0.00012958709,0.0000012839633,0.00048515975,2.6407195e-8,1.1758641e-7,0.00036794142,0.006469211,0.96238256],"study_design_scores_gemma":[0.00054757704,0.00014330907,0.007096931,0.04352104,0.00010953357,9.88769e-7,0.00071527733,0.000001211403,5.825349e-7,0.00017588357,0.9473086,0.00037904189],"about_ca_topic_score_codex":0.000099097364,"about_ca_topic_score_gemma":0.00007508797,"teacher_disagreement_score":0.9620035,"about_ca_system_score_codex":0.0018485767,"about_ca_system_score_gemma":0.00169297,"threshold_uncertainty_score":0.9998288},"labels":[],"label_agreement":null},{"id":"W2278624961","doi":"","title":"INFLUENCE OF VALUES AND EXPECTATIONS OF A HEALTHY WORK ENVIRONMENT ON MIGRATION INTENTIONS OF NURSE GRADUATES IN A CANADIAN BORDER CITY","year":2015,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Work environment; Psychology; Nursing; Social psychology; Sociology; Medicine; Job satisfaction; Engineering","score_opus":0.043398401544029554,"score_gpt":0.34776118099677356,"score_spread":0.304362779452744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278624961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99548155,0.00037016527,0.000007983752,0.0024330886,0.00006138921,0.00071807747,0.00011917855,0.000012906618,0.0007956571],"genre_scores_gemma":[0.9985645,0.00011420831,0.00087113155,0.00007253662,0.000009212107,0.0000036058457,0.000031250816,0.0000115804905,0.0003219731],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99761903,0.00058303465,0.00056893076,0.0002928686,0.00048526056,0.0004508721],"domain_scores_gemma":[0.99785745,0.00029666896,0.00061864324,0.00037613756,0.00038280574,0.00046828587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009684555,0.00015959282,0.00045752258,0.000603851,0.00031614976,0.0000020829589,0.00026274272,0.000246185,0.00009854786],"category_scores_gemma":[0.00044221032,0.00019102899,0.00007135879,0.00069569744,0.00036520476,0.00033293522,0.00008932741,0.00043889618,0.000016997179],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004886037,0.0001705181,0.9699178,0.00019694168,0.00002274817,0.0000026318728,0.02752575,0.0004963841,0.00030985585,0.0005475491,0.00016462288,0.00015659412],"study_design_scores_gemma":[0.0013729797,0.00039781228,0.952715,0.0010726434,0.000037931502,6.348391e-7,0.04263251,0.000040996787,0.00018116162,0.0010513592,0.0003689947,0.000127977],"about_ca_topic_score_codex":0.1187119,"about_ca_topic_score_gemma":0.26700175,"teacher_disagreement_score":0.14828983,"about_ca_system_score_codex":0.00057672354,"about_ca_system_score_gemma":0.00073540566,"threshold_uncertainty_score":0.88715667},"labels":[],"label_agreement":null},{"id":"W2278832548","doi":"","title":"Curriculum development of 6for6: Longitudinal research skills program for rural and remote family physicians.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Curriculum; Research program; Medical education; Longitudinal study; Computer science; Medicine; Psychology; Pedagogy","score_opus":0.09694631571910582,"score_gpt":0.4595865392323266,"score_spread":0.3626402235132208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278832548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865941,0.0005086786,0.00029931008,0.0013640138,0.00048398352,0.0074156565,0.000022948734,0.000117691234,0.0031936374],"genre_scores_gemma":[0.97890955,0.00017489669,0.010888618,0.00012467708,0.00026430623,0.006039887,0.0000111928675,0.000032670574,0.0035541975],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9967027,0.0002727533,0.0006596286,0.00032688078,0.00047257973,0.0015654602],"domain_scores_gemma":[0.99797827,0.0006203363,0.00022024316,0.0002877832,0.00062373094,0.0002696408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021971527,0.00016027618,0.00034623538,0.00012778891,0.00067901815,0.000008903398,0.00022737504,0.00016877161,0.000014033689],"category_scores_gemma":[0.00053588976,0.00010741588,0.00004861375,0.00034615913,0.00019585763,0.00013019925,0.00020134782,0.00025938306,0.00003588549],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000544093,0.00013046098,0.059160687,0.00041591114,0.000020388505,7.0401387e-7,0.0006979185,3.9792745e-8,0.000028876555,0.0005062641,0.0055666943,0.9334176],"study_design_scores_gemma":[0.0013846162,0.00010357221,0.8374133,0.0011502238,0.00001103897,5.8116916e-7,0.0026930163,0.000016462747,0.0001670216,0.0012384955,0.15564403,0.00017761662],"about_ca_topic_score_codex":0.00024712566,"about_ca_topic_score_gemma":0.00022753248,"teacher_disagreement_score":0.93324006,"about_ca_system_score_codex":0.00034941494,"about_ca_system_score_gemma":0.00019856803,"threshold_uncertainty_score":0.52225274},"labels":[],"label_agreement":null},{"id":"W228100162","doi":"","title":"Dispatches: South African brain drain costing $5 billion — and counting","year":2002,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Emigration; Government (linguistics); Recession; Liberian dollar; Health care; Medicine; Political science; Economic growth; Business; Law; Economics","score_opus":0.028331422504419945,"score_gpt":0.33408878448502116,"score_spread":0.3057573619806012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W228100162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66829664,0.0011667056,0.000155321,0.2801549,0.002258097,0.00057481986,0.000070051865,0.0001114121,0.047212042],"genre_scores_gemma":[0.9576235,0.00016860334,0.00018034402,0.03599497,0.0025157495,0.000013899815,0.000006845802,0.000028436249,0.0034676858],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957804,0.0008348921,0.0007902338,0.00021298247,0.0011686032,0.001212876],"domain_scores_gemma":[0.99483794,0.0014518022,0.0005760699,0.00010478798,0.00038296482,0.0026464527],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045922063,0.00015250675,0.00029362118,0.00019060419,0.0020510184,0.00006280492,0.00019017168,0.00058182015,0.0076708556],"category_scores_gemma":[0.011343881,0.00013907455,0.00004959419,0.0004027732,0.000052480656,0.00015778319,0.000034492285,0.0021063078,0.00044624595],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041806666,0.000011530894,0.5764539,0.000052519146,0.00003098417,0.0001230368,0.015903754,0.0000024141864,0.0000020891991,0.00036830571,0.36986417,0.037183072],"study_design_scores_gemma":[0.0010696888,0.000046750905,0.037402973,0.00083748734,0.000016459015,0.000055548695,0.024800887,0.003012783,2.787204e-7,0.00027342574,0.9322556,0.00022806732],"about_ca_topic_score_codex":0.009934765,"about_ca_topic_score_gemma":0.06487093,"teacher_disagreement_score":0.5623915,"about_ca_system_score_codex":0.0021426342,"about_ca_system_score_gemma":0.0012078488,"threshold_uncertainty_score":0.99924815},"labels":[],"label_agreement":null},{"id":"W2281132985","doi":"10.32396/usurj.v2i1.188","title":"Letter from the Editors-in-Chief","year":2015,"lang":"en","type":"letter","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Public relations; Sociology; Relevance (law); Psychology; Power (physics); Political science","score_opus":0.08137923764360304,"score_gpt":0.3830814484352178,"score_spread":0.30170221079161474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281132985","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033126932,0.0007307559,0.00010618715,0.9809408,0.0044814283,0.0010781981,0.00026975232,0.000051278897,0.009028881],"genre_scores_gemma":[0.049239192,0.0045318254,0.0021628607,0.591149,0.18013813,0.000009057401,0.00091160886,0.0004184778,0.1714399],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9828635,0.009023107,0.0010290366,0.0006867308,0.0038577062,0.002539933],"domain_scores_gemma":[0.9894265,0.005655492,0.00096306566,0.0011076083,0.002270552,0.0005767824],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0075771064,0.0004979467,0.0010760245,0.00072545337,0.0025196765,0.000066806104,0.0027243055,0.0018972091,0.0008466869],"category_scores_gemma":[0.00050538144,0.00041170118,0.00034159614,0.0010707115,0.0011465488,0.00034799226,0.0009826341,0.025939254,0.0009661088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021349065,0.00004731778,0.004008229,0.00017729022,0.00014021878,0.0018117665,0.013225723,0.000011959681,0.0000052561827,0.000012695673,0.9799379,0.00040811833],"study_design_scores_gemma":[0.001692081,0.00014558979,0.00044960837,0.002504498,0.000051596333,0.000016076352,0.03555514,0.000015832635,0.000001348817,0.02011456,0.9391354,0.00031830024],"about_ca_topic_score_codex":0.056539223,"about_ca_topic_score_gemma":0.016891446,"teacher_disagreement_score":0.38979188,"about_ca_system_score_codex":0.0030093999,"about_ca_system_score_gemma":0.007568472,"threshold_uncertainty_score":0.99983346},"labels":[],"label_agreement":null},{"id":"W2281438849","doi":"","title":"Nouvelles du groupe de travail sur la médecine rurale","year":2016,"lang":"fr","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Geography; Art","score_opus":0.0231156426933788,"score_gpt":0.2932945920058192,"score_spread":0.2701789493124404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281438849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8326386,0.026762467,0.00044286187,0.092775874,0.010210157,0.002429029,0.00036837434,0.00052593066,0.033846706],"genre_scores_gemma":[0.6950676,0.04624885,0.0007750504,0.0034207965,0.0040660067,0.00019211676,0.000026060568,0.00025894685,0.2499446],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9860061,0.004723739,0.0015261942,0.0010003389,0.000702031,0.0060416246],"domain_scores_gemma":[0.99266505,0.0026182164,0.0005477484,0.0010819138,0.00040881932,0.002678256],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0030471648,0.00076684804,0.00086966786,0.00015281605,0.0007188474,0.00007254793,0.0009668844,0.00080399524,0.0064299945],"category_scores_gemma":[0.0030684131,0.0005929303,0.00023705598,0.0008520499,0.00060589705,0.00057476346,0.00040203513,0.0012650498,0.0056221937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004297136,0.0007272766,0.2886877,0.00074382994,0.0001034898,0.00045733855,0.017164823,0.0000076562055,0.00030835194,0.00945737,0.49823928,0.18367314],"study_design_scores_gemma":[0.002739021,0.00011042339,0.34188235,0.0021565848,0.00008233023,0.00005706057,0.000801329,0.00001869508,0.00014290868,0.00021761011,0.65132207,0.0004696222],"about_ca_topic_score_codex":0.0016398998,"about_ca_topic_score_gemma":0.0007217008,"teacher_disagreement_score":0.21609789,"about_ca_system_score_codex":0.0013897829,"about_ca_system_score_gemma":0.0014388893,"threshold_uncertainty_score":0.9996522},"labels":[],"label_agreement":null},{"id":"W2282449427","doi":"10.1016/j.jogc.2015.10.003","title":"Joint Position Paper on Rural Surgery and Operative Delivery","year":2016,"lang":"en","type":"letter","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Medicine; Position statement; Position (finance); Joint (building); Maternity care; Position paper; Nursing; Obstetrics; Family medicine; Health care; Economic growth","score_opus":0.028522599847513347,"score_gpt":0.3147715556984667,"score_spread":0.28624895585095333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282449427","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19742556,0.012855905,0.0000035223056,0.7374934,0.0483145,0.00060481357,0.00025427746,0.00001096422,0.0030370534],"genre_scores_gemma":[0.13671245,0.0040613,0.00006152039,0.85470796,0.0016374872,0.00001550357,0.000041155283,0.000049198366,0.0027134079],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99652565,0.0007803592,0.0012081239,0.00022717599,0.0005036868,0.00075499644],"domain_scores_gemma":[0.98278177,0.01473683,0.0012667506,0.00017183079,0.0007521358,0.0002906558],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00059301103,0.00031437058,0.0009959813,0.00041585893,0.0005805838,0.000017332899,0.00013224791,0.0010635267,0.0010086176],"category_scores_gemma":[0.0024226545,0.00021727127,0.000088162175,0.00017811116,0.00009668333,0.00014173452,0.00008755685,0.0029232777,0.000007416434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009107168,0.0000074458267,0.0095448615,0.0001985143,0.000084364125,0.0036829135,0.000103548184,8.6284524e-7,0.0000015029694,0.000047783098,0.9690876,0.017231513],"study_design_scores_gemma":[0.0009050887,0.00033670268,0.049536105,0.00047111305,0.00007980258,0.00006126524,0.00052829576,0.000002257911,0.0000018190581,0.00024089613,0.94757235,0.00026429005],"about_ca_topic_score_codex":0.023366643,"about_ca_topic_score_gemma":0.018768938,"teacher_disagreement_score":0.11721457,"about_ca_system_score_codex":0.0032259426,"about_ca_system_score_gemma":0.0047343513,"threshold_uncertainty_score":0.9999046},"labels":[],"label_agreement":null},{"id":"W2283261790","doi":"","title":"Cross-Cultural Adaptation of the Veterans Specific Activity Questionnaire (VSAQ) for the French-Canadian Population","year":2013,"lang":"en","type":"article","venue":"Sigma Theta Tau International's 24th International Nursing Research Congress","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Adaptation (eye); Population; Cross-cultural; Geography; Psychology; Ethnology; Medicine; Demography; History; Environmental health; Anthropology; Sociology","score_opus":0.12423092051590684,"score_gpt":0.5057930785321416,"score_spread":0.3815621580162348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283261790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8802651,0.000625652,0.0017623173,0.063925795,0.023017086,0.005222794,0.00055422814,0.000105955434,0.02452103],"genre_scores_gemma":[0.9822504,0.00011904947,0.00027236226,0.0002571975,0.0012690908,0.0008115479,0.0001940236,0.000046414603,0.014779894],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99469525,0.0009743552,0.0008982811,0.0005567041,0.0019432014,0.0009322121],"domain_scores_gemma":[0.99001986,0.0021083083,0.000573813,0.000662934,0.006378845,0.00025624363],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023037298,0.00028185328,0.0002775454,0.00042256882,0.0023515932,0.0003365444,0.002028786,0.00028407128,0.0017068095],"category_scores_gemma":[0.0023685568,0.00018810778,0.0002358358,0.0004916946,0.0008500843,0.0011615627,0.00017710087,0.0011335288,0.00015041622],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009004415,0.0005016096,0.2697586,0.00023421783,0.00052774,0.000004711356,0.013664954,0.008348161,0.0011567436,0.09108341,0.10936881,0.50445056],"study_design_scores_gemma":[0.0015994778,0.00010584434,0.84819126,0.0029831305,0.000022340226,0.000009217752,0.0036672114,0.044738896,0.0002765462,0.021392303,0.07670918,0.00030460436],"about_ca_topic_score_codex":0.17488354,"about_ca_topic_score_gemma":0.038994778,"teacher_disagreement_score":0.5784326,"about_ca_system_score_codex":0.0026690136,"about_ca_system_score_gemma":0.0005192342,"threshold_uncertainty_score":0.99920577},"labels":[],"label_agreement":null},{"id":"W2283592206","doi":"10.5430/jha.v5n2p102","title":"Examining perceived barriers to healthcare access for Hispanics in a southern urban community","year":2016,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Documentation; Health equity; Descriptive statistics; Coding (social sciences); Health insurance; Nursing; Descriptive research; Medicine; Psychology; Family medicine; Political science; Public health; Sociology","score_opus":0.08923287525636021,"score_gpt":0.4363691710425307,"score_spread":0.3471362957861705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283592206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98210955,0.0000705034,0.000560901,0.014782335,0.0010602804,0.0010836386,0.000078752324,0.000024218889,0.00022980684],"genre_scores_gemma":[0.99687696,0.000026552447,0.0008462166,0.0012886279,0.00042900603,0.00006838674,0.000007165351,0.00002916429,0.00042791033],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99702805,0.00073914893,0.0012290684,0.0001525183,0.00031769768,0.000533512],"domain_scores_gemma":[0.99673265,0.0008486778,0.0008401467,0.00025856413,0.00065054727,0.0006694196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017984977,0.00017230357,0.00040011396,0.0001668155,0.000606889,0.00002648319,0.00045621264,0.0002158577,0.000116589596],"category_scores_gemma":[0.002258421,0.00012524988,0.00007835757,0.00021707633,0.00003760461,0.00045288782,0.00007871302,0.00066396035,0.000026137235],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013286404,0.00026284327,0.92154175,0.00040770826,0.000026197255,0.00002009998,0.063563935,0.0000071928134,0.0003750209,0.0007558497,0.008078403,0.0036323594],"study_design_scores_gemma":[0.00758634,0.043341763,0.57374585,0.009300172,0.00006998935,0.000020765014,0.34708315,0.000063214065,0.0001987164,0.004728842,0.0130082015,0.0008530144],"about_ca_topic_score_codex":0.0003034768,"about_ca_topic_score_gemma":0.0028282534,"teacher_disagreement_score":0.3477959,"about_ca_system_score_codex":0.0007301131,"about_ca_system_score_gemma":0.0013659704,"threshold_uncertainty_score":0.51075417},"labels":[],"label_agreement":null},{"id":"W2284022641","doi":"","title":"Rural taskforce update.","year":2016,"lang":"fr","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Rural health; Medicine; Data science; Medical education; Computer science; Pathology","score_opus":0.039556326816454775,"score_gpt":0.34062508784543605,"score_spread":0.3010687610289813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284022641","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002084366,0.007146123,0.00008897657,0.84143525,0.024279013,0.008118367,0.0010875909,0.0005093807,0.11525092],"genre_scores_gemma":[0.0064144884,0.0030281127,0.0001854792,0.52748245,0.03053452,0.010387328,0.0006042792,0.0002668294,0.42109653],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.985057,0.0028639848,0.0022718518,0.001205703,0.0012213734,0.0073801093],"domain_scores_gemma":[0.9928487,0.0019424524,0.0013471978,0.0019411461,0.0004753316,0.0014451665],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0022345209,0.0012515656,0.0016448733,0.00033892202,0.0013657038,0.00007594834,0.0015952145,0.005097161,0.01340241],"category_scores_gemma":[0.00072677626,0.001005144,0.00047375128,0.00058723293,0.00062265864,0.00046137944,0.00080902013,0.0063241054,0.036233854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084494066,0.000025254096,0.0028215423,0.0014582982,0.00009466411,0.0001376246,0.0002700571,5.979525e-7,3.2362584e-7,0.0028161374,0.75985,0.23244098],"study_design_scores_gemma":[0.0013944088,0.000033627908,0.014884824,0.002436231,0.00016471869,0.000027127584,0.00037786984,0.0000041933667,0.000005810551,0.0029671865,0.9766554,0.0010485927],"about_ca_topic_score_codex":0.0011901134,"about_ca_topic_score_gemma":0.00022628318,"teacher_disagreement_score":0.31395283,"about_ca_system_score_codex":0.0026227594,"about_ca_system_score_gemma":0.0005362887,"threshold_uncertainty_score":0.9999344},"labels":[],"label_agreement":null},{"id":"W2285280471","doi":"","title":"[Évaluation du professionnalisme chez les résidents en médecine familiale: L'heure est à la réflexion].","year":2016,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.05513097007101352,"score_gpt":0.36052771564895625,"score_spread":0.3053967455779427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2285280471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7608233,0.004293143,0.00073350326,0.20295589,0.021269225,0.0041732225,0.00031843828,0.0003450698,0.005088175],"genre_scores_gemma":[0.904715,0.005424165,0.000913751,0.0018810275,0.008291342,0.00093682326,0.00012895327,0.00015141588,0.07755749],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98286337,0.0073128836,0.0017685995,0.0010342108,0.0013665404,0.0056544114],"domain_scores_gemma":[0.9932315,0.002527186,0.0007899045,0.0008529519,0.00041812632,0.0021803316],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006663479,0.00074076344,0.00085816253,0.00021739065,0.0011875845,0.00006469168,0.00077784853,0.0017620436,0.005047349],"category_scores_gemma":[0.004731843,0.00055268034,0.00025299547,0.0006586999,0.0005318935,0.0007798645,0.0004588233,0.0015102798,0.001681934],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051566237,0.00065568404,0.6468653,0.0010206483,0.00009608997,0.00009317489,0.009881031,0.000025881627,0.0001337158,0.02235689,0.12356339,0.19479254],"study_design_scores_gemma":[0.0043206234,0.000094281546,0.79397714,0.004367348,0.00016016506,0.000034822617,0.0025673804,0.00015933371,0.000111343776,0.007867067,0.18578367,0.00055681274],"about_ca_topic_score_codex":0.0030474658,"about_ca_topic_score_gemma":0.0015268755,"teacher_disagreement_score":0.20107485,"about_ca_system_score_codex":0.003322334,"about_ca_system_score_gemma":0.0023022955,"threshold_uncertainty_score":0.99969244},"labels":[],"label_agreement":null},{"id":"W2285970902","doi":"10.1161/jaha.115.002447","title":"Area Median Income and Metropolitan Versus Nonmetropolitan Location of Care for Acute Coronary Syndromes: A Complex Interaction of Social Determinants","year":2016,"lang":"en","type":"article","venue":"Journal of the American Heart Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"National Center for Advancing Translational Sciences; W. Garfield Weston Foundation; Alberta Health Services","keywords":"Medicine; Odds ratio; Odds; Logistic regression; Cardiac catheterization; Demography; Socioeconomic status; Cohort; Acute coronary syndrome; Receipt; Internal medicine; Emergency medicine; Population; Environmental health; Myocardial infarction","score_opus":0.05112890887342177,"score_gpt":0.44272824124483173,"score_spread":0.39159933237141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2285970902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957279,0.00008740238,0.000097438875,0.0025619657,0.00087890204,0.00045218124,0.00011379701,0.0000074583977,0.00007298359],"genre_scores_gemma":[0.9986542,0.000091142174,0.0008212752,0.0001165885,0.00019821584,0.000012537292,0.0000030462134,0.000017665623,0.000085349435],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974448,0.00067305815,0.0009768293,0.00011187541,0.0004643126,0.00032910824],"domain_scores_gemma":[0.9933649,0.0018616854,0.0031697205,0.00014330134,0.0013619871,0.000098460165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080778345,0.0001228287,0.0007923904,0.00017674487,0.00033856725,0.0000038167946,0.0001702355,0.00009992792,0.00002158153],"category_scores_gemma":[0.0013388713,0.00007984966,0.00017273001,0.00041038328,0.00015893357,0.00020691118,0.00006486634,0.00020630617,0.0000023875357],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013875194,0.000042511998,0.98967475,0.00022162245,0.00023426255,5.5414563e-7,0.002779622,9.052872e-7,0.001642477,0.00013847945,0.0016230325,0.00225427],"study_design_scores_gemma":[0.001911873,0.001573129,0.96591336,0.00076482684,0.00026728897,0.000008617492,0.027923724,0.000038503935,0.00031074756,0.00024821886,0.0009467735,0.00009296267],"about_ca_topic_score_codex":0.0006727824,"about_ca_topic_score_gemma":0.0005839738,"teacher_disagreement_score":0.0251441,"about_ca_system_score_codex":0.0039761104,"about_ca_system_score_gemma":0.00031611943,"threshold_uncertainty_score":0.9998475},"labels":[],"label_agreement":null},{"id":"W2286624533","doi":"10.1016/s2155-8256(16)31008-0","title":"A New Model for Assessing Entry-Level Education of Internationally Educated Nurses: A Retrospective Perspective","year":2016,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College & Association of Registered Nurses of Alberta","funders":"","keywords":"Workforce; Scope (computer science); Scope of practice; Nursing; Medicine; Nurse education; Service (business); Sustainability; Political science; Business; Health care; Marketing","score_opus":0.08842273418261828,"score_gpt":0.5013378334763755,"score_spread":0.41291509929375725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286624533","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43184075,0.00054247386,0.53136337,0.017054714,0.0059362166,0.0013538414,0.000032524626,0.000041097584,0.011835033],"genre_scores_gemma":[0.94204974,0.000024735999,0.045334864,0.00009305945,0.0010935642,0.000011728979,0.000006399671,0.000028554992,0.011357367],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99785155,0.00017512814,0.0010174556,0.00019139724,0.00047007308,0.00029440463],"domain_scores_gemma":[0.99349594,0.00039885056,0.00204799,0.00016601568,0.0037194786,0.00017173996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006265292,0.00014667447,0.00035697,0.00035525835,0.0002682129,0.000016195772,0.00017367725,0.00018064071,0.00009109904],"category_scores_gemma":[0.0010811188,0.00011094799,0.00013572274,0.00026118665,0.000065230444,0.0007405487,0.000011679347,0.00022193177,0.0000052053],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032190024,0.0016937142,0.038499642,0.00029112425,0.00027111536,0.0000010121341,0.10314977,0.0014506779,0.026738001,0.26429337,0.14308564,0.4173069],"study_design_scores_gemma":[0.0049016206,0.00054468657,0.33391872,0.031043287,0.00028015077,0.000052995627,0.042487495,0.01721772,0.0008947031,0.56716865,0.0011225994,0.00036735024],"about_ca_topic_score_codex":0.00007774567,"about_ca_topic_score_gemma":0.00001434624,"teacher_disagreement_score":0.51020896,"about_ca_system_score_codex":0.004310828,"about_ca_system_score_gemma":0.003989041,"threshold_uncertainty_score":0.9995114},"labels":[],"label_agreement":null},{"id":"W2287585561","doi":"10.1007/s12134-016-0475-z","title":"Professional Journeys of International Medical Graduates in Quebec: Recognition, Uphill Battles, or Career Change","year":2016,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Université de Montréal","keywords":"Context (archaeology); Public relations; Ideology; Battle; Protectionism; Immigration; Social capital; Political science; Sociology; Politics; Business; Law; Geography","score_opus":0.07723206575463377,"score_gpt":0.416516279913202,"score_spread":0.33928421415856824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2287585561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8240815,0.00051449816,0.04441295,0.11655683,0.0054892567,0.0011476323,0.00034982583,0.00009241776,0.00735514],"genre_scores_gemma":[0.9683742,0.010450408,0.0051072193,0.0038648173,0.0017952349,0.00030385173,0.00042091327,0.000057493533,0.009625855],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9928586,0.0017486949,0.0030233806,0.00044619504,0.001482762,0.0004403785],"domain_scores_gemma":[0.9899755,0.0030725254,0.0024404828,0.00023401095,0.0039327373,0.00034472952],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004517468,0.00042498333,0.000624206,0.0014677112,0.00018337229,0.000129649,0.0007535612,0.00059626333,0.0042794542],"category_scores_gemma":[0.009095667,0.00029663474,0.00023760527,0.00049500394,0.00025532453,0.002564785,0.00011604103,0.001160957,0.000040738727],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00392086,0.0015702922,0.69269645,0.00020399198,0.0004182999,0.00012115489,0.030200645,0.00010069769,0.018939028,0.10637262,0.053712163,0.09174381],"study_design_scores_gemma":[0.0119683165,0.0014301187,0.56328046,0.023819685,0.0001292411,0.001128122,0.019168364,0.017313393,0.008812312,0.01649063,0.3351753,0.0012840827],"about_ca_topic_score_codex":0.0077484394,"about_ca_topic_score_gemma":0.13024127,"teacher_disagreement_score":0.28146312,"about_ca_system_score_codex":0.0017434694,"about_ca_system_score_gemma":0.0015183694,"threshold_uncertainty_score":0.99994856},"labels":[],"label_agreement":null},{"id":"W228772425","doi":"","title":"The International Migration of Doctors: Impacts and Political Implications","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Position (finance); Politics; Political science; Country of origin; Economic growth; Demographic economics; Development economics; Business; Economics; Law","score_opus":0.018495476368360787,"score_gpt":0.40574588013548873,"score_spread":0.38725040376712794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W228772425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9194656,0.0015717655,0.0021094019,0.065545164,0.00053290423,0.00030159435,0.00000655575,0.000031166514,0.010435873],"genre_scores_gemma":[0.9944167,0.0034586873,0.000067200504,0.0006294471,0.00056355004,0.000012646918,0.0000049367986,0.000010301721,0.0008365001],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9971599,0.00026548145,0.0004879658,0.00010564524,0.00020500703,0.0017760065],"domain_scores_gemma":[0.99849534,0.00065672246,0.00026693332,0.00016315942,0.0002507945,0.00016705318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024068535,0.00008450889,0.00012240278,0.000053404743,0.0008609342,0.00001909767,0.00024556296,0.00008702636,0.000025452233],"category_scores_gemma":[0.0005770212,0.00005569773,0.00004026621,0.00009368109,0.00007988665,0.00010751539,0.000052190266,0.0012454515,0.000021042568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028903849,0.0000125338,0.068893746,0.000009352748,0.000024789764,3.0359818e-8,0.00019170743,6.901735e-7,0.00015235208,0.9251999,0.0009986565,0.004487339],"study_design_scores_gemma":[0.00075623597,0.0002946777,0.0873684,0.00016013037,0.000026652386,0.000078749945,0.00764702,0.00021446901,0.00003704768,0.78562003,0.11768566,0.000110955065],"about_ca_topic_score_codex":0.0005036471,"about_ca_topic_score_gemma":0.0064018867,"teacher_disagreement_score":0.13957989,"about_ca_system_score_codex":0.00080270023,"about_ca_system_score_gemma":0.0013757258,"threshold_uncertainty_score":0.6621697},"labels":[],"label_agreement":null},{"id":"W2288541199","doi":"","title":"The meaning(s), barriers and facilitators of Anishinaabe health: Implications for culturally safe health care","year":2016,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Meaning (existential); Medicine; Health care; Nursing; Psychology; Political science; Psychotherapist; Law","score_opus":0.05010308214984766,"score_gpt":0.4589117440607863,"score_spread":0.4088086619109386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2288541199","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04515776,0.017381014,0.0024940849,0.9304875,0.0012652973,0.0017699347,0.00057732506,0.000049216193,0.0008178297],"genre_scores_gemma":[0.9243415,0.03675276,0.0070958226,0.02692407,0.0023961992,0.00023145137,0.00015293893,0.000088133034,0.0020171318],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942975,0.000889738,0.002319505,0.00029515484,0.0011702495,0.0010278533],"domain_scores_gemma":[0.9923095,0.0025033373,0.0015252158,0.0003304248,0.001117503,0.0022139887],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0054126503,0.00024572312,0.00091537985,0.00006553038,0.0022989635,0.0000053068507,0.0005946028,0.0002423276,0.0003351916],"category_scores_gemma":[0.01046009,0.00011096244,0.00012320963,0.00023183275,0.0012283294,0.000111820555,0.00011457352,0.0007835661,0.0000045379993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002796065,0.000022619353,0.024703415,0.0011231118,0.00009393163,0.0000014460322,0.03310959,4.7626654e-7,0.000074775766,0.015281756,0.6109494,0.31435987],"study_design_scores_gemma":[0.007887797,0.002831121,0.035224713,0.00916971,0.00004414913,0.00008837393,0.12519011,0.000009486934,0.000012615811,0.005703205,0.81362915,0.00020958975],"about_ca_topic_score_codex":0.00057930074,"about_ca_topic_score_gemma":0.00074889127,"teacher_disagreement_score":0.90356344,"about_ca_system_score_codex":0.00051508535,"about_ca_system_score_gemma":0.0032672477,"threshold_uncertainty_score":0.9989999},"labels":[],"label_agreement":null},{"id":"W2290095619","doi":"","title":"Of portobellos and wine.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; McGill University","funders":"","keywords":"Scarcity; Girl; Medical education; Medicine; Psychology","score_opus":0.058819419576285226,"score_gpt":0.37241796797044846,"score_spread":0.31359854839416323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2290095619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7996781,0.0008226347,0.000013040402,0.0012996588,0.00047193418,0.001411821,0.000006259466,0.00005484097,0.19624172],"genre_scores_gemma":[0.98833346,0.000074212236,0.00024982603,0.0006774468,0.000067169094,0.00060357025,0.0000017098325,0.000010726818,0.0099819],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99877334,0.00018362566,0.00032647332,0.00012929022,0.00011868473,0.0004685891],"domain_scores_gemma":[0.9992832,0.00016031307,0.00012901229,0.00017701305,0.00006647033,0.00018401467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005830909,0.00006918224,0.0001749689,0.00003879456,0.0001381976,0.0000012457338,0.000052827498,0.00009524592,0.00017199139],"category_scores_gemma":[0.0003324466,0.000059956164,0.000017074806,0.00013852671,0.00004463686,0.000043184184,0.00002728417,0.00015943208,0.000022161257],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029551513,0.000044389355,0.9099679,0.00041116288,0.000013603856,0.0000038847825,0.000706639,8.3456075e-7,0.000006893104,0.0424375,0.023920888,0.022456763],"study_design_scores_gemma":[0.0004876586,0.000012196906,0.6289891,0.000040134255,0.000009854707,0.0000013242404,0.00080778456,0.0000017724687,0.000082463244,0.002192487,0.36730212,0.000073136165],"about_ca_topic_score_codex":0.000100691985,"about_ca_topic_score_gemma":0.000021463427,"teacher_disagreement_score":0.34338123,"about_ca_system_score_codex":0.000038089172,"about_ca_system_score_gemma":0.00004898099,"threshold_uncertainty_score":0.24449414},"labels":[],"label_agreement":null},{"id":"W2290954680","doi":"","title":"Canadian family physicians' intentions to migrate","year":2009,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Marital status; Logistic regression; Demography; Medicine; Geography; Family medicine; Ethnic group; Population; Environmental health; Political science; Sociology","score_opus":0.03614984830643784,"score_gpt":0.3534715202271744,"score_spread":0.3173216719207365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2290954680","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14379181,0.0007276246,0.000042005235,0.029568346,0.002273453,0.0021351485,0.0007660408,0.00027561907,0.82041997],"genre_scores_gemma":[0.46331015,0.00002656467,0.00025552436,0.53029215,0.0007575688,0.000113737195,0.00013494566,0.00005978233,0.005049536],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99415326,0.00040194762,0.000771963,0.00078930473,0.00047832043,0.0034052283],"domain_scores_gemma":[0.99380666,0.00011905464,0.00017177014,0.0010290398,0.00056012784,0.0043133693],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044588998,0.0005250197,0.0006430806,0.0008917893,0.0023968238,0.00006409941,0.000825564,0.00037259085,0.000034001278],"category_scores_gemma":[0.00006790345,0.0006018161,0.00020301057,0.0018932836,0.000072867966,0.00029210656,0.00003869475,0.0010156533,0.0072880224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000025717105,0.000043341028,0.00057773705,0.00003851942,0.00003522697,0.000080151585,0.0012748558,0.000078118544,0.0017623167,0.009923019,0.924482,0.061679013],"study_design_scores_gemma":[0.00036454818,0.00016973772,0.08460265,0.0007416725,0.000033591594,2.1792367e-7,0.009708648,0.00007960861,0.000018660712,0.001953855,0.90170133,0.00062547764],"about_ca_topic_score_codex":0.87715596,"about_ca_topic_score_gemma":0.9760882,"teacher_disagreement_score":0.81537044,"about_ca_system_score_codex":0.0048385933,"about_ca_system_score_gemma":0.006216989,"threshold_uncertainty_score":0.9996433},"labels":[],"label_agreement":null},{"id":"W2291063446","doi":"10.14288/1.0075901","title":"Nursing workforce study, volume 2 : The supply of nursing personnel in Canada","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Medicine; Business; Political science","score_opus":0.022264922467716206,"score_gpt":0.2848660248380444,"score_spread":0.2626011023703282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2291063446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98819184,0.00024239936,0.000086873275,0.0007363245,0.00048015808,0.0010171228,0.000058984544,0.000031267376,0.009155038],"genre_scores_gemma":[0.99811506,0.000038056573,0.00014747212,0.00012208254,0.000058333753,0.0000019115453,0.000008414194,0.000019977422,0.0014886697],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973938,0.000699881,0.00038799745,0.0003630867,0.0004704218,0.00068483385],"domain_scores_gemma":[0.9984299,0.00033565957,0.0003571978,0.0004553346,0.00024440192,0.00017753281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068083976,0.00007121993,0.00048535332,0.000050720337,0.0008957882,0.000013341527,0.00056255504,0.00012665988,0.00026328044],"category_scores_gemma":[0.00009753121,0.00019084172,0.00006952829,0.0005877188,0.00029686917,0.0001644341,0.0000851975,0.0005142538,0.000013568794],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026277869,0.00019738123,0.6454605,0.00009947514,0.000011524338,0.000025299938,0.01412764,0.00006528566,0.000004003831,0.000009589752,0.01199203,0.327981],"study_design_scores_gemma":[0.0009930283,0.00008371115,0.74339515,0.0030884838,0.00002885239,0.0000050977214,0.250774,0.0009154476,4.3089322e-8,0.00015951236,0.0004382393,0.000118427684],"about_ca_topic_score_codex":0.9959682,"about_ca_topic_score_gemma":0.9992359,"teacher_disagreement_score":0.32786256,"about_ca_system_score_codex":0.001559737,"about_ca_system_score_gemma":0.0012152195,"threshold_uncertainty_score":0.77822995},"labels":[],"label_agreement":null},{"id":"W2291559651","doi":"","title":"Practice locations of longitudinal integrated clerkship graduates: a matched-cohort study.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Economic shortage; Rural area; Medical education; Cohort; Licensure; Medicine; Library science; Humanities; Internal medicine; Computer science","score_opus":0.09302145210930601,"score_gpt":0.41475724811523534,"score_spread":0.32173579600592933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2291559651","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94951963,0.00031700227,0.00073267677,0.018984893,0.0011025907,0.008991751,0.000047713565,0.00033636484,0.019967344],"genre_scores_gemma":[0.98409134,0.00012578303,0.00040933923,0.00063880347,0.00017352503,0.008136485,0.000010992751,0.00003817275,0.0063755726],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958181,0.0011439753,0.0010707027,0.00045501834,0.00052236934,0.0009898522],"domain_scores_gemma":[0.99496466,0.0022534884,0.00065865763,0.00073506386,0.0009469686,0.0004411354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029799729,0.00022271305,0.0004772557,0.00015721856,0.00039159122,0.000009324891,0.00036149562,0.00018508917,0.00027624506],"category_scores_gemma":[0.0064347615,0.00014732235,0.000064107124,0.0007023331,0.00012537588,0.0004002443,0.00014191457,0.00042908496,0.00047634414],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021100654,0.00049352035,0.95738477,0.000098378514,0.00010590221,0.0000074671257,0.0011754362,0.0000012283356,0.000005043347,0.0014962247,0.012836663,0.02618439],"study_design_scores_gemma":[0.0010413599,0.00007643891,0.95630884,0.00020675674,0.00013218203,0.0000033789652,0.00873695,0.0000037524171,0.000023684011,0.00050097296,0.03280312,0.00016254713],"about_ca_topic_score_codex":0.0032746743,"about_ca_topic_score_gemma":0.0009431443,"teacher_disagreement_score":0.034571663,"about_ca_system_score_codex":0.00051263254,"about_ca_system_score_gemma":0.0003702561,"threshold_uncertainty_score":0.77034754},"labels":[],"label_agreement":null},{"id":"W2292549719","doi":"","title":"World Congress Report","year":2005,"lang":"en","type":"article","venue":"South African Gastroenterology Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cape; Medicine; Library science; Family medicine; Political science; Law","score_opus":0.04379818017412591,"score_gpt":0.4080704747664251,"score_spread":0.3642722945922992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2292549719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35832095,0.15402305,0.00038682373,0.19078822,0.0088713635,0.013254017,0.00028020728,0.00208135,0.27199402],"genre_scores_gemma":[0.8231552,0.007906908,0.002940237,0.11493396,0.0016798706,0.0010898031,0.00012790441,0.000103924736,0.048062153],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948111,0.0011832016,0.0016007904,0.0006001742,0.0002958216,0.001508924],"domain_scores_gemma":[0.9971975,0.00015885083,0.0009598263,0.00095708657,0.00024293218,0.0004838246],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015217068,0.00032442328,0.0010257905,0.00013718226,0.00043402173,0.0000047603608,0.00045336882,0.00012802587,0.004353834],"category_scores_gemma":[0.000345148,0.00027326355,0.00018600716,0.00041621976,0.00020280865,0.00009770411,0.00022886047,0.00092595315,0.0032696927],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017099713,0.00007573756,0.71443236,0.0027578329,0.000064218126,0.00017223123,0.00093246734,0.00000340695,0.0000012608483,0.00048896647,0.27778146,0.003119096],"study_design_scores_gemma":[0.000641577,0.00013086188,0.009162573,0.0049587954,0.00010596903,0.0001079027,0.0004958059,0.0000070728333,3.7154282e-7,0.000036046178,0.98421746,0.00013555863],"about_ca_topic_score_codex":0.000033458982,"about_ca_topic_score_gemma":0.0009917999,"teacher_disagreement_score":0.70643604,"about_ca_system_score_codex":0.00024743017,"about_ca_system_score_gemma":0.00015710453,"threshold_uncertainty_score":0.9999719},"labels":[],"label_agreement":null},{"id":"W2293117314","doi":"10.14288/1.0048320","title":"Who are the primary health care registered nurses in British Columbia?","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Primary care; Primary health care; Medicine; Nursing; Family medicine; Environmental health; Population","score_opus":0.02068041816549707,"score_gpt":0.285806087896072,"score_spread":0.2651256697305749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2293117314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98046845,0.0023869073,0.000023867555,0.001692669,0.0009243308,0.0017978174,0.00053903094,0.00017859595,0.011988355],"genre_scores_gemma":[0.9801447,0.0009906508,0.00021671181,0.0032532248,0.00015216904,0.0000091011025,0.000109185086,0.000044091063,0.0150802145],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959339,0.0011881946,0.00058091583,0.0007073284,0.0005292718,0.0010604116],"domain_scores_gemma":[0.99722147,0.00035935803,0.00078898633,0.0008223865,0.00045424458,0.0003535267],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00090596784,0.00008531894,0.0008799649,0.000044924855,0.0020860531,0.00015439438,0.00083982287,0.0003413749,0.00031870135],"category_scores_gemma":[0.00019253412,0.0003245052,0.00015676014,0.00063444977,0.00049084803,0.00030843617,0.00034830757,0.00081343146,0.00007023957],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001196522,0.00008064244,0.45196146,0.0012302547,0.000013581192,0.00007327714,0.0028639147,0.0000031978611,7.888533e-7,0.0000019427591,0.23908682,0.30467215],"study_design_scores_gemma":[0.001780208,0.00013279957,0.86130345,0.0047358493,0.00001632405,0.00002461414,0.05494011,0.000020890908,5.631866e-9,0.00015181658,0.07665895,0.00023497114],"about_ca_topic_score_codex":0.92425245,"about_ca_topic_score_gemma":0.99768496,"teacher_disagreement_score":0.40934202,"about_ca_system_score_codex":0.0010195333,"about_ca_system_score_gemma":0.00069348,"threshold_uncertainty_score":0.9999207},"labels":[],"label_agreement":null},{"id":"W2296179073","doi":"10.14288/1.0075929","title":"Critical review of Canadian workforce policy models : draft pre-conference paper for discussant : 6th Invitational International Physician Workforce Conference","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Political science; Public relations; Law","score_opus":0.05092021297072856,"score_gpt":0.3318957434385769,"score_spread":0.28097553046784834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296179073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4739795,0.0051138913,0.044665944,0.07885193,0.002517174,0.00924223,0.008104782,0.00037766746,0.37714687],"genre_scores_gemma":[0.9875753,0.00244751,0.0023616105,0.003969059,0.00019281375,0.000019836962,0.00022031149,0.00002568179,0.0031878594],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99748105,0.00030150387,0.00051858183,0.00048186904,0.00047637703,0.00074059906],"domain_scores_gemma":[0.9965773,0.000531465,0.00035829938,0.00039217182,0.001632293,0.00050845556],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00059674773,0.00010809892,0.0005800089,0.00016933533,0.00064219185,0.000034521414,0.0007063907,0.00023004849,0.0005387908],"category_scores_gemma":[0.0006205221,0.0002699947,0.00017146631,0.0005868583,0.00042765337,0.0005353297,0.00015674134,0.00034649012,0.000023991648],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001312248,0.000330373,0.011310233,0.012468088,0.00013197763,0.00001767317,0.004917957,0.00030480605,0.00006105489,0.06693908,0.090811305,0.81257623],"study_design_scores_gemma":[0.003026471,0.00035611677,0.7096201,0.07218667,0.00019036101,0.000012413518,0.0077254935,0.017281922,6.541379e-7,0.07177879,0.11684019,0.0009807843],"about_ca_topic_score_codex":0.5791833,"about_ca_topic_score_gemma":0.8569833,"teacher_disagreement_score":0.81159544,"about_ca_system_score_codex":0.00035366186,"about_ca_system_score_gemma":0.0015320613,"threshold_uncertainty_score":0.9999752},"labels":[],"label_agreement":null},{"id":"W2297251931","doi":"","title":"Initial Match Rates of an Innovative International Partnership: The Ochsner Clinical School Experience.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical school; Family medicine; General partnership; Medical education; Osteopathic medicine in the United States; Health care; Alternative medicine","score_opus":0.21628274184060614,"score_gpt":0.5372417203334693,"score_spread":0.32095897849286315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297251931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95549506,0.000036841266,0.000032704454,0.008970463,0.0020425902,0.0013034769,0.00002715772,0.00006917508,0.032022517],"genre_scores_gemma":[0.98788863,0.000043330936,0.00011352436,0.0032187041,0.001232279,0.0026039297,0.000010913072,0.000017303959,0.0048713717],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99668854,0.00094696943,0.0010546213,0.0002899167,0.00038415802,0.0006357825],"domain_scores_gemma":[0.9969346,0.0013068643,0.00045304728,0.00041193783,0.0006198853,0.00027365563],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021423548,0.00013380223,0.00026316952,0.000063675616,0.00025677917,0.000010591773,0.00056365994,0.00019977681,0.0012924181],"category_scores_gemma":[0.0028682537,0.000068892856,0.0000485504,0.00035121856,0.00036521786,0.000328922,0.00019515958,0.0004083779,0.00021735927],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006711431,0.00017675171,0.8355404,0.000032895725,0.000057639772,0.000005930609,0.00516595,4.658471e-7,0.000016250393,0.010908877,0.023789627,0.123634055],"study_design_scores_gemma":[0.0013181433,0.00005276795,0.86908764,0.00012824149,0.0000061350306,0.0000010463357,0.0068058767,0.000010286877,0.00026427445,0.0016490651,0.120546676,0.00012987622],"about_ca_topic_score_codex":0.00014578862,"about_ca_topic_score_gemma":0.00012476266,"teacher_disagreement_score":0.123504184,"about_ca_system_score_codex":0.00013744224,"about_ca_system_score_gemma":0.00024314197,"threshold_uncertainty_score":0.99962056},"labels":[],"label_agreement":null},{"id":"W2300441395","doi":"","title":"Milestones on the social accountability journey: Family medicine practice locations of Northern Ontario School of Medicine graduates.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University; University of Toronto; Laurentian University","funders":"","keywords":"Odds; Medicine; Logistic regression; Family medicine; Marital status; Rural area; Odds ratio; Cross-sectional study; Medical school; Quarter (Canadian coin); Northern territory; Demography; Medical education; Environmental health; Geography; Population; Archaeology","score_opus":0.14737530247132666,"score_gpt":0.43141773943522016,"score_spread":0.28404243696389353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2300441395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7080735,0.00046058814,0.000039950228,0.2534606,0.00093759864,0.002611903,0.000026642043,0.000053445194,0.03433581],"genre_scores_gemma":[0.98971045,0.00017589358,0.000029758301,0.0051223836,0.0007235051,0.0011102452,0.000007751917,0.000024953817,0.0030950408],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99585843,0.0010282994,0.001309809,0.0002982001,0.0008391602,0.0006660938],"domain_scores_gemma":[0.99169123,0.004886284,0.0012009584,0.00063473155,0.001269143,0.00031762448],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0041983104,0.00021462065,0.0005833279,0.00011277054,0.0006163271,0.0000018991997,0.0004158457,0.0001968842,0.0008711696],"category_scores_gemma":[0.011081616,0.000103293256,0.00006424789,0.0004135906,0.0009167412,0.000187459,0.00009134981,0.0006094057,0.00010601829],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001164885,0.00044292727,0.7041675,0.0004455562,0.00018587115,0.0000025640056,0.027972335,0.0000025770291,0.00015679118,0.011044803,0.22042868,0.033985507],"study_design_scores_gemma":[0.00163971,0.0001197272,0.880348,0.0007501549,0.00010871255,0.0000012647359,0.017455228,4.5047756e-7,0.000020880389,0.002698374,0.09675421,0.000103286926],"about_ca_topic_score_codex":0.09357681,"about_ca_topic_score_gemma":0.13233723,"teacher_disagreement_score":0.28163698,"about_ca_system_score_codex":0.0010274671,"about_ca_system_score_gemma":0.00090688135,"threshold_uncertainty_score":0.9972485},"labels":[],"label_agreement":null},{"id":"W2302132739","doi":"10.1016/s1701-2163(16)35415-9","title":"Soins de maternité en région rurale","year":2012,"lang":"fr","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Collège Shawinigan; University of Sudbury","funders":"","keywords":"Humanities; Political science; Medicine; Philosophy","score_opus":0.023893938463160614,"score_gpt":0.33068390377418977,"score_spread":0.30678996531102914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2302132739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78670675,0.111357056,0.000044407057,0.012590608,0.085998625,0.00023212042,0.000055316523,0.000005836193,0.0030093025],"genre_scores_gemma":[0.98107594,0.0035626139,0.0011112458,0.0030799606,0.00058966293,0.000003329394,0.000003526436,0.000029882636,0.010543856],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99588656,0.001083238,0.0010919075,0.00012338646,0.00037696215,0.0014379441],"domain_scores_gemma":[0.9898363,0.0074131666,0.0009733721,0.00016471093,0.0003956911,0.0012168059],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015608534,0.0002278951,0.0005873328,0.00021708838,0.00043636732,0.000015599919,0.00024917597,0.0006980325,0.0024225656],"category_scores_gemma":[0.0048237634,0.00021230239,0.00007290372,0.00038600407,0.00009919465,0.00026865394,0.00012757973,0.0015329184,0.000024558401],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000074355535,0.00012697245,0.81322396,0.0005082562,0.00008307731,0.00082940084,0.0018286763,0.000028959714,0.000002801956,0.0027777308,0.10758583,0.07299691],"study_design_scores_gemma":[0.0009525357,0.00022020485,0.46621972,0.000091386064,0.000104840234,0.00014209589,0.0037528526,0.000048248177,0.000008404515,0.00046543888,0.5278455,0.00014876845],"about_ca_topic_score_codex":0.1568008,"about_ca_topic_score_gemma":0.12210426,"teacher_disagreement_score":0.42025968,"about_ca_system_score_codex":0.0058096563,"about_ca_system_score_gemma":0.006862351,"threshold_uncertainty_score":0.9987678},"labels":[],"label_agreement":null},{"id":"W2302137606","doi":"10.71781/3252","title":"Pratique dentaire en milieu rural : perspectives des étudiants en médecine dentaire du Québec","year":2015,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Université de Montréal; Réseau de Recherche en Santé Buccodentaire et Osseuse; McGill University","keywords":"Humanities; Art","score_opus":0.04185871927806395,"score_gpt":0.4606600530623467,"score_spread":0.41880133378428275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2302137606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9430638,0.005603207,0.0000014526108,0.002873981,0.001256528,0.0041995835,0.00016755554,0.000024607207,0.04280929],"genre_scores_gemma":[0.89115417,0.0011007889,0.0016924493,0.00016074773,0.0010929547,0.00071739225,0.002086151,0.00016578309,0.101829566],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99479336,0.001445578,0.0011840446,0.0008411546,0.00064279465,0.0010930465],"domain_scores_gemma":[0.9964048,0.000664118,0.00078264205,0.00070414145,0.00082284556,0.00062140793],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013452781,0.000690844,0.0010877579,0.00019653927,0.0013908596,0.00009759148,0.0013905672,0.0011706741,0.010373936],"category_scores_gemma":[0.0009453099,0.0006275296,0.00012894125,0.00037846537,0.00012618669,0.0008277108,0.00042571194,0.0015600077,0.0057248143],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017839678,0.0006606596,0.42072868,0.0010231517,0.00032239256,0.00016708493,0.37879515,0.000008981105,0.00016215257,0.00021603655,0.1378451,0.058286645],"study_design_scores_gemma":[0.0022350508,0.00029158767,0.12177797,0.004097234,0.00017604751,0.0000147119235,0.8089535,0.000012434893,0.00008776114,0.0004534505,0.061222762,0.00067747256],"about_ca_topic_score_codex":0.09929506,"about_ca_topic_score_gemma":0.7682861,"teacher_disagreement_score":0.668991,"about_ca_system_score_codex":0.0037384573,"about_ca_system_score_gemma":0.010121188,"threshold_uncertainty_score":0.9999092},"labels":[],"label_agreement":null},{"id":"W2302939905","doi":"10.5539/gjhs.v8n11p160","title":"Have the Health Care Professionals Needed Training Competencies to Educate Their Clients?","year":2016,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Nursing; Cluster sampling; Descriptive statistics; Marital status; Test (biology); Medicine; Stratified sampling; Psychology; Validity; Family medicine; Environmental health; Clinical psychology; Psychometrics; Population; Statistics","score_opus":0.09831085099457802,"score_gpt":0.48279115077687884,"score_spread":0.3844802997823008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2302939905","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73375535,0.0048871893,0.0005370498,0.24985889,0.006427264,0.0019482418,0.00010862497,0.000063791056,0.00241361],"genre_scores_gemma":[0.93989307,0.0002744792,0.0028024642,0.056075703,0.00060243893,0.00003584629,0.000001450777,0.00001856918,0.0002959534],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9910621,0.0012579955,0.0026157098,0.00051898585,0.0018354243,0.0027097946],"domain_scores_gemma":[0.9924283,0.0006501522,0.0025962149,0.00065447006,0.001837316,0.0018335243],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.010227977,0.00034871325,0.000950194,0.00025811497,0.005301211,0.000050260507,0.0020456885,0.0001163953,0.0001269688],"category_scores_gemma":[0.0009016633,0.00016528984,0.00015837324,0.0016231366,0.00071352965,0.00056373567,0.0004679457,0.0007489055,0.00016404346],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00066391146,0.00027935673,0.20051119,0.0007706743,0.000041605424,0.00001461943,0.1537953,0.00004137278,0.00014650983,0.012081755,0.20521723,0.42643648],"study_design_scores_gemma":[0.0015582284,0.0016715496,0.14707792,0.009080972,0.000008395675,0.00019308914,0.6966652,0.000009252065,0.000036638037,0.0013640381,0.14197822,0.0003564691],"about_ca_topic_score_codex":0.0015183243,"about_ca_topic_score_gemma":0.0007229903,"teacher_disagreement_score":0.5428699,"about_ca_system_score_codex":0.004116388,"about_ca_system_score_gemma":0.02469333,"threshold_uncertainty_score":0.9997066},"labels":[],"label_agreement":null},{"id":"W2307680661","doi":"","title":"Predicting international medical graduate success on college certification examinations: responding to the Thomson and Cohl judicial report on IMG selection.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"IMG; Certification; Medical education; Medicine; Graduate medical education; Family medicine; Accreditation; Political science; Computer science","score_opus":0.09038756310357117,"score_gpt":0.41267784560479404,"score_spread":0.3222902825012229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2307680661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8911739,0.000021051499,0.00039113022,0.06675228,0.003451891,0.002758157,0.000028807175,0.00022053807,0.03520222],"genre_scores_gemma":[0.9864608,0.0000362567,0.00007040554,0.003463655,0.0017100046,0.0034637095,0.000041352672,0.000025804002,0.0047279894],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99622273,0.0009009103,0.0007406862,0.0004721486,0.0010846677,0.0005788289],"domain_scores_gemma":[0.99676305,0.00196619,0.00036572755,0.00030202925,0.0002647429,0.00033823773],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0058716456,0.00015711154,0.00020178137,0.00039349674,0.0014206044,0.0000328728,0.0003055225,0.00019821337,0.00006751281],"category_scores_gemma":[0.009954597,0.00012004266,0.000029273657,0.00079081673,0.00005955956,0.00012365577,0.00011309613,0.00068119244,0.000058962734],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011732479,0.00023900635,0.6057346,0.00012465024,0.00007927601,0.000030750696,0.00348034,0.00016832574,0.000009421978,0.09772894,0.09814261,0.19308884],"study_design_scores_gemma":[0.0005103085,0.00007919709,0.8392285,0.0002995256,0.000015784486,0.000020428013,0.00068614096,0.0029575978,0.000043257824,0.00061466446,0.15541427,0.00013031505],"about_ca_topic_score_codex":0.000351178,"about_ca_topic_score_gemma":0.0005980795,"teacher_disagreement_score":0.23349392,"about_ca_system_score_codex":0.00051083823,"about_ca_system_score_gemma":0.00012757124,"threshold_uncertainty_score":0.9998794},"labels":[],"label_agreement":null},{"id":"W2307757139","doi":"","title":"Urban and rural differences in the management of asthma amongst primary care physicians in Alberta.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Medicine; Asthma; Referral; Spirometry; Family medicine; Primary care; Rural area; Rural health; Pulmonary function testing; Asthma management; Health care; Emergency medicine; Medical emergency; Internal medicine","score_opus":0.023179560286560513,"score_gpt":0.3164895202138958,"score_spread":0.29330995992733533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2307757139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9387704,0.0008180604,0.0000019011752,0.0007842228,0.00017674408,0.0019943858,0.0000073943256,0.000011770456,0.057435103],"genre_scores_gemma":[0.99732137,0.00011971136,0.000033774115,0.00076644047,0.00006562621,0.0007838955,0.000019788093,0.000009032854,0.00088033825],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99827075,0.00020523382,0.0004399334,0.00015964497,0.00022446875,0.0006999732],"domain_scores_gemma":[0.9992234,0.00034328518,0.00013734328,0.00020646994,0.000027362952,0.000062146544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067315967,0.00011346548,0.0002410522,0.00008503283,0.00011375086,0.0000046262585,0.00020729698,0.00008758337,0.00000621002],"category_scores_gemma":[0.000011763898,0.00008147151,0.000022013393,0.00034343475,0.000071317314,0.00006636015,0.000093931616,0.0002916373,0.000004571542],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060717095,0.00004934659,0.90385455,0.0007979648,0.0000067627966,0.000009289418,0.018020427,4.1023284e-7,2.748678e-7,0.0017164965,0.00052796607,0.07495578],"study_design_scores_gemma":[0.00053409743,0.000015539199,0.9424328,0.00042647764,0.0000056460517,1.6296134e-7,0.05339118,0.0000028984991,0.0000013519239,0.00013094598,0.002988806,0.00007007723],"about_ca_topic_score_codex":0.0068409964,"about_ca_topic_score_gemma":0.02565097,"teacher_disagreement_score":0.074885696,"about_ca_system_score_codex":0.00018733437,"about_ca_system_score_gemma":0.000016168999,"threshold_uncertainty_score":0.99977255},"labels":[],"label_agreement":null},{"id":"W2309679747","doi":"","title":"Rural family medicine training site: Proposed framework.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Victoria General Hospital; University of Saskatchewan; Centre for Family Medicine; University of Regina","funders":"","keywords":"Thematic analysis; Christian ministry; Medical education; Focus group; Qualitative property; Qualitative research; Rural area; Training (meteorology); Medicine; Rural health; Family medicine; Nursing; Computer science; Political science; Sociology; Geography","score_opus":0.2160950348424397,"score_gpt":0.43929066248008586,"score_spread":0.22319562763764617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2309679747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75341,0.0025456331,0.00048801728,0.023529943,0.005925378,0.005101368,0.00001948248,0.0008769181,0.20810327],"genre_scores_gemma":[0.977159,0.00006039281,0.0012178877,0.009329596,0.0020685361,0.0016843616,0.000036817542,0.000050439605,0.008392915],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961343,0.00053929933,0.0007627974,0.00030731317,0.00064943323,0.0016068885],"domain_scores_gemma":[0.997252,0.0005908898,0.00027187107,0.00047007357,0.00030653828,0.0011086467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022190737,0.00023848837,0.0005023346,0.00012182646,0.00042690116,0.000008756723,0.00030656593,0.00040084793,0.00020585436],"category_scores_gemma":[0.0024327133,0.00018408711,0.000045309454,0.0005309645,0.00015922038,0.00015879082,0.00012269389,0.001021573,0.00063499075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000643246,0.000106142856,0.15230334,0.0004721885,0.00006298746,0.00006143482,0.09153016,0.00002146331,0.000021088603,0.019716464,0.3913395,0.343722],"study_design_scores_gemma":[0.0035097816,0.00016803507,0.32210875,0.0010153472,0.00005322653,0.000006350044,0.082723916,0.000114031565,0.000005031774,0.017614521,0.57221645,0.00046455028],"about_ca_topic_score_codex":0.0009663863,"about_ca_topic_score_gemma":0.00010587981,"teacher_disagreement_score":0.34325743,"about_ca_system_score_codex":0.00046213897,"about_ca_system_score_gemma":0.000341284,"threshold_uncertainty_score":0.8161733},"labels":[],"label_agreement":null},{"id":"W2312628104","doi":"10.1097/acm.0000000000000025","title":"Do Residents Who Train in Safety Net Settings Return for Practice?","year":2013,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Safety net; Medicine; Family medicine; Health care; Medicaid; Health insurance; Medical emergency; Environmental health","score_opus":0.05964770922824046,"score_gpt":0.4826911963686361,"score_spread":0.42304348714039564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312628104","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31834534,0.00809345,0.00041898942,0.59847915,0.0026617204,0.010840771,0.000038690076,0.00030639127,0.06081553],"genre_scores_gemma":[0.7384889,0.008805705,0.0024708847,0.18939008,0.006136186,0.0020455373,0.00020836633,0.00016695827,0.052287374],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99505293,0.0008569582,0.0017364757,0.00051099766,0.0005746341,0.001268016],"domain_scores_gemma":[0.99265665,0.0054199398,0.00071300525,0.00043149624,0.00032854188,0.00045035497],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005453809,0.00026416132,0.0006733665,0.00018969372,0.0003970047,0.0000037255384,0.000460528,0.00085060025,0.0020208156],"category_scores_gemma":[0.012685837,0.00020587543,0.000034463665,0.00049300067,0.00013795968,0.00043412708,0.00011838219,0.0026756877,0.00045084854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002723877,0.0000072151574,0.031608682,0.0005639398,0.000013343086,0.0000061040096,0.030883683,0.0000016981669,0.00015417475,0.0033535552,0.9282303,0.0049049053],"study_design_scores_gemma":[0.005079768,0.00029008463,0.035179168,0.008727743,0.000050257684,0.0000119324095,0.058281373,0.00040398177,0.000010843211,0.016465344,0.8752217,0.00027777939],"about_ca_topic_score_codex":0.0040000672,"about_ca_topic_score_gemma":0.00012515608,"teacher_disagreement_score":0.42014357,"about_ca_system_score_codex":0.00046232383,"about_ca_system_score_gemma":0.00026055658,"threshold_uncertainty_score":0.9996252},"labels":[],"label_agreement":null},{"id":"W2312883999","doi":"10.1097/01367895-200819010-00012","title":"An International Public Health Course For Health Science Students","year":2008,"lang":"en","type":"article","venue":"The Journal of Physician Assistant Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Popularity; Medical education; Health science; Global health; Medicine; Occupational therapy; Public health; Psychology; Political science; Family medicine; Nursing; Physical therapy","score_opus":0.09907156067576534,"score_gpt":0.5416649956508491,"score_spread":0.4425934349750838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312883999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91928506,0.00067639985,0.0013083741,0.070419945,0.0056630825,0.0012339865,0.00002999606,0.000033294597,0.0013498433],"genre_scores_gemma":[0.98065746,0.00057284086,0.0014590762,0.014956061,0.0018897001,0.000027553242,0.00001808453,0.000021630749,0.0003976209],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99638474,0.00053362286,0.0010634525,0.00017351676,0.0011330963,0.00071158644],"domain_scores_gemma":[0.9949569,0.00018700062,0.0023419042,0.00039813967,0.0015854108,0.0005306491],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0060037253,0.00014256843,0.0003313739,0.00020370998,0.0027515378,0.00003782485,0.0013134896,0.000041357347,0.000029054656],"category_scores_gemma":[0.00012065976,0.000102087426,0.00006996379,0.0005799461,0.00025615448,0.00092490827,0.00005334712,0.0004541887,0.000021149242],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091333274,0.009514195,0.35015255,0.0005280631,0.0002039264,0.0000018794336,0.12576261,0.00009903701,0.00089699664,0.031169603,0.32592517,0.15483265],"study_design_scores_gemma":[0.0011877965,0.0010886245,0.78162384,0.00087348436,0.000021599886,0.000032675092,0.047738425,0.00015533283,0.000023764745,0.0010960349,0.16596581,0.00019263917],"about_ca_topic_score_codex":0.00018645669,"about_ca_topic_score_gemma":0.00008151833,"teacher_disagreement_score":0.4314713,"about_ca_system_score_codex":0.002010748,"about_ca_system_score_gemma":0.01767548,"threshold_uncertainty_score":0.9985467},"labels":[],"label_agreement":null},{"id":"W2313189463","doi":"10.7748/ns2013.11.28.11.26.s28","title":"Voices - The nursing workforce is crying out for investment, says Peter Carter","year":2013,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Crying; Workforce; Nursing; Investment (military); Psychology; Medicine; Political science; Social psychology; Law","score_opus":0.07243842531750287,"score_gpt":0.45493649938293873,"score_spread":0.38249807406543584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313189463","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22313471,0.0068538208,0.017488051,0.099941716,0.015768932,0.014533011,0.00043222678,0.0011339085,0.6207136],"genre_scores_gemma":[0.924359,0.000115552866,0.011626938,0.030492028,0.002571532,0.001329296,0.000059174115,0.0002186947,0.02922779],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961619,0.0003937387,0.00078081834,0.0005240988,0.00056515145,0.00157434],"domain_scores_gemma":[0.99736834,0.0007898292,0.00036902228,0.0006916976,0.0004582513,0.0003228727],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000624355,0.0003591349,0.0004760277,0.00009594148,0.00282571,0.00012666298,0.00040116825,0.0003090191,0.00081089477],"category_scores_gemma":[0.00015747287,0.00025677786,0.00016408923,0.00022320285,0.00029494657,0.00038018933,0.000035983143,0.0006896031,0.00047803574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023085026,0.00005674402,0.0041133394,0.000207785,0.000034069708,0.0000010033319,0.08053612,0.00000933007,0.00011370023,0.009362406,0.8406321,0.064702556],"study_design_scores_gemma":[0.0019977523,0.00040522215,0.002900026,0.011379787,0.0001509201,0.000004575172,0.031116113,0.00076068507,0.00027201982,0.050355755,0.90008307,0.00057407713],"about_ca_topic_score_codex":0.00015518093,"about_ca_topic_score_gemma":0.00006181707,"teacher_disagreement_score":0.70122427,"about_ca_system_score_codex":0.0013186048,"about_ca_system_score_gemma":0.00032872526,"threshold_uncertainty_score":0.99998844},"labels":[],"label_agreement":null},{"id":"W2313498415","doi":"10.1097/01367895-200617010-00010","title":"Issues Regarding the Development of a Physician Assistant Program in Manitoba","year":2006,"lang":"en","type":"article","venue":"The Journal of Physician Assistant Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curriculum; Medical education; Feature (linguistics); Immigration; Political science; Library science; Global health; Health care; Medicine; Psychology; Pedagogy; Computer science","score_opus":0.0350148809092035,"score_gpt":0.41004434970256154,"score_spread":0.375029468793358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313498415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97407174,0.0018663733,0.000103438826,0.00470602,0.001144781,0.0012771309,0.000005034695,0.000030277231,0.016795194],"genre_scores_gemma":[0.99437815,0.00006386663,0.0027165073,0.0006019054,0.0014667264,0.00007529239,0.0000095634105,0.000033512126,0.0006545067],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99584866,0.000998249,0.0017369154,0.0001546676,0.0006977616,0.0005637724],"domain_scores_gemma":[0.9961391,0.00042947338,0.0023063805,0.00041021834,0.00063918513,0.00007563755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002344386,0.00023537951,0.0004951795,0.0001680249,0.0007489431,0.000025509555,0.00057064364,0.000096695294,0.00001468206],"category_scores_gemma":[0.000064711705,0.00013782868,0.000121220786,0.00080431876,0.00012552254,0.00023952169,0.00006850358,0.00075841934,0.000027358821],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020022213,0.008465096,0.07167474,0.002157481,0.00038936545,0.000009735647,0.11018801,0.00038651162,0.021605441,0.030925859,0.11617746,0.6360181],"study_design_scores_gemma":[0.0012482217,0.00032909238,0.49453256,0.0075427922,0.00020283119,0.0000050639205,0.22677827,0.000098622506,0.0031795555,0.009868319,0.25577125,0.00044341],"about_ca_topic_score_codex":0.0008792891,"about_ca_topic_score_gemma":0.0039041636,"teacher_disagreement_score":0.6355747,"about_ca_system_score_codex":0.0009950929,"about_ca_system_score_gemma":0.0017449178,"threshold_uncertainty_score":0.57603407},"labels":[],"label_agreement":null},{"id":"W2313820638","doi":"10.1097/acm.0b013e318257d1a5","title":"Rueful Valedictory Repentance","year":2012,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Repentance; Simple (philosophy); Political science; Law and economics; Economics; Philosophy; Epistemology; Theology","score_opus":0.10978508382712406,"score_gpt":0.4750413513798167,"score_spread":0.36525626755269264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313820638","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006946053,0.034892987,0.000059328897,0.8467573,0.017195048,0.0018612135,0.00004350128,0.00052706606,0.09796895],"genre_scores_gemma":[0.0009766932,0.0062781973,0.000040858242,0.71111935,0.097848855,0.00028177875,0.0006020118,0.0001463453,0.18270591],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9911114,0.0013868645,0.0022841152,0.0008693982,0.0016220475,0.0027262005],"domain_scores_gemma":[0.99362344,0.0026215042,0.0015413389,0.0013229008,0.00026879905,0.0006220069],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0028327638,0.00074804213,0.001566296,0.0003073989,0.00067113974,0.0000013950066,0.0011897899,0.006559326,0.019222138],"category_scores_gemma":[0.0013964581,0.00057713257,0.00010254666,0.000445294,0.0004908772,0.00016797983,0.00031645372,0.027787022,0.007852206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021873628,0.0000017952302,0.011343959,0.0017583703,0.00003809441,0.00011513615,0.004523047,5.0300628e-8,0.0000066809976,0.00017612842,0.9814653,0.0005495985],"study_design_scores_gemma":[0.0009346453,0.000079187164,0.00038060945,0.009945622,0.00020951196,0.000028877332,0.0013838618,0.000003852127,0.0000015825692,0.0011576905,0.9854444,0.00043014792],"about_ca_topic_score_codex":0.00040094816,"about_ca_topic_score_gemma":0.000011159857,"teacher_disagreement_score":0.13563794,"about_ca_system_score_codex":0.0009840867,"about_ca_system_score_gemma":0.00052148046,"threshold_uncertainty_score":0.999668},"labels":[],"label_agreement":null},{"id":"W2314378292","doi":"10.1097/acm.0b013e318222e314","title":"Comparison of Canadian Medical Graduates and International Medical Graduates in Canada: 1989–2007","year":2011,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Specialty; Medicine; Family medicine; Health care; Demography; Political science","score_opus":0.16914266097298344,"score_gpt":0.469250910574615,"score_spread":0.3001082496016315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314378292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8698712,0.0046333885,0.000009384526,0.09320202,0.0028710645,0.00052248925,0.000021058953,0.000032428037,0.02883697],"genre_scores_gemma":[0.9839847,0.0045218267,0.000056758032,0.01013395,0.00061265583,0.000034888708,0.000044205655,0.000020050999,0.00059093937],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99533916,0.00034195173,0.0016375135,0.00032797846,0.0014832634,0.0008701133],"domain_scores_gemma":[0.99625736,0.0010256703,0.00032848475,0.00020267449,0.00014819721,0.0020375957],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002242979,0.00021238494,0.0007152517,0.0005544699,0.00014740691,5.3614406e-7,0.00066230685,0.0006575315,0.012296503],"category_scores_gemma":[0.004337915,0.00016746188,0.00001586354,0.0005597541,0.0003842416,0.000067701156,0.00014892609,0.002567593,0.00003884771],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034435514,0.0000074955096,0.83142966,0.000113360846,0.000017250728,0.000055060093,0.008267813,1.8663486e-7,0.000002235374,0.005718778,0.1513686,0.0029850919],"study_design_scores_gemma":[0.0046081576,0.00024658086,0.6471607,0.009997635,0.000056635326,0.000052052867,0.055882707,0.0032480867,0.00005900564,0.0055803205,0.2726123,0.0004958224],"about_ca_topic_score_codex":0.99765706,"about_ca_topic_score_gemma":0.99821836,"teacher_disagreement_score":0.184269,"about_ca_system_score_codex":0.00071845757,"about_ca_system_score_gemma":0.0077223773,"threshold_uncertainty_score":0.9997335},"labels":[],"label_agreement":null},{"id":"W2315062207","doi":"10.1097/sga.0b013e318290ded2","title":"SUPPORT FOR THE FUTURE OF NURSING","year":2013,"lang":"en","type":"editorial","venue":"Gastroenterology Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nursing; Gastroenterology; Internal medicine","score_opus":0.02812021676082535,"score_gpt":0.4303502583257316,"score_spread":0.40223004156490627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315062207","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010678639,0.001926634,0.0018449354,0.00829796,0.9812152,0.0031822235,0.00042317918,0.00011673948,0.0019253113],"genre_scores_gemma":[0.0022304836,0.00052367646,0.0022454753,0.00087491376,0.98884326,0.0006721082,0.0008338429,0.00016304021,0.0036132252],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99460983,0.0007592086,0.0014312392,0.0006353276,0.0005920661,0.0019722974],"domain_scores_gemma":[0.9938355,0.0026888049,0.001437994,0.0008939142,0.00091176864,0.00023202907],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0010410562,0.0005239898,0.0011669509,0.00017758927,0.0011253695,0.000012641307,0.0008824821,0.002079381,0.0005335374],"category_scores_gemma":[0.00032046883,0.00039279202,0.00029613625,0.00013418736,0.00061920524,0.00010370482,0.00007478779,0.0026935034,0.000105562445],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093768915,0.000113973525,0.0007865935,0.00044880426,0.000077511875,0.000001203996,0.0022602652,0.000005577286,0.0000063072252,0.00018656222,0.9824271,0.0127483895],"study_design_scores_gemma":[0.0017468233,0.0010782107,0.0005918201,0.005019728,0.00037169017,0.0000052662626,0.006362296,0.0000801755,0.0000020057898,0.0009937386,0.98358285,0.00016541491],"about_ca_topic_score_codex":0.00007603395,"about_ca_topic_score_gemma":0.000095954805,"teacher_disagreement_score":0.0125829745,"about_ca_system_score_codex":0.00089410495,"about_ca_system_score_gemma":0.00064292835,"threshold_uncertainty_score":0.9998524},"labels":[],"label_agreement":null},{"id":"W2315487174","doi":"10.7748/nm.21.7.12.s19","title":"International outlook - Departure on overseas nurses’ registration","year":2014,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Pre-Registration; European union; Register (sociolinguistics); Nursing; Political science; Medicine; Medical education; Business; International trade","score_opus":0.03248398719791736,"score_gpt":0.43608557296108535,"score_spread":0.403601585763168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315487174","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007708817,0.000017878332,0.001735806,0.010318684,0.006714319,0.00080443494,0.0000046849077,0.00023769031,0.9724577],"genre_scores_gemma":[0.90185213,0.00005557686,0.0025979697,0.0059760474,0.0012007285,0.00010872474,0.00010348302,0.000035258323,0.0880701],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981107,0.00023658125,0.00036046482,0.00033535325,0.0004938622,0.00046305617],"domain_scores_gemma":[0.9990851,0.00010280624,0.00019690068,0.00040933347,0.00007605715,0.00012978367],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043204095,0.00015509156,0.00014928154,0.000112477144,0.0004820585,0.00002211894,0.00023854154,0.00012695287,0.00066123676],"category_scores_gemma":[0.00006265012,0.00014987105,0.000047045953,0.000116927644,0.000046424433,0.000100105746,0.0000335541,0.00031275352,0.00091994525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023399248,0.00017053485,0.0034210098,0.00012148106,0.00003033902,0.000007012127,0.0012906154,0.00018426571,0.000004723136,0.4205766,0.47848943,0.095470004],"study_design_scores_gemma":[0.0007652056,0.000112383925,0.013576499,0.0014608427,0.000029191237,6.1875403e-7,0.0022652762,0.0010333576,0.000004912727,0.0046730204,0.97593725,0.00014146333],"about_ca_topic_score_codex":0.00003547366,"about_ca_topic_score_gemma":0.000028417136,"teacher_disagreement_score":0.8941433,"about_ca_system_score_codex":0.0006839296,"about_ca_system_score_gemma":0.000021711201,"threshold_uncertainty_score":0.99985796},"labels":[],"label_agreement":null},{"id":"W2316191773","doi":"10.1503/cmaj.141189","title":"Making vulnerability visible: medical repatriation and Canada’s migrant agricultural workers","year":2015,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Repatriation; Vulnerability (computing); Agriculture; Criticism; Migrant workers; Business; Medicine; Political science; Economic growth; Computer security; Computer science; History; Law; Economics; Archaeology","score_opus":0.03401201411566866,"score_gpt":0.3675975900617013,"score_spread":0.3335855759460326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316191773","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01691191,0.0010234439,0.000007272529,0.9666255,0.008416499,0.00066801574,0.00021369649,0.00005810337,0.0060755294],"genre_scores_gemma":[0.0134649305,0.0002507932,0.00008835701,0.9459328,0.03366485,0.000046960842,0.00039819098,0.00006427381,0.0060888296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9840573,0.0036423693,0.0020882154,0.0005602313,0.007458501,0.0021933815],"domain_scores_gemma":[0.9892899,0.0020170985,0.0015852553,0.0002966733,0.0020619642,0.0047491104],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.010226774,0.00047253532,0.0009765376,0.00025129237,0.0019201288,0.000095116186,0.0006663255,0.005694033,0.008154359],"category_scores_gemma":[0.021401547,0.00038325408,0.00013775438,0.0004072238,0.00008596479,0.00017641531,0.00009798276,0.017360324,0.000119758304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008836891,0.0000040641953,0.088547364,0.00013498093,0.000088117624,0.0012606288,0.00054261746,8.5881175e-7,1.8521387e-8,0.000008130773,0.90641826,0.0029860928],"study_design_scores_gemma":[0.00089732744,0.00003215292,0.022382818,0.0019741005,0.00006410491,0.0002637057,0.0021305918,0.00006711998,1.8146904e-8,0.000108187065,0.9717061,0.0003737879],"about_ca_topic_score_codex":0.93795663,"about_ca_topic_score_gemma":0.99719864,"teacher_disagreement_score":0.08276819,"about_ca_system_score_codex":0.021934232,"about_ca_system_score_gemma":0.10470241,"threshold_uncertainty_score":0.99986196},"labels":[],"label_agreement":null},{"id":"W2316360838","doi":"10.1177/1043659614524792","title":"Challenges in Oral Communication for Internationally Educated Nurses","year":2014,"lang":"en","type":"article","venue":"Journal of Transcultural Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Workforce; Language barrier; Medical education; Professional communication; Pedagogy; Intercultural communication; Pragmatics; Psychology; Language proficiency; Adaptation (eye); Medicine; Nursing; Political science; Computer science; Linguistics","score_opus":0.14553003229584793,"score_gpt":0.5007385266698384,"score_spread":0.3552084943739905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316360838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8960454,0.0071452386,0.0007360135,0.07300899,0.0037369053,0.0008833579,0.0000056213016,0.000040616724,0.018397868],"genre_scores_gemma":[0.99067575,0.0010048,0.0074058194,0.00023862076,0.00032783693,0.000012498514,0.000012048633,0.000014733296,0.00030790654],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99802196,0.0004994126,0.00082506647,0.00010560865,0.00022270967,0.00032521822],"domain_scores_gemma":[0.99825746,0.00048312603,0.0004527138,0.00013390204,0.00056425127,0.00010854521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010978089,0.000116519725,0.00032311687,0.00012966234,0.00024052509,0.000010543733,0.00030480808,0.00013216224,0.000031258558],"category_scores_gemma":[0.00022498069,0.00008732109,0.0001143232,0.00011611865,0.000054285436,0.00031221373,0.0000051373877,0.0005034793,0.0000065167005],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022385886,0.0009770566,0.022044139,0.00085054804,0.00012591234,0.0000027938684,0.16861486,0.00037168185,0.0025241356,0.056804884,0.018815283,0.7266301],"study_design_scores_gemma":[0.012547718,0.0015171668,0.47048727,0.03363278,0.00021529027,0.000147087,0.12315822,0.0020615452,0.00025757824,0.040878452,0.3143804,0.0007164855],"about_ca_topic_score_codex":0.000053942316,"about_ca_topic_score_gemma":0.00083404465,"teacher_disagreement_score":0.72591364,"about_ca_system_score_codex":0.00038854405,"about_ca_system_score_gemma":0.000098020864,"threshold_uncertainty_score":0.35608506},"labels":[],"label_agreement":null},{"id":"W2317894675","doi":"10.1097/acm.0b013e31826c81b6","title":"Career Satisfaction Among General Surgeons in Canada","year":2012,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Michael's Hospital","funders":"Office of Rural Health; Health Resources and Services Administration","keywords":"Autonomy; Nursing; Patient satisfaction; Medicine; Perception; Job satisfaction; Medical education; Quality (philosophy); Rural area; Family medicine; Psychology; Social psychology","score_opus":0.07075292790067038,"score_gpt":0.41455261658786596,"score_spread":0.34379968868719557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317894675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98038185,0.0022052908,0.000014887097,0.0046459823,0.0038280932,0.00054939283,0.0000069989333,0.00004727027,0.008320213],"genre_scores_gemma":[0.9888678,0.0006151268,0.00001971776,0.0053794906,0.0015177005,0.00008705225,0.000029846618,0.000022288714,0.0034609535],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968886,0.00042287022,0.00081556075,0.00019056142,0.00048216362,0.0012002453],"domain_scores_gemma":[0.99833244,0.0005905999,0.00022392772,0.00023085496,0.00006598512,0.00055616605],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012561069,0.00016548732,0.00038111504,0.000107235486,0.00021112071,3.5836015e-7,0.00013838775,0.00032027575,0.0021459528],"category_scores_gemma":[0.0005094333,0.00013327657,0.000013067886,0.00036342873,0.00006408007,0.00016101278,0.00005922502,0.0017801629,0.00009308847],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009234785,7.4650285e-7,0.83511394,0.000053553675,0.0000035826347,0.0000031652633,0.0034975875,0.0000061744013,0.000025261354,0.00059388013,0.15974067,0.00095221074],"study_design_scores_gemma":[0.00054438727,0.000010980025,0.92135483,0.000602747,0.000012486855,0.0000024888202,0.010163436,0.00006639883,0.000006305379,0.000104529034,0.06702083,0.000110569694],"about_ca_topic_score_codex":0.9940735,"about_ca_topic_score_gemma":0.98267645,"teacher_disagreement_score":0.09271983,"about_ca_system_score_codex":0.0021011592,"about_ca_system_score_gemma":0.0010299966,"threshold_uncertainty_score":0.99876624},"labels":[],"label_agreement":null},{"id":"W2319824795","doi":"10.1016/j.cjca.2013.07.345","title":"The Impact of Socioeconomic, Language, and Geographic Factors on Access to Elective Cardiac Surgery in New Brunswick","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Medicine; Socioeconomic status; Cardiac surgery; Medical emergency; Family medicine; Environmental health; Surgery; Population","score_opus":0.03254743213500986,"score_gpt":0.3870718442731312,"score_spread":0.3545244121381213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319824795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929078,0.0017866745,0.00000476382,0.0021867207,0.000768124,0.0004908912,0.00001903054,0.000003130458,0.0018328518],"genre_scores_gemma":[0.998728,0.00033666604,0.0000057212133,0.00031261233,0.00046267762,0.0000057194047,0.0000023788978,0.000015288215,0.00013094944],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976284,0.0008150919,0.0006301184,0.00013066064,0.000067640874,0.00072808017],"domain_scores_gemma":[0.99661136,0.0016924267,0.00035464152,0.0001874253,0.00020016065,0.0009539618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091230933,0.00014300975,0.00076707994,0.00048776885,0.00024435445,0.000018017603,0.0002535806,0.00020599861,0.00008108988],"category_scores_gemma":[0.00047225802,0.00009587595,0.00025127793,0.00018462888,0.00011406351,0.00012596819,0.000025367737,0.000606821,0.000025484786],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032938453,5.3730025e-7,0.93278116,0.000008457138,0.00009917059,0.0000051448287,0.0014828858,0.00021549908,0.0000054784805,0.00007147795,0.06262071,0.0026765238],"study_design_scores_gemma":[0.00014093771,0.00014997521,0.9882601,0.00009046251,0.000010337872,0.0000029647895,0.0031211998,0.0000011311199,0.0000051487254,0.00036310268,0.007777185,0.00007744595],"about_ca_topic_score_codex":0.39436665,"about_ca_topic_score_gemma":0.13774014,"teacher_disagreement_score":0.2566265,"about_ca_system_score_codex":0.0006041281,"about_ca_system_score_gemma":0.0074427137,"threshold_uncertainty_score":0.99818414},"labels":[],"label_agreement":null},{"id":"W2322004397","doi":"10.1097/01720610-200704000-00014","title":"The role of PAs in the future health workforce","year":2007,"lang":"en","type":"article","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Physician assistants; Health care; Nursing; Workforce planning; Medicine; Public relations; Business; Medical education; Political science; Economic growth; Nurse practitioners; Economics; Government (linguistics)","score_opus":0.03151870517306689,"score_gpt":0.426880081829208,"score_spread":0.39536137665614113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322004397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61601347,0.04752876,0.00007113369,0.0934347,0.0029100964,0.0038381426,0.000020725933,0.000134721,0.23604827],"genre_scores_gemma":[0.98408973,0.0011075585,0.00024308097,0.011806628,0.0010661344,0.00005717214,0.000007274069,0.000019657398,0.0016027533],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969326,0.00071402255,0.0008093418,0.00017080126,0.00038650326,0.0009867124],"domain_scores_gemma":[0.99735326,0.0015066339,0.00036030426,0.00056987803,0.000083846695,0.00012609432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048172846,0.00012860514,0.00024124318,0.000049316794,0.0009551211,0.000006355814,0.00049968826,0.0001765865,0.000063527856],"category_scores_gemma":[0.0001029798,0.000067438516,0.00005535526,0.00059112324,0.00007927611,0.00004645581,0.00006973707,0.0008679399,0.00011492128],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032561828,0.00012064977,0.29499632,0.00021694177,0.000010654675,0.0000065272443,0.039776724,0.000014862114,0.000011789648,0.26541212,0.06738098,0.33172682],"study_design_scores_gemma":[0.000248559,0.00006660838,0.06601767,0.00022700854,0.0000019785111,8.9100666e-7,0.08744363,0.000021088912,0.0000071378904,0.0040564155,0.84185266,0.000056355744],"about_ca_topic_score_codex":0.0011153471,"about_ca_topic_score_gemma":0.014331425,"teacher_disagreement_score":0.7744717,"about_ca_system_score_codex":0.00019533126,"about_ca_system_score_gemma":0.00028418985,"threshold_uncertainty_score":0.79972714},"labels":[],"label_agreement":null},{"id":"W2322421614","doi":"10.1097/01.sih.0000441489.48756.95","title":"Board 224 - Program Innovations Abstract Improving Outcomes in Perioperative Nursing - Improving Curriculum, Meeting Staffing Shortages and Building Innovative Partnerships (Submission #485)","year":2013,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perioperative; Perioperative nursing; Staffing; Nursing shortage; Curriculum; Specialty; Medicine; Nursing; Medical education; General partnership; Nurse education; Business; Psychology; Family medicine; Pedagogy; Surgery","score_opus":0.07561905162898662,"score_gpt":0.46375936021403263,"score_spread":0.388140308585046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322421614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94994044,0.001171465,0.0008633853,0.038781837,0.000979992,0.008143776,0.000022215436,0.00007539922,0.000021479416],"genre_scores_gemma":[0.99266225,0.000099590136,0.004995576,0.0014111378,0.0003369266,0.00036042108,0.00001874112,0.000080115125,0.000035270783],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9914778,0.0017171126,0.004025483,0.00051851885,0.00088235637,0.0013787177],"domain_scores_gemma":[0.9872207,0.0059453673,0.0030541662,0.00046740574,0.0030527806,0.000259577],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0065744347,0.0005064062,0.0009566895,0.0004951803,0.0022575653,0.00010866243,0.00048640952,0.00065002,0.0000132154455],"category_scores_gemma":[0.0034515946,0.00035737132,0.000289686,0.0028083718,0.00019889507,0.0013058035,0.00017758406,0.0031404605,0.0000013335135],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012874033,0.00010265798,0.66504145,0.0012807745,0.000022363343,5.8748316e-7,0.021884417,0.29047918,0.000091104324,0.001043727,0.000030488618,0.019894514],"study_design_scores_gemma":[0.0023039961,0.0003169497,0.3945548,0.006064445,0.000028105138,0.0000019708698,0.05729362,0.5357592,0.000016638636,0.0031010068,0.00017216134,0.0003871288],"about_ca_topic_score_codex":0.009431379,"about_ca_topic_score_gemma":0.002567093,"teacher_disagreement_score":0.27048665,"about_ca_system_score_codex":0.003119995,"about_ca_system_score_gemma":0.0012125663,"threshold_uncertainty_score":0.9998878},"labels":[],"label_agreement":null},{"id":"W2322440810","doi":"10.7748/nm.21.10.12.s15","title":"International outlook - Why not learn some lessons from the past?","year":2015,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Staffing; Economic shortage; Nursing; Nursing shortage; Health care; Medicine; Political science; Medical education; Nurse education","score_opus":0.13246025004277842,"score_gpt":0.462548980742263,"score_spread":0.33008873069948463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322440810","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021954734,0.00055636326,0.0016053454,0.4422392,0.013925179,0.0015138818,0.000050259994,0.00039512437,0.5177599],"genre_scores_gemma":[0.8482604,0.00037846668,0.005614149,0.061933264,0.0058048465,0.00031126197,0.0002434363,0.0001007563,0.077353425],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976328,0.00036685378,0.0004158308,0.00034611794,0.0006399873,0.0005984301],"domain_scores_gemma":[0.998747,0.00021366244,0.00018549025,0.0005282824,0.00012287113,0.00020267672],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007127258,0.00016937981,0.00018486491,0.00006701268,0.00053029315,0.000040930554,0.00060669624,0.00010905635,0.00047065038],"category_scores_gemma":[0.00005946152,0.00012927873,0.00005304973,0.0001421423,0.00009282494,0.0001727989,0.00022386797,0.0004701842,0.0019691964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011554532,0.00009981314,0.005634821,0.000026965456,0.000061030547,0.000011464516,0.0059526255,0.00010026271,0.0000025940708,0.053098813,0.88117623,0.053719852],"study_design_scores_gemma":[0.0009106491,0.00003111191,0.013650644,0.00086655986,0.000050077895,3.475729e-7,0.01684347,0.0003138114,0.000002365336,0.012907977,0.9542869,0.00013608675],"about_ca_topic_score_codex":0.0008112291,"about_ca_topic_score_gemma":0.000071384755,"teacher_disagreement_score":0.8263056,"about_ca_system_score_codex":0.0008174016,"about_ca_system_score_gemma":0.000057109402,"threshold_uncertainty_score":0.9988079},"labels":[],"label_agreement":null},{"id":"W2322543777","doi":"10.1080/14739879.2016.1152737","title":"Overcoming challenges in primary care education: family physician education in Newfoundland and Labrador","year":2016,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Primary care; Family medicine; Medicine; Medical education; Primary health care; Primary care physician; Nursing; Environmental health","score_opus":0.0351752161942645,"score_gpt":0.38156692081526,"score_spread":0.3463917046209955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322543777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7797049,0.07469321,0.00000770117,0.0052745063,0.004029793,0.0029876747,0.000060225946,0.000077117074,0.13316484],"genre_scores_gemma":[0.9615396,0.0071978876,0.0033759756,0.014032686,0.0024554217,0.0032608171,0.0013465163,0.00011524086,0.0066758],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99760437,0.00029501924,0.00066938676,0.0006157582,0.00022964149,0.0005858151],"domain_scores_gemma":[0.9980286,0.00043359766,0.0002910062,0.00049135525,0.0005546283,0.0002008105],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027131144,0.0002812869,0.00040475334,0.0003586781,0.00036064035,0.00002029836,0.00022151886,0.00027666517,0.000023237428],"category_scores_gemma":[0.00007728457,0.00025377702,0.000053767275,0.0002940374,0.00005718172,0.00052486465,0.00008978865,0.00029953217,0.000050242794],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000905893,0.00025433986,0.139325,0.004331708,0.000004515965,1.5019924e-7,0.020801987,4.7945343e-7,0.00013508403,0.0036400163,0.005502791,0.82591337],"study_design_scores_gemma":[0.0009570443,0.000071726645,0.60157716,0.004678887,0.000013845424,9.111904e-7,0.11578473,2.9887136e-7,0.000006043872,0.0013270357,0.27530503,0.0002773106],"about_ca_topic_score_codex":0.0021624966,"about_ca_topic_score_gemma":0.0054536643,"teacher_disagreement_score":0.825636,"about_ca_system_score_codex":0.006171404,"about_ca_system_score_gemma":0.013396857,"threshold_uncertainty_score":0.9999914},"labels":[],"label_agreement":null},{"id":"W2322670653","doi":"10.3928/00220124-20070301-03","title":"Barriers to Participation in Continuing Education Activities Among Rural and Remote Nurses","year":2007,"lang":"en","type":"article","venue":"The Journal of Continuing Education in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":137,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Continuing education; Nursing; Perception; Job satisfaction; Rural area; Isolation (microbiology); Continuing professional development; Nurse education; Psychology; Medicine; Medical education; Professional development","score_opus":0.013730762250954326,"score_gpt":0.44447741143626995,"score_spread":0.43074664918531563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322670653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892231,0.0012662333,0.0003111176,0.0017045601,0.0038494405,0.00069490913,4.4065138e-7,0.000015745347,0.0029344517],"genre_scores_gemma":[0.9970961,0.00011076223,0.0010136715,0.00035371346,0.00056452415,0.000007775637,0.0000012229815,0.000020737165,0.000831488],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99727833,0.0007083616,0.0011080201,0.00011232397,0.00026752995,0.00052541314],"domain_scores_gemma":[0.9974457,0.00097170053,0.0008067301,0.00016789917,0.00030196816,0.00030598434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038003812,0.00014464506,0.0003045779,0.0005371554,0.0002373977,0.000029256882,0.00016371725,0.00012264524,0.000029127183],"category_scores_gemma":[0.0013955969,0.00012375106,0.000030264215,0.0004782472,0.00010743785,0.0004780533,0.000017781053,0.0006593781,0.0000025663476],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026730655,0.000054014414,0.23330157,0.00004057696,0.0000023966911,4.379606e-7,0.16803592,0.000054174012,0.0004918335,0.00023034803,0.0007344807,0.5967869],"study_design_scores_gemma":[0.0003855182,0.00006585479,0.5317281,0.017896311,0.000025873102,0.0000107270225,0.44739553,0.00007512294,0.00023494814,0.0012082472,0.00085834606,0.000115442315],"about_ca_topic_score_codex":0.00068601966,"about_ca_topic_score_gemma":0.0010047685,"teacher_disagreement_score":0.5966715,"about_ca_system_score_codex":0.00080414827,"about_ca_system_score_gemma":0.00062117446,"threshold_uncertainty_score":0.5046422},"labels":[],"label_agreement":null},{"id":"W2323413148","doi":"10.1080/14739879.2015.1128684","title":"Education for rural practice in rural practice","year":2016,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Laurentian University; NOSM University; Lakehead University","funders":"","keywords":"Rural management; Rural health; Rural area; Primary care; Medical education; Primary health care; Rural history; Developing country; Medicine; Economic growth; Health care; Political science; Rural development; Family medicine; Geography","score_opus":0.024714690985907502,"score_gpt":0.46282288222853013,"score_spread":0.4381081912426226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323413148","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19975714,0.023358664,0.0019006074,0.29307127,0.041705012,0.029131727,0.00058068294,0.0006034719,0.40989143],"genre_scores_gemma":[0.744608,0.0017753007,0.08247485,0.07007904,0.006609215,0.023007534,0.003818361,0.00025758037,0.067370124],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974626,0.0004795247,0.0007575406,0.00033640678,0.00026533427,0.00069861603],"domain_scores_gemma":[0.99195004,0.004392387,0.0006536176,0.00048348182,0.002300159,0.00022031648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008458952,0.00022101506,0.00027871196,0.00018003276,0.0006082881,0.000022039283,0.00025496614,0.00027337973,0.00015237191],"category_scores_gemma":[0.0054283678,0.00018383222,0.00008766858,0.00029261003,0.00004056191,0.0013722497,0.00005820519,0.00027187588,0.0002607186],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001264248,0.00069916464,0.007591951,0.002005222,0.000022947497,2.0306106e-7,0.02063691,0.0000013597669,0.00023235462,0.02816757,0.37361872,0.56575936],"study_design_scores_gemma":[0.0010930747,0.00015568614,0.006960764,0.0013112491,0.00005117186,0.0000050176313,0.17301291,0.0000010261679,0.000024714149,0.0017323092,0.81544185,0.00021019427],"about_ca_topic_score_codex":0.0008662761,"about_ca_topic_score_gemma":0.00018915883,"teacher_disagreement_score":0.56554914,"about_ca_system_score_codex":0.0029498588,"about_ca_system_score_gemma":0.0089384215,"threshold_uncertainty_score":0.99667996},"labels":[],"label_agreement":null},{"id":"W2323744842","doi":"10.1155/2005/368984","title":"Disabling Disability Claims in Gastroenterology","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Family medicine; Internal medicine; General surgery","score_opus":0.03177204632036703,"score_gpt":0.3677619327858608,"score_spread":0.33598988646549377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323744842","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771143,0.0001556541,0.00019053202,0.019883316,0.0014866298,0.00031590415,0.000024031302,0.0000121128405,0.0008174763],"genre_scores_gemma":[0.9907579,0.00003425534,0.0011279148,0.007016424,0.000895144,0.000014698703,0.00000693977,0.000027004808,0.00011973742],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9948317,0.0012315027,0.00163221,0.0002656026,0.0001639805,0.0018750102],"domain_scores_gemma":[0.99736744,0.00021913549,0.000591826,0.00032614052,0.00021855644,0.0012768958],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001496112,0.00021886553,0.0007246471,0.00036770958,0.00028611923,0.000008685925,0.00052490644,0.00026762713,0.001359231],"category_scores_gemma":[0.00020863107,0.00021552274,0.00013730279,0.00018078434,0.0004345128,0.00024075071,0.000049697974,0.0015431845,0.00012158447],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00079195964,0.000048554553,0.99196714,0.000036170746,0.000018313656,0.000083894396,0.00092181825,0.00036169487,0.000008208988,0.00021372095,0.0044957013,0.0010528283],"study_design_scores_gemma":[0.0035997464,0.0018085032,0.94384867,0.00036996728,0.000025450188,0.0002964149,0.0020235302,0.00016418438,0.0000018806295,0.0007043507,0.047046646,0.00011066185],"about_ca_topic_score_codex":0.0055199577,"about_ca_topic_score_gemma":0.68673855,"teacher_disagreement_score":0.68121856,"about_ca_system_score_codex":0.0015961995,"about_ca_system_score_gemma":0.0007065148,"threshold_uncertainty_score":0.9995537},"labels":[],"label_agreement":null},{"id":"W2326766118","doi":"10.7748/ns2013.03.27.29.61.s22","title":"Caribbean challenge","year":2013,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Gemma; Nursing; Health care; Business; Medicine; Political science; Biology","score_opus":0.0438430760284304,"score_gpt":0.4385610191207239,"score_spread":0.3947179430922935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326766118","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19581169,0.001669882,0.0008264972,0.036774117,0.0039169127,0.002045211,0.00005651596,0.00070721575,0.75819194],"genre_scores_gemma":[0.9902338,0.00008764741,0.0018867458,0.0012068946,0.0005795983,0.00013172034,0.000014986899,0.000044270426,0.0058143483],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99773496,0.0002580877,0.0004246567,0.000278566,0.0003804773,0.00092323485],"domain_scores_gemma":[0.99869484,0.00017411109,0.00012856317,0.00039990115,0.0003112791,0.00029130702],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033403267,0.00016485676,0.0002935363,0.00006572043,0.00091097644,0.000016505937,0.00017818889,0.00022958967,0.004558304],"category_scores_gemma":[0.00009528158,0.00014700685,0.000049550403,0.00017352826,0.00010416988,0.00015925567,0.000030235227,0.0005673671,0.002582564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013139792,0.00009615227,0.011850718,0.00026305433,0.000020736574,0.000007869653,0.02326494,0.000005041933,0.00007894227,0.04285463,0.6388444,0.28258216],"study_design_scores_gemma":[0.0014651607,0.00043486353,0.009178594,0.0032923126,0.000026101092,0.0000027081821,0.021456106,0.00008900293,0.000044717413,0.027302805,0.93630683,0.00040080768],"about_ca_topic_score_codex":0.00059671205,"about_ca_topic_score_gemma":0.00009308964,"teacher_disagreement_score":0.7944221,"about_ca_system_score_codex":0.0008074504,"about_ca_system_score_gemma":0.00022751174,"threshold_uncertainty_score":0.99819404},"labels":[],"label_agreement":null},{"id":"W2328439712","doi":"10.7748/ns.29.24.32.s42","title":"Immigration rule changes will hit overseas nurses in the UK","year":2015,"lang":"en","type":"letter","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Immigration; Lift (data mining); Nursing; Political science; Business; Medicine; Law; Computer science","score_opus":0.05404854477047557,"score_gpt":0.4376338631638932,"score_spread":0.38358531839341764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328439712","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003155224,0.0025948351,0.000025173787,0.91041434,0.010748781,0.0024485395,0.0009365194,0.00020023595,0.06947633],"genre_scores_gemma":[0.012843931,0.0004409262,0.0003659655,0.9333472,0.016791893,0.00053458463,0.0022215485,0.00020595737,0.03324797],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941146,0.0016348311,0.0006884437,0.00058248,0.0015457206,0.0014339398],"domain_scores_gemma":[0.9974045,0.000637122,0.0005340147,0.0008336321,0.0004635192,0.00012722085],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0014820293,0.0004827567,0.0007476414,0.0002668902,0.0007931512,0.00005519627,0.00057215564,0.0015972306,0.00063474756],"category_scores_gemma":[0.00026240025,0.00036114696,0.00009741381,0.0004908554,0.00021677776,0.00013904713,0.000037030903,0.004116087,0.00018274147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014915207,0.000019341329,0.0012754702,0.00025632893,0.0000101966625,0.00007668512,0.017768169,0.0000017533611,0.0000010614937,0.00037443705,0.9748536,0.005213808],"study_design_scores_gemma":[0.0007063419,0.0002208871,0.00036601236,0.0061663026,0.000066585184,0.0000066008997,0.012750313,0.000007779378,0.0000016772455,0.004497603,0.9748762,0.00033364352],"about_ca_topic_score_codex":0.001143399,"about_ca_topic_score_gemma":0.0022052457,"teacher_disagreement_score":0.036228362,"about_ca_system_score_codex":0.0031881635,"about_ca_system_score_gemma":0.0011020944,"threshold_uncertainty_score":0.99988407},"labels":[],"label_agreement":null},{"id":"W2328947303","doi":"10.1097/acm.0b013e3181f5933d","title":"Return-of-Service Programs: Meeting Community and Student Needs in an Ethical Manner","year":2010,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Dilemma; Commit; Government (linguistics); Public relations; Stakeholder; Value (mathematics); Service (business); Debt; Ethical dilemma; Political science; Business; Medical education; Finance; Medicine; Marketing; Law","score_opus":0.11463233558912546,"score_gpt":0.5180518141792682,"score_spread":0.4034194785901427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328947303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96012044,0.0005267769,0.0000025117788,0.033758976,0.0006546798,0.0009617049,0.0000015307138,0.00008587685,0.0038875244],"genre_scores_gemma":[0.98195016,0.0002678886,0.00022979196,0.01665186,0.00057157775,0.000080968144,0.00002931747,0.000024307812,0.0001941179],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9957451,0.0017958282,0.0011270428,0.00020087953,0.00049264607,0.00063847227],"domain_scores_gemma":[0.9968904,0.0015818938,0.00035269145,0.0005064565,0.00025035653,0.000418189],"candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007864944,0.0001892221,0.000533135,0.00018035767,0.00041878413,0.0000018313668,0.0005488614,0.0014118631,0.00016270092],"category_scores_gemma":[0.0012518625,0.00014288236,0.000012529338,0.00066420337,0.00031983285,0.00009528645,0.0003318185,0.01473486,0.000013824958],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000078072975,0.000032115866,0.8152651,0.00074002414,0.0000065342347,0.0000031583247,0.1728423,5.468073e-7,0.002561679,0.00447931,0.0013140939,0.0026770758],"study_design_scores_gemma":[0.0052446476,0.001100861,0.36742696,0.012684949,0.000089613684,0.0000184124,0.5588821,0.000618209,0.00008506804,0.007974606,0.045423515,0.000451056],"about_ca_topic_score_codex":0.008627838,"about_ca_topic_score_gemma":0.009516182,"teacher_disagreement_score":0.44783813,"about_ca_system_score_codex":0.00006376992,"about_ca_system_score_gemma":0.00011581264,"threshold_uncertainty_score":0.9998845},"labels":[],"label_agreement":null},{"id":"W2329086695","doi":"10.1097/ncm.0b013e318261fdea","title":"Culturally Competent Case Managers Establish Rapport, Connections in Pursuit of Patient Outcomes","year":2012,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Psychology; Medical education; Nursing; Medicine","score_opus":0.05189360452915286,"score_gpt":0.4070827053669672,"score_spread":0.35518910083781435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329086695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9597371,0.00053136493,0.000048294743,0.004041622,0.0041763913,0.003843464,0.000072229275,0.00014332721,0.027406204],"genre_scores_gemma":[0.9832766,0.000060458195,0.0019776826,0.002932666,0.000094528994,0.000973212,0.00006883754,0.00004000432,0.010575982],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9951765,0.0008367779,0.001495903,0.0004302638,0.00075029215,0.0013102643],"domain_scores_gemma":[0.9975822,0.00056803116,0.0006225508,0.0005656647,0.000206912,0.0004546459],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001549599,0.00036797207,0.0005970108,0.0004115618,0.00089957763,0.000012906985,0.0002595835,0.00020227111,0.0013947876],"category_scores_gemma":[0.0001033142,0.00029106956,0.0001506108,0.00066088303,0.00009267417,0.00039631137,0.0008303232,0.00070626155,0.00019022997],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045728526,0.0030441536,0.62964773,0.004449379,0.00040612736,0.038118962,0.02651283,0.000324926,0.000016635553,0.101927005,0.17832632,0.016768647],"study_design_scores_gemma":[0.005694943,0.00031135965,0.106541544,0.0030978487,0.00032790125,0.0031241896,0.50899434,0.00031959402,0.000025339097,0.0010627352,0.3692338,0.0012664315],"about_ca_topic_score_codex":0.00160682,"about_ca_topic_score_gemma":0.00082529447,"teacher_disagreement_score":0.5231062,"about_ca_system_score_codex":0.00052805035,"about_ca_system_score_gemma":0.00009976088,"threshold_uncertainty_score":0.99995416},"labels":[],"label_agreement":null},{"id":"W2330313054","doi":"10.1136/postgradmedj-2014-132908","title":"Brain drain: final year medical students’ intentions of training abroad","year":2015,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Brain drain; Training (meteorology); Medical education","score_opus":0.1767230104579123,"score_gpt":0.5157495158379899,"score_spread":0.3390265053800776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330313054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76179737,0.00090826117,0.002848438,0.19524337,0.005625706,0.00072288886,0.000029556135,0.00016822525,0.032656163],"genre_scores_gemma":[0.9799474,0.00040459388,0.0013069639,0.012578513,0.0022838153,0.0000305333,0.000026059513,0.000056617326,0.0033655055],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872367,0.0017194577,0.0019363287,0.00030186062,0.007579844,0.0012258205],"domain_scores_gemma":[0.9932635,0.0011856906,0.0006382452,0.00031066366,0.0009239016,0.0036780026],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01233407,0.00026631213,0.00072353525,0.000249096,0.000588787,0.000030725823,0.0014719954,0.0005561306,0.005901601],"category_scores_gemma":[0.019087998,0.00020709884,0.00021052595,0.00048642742,0.0004471909,0.00016858624,0.0004878939,0.0034321258,0.00052548863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006813156,0.000813004,0.16476287,0.0003038561,0.00027451612,0.0012839844,0.027967941,0.0000044620265,0.000024959305,0.007886507,0.7250324,0.0709642],"study_design_scores_gemma":[0.03119455,0.0028710358,0.091878876,0.019966323,0.00026454136,0.0033828649,0.104109645,0.0018278678,0.00002728485,0.029037222,0.71413416,0.0013056274],"about_ca_topic_score_codex":0.0002980167,"about_ca_topic_score_gemma":0.0003457269,"teacher_disagreement_score":0.21815002,"about_ca_system_score_codex":0.00035118818,"about_ca_system_score_gemma":0.0052802805,"threshold_uncertainty_score":0.998867},"labels":[],"label_agreement":null},{"id":"W2330606614","doi":"10.1097/sga.0b013e3181fda3fd","title":"GLOBAL INITIATIVES FOR EVIDENCE-BASED HEALTHCARE PRACTICES","year":2010,"lang":"en","type":"editorial","venue":"Gastroenterology Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Nursing; Gastroenterology; Family medicine; Internal medicine; Political science","score_opus":0.08675490226992524,"score_gpt":0.5101933896678433,"score_spread":0.4234384873979181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330606614","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005075399,0.0022798972,0.0019375456,0.03412108,0.9499321,0.0037788374,0.0017826743,0.0003941993,0.00069829647],"genre_scores_gemma":[0.018269014,0.0005644519,0.0113323135,0.006550643,0.9592986,0.0015898413,0.0019087595,0.0001776737,0.0003087068],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99027663,0.002983903,0.001650669,0.0013609144,0.00088606606,0.002841819],"domain_scores_gemma":[0.9825885,0.009336651,0.004640715,0.0009638261,0.001842958,0.00062730006],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0022869285,0.000799021,0.0014740519,0.00023485199,0.0017925514,0.000043422653,0.0009551861,0.0040810965,0.00017690557],"category_scores_gemma":[0.013893,0.00080136035,0.0003073781,0.00026278,0.00056372106,0.00057380827,0.0001276669,0.0048082033,0.00010310386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0052887904,0.0001473577,0.0364124,0.00207098,0.00005789678,0.00001102084,0.0005753094,0.0000062474364,0.0000037682992,0.00015721818,0.9539927,0.0012762882],"study_design_scores_gemma":[0.0034883455,0.003349594,0.0047931485,0.024947545,0.00036916643,0.0000055760406,0.0017741695,0.0001310252,0.0000017722643,0.0013311933,0.95936024,0.00044823156],"about_ca_topic_score_codex":0.00084947067,"about_ca_topic_score_gemma":0.005643488,"teacher_disagreement_score":0.03161925,"about_ca_system_score_codex":0.0022253941,"about_ca_system_score_gemma":0.0036768767,"threshold_uncertainty_score":0.99950695},"labels":[],"label_agreement":null},{"id":"W2330829073","doi":"10.1177/171516350413701007","title":"Retaining Pharmacists in Rural Canada","year":2004,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Pharmacists Association; Canadian Medical Association; Canadian Nurses Association","funders":"","keywords":"Rurality; Medicine; Nursing; Workforce; Health care; Rural health; Rural area; Family medicine; Political science","score_opus":0.04776695504773015,"score_gpt":0.37091475779464667,"score_spread":0.3231478027469165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330829073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781391,0.0018598295,0.000024321682,0.0008936825,0.0072624837,0.0011233592,0.00055009575,0.00006926869,0.010077848],"genre_scores_gemma":[0.977334,0.0036229992,0.00020053601,0.015255089,0.0018003716,0.000083416584,0.000074330004,0.00013008257,0.0014991502],"study_design_codex":"case_report","study_design_gemma":"not_applicable","domain_scores_codex":[0.9915218,0.00072145,0.0019748502,0.0006399486,0.0010741865,0.0040678005],"domain_scores_gemma":[0.99206233,0.00034926663,0.00069202436,0.0004537841,0.0008763309,0.0055662366],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015488864,0.0007437908,0.0008910154,0.00061487843,0.0031254897,0.00009212721,0.0012759705,0.00020388249,0.0028725956],"category_scores_gemma":[0.0004863842,0.0008197562,0.00014864272,0.0016474236,0.00020472077,0.00059850066,0.0001207188,0.003384169,0.000066859415],"study_design_candidate":"case_report","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0008337099,0.0001468701,0.11347524,0.0017257516,0.00038250344,0.50504756,0.01612227,0.021591632,0.0011089698,0.0008811535,0.21917066,0.11951365],"study_design_scores_gemma":[0.022955282,0.00013788424,0.0008158276,0.001266644,0.0002425554,0.38967773,0.0015469452,0.00252073,0.0011639558,0.0011219038,0.5750101,0.0035404144],"about_ca_topic_score_codex":0.97637534,"about_ca_topic_score_gemma":0.99782073,"teacher_disagreement_score":0.3558395,"about_ca_system_score_codex":0.036298376,"about_ca_system_score_gemma":0.064127535,"threshold_uncertainty_score":0.99942535},"labels":[],"label_agreement":null},{"id":"W2331277277","doi":"10.3138/jmvfh.3258","title":"Mental health of Canadian Armed Forces Veterans: review of population studies","year":2016,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba; Defence Research and Development Canada; Canadian Armed Forces; Veterans Affairs Canada","funders":"","keywords":"Mental health; Veterans Affairs; Population; Government (linguistics); Military service; Medicine; Military personnel; Gerontology; Population health; Psychiatry; Environmental health; Political science","score_opus":0.09845172613291502,"score_gpt":0.4494628344577424,"score_spread":0.35101110832482735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331277277","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46005028,0.5079693,0.000009572751,0.029897258,0.0008821984,0.0008534847,0.0001988767,0.0000075241596,0.00013146842],"genre_scores_gemma":[0.43980324,0.54792416,0.0009815256,0.011088074,0.00011901012,0.00000537296,0.000012374716,0.000014031424,0.000052233856],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9944281,0.0012696661,0.0029342342,0.00020253126,0.0004675145,0.0006979604],"domain_scores_gemma":[0.9964167,0.00050822296,0.00156104,0.00025471605,0.00048044295,0.00077887485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035994735,0.00021652335,0.001411786,0.0005771099,0.00043097322,7.171463e-7,0.0001859607,0.000097560776,0.0000475032],"category_scores_gemma":[0.00023638144,0.00013985323,0.00015552937,0.00037143644,0.00012611593,0.0002370376,0.000036420908,0.00031751723,0.0000033067645],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016525743,0.00026396758,0.14736989,0.13322984,0.0004981513,0.000022445842,0.047671013,0.000003139606,0.00037333346,0.00067701703,0.3697618,0.29847685],"study_design_scores_gemma":[0.0067501287,0.009055219,0.38941044,0.34461373,0.000073294,0.000093702845,0.031470135,0.000018886292,0.0000065677787,0.00089425204,0.2171446,0.00046905153],"about_ca_topic_score_codex":0.1372829,"about_ca_topic_score_gemma":0.050289534,"teacher_disagreement_score":0.2980078,"about_ca_system_score_codex":0.00079194887,"about_ca_system_score_gemma":0.0013986002,"threshold_uncertainty_score":0.9670402},"labels":[],"label_agreement":null},{"id":"W2331642744","doi":"10.1503/cjs.004116","title":"Letter to the Editor: author response","year":2016,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Canadian Association of General Surgeons; Western University","funders":"","keywords":"Medicine; Curriculum; Focus (optics); Medical education; Law","score_opus":0.09547053929673957,"score_gpt":0.3919946215633935,"score_spread":0.29652408226665394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331642744","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014881421,0.000895396,0.000017835782,0.90394735,0.09193736,0.00047190228,0.00029656294,0.000017168766,0.00092829514],"genre_scores_gemma":[0.0006213551,0.000018098082,0.000031410913,0.6907371,0.262912,0.000027849916,0.000008400209,0.00008554602,0.04555822],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99153334,0.0035508904,0.0017494428,0.00029268762,0.0007364659,0.0021371718],"domain_scores_gemma":[0.9854771,0.009877663,0.0012478568,0.00080679485,0.00089626765,0.0016943184],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0076211942,0.00039563476,0.00095535646,0.0011587148,0.0011412642,0.00004726905,0.00092630065,0.0015978398,0.0033093502],"category_scores_gemma":[0.003842227,0.0002367052,0.0004280834,0.00040745677,0.00014578649,0.00014702801,0.000048949707,0.006016211,0.0023998746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014453098,9.295379e-7,0.0024978088,0.000104629755,0.000041225423,0.0021576718,0.00073451304,5.3812954e-7,0.0000010148281,0.0000036358715,0.99328256,0.0010309649],"study_design_scores_gemma":[0.00010220956,0.000035119625,0.0013540984,0.0038864869,0.0000338683,0.00005887574,0.00015352105,8.4733905e-8,9.0017755e-7,0.000067458364,0.99404293,0.00026441467],"about_ca_topic_score_codex":0.004759717,"about_ca_topic_score_gemma":0.011364645,"teacher_disagreement_score":0.21321023,"about_ca_system_score_codex":0.0019417584,"about_ca_system_score_gemma":0.017234875,"threshold_uncertainty_score":0.9996983},"labels":[],"label_agreement":null},{"id":"W2332760444","doi":"10.1503/cmaj.109-5216","title":"Residents talking to Ontario over new entry program","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Government (linguistics); Medicine; Family medicine; Medical education; Political science; Law","score_opus":0.020654257964176102,"score_gpt":0.3864906367913531,"score_spread":0.365836378827177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332760444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71720666,0.00014664858,0.00012449216,0.2297436,0.0066688387,0.0010793221,0.000021948266,0.00012330114,0.044885177],"genre_scores_gemma":[0.5294511,0.00021456301,0.0018967892,0.13937646,0.015023445,0.0001042834,0.000012571927,0.00008878338,0.313832],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99553245,0.00041972156,0.000774706,0.00020877752,0.0016546656,0.0014097019],"domain_scores_gemma":[0.99238765,0.00041368065,0.000342689,0.0001511815,0.00036482333,0.0063399635],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019590748,0.00014212517,0.00025385784,0.00018017681,0.00088181626,0.000046399648,0.00034054666,0.00063255336,0.047980238],"category_scores_gemma":[0.0035639696,0.00010446757,0.00007382307,0.00026128133,0.000015402757,0.00021906366,0.00004908766,0.0013718365,0.0030483317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008181338,0.0000067769197,0.40756708,0.000003902677,0.000015711697,0.00006641958,0.0009416049,1.10562596e-7,9.876941e-7,0.00012211506,0.5240683,0.06719881],"study_design_scores_gemma":[0.0007618477,0.000046384266,0.32074913,0.00083189545,0.000006344665,0.000012081922,0.00024285914,0.000001059262,6.241413e-7,0.0003475601,0.6769102,0.000089984984],"about_ca_topic_score_codex":0.4686573,"about_ca_topic_score_gemma":0.96612966,"teacher_disagreement_score":0.49747238,"about_ca_system_score_codex":0.012601218,"about_ca_system_score_gemma":0.019190285,"threshold_uncertainty_score":0.99772793},"labels":[],"label_agreement":null},{"id":"W2332780575","doi":"10.5172/conu.20.2.119","title":"Guest Editorial","year":2005,"lang":"en","type":"editorial","venue":"Contemporary Nurse","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Nurse education; Licensure; Medicine; Nursing shortage; China; Nursing research; Exploratory research; Political science; Sociology","score_opus":0.03586695618890418,"score_gpt":0.43460761484503946,"score_spread":0.3987406586561353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332780575","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000019640192,0.0048135375,0.0000014978608,0.00094413984,0.80584437,0.0020013354,0.0009452675,0.00072511437,0.18470508],"genre_scores_gemma":[0.00021566647,0.00032087107,0.00006465172,0.0004590881,0.879516,0.00048786614,0.0036221598,0.00024825823,0.11506543],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99149853,0.0013272768,0.0021394808,0.0011940909,0.0021874208,0.0016531815],"domain_scores_gemma":[0.9910845,0.0036394326,0.0014349879,0.0016039799,0.0014034893,0.000833605],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0017106785,0.0009412524,0.0016070822,0.0002579679,0.0011237301,0.00004041878,0.0012413266,0.006390174,0.0009601652],"category_scores_gemma":[0.0028593873,0.0009056469,0.00030936275,0.00036180043,0.00022716196,0.00042627243,0.0002476512,0.007045991,0.010748705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004885279,0.00011056224,0.0003007318,0.0005775189,0.000054660202,0.00004516656,0.0009733912,2.9080635e-7,0.0000010733615,0.00006372588,0.997119,0.0002653508],"study_design_scores_gemma":[0.0024779364,0.00020931558,0.000011238493,0.0028534427,0.000055286164,3.0908728e-7,0.0010549533,0.0000018914774,0.0000010151755,0.000095013485,0.99249303,0.0007465766],"about_ca_topic_score_codex":0.0015790259,"about_ca_topic_score_gemma":0.00035650778,"teacher_disagreement_score":0.07367161,"about_ca_system_score_codex":0.0011767675,"about_ca_system_score_gemma":0.0074194325,"threshold_uncertainty_score":0.9999531},"labels":[],"label_agreement":null},{"id":"W2332989029","doi":"10.1097/01720610-200912000-00002","title":"Itʼs time for an international congress of physician assistants","year":2009,"lang":"en","type":"editorial","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Health human resources; Political science; Physician assistants; Health care; Public relations; Medicine; Economic growth; Medical education; Law; Economics","score_opus":0.03724177568240157,"score_gpt":0.47021221331786306,"score_spread":0.4329704376354615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332989029","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009230676,0.00013309688,0.000016620224,0.0002981611,0.95024335,0.0015062349,0.0033851904,0.00011969437,0.043374583],"genre_scores_gemma":[0.00069843174,0.000105294945,0.0010234213,0.0006193029,0.93909043,0.00019740335,0.0039946535,0.000092983144,0.054178096],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965518,0.00031459157,0.0010139999,0.0005068385,0.0009088289,0.00070394255],"domain_scores_gemma":[0.99542,0.0012611779,0.0011494188,0.00059586717,0.0013586988,0.00021486802],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007288426,0.00033436014,0.0008417539,0.00013681801,0.00031800804,0.000015289941,0.0008122843,0.0013755215,0.0004192008],"category_scores_gemma":[0.0008734337,0.0003223234,0.00015938544,0.00013324023,0.00007024926,0.00019950487,0.000094726005,0.0010185728,0.00035226293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029069243,0.00012661777,0.000070616814,0.00042786833,0.000050406605,0.0000016339853,0.00032073166,0.0000020749012,0.000028476426,0.0002942938,0.9953841,0.0030024794],"study_design_scores_gemma":[0.0011762367,0.0003513077,0.00022390137,0.0018325943,0.000050764575,6.139481e-8,0.0001913474,0.00016037957,0.000010527582,0.00074011344,0.9950093,0.00025348403],"about_ca_topic_score_codex":0.00024967542,"about_ca_topic_score_gemma":0.00019830701,"teacher_disagreement_score":0.011152938,"about_ca_system_score_codex":0.0004696439,"about_ca_system_score_gemma":0.00096026517,"threshold_uncertainty_score":0.9999229},"labels":[],"label_agreement":null},{"id":"W2333893333","doi":"10.7748/ns2013.12.28.16.37.s47","title":"Bursaries to help with learning and development opportunities","year":2013,"lang":"en","type":"letter","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Variety (cybernetics); Foundation (evidence); Computer science; Psychology; Political science; Artificial intelligence","score_opus":0.08756014084224258,"score_gpt":0.41242885771377724,"score_spread":0.3248687168715347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333893333","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007874831,0.001777234,0.0013507128,0.9378793,0.0017646445,0.0024829127,0.00008739412,0.0005643722,0.046218593],"genre_scores_gemma":[0.0023923926,0.00038131286,0.02975614,0.7739886,0.004630846,0.0007135028,0.00064355176,0.0003816903,0.18711197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960065,0.00047130324,0.00066162716,0.0005848834,0.0008565302,0.0014191495],"domain_scores_gemma":[0.9980671,0.0004082342,0.00035112814,0.00029526523,0.0005376752,0.0003406169],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00046649642,0.0005129398,0.0008073268,0.00025401826,0.0020524696,0.00009474981,0.00019436955,0.00091098377,0.000792764],"category_scores_gemma":[0.00007742222,0.00042429822,0.00002627631,0.0001449407,0.00026245287,0.00012151894,0.0000890084,0.0033633683,0.0002649751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012533827,0.0000049324503,0.00150738,0.00075585756,0.000033741417,0.000081322665,0.014520345,0.0000017194392,5.119628e-7,0.000095175936,0.93231076,0.05056292],"study_design_scores_gemma":[0.00039056328,0.00036481372,0.0001586285,0.012877429,0.00003657706,0.000010283436,0.017287204,0.0000016231575,0.0000077306695,0.0001238137,0.96825916,0.00048215888],"about_ca_topic_score_codex":0.00017195617,"about_ca_topic_score_gemma":0.00005824809,"teacher_disagreement_score":0.16389072,"about_ca_system_score_codex":0.0012856879,"about_ca_system_score_gemma":0.0017157545,"threshold_uncertainty_score":0.9998209},"labels":[],"label_agreement":null},{"id":"W2334303203","doi":"10.1038/nj7245-467a","title":"Ontario's attractive prospect","year":2009,"lang":"en","type":"article","venue":"Nature","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Looming; Investment (military); Environmental science; Political science; Psychology; Cognitive psychology; Law","score_opus":0.025596395468849127,"score_gpt":0.4397330133156674,"score_spread":0.41413661784681827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334303203","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46547416,0.001082975,0.000008002779,0.012747697,0.0014260621,0.0011427066,0.000009961493,0.00023699999,0.51787144],"genre_scores_gemma":[0.9263443,0.00001723793,0.000851051,0.019019583,0.00048653616,0.000024753203,0.000018141636,0.000010556665,0.053227857],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984624,0.00011422322,0.00026197714,0.00026879238,0.000285345,0.0006073099],"domain_scores_gemma":[0.99909484,0.00013019585,0.00013116324,0.00029909608,0.00017698132,0.00016772971],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00024339196,0.00014590626,0.000219637,0.00004475266,0.00063896267,0.0000060922957,0.00018313884,0.0020328024,0.0027318522],"category_scores_gemma":[0.00011715172,0.00011966351,0.00005093495,0.00021672211,0.000016715196,0.00012654993,0.000027009622,0.008043009,0.0009879107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038380834,0.0002001621,0.28073546,0.00008979488,0.000024269526,0.000067096786,0.014234941,0.0000040916757,0.00014429387,0.057440113,0.6336781,0.012997919],"study_design_scores_gemma":[0.0003570154,0.00010435756,0.37758398,0.00018112239,0.000006939058,0.000002035531,0.0005151645,0.0000024291353,0.000031775955,0.0052900193,0.61581933,0.00010583146],"about_ca_topic_score_codex":0.0038059582,"about_ca_topic_score_gemma":0.031495605,"teacher_disagreement_score":0.46464357,"about_ca_system_score_codex":0.0008086219,"about_ca_system_score_gemma":0.0004155843,"threshold_uncertainty_score":0.99978995},"labels":[],"label_agreement":null},{"id":"W2334373209","doi":"10.3928/00220124-20120615-62","title":"Internationally Educated Nurses’ Experiences With an Integrated Bridge Program","year":2012,"lang":"en","type":"article","venue":"The Journal of Continuing Education in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centennial College","funders":"","keywords":"Bridge (graph theory); Economic shortage; Nursing; Work (physics); Nursing shortage; Human resources; Health care; Resource (disambiguation); Medical education; Psychology; Medicine; Nurse education; Political science; Engineering","score_opus":0.027960756550479495,"score_gpt":0.4769990807638587,"score_spread":0.44903832421337925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334373209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875827,0.001129567,0.00015811184,0.001535308,0.0055247396,0.0006445204,5.924638e-7,0.000040221934,0.0033842474],"genre_scores_gemma":[0.9946221,0.000029003048,0.0030552796,0.00027473332,0.001044745,0.000058896065,0.000007252157,0.000022287984,0.00088568183],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9973474,0.000897707,0.00080557895,0.00009142627,0.00035465191,0.0005032046],"domain_scores_gemma":[0.99753106,0.00034915048,0.0009134807,0.00019049726,0.00079885294,0.00021696721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017721478,0.00014439091,0.00024291764,0.00023460193,0.000245048,0.000028800227,0.00036402518,0.00008583859,0.00013525094],"category_scores_gemma":[0.00024293203,0.00009071412,0.000029315228,0.00047239146,0.00014895944,0.00074410776,0.000010691281,0.0007137965,0.0000116109195],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046945649,0.0010612187,0.09161703,0.000026424905,0.0000107696005,4.4465827e-7,0.5341538,0.000011812186,0.00005105858,0.0004989719,0.00517382,0.36692518],"study_design_scores_gemma":[0.0005310114,0.00037319722,0.18149379,0.0085616,0.000039282444,0.000097416465,0.797265,0.00007967998,0.000048878126,0.00017331587,0.011192228,0.00014458537],"about_ca_topic_score_codex":0.00020843507,"about_ca_topic_score_gemma":0.000070197566,"teacher_disagreement_score":0.36678058,"about_ca_system_score_codex":0.0005646095,"about_ca_system_score_gemma":0.0010714489,"threshold_uncertainty_score":0.36992145},"labels":[],"label_agreement":null},{"id":"W2334927329","doi":"10.1017/s1463423615000158","title":"Development and psychometric evaluation of the Primary Health Care Engagement (PHCE) Scale: a pilot survey of rural and remote nurses","year":2015,"lang":"en","type":"article","venue":"Primary Health Care Research & Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; University of Lethbridge; University of Northern British Columbia; University of Saskatchewan","funders":"Canadian Institutes of Health Research; University of British Columbia; University of Northern British Columbia; University of Lethbridge","keywords":"Scale (ratio); Reliability (semiconductor); Nursing; Item analysis; Internal consistency; Medicine; Content validity; Health care; Rural health; Psychology; Consistency (knowledge bases); Psychometrics; Medical education; Rural area; Family medicine; Applied psychology; Clinical psychology; Patient satisfaction; Computer science; Geography","score_opus":0.25821145332561707,"score_gpt":0.5267783226359884,"score_spread":0.2685668693103714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334927329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8874042,0.09304623,0.000041000545,0.0036542322,0.0010306899,0.009360825,0.000096375545,0.000065856206,0.0053006075],"genre_scores_gemma":[0.9551978,0.007806946,0.031940583,0.0033479661,0.000112650196,0.00054740335,0.0006466822,0.00010101587,0.0002989667],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9773104,0.0120172575,0.0026711412,0.0007470721,0.0052822926,0.0019718297],"domain_scores_gemma":[0.9897009,0.0011871072,0.0010830458,0.00085096975,0.0059012864,0.0012766712],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.038399,0.00043393308,0.0011420379,0.000896949,0.0022543522,0.000025001444,0.0006181926,0.00021049933,0.000032104355],"category_scores_gemma":[0.0015177664,0.00034466106,0.00004228711,0.002612873,0.00038071285,0.00016290614,0.0012464784,0.0014282343,0.000017400798],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0006030046,0.00017533885,0.102056086,0.00947143,0.00005594775,4.2585918e-7,0.13157758,0.000004902909,0.00000868193,0.000038966205,0.016114846,0.7398928],"study_design_scores_gemma":[0.0028686477,0.00069430517,0.86359614,0.002745815,0.000012192529,0.0000029090056,0.043401048,0.000009781252,0.000062769,0.000034419907,0.086299814,0.00027213676],"about_ca_topic_score_codex":0.011055501,"about_ca_topic_score_gemma":0.01217299,"teacher_disagreement_score":0.76154006,"about_ca_system_score_codex":0.013633391,"about_ca_system_score_gemma":0.05416593,"threshold_uncertainty_score":0.9999005},"labels":[],"label_agreement":null},{"id":"W2335120620","doi":"10.1016/j.carage.2012.05.008","title":"AMDA Honors Visionaries in Leadership, Education, and Research","year":2012,"lang":"en","type":"article","venue":"Caring for the Ages","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baycrest Hospital","funders":"","keywords":"Excellence; Medicine; Vice president; Curriculum; Health care; Management; Political science; Medical education; Library science; Law","score_opus":0.28717015434596527,"score_gpt":0.5419186951612739,"score_spread":0.2547485408153086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335120620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95711523,0.023066888,0.000021569302,0.013698926,0.0013863834,0.0013619988,0.000004804145,0.000047572194,0.0032966072],"genre_scores_gemma":[0.9881428,0.0003790204,0.00034247333,0.00076896156,0.000568181,0.00040841475,0.0000061850633,0.000017192686,0.009366804],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984094,0.00030459324,0.0002202636,0.00013858915,0.00015713424,0.0007700468],"domain_scores_gemma":[0.996533,0.0028867698,0.000049512524,0.0002592509,0.0001486889,0.00012280735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023317253,0.00007724869,0.00012201531,0.0000992901,0.0011791693,0.0000143666375,0.00017863578,0.00011056813,0.000040748957],"category_scores_gemma":[0.0009374606,0.00005415146,0.000018735758,0.00022941196,0.00014499556,0.00015045953,0.0001398383,0.00048596473,0.000052835476],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005793379,0.00006183934,0.82795995,0.0006237576,0.000009592502,1.931935e-7,0.046723414,0.000008702484,0.000034744156,0.033601843,0.057635214,0.03328281],"study_design_scores_gemma":[0.00027726067,0.000033406737,0.5330173,0.00074535166,0.000008333732,0.0000011369827,0.10902362,0.000036006975,0.000037689988,0.0038908129,0.35282895,0.00010017272],"about_ca_topic_score_codex":0.0018201196,"about_ca_topic_score_gemma":0.00053271843,"teacher_disagreement_score":0.29519373,"about_ca_system_score_codex":0.00016064888,"about_ca_system_score_gemma":0.00017038955,"threshold_uncertainty_score":0.9069336},"labels":[],"label_agreement":null},{"id":"W2336984932","doi":"10.1097/acm.0000000000001184","title":"Characteristics and Distribution of Graduate Medical Education Training Sites: Are We Missing Opportunities to Meet U.S. Health Workforce Needs?","year":2016,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Accreditation; Graduate medical education; Medicine; Family medicine; Medicaid; Residency training; Training (meteorology); Economic shortage; Health care; Medical education; Continuing education; Government (linguistics); Political science","score_opus":0.31841105268271863,"score_gpt":0.48750517662850934,"score_spread":0.1690941239457907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336984932","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4915441,0.0040178928,0.0027207527,0.49885353,0.0010635916,0.0008058518,0.00008121845,0.000110409586,0.0008026556],"genre_scores_gemma":[0.9509748,0.023470357,0.000098891425,0.021353062,0.0013998005,0.00006692132,0.00014822153,0.000031734846,0.0024561968],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961044,0.0005349216,0.001508288,0.00029936194,0.0007702949,0.0007826934],"domain_scores_gemma":[0.9959891,0.0011625926,0.00096307916,0.00027027997,0.000288622,0.0013263538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028381885,0.00024199182,0.0007606827,0.00021469235,0.00041799818,0.00000219591,0.00024118541,0.00041099932,0.00027996785],"category_scores_gemma":[0.0048145414,0.00016250974,0.000024653125,0.00033953978,0.0003254988,0.00013678086,0.00010951357,0.00063388265,0.00001232769],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018714638,0.000021833066,0.05860853,0.0016545408,0.00002061292,0.000004986426,0.06696403,1.4777467e-7,0.00015700645,0.02434583,0.3724744,0.47556093],"study_design_scores_gemma":[0.002395198,0.0007613006,0.042672716,0.12766768,0.000092253176,0.000049629878,0.21253534,0.00013691322,0.000026092104,0.0077516935,0.60536367,0.0005475366],"about_ca_topic_score_codex":0.00018334818,"about_ca_topic_score_gemma":0.00003674469,"teacher_disagreement_score":0.47750047,"about_ca_system_score_codex":0.00037168636,"about_ca_system_score_gemma":0.0018555501,"threshold_uncertainty_score":0.66269547},"labels":[],"label_agreement":null},{"id":"W2337323298","doi":"10.1002/j.0022-0337.2008.72.12.tb04626.x","title":"Reforming Dental Education: Faculty Members’ Perceptions on the Continuation of Pipeline Program Changes","year":2008,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"California Endowment; Robert Wood Johnson Foundation","keywords":"Underrepresented Minority; Medical education; Endowment; Psychology; Perception; Dental education; Competence (human resources); Medicine; Political science; Social psychology","score_opus":0.07328578610565692,"score_gpt":0.4748718804471566,"score_spread":0.4015860943414997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337323298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821447,0.00033626222,0.000011641836,0.004838233,0.0032845617,0.0010738694,0.000013724468,0.00002443667,0.008272561],"genre_scores_gemma":[0.9874964,0.0003095593,0.001154243,0.0011646394,0.0014737014,0.00012844392,0.0000791956,0.000019228199,0.008174632],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99778897,0.0003071785,0.0009131734,0.00013508137,0.00057852705,0.00027706777],"domain_scores_gemma":[0.997167,0.00017594213,0.0013584429,0.00021552455,0.00091279816,0.0001702746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006787812,0.00015105293,0.0002659687,0.00020646447,0.00071949646,0.000009649793,0.00024398734,0.00013832407,0.00088868977],"category_scores_gemma":[0.0003494694,0.00010387895,0.00011380527,0.00037620883,0.000101471924,0.00022148987,0.00003583452,0.0005439182,0.00012056435],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055169687,0.0062127984,0.35513768,0.0005096981,0.00009965679,0.0000042983224,0.07406628,0.00003292262,0.0025334803,0.0029723195,0.3077397,0.25013945],"study_design_scores_gemma":[0.0012494698,0.0011190305,0.30077213,0.0034172693,0.00014268298,0.00046068087,0.5354689,0.00010353767,0.0011332654,0.0002519289,0.15556553,0.00031561367],"about_ca_topic_score_codex":0.0005468264,"about_ca_topic_score_gemma":0.0007422141,"teacher_disagreement_score":0.46140257,"about_ca_system_score_codex":0.0006995763,"about_ca_system_score_gemma":0.0015353342,"threshold_uncertainty_score":0.973053},"labels":[],"label_agreement":null},{"id":"W2337395408","doi":"10.7759/cureus.574","title":"Are Postgraduate Medical Residency Training Positions in Atlantic Canada Evenly Distributed?","year":2016,"lang":"en","type":"article","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Horizon Health Network; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Specialty; Distribution (mathematics); Residency training; Nova scotia; Medical school; Family medicine; Medical education; Geography; Archaeology; Continuing education","score_opus":0.06645543817221834,"score_gpt":0.4069664407648673,"score_spread":0.340511002592649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337395408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8834841,0.0009594459,0.00016933672,0.10741932,0.0015057521,0.0006991401,0.00042193205,0.00014502571,0.0051959404],"genre_scores_gemma":[0.9954742,0.00023373686,0.000077416,0.0025702768,0.00030538364,0.00008076977,0.00006498217,0.000024471794,0.001168734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99686617,0.00047960464,0.00071283843,0.0003193416,0.00059104955,0.0010309735],"domain_scores_gemma":[0.99772733,0.00094758125,0.0002731687,0.0003675405,0.00014928967,0.00053509633],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005500054,0.00017818961,0.0003437997,0.000048150552,0.0004624771,0.0000044430926,0.0003409601,0.000258378,0.0017932231],"category_scores_gemma":[0.0020658975,0.00012777219,0.00003773772,0.0003024134,0.000061521605,0.00011243831,0.00010794508,0.0005138902,0.00017992134],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061460036,0.000060838767,0.72948897,0.00015719101,0.000021010666,0.00071874715,0.0012773069,0.000001672638,0.0000277831,0.008992163,0.2575508,0.0016420666],"study_design_scores_gemma":[0.0016969835,0.000071761526,0.8599025,0.008415723,0.000022047636,0.00003433125,0.0062798816,0.000040629413,0.000006607582,0.00567876,0.11744551,0.0004052563],"about_ca_topic_score_codex":0.6336733,"about_ca_topic_score_gemma":0.98055583,"teacher_disagreement_score":0.34688252,"about_ca_system_score_codex":0.0013345269,"about_ca_system_score_gemma":0.0038091622,"threshold_uncertainty_score":0.9991193},"labels":[],"label_agreement":null},{"id":"W2337732681","doi":"10.14288/1.0094400","title":"Health care services in Lytton, British Columbia : a study of the relationship between the hospital and the rural community","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nursing; Environmental health; Medicine; Business","score_opus":0.01649903286760728,"score_gpt":0.2844462877410125,"score_spread":0.2679472548734052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337732681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99345684,0.00039152463,5.807127e-7,0.0019052364,0.000320955,0.003071382,0.00029765136,0.000041952782,0.00051386],"genre_scores_gemma":[0.9992139,0.000052897445,0.000023324597,0.00024839686,0.000049165006,0.000009503815,0.000023208519,0.000016936314,0.00036270628],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956157,0.0027821416,0.00048328785,0.00023840836,0.00040599535,0.00047447588],"domain_scores_gemma":[0.9963924,0.0016982378,0.00061435794,0.00081991206,0.00033668982,0.00013838062],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018379543,0.000065100074,0.0005271716,0.000021976412,0.0050384956,0.000106620486,0.0011153959,0.00021581509,0.000053448362],"category_scores_gemma":[0.00022154729,0.00013852825,0.0000904889,0.0006176946,0.00092646986,0.00022705812,0.0007907911,0.0020327587,0.0000038414287],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011598853,0.00013719463,0.93608624,0.00038270734,0.000018081582,0.0000034352838,0.04437196,6.6498126e-7,1.5028903e-7,0.0000039930164,0.0018344949,0.017149463],"study_design_scores_gemma":[0.0026620233,0.00012640901,0.7067279,0.00075017335,0.000032296408,0.000005131634,0.28901604,0.000005474597,2.3148516e-9,0.00044731027,0.00014441206,0.00008277173],"about_ca_topic_score_codex":0.98289067,"about_ca_topic_score_gemma":0.999079,"teacher_disagreement_score":0.24464409,"about_ca_system_score_codex":0.00014611216,"about_ca_system_score_gemma":0.00032107648,"threshold_uncertainty_score":0.9962568},"labels":[],"label_agreement":null},{"id":"W2340189970","doi":"10.1111/cag.12265","title":"Breaking the silence: A feminist call to action","year":2016,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"York University; Queen's University; Wilfrid Laurier University; John Abbott College; University of Guelph","funders":"","keywords":"Silence; Mental health; Call to action; Action (physics); Perspective (graphical); Politics; Sociology; Key (lock); Gender studies; Political science; Public relations; Psychology; Law; Psychiatry","score_opus":0.028309639629669217,"score_gpt":0.32968941795272194,"score_spread":0.30137977832305274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340189970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9349416,0.00114622,0.000017176862,0.03372403,0.0036665036,0.0020701906,0.0005353754,0.00034911575,0.023549771],"genre_scores_gemma":[0.9797456,0.0010288476,0.000110588,0.013030515,0.00068623596,0.0007445705,0.00001946077,0.00008605382,0.0045480765],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943486,0.00042398804,0.00083239784,0.00080208067,0.00042479648,0.0031681256],"domain_scores_gemma":[0.99434257,0.0010584317,0.00027460948,0.0011537937,0.0004305361,0.0027400905],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008346376,0.00052274927,0.000500439,0.0024984176,0.0044468194,0.000062342726,0.0010303654,0.0004035587,0.00071096286],"category_scores_gemma":[0.0005498696,0.00033423761,0.0002592032,0.0057627284,0.0011409257,0.00023892097,0.00013424577,0.0005674309,0.0003718888],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009066179,0.00001487729,0.59820527,0.00015577882,0.00012817215,0.000081623184,0.008602341,0.000004446879,0.00010364383,0.020205518,0.314266,0.058141645],"study_design_scores_gemma":[0.00035480177,0.000133026,0.13472287,0.00076067605,0.00004252579,0.00002541283,0.03807374,0.0000016612454,0.000009451504,0.0010847588,0.8242902,0.0005008435],"about_ca_topic_score_codex":0.83668447,"about_ca_topic_score_gemma":0.99714935,"teacher_disagreement_score":0.51002425,"about_ca_system_score_codex":0.00065807824,"about_ca_system_score_gemma":0.0008263625,"threshold_uncertainty_score":0.99991095},"labels":[],"label_agreement":null},{"id":"W2340372864","doi":"","title":"Health LEADS Australia: implementation and integration into theory and practice","year":2015,"lang":"en","type":"article","venue":"eCite Digital Repository (University of Tasmania)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; Workforce; Mainstream; Public relations; Publishing; Stakeholder; Fragmentation (computing); Workforce development; Political science; Health care; Process (computing); Sociology; Knowledge management; Ecology","score_opus":0.061346585912188466,"score_gpt":0.4165784411721577,"score_spread":0.35523185525996925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340372864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98168737,0.0003956238,0.0010395366,0.0019868738,0.00029609693,0.00056840904,0.000025214618,0.000065556254,0.013935337],"genre_scores_gemma":[0.9924338,0.00007284111,0.001625584,0.00021729273,0.00005969318,9.336956e-7,0.000046223606,0.000009364574,0.005534274],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99841326,0.00056942954,0.0002700999,0.00024917006,0.00023909373,0.00025896647],"domain_scores_gemma":[0.99830484,0.00050072477,0.00043982218,0.00017018545,0.0002776957,0.00030672387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080253865,0.00011687244,0.00022558062,0.00007703617,0.0005670963,0.00003112342,0.00009941623,0.000089467714,0.00001593806],"category_scores_gemma":[0.00021552274,0.00013372082,0.000022263259,0.00013612589,0.0001601007,0.0014114493,0.00015062944,0.000219374,0.000027324028],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007085045,0.0004996956,0.38687614,0.0016958701,0.0002545583,0.00016594701,0.2166759,0.000016167685,0.0011159992,0.12050056,0.11347618,0.15163794],"study_design_scores_gemma":[0.0034560289,0.0023810295,0.10076075,0.00069660693,0.000099994,0.00011565261,0.8070949,0.000057871355,0.000072743314,0.0077631655,0.077061065,0.0004402391],"about_ca_topic_score_codex":0.004178142,"about_ca_topic_score_gemma":0.0010371768,"teacher_disagreement_score":0.59041893,"about_ca_system_score_codex":0.0003203829,"about_ca_system_score_gemma":0.00022545189,"threshold_uncertainty_score":0.63161296},"labels":[],"label_agreement":null},{"id":"W2340859138","doi":"10.1186/s12909-016-0630-4","title":"Medical education for equity in health: a participatory action research involving persons living in poverty and healthcare professionals","year":2016,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre de Santé et de Services Sociaux de Chicoutimi; Wilfrid Laurier University; Hôpital Charles-Le Moyne; McGill University; Université de Sherbrooke","funders":"Canadian Institutes of Health Research; McGill University","keywords":"Participatory action research; Health care; Equity (law); Poverty; Health professionals; Health equity; Medical education; Citizen journalism; Action research; Nursing; Medicine; Psychology; Sociology; Political science; Pedagogy","score_opus":0.40606189560662365,"score_gpt":0.6497820710243254,"score_spread":0.24372017541770175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340859138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7383077,0.005727433,0.00024757642,0.24788867,0.0033695828,0.003862775,0.0000097296115,0.00008215721,0.0005043753],"genre_scores_gemma":[0.9682838,0.001769414,0.0008308276,0.021598391,0.0011468194,0.0042831167,0.000036555502,0.00003946742,0.0020116442],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.989569,0.0053339275,0.0014054116,0.0006481708,0.0016425243,0.001400944],"domain_scores_gemma":[0.98854274,0.008486257,0.0003738248,0.00038032886,0.00049675535,0.001720086],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.018900583,0.00019078626,0.00043504298,0.00050737633,0.0008180789,0.000012456021,0.0002993368,0.00072597765,0.001217951],"category_scores_gemma":[0.051169038,0.00014484607,0.00004053671,0.0006789892,0.00017649046,0.00032718957,0.00028546125,0.0012531292,0.000045296623],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019387224,0.0015029398,0.63206464,0.007335016,0.0000037242664,6.2456485e-7,0.016767701,1.4775243e-7,0.0000129910495,0.017866999,0.12604314,0.1982082],"study_design_scores_gemma":[0.0029148015,0.00047345896,0.6473981,0.13551165,0.000008340951,0.000011083741,0.1366509,0.0023040664,0.000007268705,0.01737429,0.056805734,0.0005402745],"about_ca_topic_score_codex":0.009898013,"about_ca_topic_score_gemma":0.09034869,"teacher_disagreement_score":0.22997606,"about_ca_system_score_codex":0.0031875672,"about_ca_system_score_gemma":0.07780304,"threshold_uncertainty_score":0.99969506},"labels":[],"label_agreement":null},{"id":"W2340868526","doi":"","title":"The first 25 years of the Northwestern Ontario Medical Programme.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Family medicine; Medicine; Directory; Confidence interval; Tracking (education); Odds ratio; Medical school; Odds; Demography; Medical education; Logistic regression; Psychology; Internal medicine","score_opus":0.04365495258787238,"score_gpt":0.3394914326815771,"score_spread":0.2958364800937047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340868526","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608825,0.0002856197,0.0000039901824,0.023537781,0.0018276708,0.0029499626,0.000004601931,0.000073018935,0.010434864],"genre_scores_gemma":[0.9903604,0.000051401043,0.000028643612,0.0022024417,0.00020605973,0.0020596967,0.000002621084,0.000016952785,0.005071788],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974931,0.00014508356,0.0005325182,0.00017602817,0.00067416206,0.0009791297],"domain_scores_gemma":[0.9984715,0.00039378746,0.00023301711,0.0005314008,0.00008985412,0.0002804483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001159806,0.00010540505,0.00018032514,0.00001793242,0.0007526335,0.0000094698535,0.0006600549,0.0002014542,0.00007817664],"category_scores_gemma":[0.0003195039,0.000059222435,0.000083461426,0.0002421319,0.0002163604,0.000042345455,0.00026027957,0.00070941367,0.000086042644],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004757713,0.00009206329,0.8508052,0.00009428303,0.00002718365,0.0000074202812,0.008066233,0.0000072494645,2.451214e-8,0.004364739,0.0037733216,0.13271469],"study_design_scores_gemma":[0.0004458343,0.00000886751,0.58424217,0.00009716627,0.000006716108,0.0000013157776,0.00048578758,4.3451047e-7,0.0000010595251,0.0004923238,0.41418043,0.0000378797],"about_ca_topic_score_codex":0.11878163,"about_ca_topic_score_gemma":0.87664235,"teacher_disagreement_score":0.7578607,"about_ca_system_score_codex":0.0005978211,"about_ca_system_score_gemma":0.00086496206,"threshold_uncertainty_score":0.88708645},"labels":[],"label_agreement":null},{"id":"W2341086538","doi":"10.14288/1.0105107","title":"Characteristics of the registered nurse workforce : associations with mortality rates in general and hospital-based populations","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Medicine; Mortality rate; Registered nurse; Economic growth; Economics","score_opus":0.05205921528079525,"score_gpt":0.3056730801530419,"score_spread":0.25361386487224663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2341086538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965132,0.00004324316,0.000054611806,0.00020918161,0.00015924935,0.00070213,0.00034237286,0.000027004418,0.0019490428],"genre_scores_gemma":[0.99805874,0.000027393142,0.00093089225,0.00007816973,0.000015014413,0.0000027140288,0.000037402395,0.000010720443,0.0008389845],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99878126,0.00024254435,0.00028752896,0.0002186458,0.00019043623,0.00027960027],"domain_scores_gemma":[0.99870116,0.0000695191,0.0005406531,0.0003338292,0.00026390294,0.00009096739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002574826,0.000047570444,0.0002966102,0.000031603453,0.0004642943,0.000008503193,0.00020754727,0.00014409442,0.00007070124],"category_scores_gemma":[0.00008239795,0.000107708096,0.000048981077,0.00037520667,0.0002845095,0.00014383055,0.000060877646,0.00022945314,0.0000022129468],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000121353205,0.00011595078,0.9927756,0.000097552824,0.000010929034,0.000008161729,0.0016071957,0.0000029569885,0.0000027351534,0.000051658084,0.0004126669,0.0049024606],"study_design_scores_gemma":[0.0008512828,0.00006450591,0.9945552,0.000780184,0.000045632274,7.3643685e-7,0.003060251,0.00016356925,2.079051e-7,0.00031766936,0.000053159623,0.00010761518],"about_ca_topic_score_codex":0.26886812,"about_ca_topic_score_gemma":0.61842066,"teacher_disagreement_score":0.3495525,"about_ca_system_score_codex":0.0001372763,"about_ca_system_score_gemma":0.00020907632,"threshold_uncertainty_score":0.73600054},"labels":[],"label_agreement":null},{"id":"W2341346613","doi":"10.14288/1.0095272","title":"The external benefits of government subsidized rehabilitation programs","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subsidy; Government (linguistics); Business; Rehabilitation; Economics; Medicine; Physical therapy","score_opus":0.013188966342740301,"score_gpt":0.2673848843990656,"score_spread":0.2541959180563253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2341346613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951438,0.00017708016,0.000025477595,0.00046450738,0.0005583714,0.0009786026,0.000104842366,0.00004841463,0.002498943],"genre_scores_gemma":[0.99583167,0.00015074684,0.002016517,0.000032487802,0.000054955628,0.000004809322,0.0000067898313,0.000011959973,0.0018900456],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99830157,0.00020777433,0.0003110831,0.00024576552,0.00053951045,0.0003943046],"domain_scores_gemma":[0.99816227,0.0005345448,0.0004221803,0.0003943908,0.0003420606,0.00014458205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008108,0.000042387837,0.00024647656,0.000010937434,0.00089713995,0.000017921675,0.00039500184,0.00017823801,0.00018058915],"category_scores_gemma":[0.00021205905,0.000108974724,0.00010188096,0.00021600659,0.0003937914,0.00015606133,0.00015825979,0.00040206173,0.000028875917],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059495083,0.00013424583,0.35546228,0.00022993342,0.000015285686,0.0000040828663,0.0011679524,0.0000016562973,0.0003358554,0.00012876723,0.0027982064,0.6396622],"study_design_scores_gemma":[0.0010672668,0.00018434085,0.9811285,0.00063449633,0.00001996395,0.0000034215363,0.010647066,0.000037191963,0.0000010452309,0.0006347443,0.00555237,0.00008959217],"about_ca_topic_score_codex":0.12223969,"about_ca_topic_score_gemma":0.75335145,"teacher_disagreement_score":0.6395726,"about_ca_system_score_codex":0.00012921444,"about_ca_system_score_gemma":0.000120621684,"threshold_uncertainty_score":0.8836054},"labels":[],"label_agreement":null},{"id":"W2341763190","doi":"10.14288/1.0096219","title":"Factors influencing the location of practice of residents and interns in British Columbia : implications for policy making","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Making-of; Policy making; Political science; Public relations; Public administration; Business; Advertising","score_opus":0.02683515297487283,"score_gpt":0.34480118042648317,"score_spread":0.31796602745161034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2341763190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99703306,0.00011863799,0.000107413456,0.00063339464,0.00012344985,0.0010930952,0.0002379199,0.00002272947,0.00063031167],"genre_scores_gemma":[0.99875313,0.00011383119,0.0005664643,0.00011331909,0.000031546224,0.0000058543123,0.000014486586,0.000013834371,0.00038753118],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986857,0.00018084233,0.0004066188,0.00025532854,0.00016128786,0.0003101871],"domain_scores_gemma":[0.99719137,0.0007944516,0.0006773738,0.00031238128,0.00094288494,0.00008156561],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005967947,0.000037749043,0.00029301175,0.000057305217,0.0005292326,0.000041496955,0.00034049377,0.00019220376,0.000031271018],"category_scores_gemma":[0.0013506423,0.00012489379,0.00004678376,0.00059085665,0.0003085101,0.0003947393,0.0002012178,0.00035093728,8.7883194e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010340207,0.00007340865,0.942678,0.0006402472,0.000018951978,0.0000015918645,0.0036910477,0.0000030184508,0.00019259861,0.000040326304,0.0014253787,0.051225115],"study_design_scores_gemma":[0.0006781815,0.000054698205,0.9705467,0.001598485,0.000032110413,0.000008607182,0.025395531,0.000025060554,4.3488657e-7,0.0011828219,0.00039279772,0.00008452423],"about_ca_topic_score_codex":0.9184662,"about_ca_topic_score_gemma":0.98758847,"teacher_disagreement_score":0.069122255,"about_ca_system_score_codex":0.00015221341,"about_ca_system_score_gemma":0.0004644109,"threshold_uncertainty_score":0.5093021},"labels":[],"label_agreement":null},{"id":"W2343256730","doi":"10.14288/1.0045264","title":"The health status and medical services utilization of recent immigrants to Manitoba and British Columbia : a pilot report","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Environmental health; Medicine; Geography; Political science; Archaeology","score_opus":0.02665418390038707,"score_gpt":0.30093644345145026,"score_spread":0.2742822595510632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2343256730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948438,0.0011294803,0.000072082905,0.0013584835,0.00030541382,0.001088262,0.00014947879,0.00006587683,0.0009871199],"genre_scores_gemma":[0.9869258,0.011098849,0.00022548277,0.00085115514,0.00004827416,0.0000037245345,0.000046690853,0.00001899728,0.0007810577],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99721473,0.000533125,0.00053806766,0.00046652168,0.0005987245,0.00064882357],"domain_scores_gemma":[0.9976093,0.00030635126,0.0005227178,0.0003461222,0.0005326115,0.00068289746],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015751369,0.00005693296,0.0004670544,0.00002656496,0.0016786637,0.00009234618,0.00027102118,0.0001688679,0.00021315219],"category_scores_gemma":[0.00031724514,0.00017659535,0.000029572746,0.00038956388,0.0003098115,0.00016384902,0.0003513242,0.0002785513,0.0000064079013],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002946486,0.000065831424,0.40498543,0.0007095493,0.000016359727,0.000035219255,0.0006767999,2.3958827e-7,0.0000014573303,0.0000030318429,0.012358957,0.58111763],"study_design_scores_gemma":[0.0011489345,0.0004206183,0.94779325,0.0020638404,0.000017726341,0.00007435226,0.012467591,0.00010206749,2.47402e-8,0.00027936723,0.03550506,0.00012715206],"about_ca_topic_score_codex":0.958497,"about_ca_topic_score_gemma":0.9983573,"teacher_disagreement_score":0.5809905,"about_ca_system_score_codex":0.0001594875,"about_ca_system_score_gemma":0.00045739778,"threshold_uncertainty_score":0.99962103},"labels":[],"label_agreement":null},{"id":"W2343826947","doi":"","title":"It is a privilege.","year":2006,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brother; Homeland; Privilege (computing); Medicine; Theme (computing); Psychology; Law; Political science; Politics","score_opus":0.0701411378415194,"score_gpt":0.381503783363981,"score_spread":0.3113626455224616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2343826947","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000109708126,0.0005299612,0.000005725472,0.68253434,0.003143622,0.0039986777,0.00021853363,0.00031226035,0.30914718],"genre_scores_gemma":[0.00022031645,0.000052020492,0.00007208629,0.6546636,0.010208229,0.010783952,0.00040573473,0.00010829499,0.32348573],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936382,0.00064578437,0.0011535019,0.00077877915,0.0008170491,0.002966679],"domain_scores_gemma":[0.99710757,0.00067188696,0.0006554301,0.0010847683,0.00022467924,0.00025564636],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00070164434,0.00052395696,0.00081851054,0.00021209783,0.0006374246,0.000022837505,0.0006895273,0.002888054,0.0025990957],"category_scores_gemma":[0.00013423871,0.0004810812,0.00020425973,0.0003659877,0.00008771988,0.00009358029,0.00026613366,0.0057953405,0.0050899866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006616296,0.000012785542,0.003304319,0.0010666598,0.000026112317,0.000115879135,0.0003014369,1.3728418e-7,1.0143537e-8,0.000021247479,0.99054414,0.004600681],"study_design_scores_gemma":[0.0003849806,0.000008308737,0.012135066,0.00038101015,0.000053411146,0.0000020541622,0.000053212738,0.0000015902075,5.678195e-7,0.0006613528,0.9859076,0.00041080377],"about_ca_topic_score_codex":0.0011801099,"about_ca_topic_score_gemma":0.0003115144,"teacher_disagreement_score":0.027870702,"about_ca_system_score_codex":0.0008734,"about_ca_system_score_gemma":0.00031021624,"threshold_uncertainty_score":0.9997641},"labels":[],"label_agreement":null},{"id":"W2344903894","doi":"10.1503/cmaj.109-5264","title":"Preparing internationally trained doctors for BC’s north","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Status quo; Medical education; Library science; Medicine; Political science; Computer science; Law","score_opus":0.024085445820697302,"score_gpt":0.37812486033090265,"score_spread":0.3540394145102053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2344903894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72681683,0.00013499298,0.0033377376,0.21440053,0.009254647,0.0013143214,0.00029344644,0.00013823716,0.044309266],"genre_scores_gemma":[0.9533044,0.00013805315,0.00054138235,0.020749299,0.0059173466,0.00010802733,0.000023892866,0.00003575481,0.019181821],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99675214,0.00030759993,0.00081196276,0.00017287358,0.0010171522,0.0009382848],"domain_scores_gemma":[0.9951806,0.0013618239,0.0004507032,0.0000975096,0.00084667176,0.0020626916],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024353047,0.00011800017,0.00022229305,0.00016037731,0.000880162,0.000021451304,0.00031871142,0.00041147167,0.00625333],"category_scores_gemma":[0.007400116,0.00008445875,0.000098690216,0.00014723964,0.000025276202,0.00017262739,0.000021182566,0.00065166794,0.00042960874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000024349556,0.000010529638,0.46312296,0.000021484355,0.0000620738,0.000016402968,0.0008061101,0.0000012209596,0.0000025043548,0.002617133,0.48326698,0.050048254],"study_design_scores_gemma":[0.0014189141,0.000042065825,0.08226972,0.00039478135,0.000009822168,0.000010789967,0.00037462657,0.000063450745,9.950508e-7,0.0008463254,0.9144608,0.00010770873],"about_ca_topic_score_codex":0.0038253919,"about_ca_topic_score_gemma":0.36635098,"teacher_disagreement_score":0.43119383,"about_ca_system_score_codex":0.004104634,"about_ca_system_score_gemma":0.0057489625,"threshold_uncertainty_score":0.9998875},"labels":[],"label_agreement":null},{"id":"W2345772198","doi":"10.1503/cmaj.109-5274","title":"PEI to finally offer abortions on the island","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Abortion; Safe haven; Haven; Government (linguistics); Medicine; Political science; Pregnancy; Economics; Biology","score_opus":0.024266894170943236,"score_gpt":0.37234299896190837,"score_spread":0.3480761047909651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2345772198","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20837174,0.00005400622,0.00022689092,0.74634963,0.0023091193,0.00040976502,0.00009660026,0.000029505443,0.042152762],"genre_scores_gemma":[0.7341354,0.00014460024,0.000047361103,0.21915875,0.004076199,0.00006378536,0.000003285148,0.000024960445,0.042345654],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99636734,0.0007600284,0.00056151586,0.00014358904,0.0012375143,0.000930044],"domain_scores_gemma":[0.9949675,0.0017314398,0.00023143229,0.00017293773,0.00054334034,0.0023533492],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0029264514,0.00011051805,0.00017497755,0.0001276208,0.0015860017,0.00002320384,0.00033847583,0.00038599892,0.03607571],"category_scores_gemma":[0.0077514937,0.000057920064,0.0000626504,0.00027864013,0.000026770065,0.00006453918,0.000022392356,0.0011768114,0.006918116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009005614,0.0000075708326,0.05998649,0.0000028163327,0.000017541906,0.000031371626,0.0005925166,6.8398884e-7,0.0000023116756,0.0040525016,0.92818195,0.0071152374],"study_design_scores_gemma":[0.00038570733,0.000057177287,0.09059034,0.000489683,0.0000061050473,0.000009636479,0.0005982888,0.0000059144268,9.4225544e-7,0.0006239322,0.9071548,0.00007748388],"about_ca_topic_score_codex":0.0029235848,"about_ca_topic_score_gemma":0.22106293,"teacher_disagreement_score":0.52719086,"about_ca_system_score_codex":0.0023922827,"about_ca_system_score_gemma":0.0044849166,"threshold_uncertainty_score":0.9997138},"labels":[],"label_agreement":null},{"id":"W2346159202","doi":"10.5116/ijme.570d.6f2c","title":"Cultural transition of international medical graduate residents into family practice in Canada","year":2016,"lang":"en","type":"article","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"College of Family Physicians of Canada","keywords":"Medical education; Transition (genetics); Graduate medical education; Family medicine; MEDLINE; Medicine; Psychology; Political science; Accreditation; Genetics","score_opus":0.0419036500183664,"score_gpt":0.5009899321855957,"score_spread":0.45908628216722935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346159202","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7121354,0.00058333826,0.0005544296,0.27235153,0.012393692,0.00015708084,0.000010237824,0.0000066383714,0.0018076603],"genre_scores_gemma":[0.98264796,0.00524229,0.0006675577,0.009637077,0.0016014883,0.00001544894,0.000021680231,0.0000121685825,0.00015430401],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9917728,0.0006191719,0.0017792587,0.00016576641,0.0053999554,0.00026309546],"domain_scores_gemma":[0.9940962,0.0013710692,0.0011190047,0.000115787385,0.0028149234,0.000482998],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026897134,0.00012807325,0.00028344986,0.00027150122,0.000058566457,0.000008748405,0.001044297,0.0002211058,0.0017433541],"category_scores_gemma":[0.016228937,0.00008767726,0.00006954996,0.00017880485,0.00009206562,0.0006428448,0.00008724583,0.00077009253,0.000026784559],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021677471,0.0013558366,0.09678006,0.00017161359,0.0003882917,0.00045083478,0.019657949,0.000029192724,0.00034020457,0.006224961,0.2987458,0.5736875],"study_design_scores_gemma":[0.014195921,0.00037450122,0.411258,0.036863122,0.00010513927,0.00084146054,0.12551543,0.0008646426,0.00027828955,0.008539134,0.40051413,0.0006502376],"about_ca_topic_score_codex":0.63273793,"about_ca_topic_score_gemma":0.31281948,"teacher_disagreement_score":0.57303727,"about_ca_system_score_codex":0.0026259162,"about_ca_system_score_gemma":0.02378639,"threshold_uncertainty_score":0.9991692},"labels":[],"label_agreement":null},{"id":"W2346717492","doi":"","title":"Notre façon de faire ici Promouvoir une culture interprofessionnelle dans les soins primaires","year":2009,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.02896283001718781,"score_gpt":0.35353616500830765,"score_spread":0.32457333499111984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346717492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74536777,0.015495692,0.0016437209,0.17415944,0.011493559,0.005939307,0.00034129442,0.0008297456,0.04472947],"genre_scores_gemma":[0.87984926,0.0012571624,0.0021039152,0.0046490054,0.003353352,0.0003558028,0.00018220814,0.000103079146,0.10814625],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.986598,0.0018211985,0.0014646098,0.0010367198,0.0007461554,0.008333305],"domain_scores_gemma":[0.995162,0.00031558343,0.00063921616,0.00087072456,0.00020340453,0.002809045],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0012155727,0.00088311965,0.0009453875,0.00013573062,0.0021493256,0.00008433061,0.00093643833,0.0018616073,0.0006839144],"category_scores_gemma":[0.0008430202,0.0007910102,0.00035211368,0.00095700094,0.0004201739,0.0005496427,0.00028541315,0.0032988887,0.00033800633],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006442067,0.0016356799,0.26730418,0.0022360687,0.00009019216,0.0002807894,0.17961466,0.00019625388,0.00018399379,0.022476895,0.3336441,0.19169298],"study_design_scores_gemma":[0.0020589216,0.0004185737,0.66507214,0.0054850727,0.0001834397,0.00005625547,0.055782177,0.0007743814,0.00045665656,0.006437929,0.26234356,0.00093088625],"about_ca_topic_score_codex":0.005286932,"about_ca_topic_score_gemma":0.01260181,"teacher_disagreement_score":0.397768,"about_ca_system_score_codex":0.004760568,"about_ca_system_score_gemma":0.0025168255,"threshold_uncertainty_score":0.9994541},"labels":[],"label_agreement":null},{"id":"W2346762903","doi":"10.14288/1.0075919","title":"Specialty and practice location decisions of physicians entering postgraduate training in British Columbia, 1974-1978","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Training (meteorology); Medical education; Medicine; Family medicine; Geography","score_opus":0.03142124990990124,"score_gpt":0.29967854658402493,"score_spread":0.2682572966741237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2346762903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99119097,0.00021870174,0.00048499214,0.00040913938,0.00032066106,0.0007268159,0.00013756707,0.00006243846,0.0064487252],"genre_scores_gemma":[0.9959548,0.0006851142,0.0019923477,0.00031813816,0.00010015724,0.0000027794097,0.000030774096,0.00002101371,0.0008948714],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99746037,0.0006587565,0.0004941059,0.00047647912,0.00035458317,0.00055570155],"domain_scores_gemma":[0.9972621,0.001128113,0.00057594554,0.00031298655,0.0005562585,0.00016456268],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011550148,0.00005940906,0.0005490526,0.000060987986,0.00071148993,0.00007419448,0.0002907817,0.00020990199,0.00010266532],"category_scores_gemma":[0.001214224,0.0002671576,0.0000700822,0.0006112117,0.00029688858,0.0005790371,0.00022153131,0.0004146804,0.000016525852],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032407628,0.00017213161,0.1376548,0.0003808504,0.000025325004,0.0000680737,0.0060769566,0.000013383219,0.00007705543,0.000011867089,0.004276762,0.8512104],"study_design_scores_gemma":[0.0015796083,0.00014001239,0.94577104,0.0044928715,0.00003987428,0.000045161232,0.041250013,0.00021633277,9.333923e-8,0.0005872553,0.0056866473,0.00019109178],"about_ca_topic_score_codex":0.7877934,"about_ca_topic_score_gemma":0.98746485,"teacher_disagreement_score":0.8510193,"about_ca_system_score_codex":0.00022415342,"about_ca_system_score_gemma":0.00026609507,"threshold_uncertainty_score":0.99997807},"labels":[],"label_agreement":null},{"id":"W2347208509","doi":"10.1136/bmjopen-2015-010153","title":"City mouse, country mouse: a mixed-methods evaluation of perceived communication barriers between rural family physicians and urban consultants in Newfoundland and Labrador, Canada","year":2016,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Family medicine; Thematic analysis; Qualitative property; Rural area; Nursing; Qualitative research","score_opus":0.08824629995249003,"score_gpt":0.4905566040633094,"score_spread":0.40231030411081936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2347208509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895311,0.00033375114,0.000019370114,0.0014300911,0.00011727833,0.0061232224,0.00039965278,0.000017490336,0.0020280734],"genre_scores_gemma":[0.99651253,0.000188496,0.0011885228,0.0006780588,0.00004339468,0.00047298902,0.00006305873,0.0000226703,0.00083028356],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99468285,0.0034330015,0.000732789,0.0002618093,0.0004600968,0.00042943165],"domain_scores_gemma":[0.99676234,0.0014920491,0.0004635946,0.0005634812,0.000507156,0.00021138374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0046604383,0.00017737878,0.0005347575,0.000056111192,0.00045101682,0.000021860234,0.00038997392,0.00018230903,0.00007594881],"category_scores_gemma":[0.0013806709,0.00014350105,0.0000109461325,0.00027493056,0.0001885859,0.00030223877,0.00040696005,0.00026625895,0.0000025191855],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016639537,0.0000134390275,0.9684584,0.00015282794,0.000026970376,4.4843932e-7,0.0042755706,0.0000022948818,0.0011254513,0.00019809068,0.006721388,0.018858688],"study_design_scores_gemma":[0.0035671825,0.000047286143,0.97452015,0.0014376357,0.000045057535,5.51314e-7,0.016938917,0.00023942867,0.000029239252,0.00029091007,0.0026864873,0.00019715093],"about_ca_topic_score_codex":0.8220343,"about_ca_topic_score_gemma":0.90955955,"teacher_disagreement_score":0.08752527,"about_ca_system_score_codex":0.0009658792,"about_ca_system_score_gemma":0.0025956023,"threshold_uncertainty_score":0.58518034},"labels":[],"label_agreement":null},{"id":"W2350128608","doi":"","title":"Social accountability: Nunavut perspective.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Accountability; Perspective (graphical); Data science; Computer science; Political science; Law; Artificial intelligence","score_opus":0.08848754244326164,"score_gpt":0.43233422897993495,"score_spread":0.34384668653667333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2350128608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6691241,0.0003456211,0.000059056092,0.056027617,0.0015397737,0.0031937344,0.000046510308,0.0005585849,0.269105],"genre_scores_gemma":[0.97498196,0.000040266696,0.000033331835,0.0020249218,0.0012637015,0.003536421,0.000001500155,0.00002855349,0.018089337],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99736303,0.00037915815,0.00039474285,0.00036450292,0.00030364018,0.0011949235],"domain_scores_gemma":[0.9984997,0.0004962417,0.00015201232,0.000297325,0.00031259697,0.00024210301],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00092528574,0.00014900822,0.00025607654,0.00005748392,0.00077595876,0.0000071248855,0.00023713759,0.00023484512,0.0010056383],"category_scores_gemma":[0.00060250296,0.000098130135,0.000072997114,0.00022203286,0.00012876325,0.00019244192,0.00013433342,0.00028356625,0.0012181697],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032085943,0.00014855771,0.4825919,0.00018428468,0.000050831786,0.0000057328884,0.0086073885,6.0042716e-8,0.000024084018,0.111587726,0.16470906,0.2317695],"study_design_scores_gemma":[0.000855506,0.0000089299365,0.687441,0.000047636026,0.000011236292,5.754187e-7,0.005032813,3.3963593e-7,0.00001354498,0.015394253,0.29104272,0.00015144757],"about_ca_topic_score_codex":0.0005511798,"about_ca_topic_score_gemma":0.00069484796,"teacher_disagreement_score":0.30585784,"about_ca_system_score_codex":0.0015411895,"about_ca_system_score_gemma":0.0001520928,"threshold_uncertainty_score":0.99990755},"labels":[],"label_agreement":null},{"id":"W2354581498","doi":"","title":"The UK: The Leader of International Research Base—Based on International Comparative Performance of the UK Research Base-2013","year":2015,"lang":"en","type":"article","venue":"Ke-ji guanli yanjiu","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Comparative research; Human capital; Comparative advantage; Knowledge base; Research centre; Regional science; Political science; Business; Economic growth; Economics; International trade; Sociology; Library science; Computer science; Social science","score_opus":0.47977529741694236,"score_gpt":0.5827290774102362,"score_spread":0.1029537799932938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2354581498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82317245,0.00049640145,0.000019691943,0.065980524,0.0030674213,0.0023245139,0.00015601117,0.000032607186,0.10475036],"genre_scores_gemma":[0.98615795,0.00016123278,0.00018561,0.0009049105,0.0006174103,0.00027504278,0.000038222177,0.000027498085,0.011632133],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99038404,0.0036135218,0.00097511814,0.00041308737,0.0035963731,0.0010178701],"domain_scores_gemma":[0.98717546,0.0068652555,0.00043283455,0.001229035,0.004087408,0.00021002539],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012015407,0.00021753453,0.00032766114,0.00026800414,0.0017983525,0.00003940144,0.002601954,0.00021697518,0.0011446817],"category_scores_gemma":[0.002133108,0.00011196153,0.0001212318,0.00096158555,0.0014071551,0.00012457334,0.0008250622,0.002436432,0.00049104093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023043442,0.00031899885,0.2698664,0.00015477455,0.000103084785,0.0000026350133,0.013796116,0.001921758,0.0001903969,0.02307201,0.6872005,0.0010689958],"study_design_scores_gemma":[0.005367232,0.0016290353,0.18541387,0.004093997,0.000029557597,0.00000442263,0.09173003,0.10134645,0.0036943497,0.0039605256,0.60226166,0.00046889845],"about_ca_topic_score_codex":0.002633307,"about_ca_topic_score_gemma":0.002492002,"teacher_disagreement_score":0.16298547,"about_ca_system_score_codex":0.0007509623,"about_ca_system_score_gemma":0.0015473273,"threshold_uncertainty_score":0.999865},"labels":[],"label_agreement":null},{"id":"W2362133635","doi":"","title":"The Postgraduate Education in Canada:Challenges and Strategies","year":2009,"lang":"en","type":"article","venue":"Waiguo jiaoyu yanjiu","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Globalization; Political science; Higher education; Knowledge economy; Quality (philosophy); Process (computing); State (computer science); Public relations; Economic growth; Business; Economics; Computer science","score_opus":0.03912741824111965,"score_gpt":0.39939065120655076,"score_spread":0.3602632329654311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2362133635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8228849,0.028208017,0.0000010643024,0.050786976,0.00086968404,0.0007513309,0.000005340433,0.00005457625,0.09643809],"genre_scores_gemma":[0.984941,0.009951814,0.00008257515,0.0024404055,0.00017093774,0.00003765794,0.000006489144,0.000012294013,0.0023568182],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9980571,0.00034146724,0.00045065055,0.00024751216,0.00023109837,0.0006721216],"domain_scores_gemma":[0.99888843,0.00037163115,0.0001404291,0.0003191618,0.00010912948,0.0001712203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044369354,0.00015859673,0.00020456788,0.00004823842,0.00059826067,0.000018358158,0.00019497501,0.00009840317,0.000028624932],"category_scores_gemma":[0.00009143288,0.00011509961,0.00001553816,0.00012751632,0.000040902385,0.0001456754,0.000038807866,0.0004552765,0.000038176957],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011373219,0.00007420595,0.019949142,0.00021179813,0.000010455792,0.000013214325,0.0075956034,0.000017115317,0.00002966508,0.24713057,0.031473905,0.6933806],"study_design_scores_gemma":[0.0003723992,0.00008434917,0.7138099,0.00047536736,0.0000067911737,0.000004121121,0.08705078,0.00006171685,0.00000567791,0.035427783,0.1625084,0.00019272917],"about_ca_topic_score_codex":0.7170952,"about_ca_topic_score_gemma":0.9787683,"teacher_disagreement_score":0.69386077,"about_ca_system_score_codex":0.00063180464,"about_ca_system_score_gemma":0.0066123256,"threshold_uncertainty_score":0.99901927},"labels":[],"label_agreement":null},{"id":"W2364604290","doi":"","title":"RESEARCH ON THE SEASONAL REGULARITY OF UTILIZATION OF RURAL MUTUAL HEALTH CARE SERVICES","year":2008,"lang":"en","type":"article","venue":"Xiandai yufang yixue","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Environmental health; Health services; Rural health; Health care; Index (typography); Rural area; Medical care; Service (business); Business; Geography; Family medicine; Economic growth; Economics; Population","score_opus":0.19639966257066838,"score_gpt":0.5214432098429137,"score_spread":0.3250435472722453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364604290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789405,0.002275494,0.000014563247,0.005436036,0.00030999864,0.0011640225,0.0001686167,0.000053799035,0.011636993],"genre_scores_gemma":[0.9966809,0.00040477727,0.00013953332,0.0011215155,0.00022200934,0.000054157543,0.00012361426,0.00002449141,0.0012289862],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953475,0.001948854,0.0007057097,0.00021499672,0.001036994,0.00074595574],"domain_scores_gemma":[0.99695617,0.0009390786,0.00038018278,0.0006027135,0.00093178096,0.00019008548],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018741755,0.00015387413,0.0004052235,0.0001462606,0.0015796551,0.0000041186686,0.0004081732,0.00022586531,0.00040732775],"category_scores_gemma":[0.00013721127,0.00010965861,0.00007887556,0.00079191837,0.0002987677,0.00009188703,0.00016691601,0.0008126724,0.00010026891],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00216533,0.0005818343,0.39798915,0.011225198,0.00011166516,0.000013893359,0.24943648,0.00021286374,0.00021909256,0.16019738,0.16649835,0.0113487635],"study_design_scores_gemma":[0.0030372299,0.0018673356,0.47055662,0.009199522,0.00002600192,0.000011698545,0.38075966,0.0009154343,0.0019046305,0.0017588922,0.1294999,0.00046306395],"about_ca_topic_score_codex":0.004737001,"about_ca_topic_score_gemma":0.0014024265,"teacher_disagreement_score":0.15843849,"about_ca_system_score_codex":0.0003299278,"about_ca_system_score_gemma":0.0010777205,"threshold_uncertainty_score":0.99972016},"labels":[],"label_agreement":null},{"id":"W2391359548","doi":"","title":"Health worker migration in Canada: Histories, geographies, and ethics (Working paper number 12-02)","year":2012,"lang":"en","type":"article","venue":"UWE Research Repository (UWE Bristol)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Atlantic Canada Opportunities Agency; Simon Fraser University; Agriculture and Agri-Food Canada; Public Safety Canada; U.S. Department of Justice; Public Health Agency; Australian Government; Public Health Agency of Canada","keywords":"Workforce; Immigration; Health care; Political science; Public relations; Nursing; Sociology; Medicine; Law","score_opus":0.12853956628470117,"score_gpt":0.4511654934325555,"score_spread":0.3226259271478543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391359548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84852105,0.05827508,0.000022559381,0.024294868,0.005263028,0.0030572677,0.000023521206,0.00020798914,0.060334627],"genre_scores_gemma":[0.9861244,0.0028002234,0.00042579917,0.0017200592,0.0010389095,0.00028704142,0.00004265773,0.00007345047,0.007487477],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98790145,0.005439584,0.0012976213,0.000654351,0.001885915,0.002821081],"domain_scores_gemma":[0.99443644,0.002641399,0.0004073405,0.00078003213,0.0005133764,0.0012214018],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0074186637,0.0003463013,0.0006721708,0.0003321837,0.0034516118,0.00004743193,0.0003666417,0.00058970664,0.00012213193],"category_scores_gemma":[0.0009042758,0.00033450226,0.000060929375,0.0012035299,0.0003405996,0.0004416427,0.00030624476,0.0049909484,0.00004939032],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00013437825,0.000068480425,0.8657746,0.0005269587,0.00001830528,0.000049874492,0.010170618,0.0000030252234,0.000019885209,0.0021688319,0.11721714,0.0038479296],"study_design_scores_gemma":[0.00036104728,0.000041554373,0.33962065,0.0010484229,0.0000056807667,0.000029412278,0.0068169096,0.000024902318,0.000007170306,0.00011535385,0.6517047,0.00022419354],"about_ca_topic_score_codex":0.98600274,"about_ca_topic_score_gemma":0.9898923,"teacher_disagreement_score":0.53448755,"about_ca_system_score_codex":0.010886797,"about_ca_system_score_gemma":0.0111384755,"threshold_uncertainty_score":0.9999107},"labels":[],"label_agreement":null},{"id":"W2391700119","doi":"10.1016/j.eurpsy.2016.01.449","title":"Task-shifting within health care systems – a general review of the literature and implications for mental healthcare","year":2016,"lang":"en","type":"review","venue":"European Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cumulative Environmental Management Association; University of Alberta","funders":"","keywords":"Task (project management); Health care; Mental health; Workforce; Nursing; Remuneration; Quality (philosophy); Medicine; Public relations; Business; Psychology; Political science; Psychiatry","score_opus":0.054147123792452026,"score_gpt":0.4661966368479972,"score_spread":0.4120495130555452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391700119","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005094274,0.9607312,0.000008546118,0.014872136,0.0066829408,0.011087163,0.005100751,0.00010559555,0.0014065481],"genre_scores_gemma":[0.000014740349,0.9866561,0.0010100727,0.007288494,0.002201675,0.000624709,0.0007697169,0.0002071578,0.0012273031],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98982835,0.0052664788,0.0029323746,0.0008124678,0.00027640318,0.00088391936],"domain_scores_gemma":[0.9937861,0.0002772854,0.0037115798,0.0014150444,0.00041579257,0.00039419677],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0020385475,0.00062255707,0.002127468,0.00011702458,0.001655682,0.000025444766,0.00080858765,0.00029827066,0.000009941808],"category_scores_gemma":[0.000160148,0.0003576177,0.00051215355,0.00060640875,0.00008720341,0.00007013218,0.00036601632,0.001166379,0.000042230167],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057800275,0.000015440783,0.00027098708,0.74572873,0.000054916767,2.1688876e-7,0.0037848365,1.9046006e-8,2.2435461e-8,0.009990584,0.12736753,0.11278095],"study_design_scores_gemma":[0.00016591906,0.000055728793,0.000029969422,0.46352652,0.00008253514,0.000015601754,0.0005384949,8.82861e-8,1.0442531e-9,0.000028970531,0.5353987,0.0001574197],"about_ca_topic_score_codex":0.00005507647,"about_ca_topic_score_gemma":0.000082261344,"teacher_disagreement_score":0.40803123,"about_ca_system_score_codex":0.0005232355,"about_ca_system_score_gemma":0.0024723061,"threshold_uncertainty_score":0.9998876},"labels":[],"label_agreement":null},{"id":"W2393839082","doi":"10.7748/ns.30.37.24.s21","title":"Shaping the future","year":2016,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Psychology; Computer science","score_opus":0.052260741337426385,"score_gpt":0.45485223688263005,"score_spread":0.4025914955452037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2393839082","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22810572,0.007729118,0.008006848,0.45330942,0.018302929,0.0022450418,0.00019377958,0.0010325682,0.28107455],"genre_scores_gemma":[0.9813467,0.00032051088,0.0009978872,0.004391309,0.0036583475,0.000054749413,0.0000029424853,0.00004728629,0.009180228],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99804026,0.00033772684,0.00032604169,0.00021799965,0.00036144032,0.0007165186],"domain_scores_gemma":[0.998746,0.0004123129,0.00013085904,0.000408063,0.00017116753,0.00013162478],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006870733,0.00012891991,0.00018782124,0.000033165412,0.0014949432,0.000010063517,0.00023451811,0.00016467844,0.0012476344],"category_scores_gemma":[0.00010746845,0.00006042967,0.000048913967,0.00017753307,0.0001488065,0.00009486882,0.000029917128,0.00034736315,0.00046838977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027622774,0.000013949155,0.010653955,0.000052407144,0.000010288284,0.000003902371,0.0063843993,5.348416e-7,0.00015549883,0.055212133,0.4670174,0.4602193],"study_design_scores_gemma":[0.0006545599,0.00007087396,0.0050637512,0.0033089977,0.000011740712,0.0000024200867,0.0065176645,0.0000035318428,0.00004655448,0.0105761485,0.9736318,0.00011198152],"about_ca_topic_score_codex":0.000017217315,"about_ca_topic_score_gemma":0.000062439474,"teacher_disagreement_score":0.753241,"about_ca_system_score_codex":0.00073974614,"about_ca_system_score_gemma":0.00025123823,"threshold_uncertainty_score":0.999805},"labels":[],"label_agreement":null},{"id":"W2394818803","doi":"10.7748/ns.29.47.30.s37","title":"Academic bodies have no business meddling in fees","year":2015,"lang":"en","type":"letter","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Bust; Taxpayer; Boom; Workforce; Business; Political science; Public relations; Law; Engineering","score_opus":0.08958808785620238,"score_gpt":0.4687795372277541,"score_spread":0.37919144937155175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2394818803","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004401975,0.009502343,0.000098649645,0.8616529,0.014874589,0.0023671289,0.00059210975,0.0005836999,0.10592657],"genre_scores_gemma":[0.005133375,0.002339655,0.0031070875,0.8790075,0.037203047,0.000477564,0.0015135878,0.0006503638,0.070567794],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924234,0.0010954379,0.0016192696,0.0009076163,0.0015922553,0.0023619873],"domain_scores_gemma":[0.9956076,0.00083099003,0.00079658575,0.0007654655,0.0017392434,0.00026009534],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0019183239,0.00072889676,0.0015445084,0.00053861795,0.000794868,0.000034278495,0.0006955249,0.004082462,0.0004215131],"category_scores_gemma":[0.0014691446,0.0006927935,0.00010428195,0.00043134464,0.0003446804,0.00023114687,0.00013282055,0.011688374,0.00077520206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026965907,0.000010999495,0.004592513,0.0013145928,0.000015363117,0.00015555201,0.007785423,0.0000145940985,0.0000022374982,0.000039217786,0.982437,0.0033628123],"study_design_scores_gemma":[0.0011086363,0.00007969865,0.0006062372,0.03530108,0.000057609617,0.0000067249857,0.0026557595,0.000029578905,0.0000033038539,0.003924263,0.95563024,0.0005968646],"about_ca_topic_score_codex":0.0009106865,"about_ca_topic_score_gemma":0.0003491811,"teacher_disagreement_score":0.035358787,"about_ca_system_score_codex":0.0056756907,"about_ca_system_score_gemma":0.0026180982,"threshold_uncertainty_score":0.9995523},"labels":[],"label_agreement":null},{"id":"W2395422201","doi":"10.1097/01.jaa.0000466596.15540.1d","title":"Should international medical graduates work as physician assistants?","year":2015,"lang":"en","type":"letter","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Economic shortage; Scope of practice; Medical education; Competition (biology); Quality (philosophy); Nova scotia; Physician assistants; Health care; Medicine; Nurse practitioners; Psychology; Nursing; Political science; Public relations; Sociology; Law","score_opus":0.12158653836787824,"score_gpt":0.4705638975434765,"score_spread":0.34897735917559825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2395422201","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009849647,0.0005500971,0.000009462682,0.7474902,0.011591788,0.0006989012,0.00012272132,0.0003179139,0.23823394],"genre_scores_gemma":[0.0015770902,0.00015349608,0.00023073658,0.86600107,0.028568303,0.00024774813,0.0014144102,0.00014424734,0.10166291],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924763,0.0009088994,0.001180192,0.000774885,0.0031746025,0.0014851121],"domain_scores_gemma":[0.9962282,0.0010565616,0.00069549534,0.0008237445,0.00064276403,0.00055322767],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0011909415,0.0005734824,0.00090009655,0.00020920452,0.00048366864,0.000039617862,0.0014278173,0.0031456181,0.0076979296],"category_scores_gemma":[0.0011592782,0.0004917756,0.0002082112,0.0004522426,0.00019083283,0.00013699054,0.0004996794,0.008379687,0.015468686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057602614,0.000038139548,0.0024430386,0.00022998995,0.00008722994,0.00045772622,0.00052590505,3.903829e-7,2.5453437e-7,0.00033162066,0.99159676,0.004231373],"study_design_scores_gemma":[0.00059268554,0.000050545397,0.00048663863,0.0031293451,0.00004415503,0.0000045140623,0.0004227081,0.000021682212,6.8392677e-7,0.0034974853,0.9913225,0.00042703413],"about_ca_topic_score_codex":0.000761053,"about_ca_topic_score_gemma":0.00013796837,"teacher_disagreement_score":0.13657103,"about_ca_system_score_codex":0.0011401222,"about_ca_system_score_gemma":0.0018070716,"threshold_uncertainty_score":0.9997534},"labels":[],"label_agreement":null},{"id":"W2396714558","doi":"","title":"Cross-cultural medical education and training.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Health Sciences Centre","funders":"","keywords":"Pace; Globalization; Training (meteorology); Immigration; Order (exchange); Medical education; Political science; Economic growth; Public relations; Business; Medicine; Economics; Geography","score_opus":0.1075036859365743,"score_gpt":0.4583494204442239,"score_spread":0.35084573450764955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2396714558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9154865,0.0008865406,0.0000022075085,0.0054799463,0.001226025,0.00076852244,0.0000030480585,0.00012378223,0.07602339],"genre_scores_gemma":[0.9713204,0.0003155733,0.00013149886,0.005491842,0.0007225918,0.0018725876,0.000015578406,0.000011998633,0.020117965],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983379,0.00015536768,0.00034242787,0.00020323224,0.00031497443,0.0006460519],"domain_scores_gemma":[0.9988461,0.00016798684,0.000091475595,0.00014072748,0.0001579837,0.00059573184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053741795,0.00009574902,0.00016625511,0.000036101355,0.00078105193,0.000008259321,0.0001190325,0.00022149665,0.0005840493],"category_scores_gemma":[0.0014565815,0.000076677636,0.00002199626,0.00013846364,0.00021915822,0.00018064819,0.000059828617,0.0003839511,0.000100495396],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036748716,0.0000664282,0.52326196,0.00010741499,0.000007595631,0.0000085604825,0.009342587,2.0339422e-7,2.7959595e-7,0.0026956308,0.06780735,0.39666525],"study_design_scores_gemma":[0.00036033904,0.000006043641,0.73944056,0.000042768545,0.000002569599,0.00003107397,0.001353788,0.000009373058,8.856598e-7,0.00022579962,0.25845745,0.000069360016],"about_ca_topic_score_codex":0.0003467535,"about_ca_topic_score_gemma":0.00010242899,"teacher_disagreement_score":0.3965959,"about_ca_system_score_codex":0.00011655236,"about_ca_system_score_gemma":0.0005913557,"threshold_uncertainty_score":0.63949305},"labels":[],"label_agreement":null},{"id":"W2397012744","doi":"10.22605/rrh3126","title":"Impact of the Northern Studies Stream and Rehabilitation Studies programs on recruitment and retention to rural and remote practice: 2002-2010","year":2015,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University; NOSM University; McMaster University","funders":"McMaster University","keywords":"Rehabilitation; Rural area; Medicine; Graduation (instrument); Demographics; Economic shortage; Work (physics); Workforce; Mandate; Retention rate; Family medicine; Medical education; Nursing; Physical therapy; Demography; Business; Political science","score_opus":0.15881965462414663,"score_gpt":0.5049724074817105,"score_spread":0.34615275285756386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397012744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9325247,0.02305709,0.00000252709,0.03984028,0.0004956854,0.0038828277,0.00001731483,0.00004576612,0.0001338019],"genre_scores_gemma":[0.9544836,0.038196847,0.004236133,0.0014140281,0.00022672786,0.00003497295,0.000012603683,0.00003529438,0.0013597412],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9969331,0.0010861242,0.0007244298,0.00033312704,0.0003559735,0.0005672512],"domain_scores_gemma":[0.9972943,0.00079966563,0.0005649996,0.00029283913,0.00057752145,0.00047066688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019684152,0.0002653003,0.00059835723,0.000080526646,0.0008751049,0.000015878119,0.0000616001,0.00013918536,0.0000015544846],"category_scores_gemma":[0.0014098596,0.00014953401,0.000045759945,0.00025077412,0.00026868135,0.00017528002,0.00021555144,0.00040137308,0.0000047802146],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011327283,0.000106277526,0.064844616,0.0021521857,0.00017391575,0.000001640946,0.066511676,0.0000086047485,0.000017268781,0.00015144293,0.0051870635,0.8597126],"study_design_scores_gemma":[0.004224291,0.018597404,0.5854952,0.017986057,0.0001756556,0.00006269792,0.34665152,0.0005461114,0.000004121063,0.0067474185,0.018948626,0.0005609266],"about_ca_topic_score_codex":0.0095268525,"about_ca_topic_score_gemma":0.0060522757,"teacher_disagreement_score":0.85915166,"about_ca_system_score_codex":0.00058448454,"about_ca_system_score_gemma":0.00028463174,"threshold_uncertainty_score":0.9970688},"labels":[],"label_agreement":null},{"id":"W2397014897","doi":"","title":"Health resource utilization and rehabilitation.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Iamgold (Canada)","funders":"","keywords":"Rehabilitation; Resource (disambiguation); Business; Medicine; Computer science; Physical therapy","score_opus":0.0691950114103424,"score_gpt":0.4034205052506792,"score_spread":0.3342254938403368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397014897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6428577,0.0076005673,0.00085135445,0.2601298,0.0011493189,0.011378712,0.000038584123,0.0009477575,0.07504624],"genre_scores_gemma":[0.98528427,0.00025085654,0.0018771839,0.008014029,0.00018685132,0.0020754521,0.000027448137,0.000025001906,0.002258915],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9980859,0.0003465489,0.00045594896,0.00024969946,0.00018921959,0.0006726862],"domain_scores_gemma":[0.99878454,0.0004008116,0.00017408287,0.00022826229,0.00007731363,0.00033499088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011088431,0.00009727702,0.000196366,0.00008101001,0.00067298155,0.0000069951247,0.000074238174,0.000107358435,0.000026093805],"category_scores_gemma":[0.0006832159,0.00009155493,0.000020055397,0.0002847469,0.000072964736,0.00010691049,0.00005581082,0.00023539284,0.00005562008],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016612129,0.00014102856,0.17542246,0.0014941683,0.000015361373,0.0000022759618,0.0202661,0.00012134367,3.924894e-7,0.10579704,0.10035144,0.5962223],"study_design_scores_gemma":[0.0007353116,0.000040872314,0.56542784,0.00012499724,0.0000024972283,9.78579e-7,0.0024266795,0.0000047097205,6.3147127e-7,0.0055647804,0.4256007,0.0000699885],"about_ca_topic_score_codex":0.0007495574,"about_ca_topic_score_gemma":0.0004592731,"teacher_disagreement_score":0.5961523,"about_ca_system_score_codex":0.00048041507,"about_ca_system_score_gemma":0.00015890556,"threshold_uncertainty_score":0.51760983},"labels":[],"label_agreement":null},{"id":"W2398136503","doi":"10.1503/cmaj.109-5196","title":"Optimism for restoration of refugee health care","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Optimism; Government (linguistics); Swift; Health care; Political science; Medicine; Action (physics); Computer science; Psychology; Law","score_opus":0.049013968284200286,"score_gpt":0.4337037852648671,"score_spread":0.3846898169806668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398136503","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2567165,0.011437668,0.0035285265,0.64931697,0.022770343,0.004757322,0.0007433403,0.00018847923,0.050540883],"genre_scores_gemma":[0.8714156,0.000505486,0.011721968,0.09861371,0.01114402,0.0001676053,0.00031071366,0.00009586362,0.006025034],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963166,0.0006968243,0.0009536944,0.00012535766,0.0011508231,0.0007567157],"domain_scores_gemma":[0.99355567,0.00034622021,0.0008241862,0.000120285506,0.0020362814,0.0031173544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004581589,0.00009553785,0.0003146111,0.00015262284,0.0007052967,0.0000107499,0.00020072174,0.00051799964,0.0005469803],"category_scores_gemma":[0.005283751,0.000090437396,0.000064123386,0.00021456646,0.000022598468,0.00011214195,0.000013745269,0.00091330754,0.00008540575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029363797,0.000008973025,0.020777635,0.000100576886,0.00001963466,0.0000068849486,0.008042416,0.000022023607,2.815816e-7,0.00212017,0.95478976,0.0140822865],"study_design_scores_gemma":[0.0013585833,0.00019627785,0.0019149237,0.00034290817,0.0000072591743,0.000007395182,0.015169248,0.00011860359,9.633118e-7,0.00043428392,0.980372,0.00007754577],"about_ca_topic_score_codex":0.011075324,"about_ca_topic_score_gemma":0.12997644,"teacher_disagreement_score":0.6146991,"about_ca_system_score_codex":0.006602674,"about_ca_system_score_gemma":0.026172057,"threshold_uncertainty_score":0.9972108},"labels":[],"label_agreement":null},{"id":"W2398170627","doi":"10.14288/1.0075955","title":"Nursing workforce study, volume 3 : an inventory of nursing program enrolments and graduates in Canada by province/territory, 1998","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Medicine; Economic growth; Economics","score_opus":0.02108933647398238,"score_gpt":0.2985290730717495,"score_spread":0.2774397365977671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398170627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99581534,0.00033503264,0.000016730313,0.0001483112,0.00032188348,0.0018067177,0.000071535105,0.00006266832,0.0014218043],"genre_scores_gemma":[0.9988915,0.000041258376,0.00028089219,0.00005512637,0.000038738897,0.0000060305338,0.000039272058,0.000024124412,0.000623077],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99737525,0.0006177251,0.00041933067,0.00048849115,0.00043576135,0.0006634567],"domain_scores_gemma":[0.99874824,0.000080703925,0.0003812145,0.00033078674,0.000121828074,0.00033724145],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047454066,0.00009259724,0.0005145685,0.00006426061,0.0005261349,0.000021558419,0.00034620642,0.00014632632,0.000022280294],"category_scores_gemma":[0.000028821698,0.00027604098,0.000036517537,0.00026742573,0.00032320895,0.00034251623,0.000084454754,0.00037799822,0.0000026915152],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022419292,0.0005538395,0.56501746,0.00017064044,0.00000896654,0.00001501446,0.0020767506,0.00000374393,0.000008682485,0.0000012593833,0.006217433,0.4259038],"study_design_scores_gemma":[0.0017147949,0.0005064775,0.94175965,0.0038687938,0.000034224708,0.000003874651,0.048914272,0.0015647335,2.4610728e-7,0.00018214027,0.0012398779,0.00021089411],"about_ca_topic_score_codex":0.9886506,"about_ca_topic_score_gemma":0.99736,"teacher_disagreement_score":0.42569292,"about_ca_system_score_codex":0.0013915807,"about_ca_system_score_gemma":0.000987108,"threshold_uncertainty_score":0.9999692},"labels":[],"label_agreement":null},{"id":"W2398946269","doi":"","title":"New thinking on an old problem: an introduction to \"the rural health workforce in Canada\".","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Workforce; Economic growth; Business; Political science; Public relations; Economics","score_opus":0.05392201971236905,"score_gpt":0.34886682227361393,"score_spread":0.2949448025612449,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398946269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.758551,0.0002203588,0.000063071064,0.23073031,0.0025076184,0.005740617,0.000009574756,0.00018424174,0.0019932068],"genre_scores_gemma":[0.9481094,0.00007909398,0.0011894398,0.035254315,0.0038419073,0.0019476877,0.000055123895,0.000054040895,0.009468979],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99546766,0.00094825064,0.0007722039,0.00046559784,0.000608654,0.0017376471],"domain_scores_gemma":[0.9977315,0.00013627531,0.00025128253,0.00072604883,0.000079476864,0.0010753896],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017198676,0.00022509371,0.0003532267,0.0001327919,0.0013665195,0.000014069428,0.0004737179,0.00011692205,0.00008016697],"category_scores_gemma":[0.00014678731,0.00017762597,0.000023885696,0.0007775242,0.000020106208,0.00026623887,0.00007737017,0.000961382,0.00005164079],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039741167,0.000090250156,0.14798573,0.00010948547,0.0000081519165,0.000013100847,0.021054309,0.003998956,5.5645427e-7,0.008176201,0.50908655,0.30907932],"study_design_scores_gemma":[0.0006708558,0.00013564991,0.64044625,0.00016796617,0.0000033505614,0.000009765179,0.0063375905,0.00007352133,0.0000036395659,0.00068580534,0.35121632,0.000249312],"about_ca_topic_score_codex":0.9337225,"about_ca_topic_score_gemma":0.98624885,"teacher_disagreement_score":0.4924605,"about_ca_system_score_codex":0.0039962353,"about_ca_system_score_gemma":0.0028331752,"threshold_uncertainty_score":0.99993354},"labels":[],"label_agreement":null},{"id":"W2399252728","doi":"","title":"Transition programs for internationally educated nurses: what can the United States learn from the United Kingdom, Australia, and Canada?","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Nursing; Standardization; Political science; Transition (genetics); Medicine; Public relations; Economic growth; Public administration; Law","score_opus":0.1119611564872129,"score_gpt":0.3914612459999039,"score_spread":0.279500089512691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399252728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93328583,0.00017462228,0.000024188921,0.059843548,0.0021531219,0.0042266888,0.00018545664,0.00007003965,0.00003650245],"genre_scores_gemma":[0.98127705,0.00007400413,0.00004428469,0.009163135,0.00057250174,0.004428316,0.0029460131,0.000030668343,0.0014640506],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99748147,0.00056231424,0.0004173361,0.00020382745,0.0003064055,0.0010286446],"domain_scores_gemma":[0.99759513,0.0012920497,0.00021295522,0.00025069437,0.00032565364,0.0003235224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008046996,0.00018705272,0.00017889484,0.0000683836,0.00086755253,0.000079989324,0.00028251903,0.00013011243,0.00005552009],"category_scores_gemma":[0.00020428363,0.00011394967,0.00003289019,0.00040784324,0.000121868055,0.00022446665,0.000036065914,0.00045760596,0.0000049091436],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011360274,0.0005522093,0.44024405,0.0005582181,0.0006815698,0.0000044280146,0.11133189,0.00031225072,0.000006984529,0.013775834,0.35788915,0.07350741],"study_design_scores_gemma":[0.0006940042,0.00001599776,0.26827496,0.0002295375,0.00007185484,0.0000013824733,0.034087308,0.00023095534,0.000006743783,0.00039137612,0.6958424,0.00015349023],"about_ca_topic_score_codex":0.94501525,"about_ca_topic_score_gemma":0.8358809,"teacher_disagreement_score":0.33795324,"about_ca_system_score_codex":0.00047817078,"about_ca_system_score_gemma":0.00028514105,"threshold_uncertainty_score":0.66726005},"labels":[],"label_agreement":null},{"id":"W2399734728","doi":"","title":"Cultural competence counts. A Minnesota provider illustrates how awareness and education can bridge gaps and improve quality of life for minority populations.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Extendicare (Canada)","funders":"","keywords":"Competence (human resources); Cultural competence; Psychology; Public relations; Social psychology; Political science; Pedagogy","score_opus":0.1407253340144468,"score_gpt":0.43123817600950193,"score_spread":0.2905128419950551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399734728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865933,0.0015757319,0.000014140429,0.007921685,0.0004932875,0.0023755627,0.0001583149,0.000034838777,0.0008331025],"genre_scores_gemma":[0.99631035,0.000087647546,0.00044420807,0.0007388114,0.00019100236,0.00073575723,0.00007655751,0.0000053172994,0.001410338],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988605,0.0001316179,0.00033952482,0.00021232662,0.0001179251,0.00033815348],"domain_scores_gemma":[0.9989349,0.00014826149,0.00025271112,0.00014662609,0.00032547963,0.00019197547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039576853,0.00010670445,0.00023716927,0.000030739502,0.0002928531,0.00001674998,0.00006531341,0.000111595014,0.000004319725],"category_scores_gemma":[0.0005220554,0.00009155,0.000020744661,0.00010051684,0.00007127828,0.00015076004,0.00002047475,0.000113693786,6.7238835e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014389037,0.00012321318,0.8755701,0.0023110218,0.000013134153,1.2326898e-7,0.001624585,5.5646115e-7,0.000054325108,0.015780203,0.022810591,0.08156821],"study_design_scores_gemma":[0.00037797017,0.000022566699,0.99078757,0.00005617936,0.000014467859,5.102545e-7,0.0011735982,0.00003778772,0.000011133172,0.001439062,0.0059770467,0.00010212246],"about_ca_topic_score_codex":0.0026820153,"about_ca_topic_score_gemma":0.0011181975,"teacher_disagreement_score":0.11521741,"about_ca_system_score_codex":0.00008285325,"about_ca_system_score_gemma":0.0002886951,"threshold_uncertainty_score":0.40544227},"labels":[],"label_agreement":null},{"id":"W2401603317","doi":"","title":"Training and rural physicians.","year":2005,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medical school; Debt; Class (philosophy); Medicine; Psychology; Family medicine; Business","score_opus":0.08954548970454171,"score_gpt":0.37957162345091955,"score_spread":0.29002613374637787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2401603317","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0034871148,0.0019962296,0.0000034471693,0.8810441,0.0024086912,0.0029758944,0.00008516789,0.00033139237,0.107667975],"genre_scores_gemma":[0.009415349,0.00030659616,0.00013421074,0.9001039,0.023532866,0.004905884,0.00020368939,0.000098577526,0.061298914],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99617606,0.0004180647,0.00060794357,0.00040078387,0.0003761645,0.0020209868],"domain_scores_gemma":[0.99846035,0.00050436414,0.00038307667,0.00039589152,0.00007794356,0.0001783893],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004639316,0.0003564391,0.00066783925,0.00011770064,0.0005570834,0.000018684088,0.00026492227,0.0012745558,0.00021103887],"category_scores_gemma":[0.00011023886,0.0003378133,0.00008278915,0.00016334148,0.00010392022,0.000117129464,0.0001280863,0.0039225626,0.00025329544],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046453006,0.0000031077323,0.00035034426,0.00026218453,0.000015771924,0.000019086052,0.0011788555,1.5119944e-7,3.4146165e-8,0.0000312354,0.6786241,0.3195105],"study_design_scores_gemma":[0.00034221885,0.000007994084,0.019849297,0.00041485406,0.000039066937,0.0000033074039,0.001211487,0.000003813564,1.8248919e-7,0.00026291938,0.97757226,0.00029260185],"about_ca_topic_score_codex":0.00021829124,"about_ca_topic_score_gemma":0.00007991045,"teacher_disagreement_score":0.3192179,"about_ca_system_score_codex":0.0003290412,"about_ca_system_score_gemma":0.00009282708,"threshold_uncertainty_score":0.9999074},"labels":[],"label_agreement":null},{"id":"W2401684673","doi":"","title":"From Nothing to Something in 5 Months: LMS Implementation in a Northern Rural/Remote Health Region in Canada","year":2015,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Nothing; Rural area; Geography; Political science","score_opus":0.11039161555081106,"score_gpt":0.39641185486486735,"score_spread":0.2860202393140563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2401684673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9141174,0.00078774744,0.000020659289,0.077803254,0.0016605695,0.0022754737,0.000020318063,0.000060217244,0.0032543612],"genre_scores_gemma":[0.9852448,0.00050009013,0.0006066625,0.009880273,0.00026392244,0.0002776009,0.00014856503,0.00006705062,0.0030110443],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926413,0.0022111372,0.0018415132,0.00091707596,0.0010237687,0.0013652004],"domain_scores_gemma":[0.99663866,0.00048000948,0.0014916705,0.00043321596,0.00021550142,0.00074097177],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0020382546,0.00045625356,0.0008194929,0.0005919054,0.00033609773,0.00006758183,0.0003150547,0.00022750498,0.00013454267],"category_scores_gemma":[0.00021317542,0.0005139383,0.00002753551,0.001736235,0.00003442925,0.0004091154,0.00013953954,0.0023314152,0.000048074548],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00037298212,0.00010991117,0.90677273,0.00024531197,0.00000452734,0.00001767848,0.028667202,0.00064928696,0.000007040165,0.0025725854,0.0013753131,0.059205435],"study_design_scores_gemma":[0.0020801553,0.00029764636,0.8295399,0.0050640404,0.000003603905,9.4984387e-7,0.14184736,0.00065970066,0.0000034763957,0.0037157184,0.016312359,0.00047512358],"about_ca_topic_score_codex":0.9831639,"about_ca_topic_score_gemma":0.99656373,"teacher_disagreement_score":0.113180146,"about_ca_system_score_codex":0.0170698,"about_ca_system_score_gemma":0.012168438,"threshold_uncertainty_score":0.99997026},"labels":[],"label_agreement":null},{"id":"W2402025567","doi":"","title":"[Emigration of Quebec physicians: motivation for departure and return].","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Emigration; Minor (academic); Context (archaeology); Demographic economics; Wife; Personal income; Politics; Quality of life (healthcare); Business; Psychology; Political science; Economic growth; Medicine; Economics; Geography; Nursing","score_opus":0.056035089191898424,"score_gpt":0.3621995774864596,"score_spread":0.30616448829456117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2402025567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98967206,0.00044541518,0.0007916299,0.0030071086,0.00035110067,0.0030461575,0.000022263814,0.00006939393,0.0025948458],"genre_scores_gemma":[0.990584,0.00011036973,0.0003087787,0.0009853394,0.00031737052,0.0022778446,0.000056390363,0.000013383577,0.005346506],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99890774,0.00010305682,0.00033507805,0.00015665799,0.00011712475,0.00038030915],"domain_scores_gemma":[0.99899006,0.00039547338,0.0002324835,0.0001420423,0.00016694987,0.00007296638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000349442,0.0000831368,0.00017572076,0.000044132885,0.00020913604,0.0000039357824,0.000055812096,0.00014453419,0.000012659303],"category_scores_gemma":[0.00042734583,0.000075142474,0.00002758212,0.00017171015,0.000029786455,0.00014851672,0.000018596604,0.0001247521,0.0000024695235],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034172862,0.000068003304,0.6783496,0.00069319905,0.000022289736,6.35965e-7,0.003265732,0.000007962601,0.00010854402,0.006189139,0.04467226,0.2662809],"study_design_scores_gemma":[0.00070754293,0.000024642113,0.9114686,0.00014882218,0.000018784123,4.4062293e-7,0.0014606011,0.000111017805,0.00015344523,0.0017746168,0.08404114,0.000090321],"about_ca_topic_score_codex":0.0020499546,"about_ca_topic_score_gemma":0.014761645,"teacher_disagreement_score":0.26619056,"about_ca_system_score_codex":0.000105985084,"about_ca_system_score_gemma":0.000037850015,"threshold_uncertainty_score":0.82373446},"labels":[],"label_agreement":null},{"id":"W2405484241","doi":"","title":"Pulse : Medical school enrolment rebounds","year":2001,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical school; Medicine; Family medicine; Physician supply; Demography; Medical education; Government (linguistics); Sociology; Population; Environmental health","score_opus":0.020082500263194178,"score_gpt":0.38372325105876914,"score_spread":0.36364075079557495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2405484241","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2173511,0.0009101328,0.000120336255,0.55429476,0.00789314,0.00059097324,0.000025258623,0.00013232601,0.21868196],"genre_scores_gemma":[0.65764475,0.0031688975,0.00020457561,0.28568676,0.0161673,0.00008077376,0.000039157978,0.00006750711,0.036940258],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99117756,0.0012749434,0.0012975838,0.0002550975,0.0041456716,0.0018491686],"domain_scores_gemma":[0.98386526,0.0007172799,0.00046514798,0.00021624887,0.0007707691,0.013965304],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007840314,0.00019867819,0.00039220942,0.00024787593,0.0019644536,0.00005332891,0.00059006904,0.0014983458,0.29080945],"category_scores_gemma":[0.01939448,0.00017792438,0.000117263,0.0005153017,0.00005687088,0.00018809244,0.00005789987,0.004591904,0.007135479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015715914,0.0000247156,0.3402993,0.00001407914,0.00004290313,0.0009627724,0.00040252064,7.8970675e-7,3.2052168e-7,0.00082773593,0.631867,0.025542118],"study_design_scores_gemma":[0.0013027911,0.00005121995,0.039310854,0.0005064813,0.000012805072,0.00027551982,0.0016834118,0.00016085929,1.8110494e-7,0.0007993066,0.9557337,0.00016287922],"about_ca_topic_score_codex":0.02052285,"about_ca_topic_score_gemma":0.2183115,"teacher_disagreement_score":0.44029367,"about_ca_system_score_codex":0.00705508,"about_ca_system_score_gemma":0.026807789,"threshold_uncertainty_score":0.99979794},"labels":[],"label_agreement":null},{"id":"W2405743760","doi":"10.22605/rrh1646","title":"Increasing the enrolment of rural applicants to the faculty of medicine and addressing diversity by using a priority matrix approach to assign values to rural attributes","year":2011,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Ranking (information retrieval); Graduation (instrument); Diversity (politics); Rural area; Demographics; Workforce; Medicine; Family medicine; Psychology; Medical education; Demography; Sociology; Computer science; Mathematics; Economic growth","score_opus":0.1635791152137333,"score_gpt":0.43535848589972426,"score_spread":0.27177937068599095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2405743760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781287,0.0017760965,0.0015469369,0.014961405,0.00018327906,0.0029415113,0.00016547137,0.000038978753,0.00025767324],"genre_scores_gemma":[0.9896115,0.0003275825,0.0065830476,0.0031503867,0.00017568088,0.000007989495,0.000022017737,0.00001703887,0.00010474077],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99649376,0.0010282671,0.0008403385,0.0002567512,0.00053987163,0.0008410412],"domain_scores_gemma":[0.9979087,0.000351994,0.00048105637,0.00036221903,0.00020810451,0.0006879334],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028513544,0.00026673646,0.0007337068,0.00009079089,0.0023004764,0.000008793085,0.00034533849,0.00014139584,0.000013819821],"category_scores_gemma":[0.00019508875,0.00014254729,0.00004558127,0.00049019844,0.00024174745,0.00008355077,0.0009400586,0.0004210966,0.0000037287853],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038618925,0.00040093524,0.29072642,0.0055748597,0.00020270642,0.0000024121225,0.40583217,0.00009493896,0.0047320076,0.0016435522,0.036271684,0.25065643],"study_design_scores_gemma":[0.004068691,0.0025196963,0.60753834,0.014447374,0.00023961799,0.00007418879,0.35394233,0.0034023442,0.00033423328,0.0016639258,0.010831442,0.0009378025],"about_ca_topic_score_codex":0.109849095,"about_ca_topic_score_gemma":0.00036553963,"teacher_disagreement_score":0.31681192,"about_ca_system_score_codex":0.0002658275,"about_ca_system_score_gemma":0.00018892091,"threshold_uncertainty_score":0.9989984},"labels":[],"label_agreement":null},{"id":"W2405937104","doi":"","title":"A survey of rural medical education strategies throughout the medical education continuum in Canada.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.05572024964198639,"score_gpt":0.4184154305120142,"score_spread":0.3626951808700278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2405937104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95659703,0.00179557,0.0000044404123,0.024493674,0.0029248146,0.0016168072,0.000014171927,0.000026865899,0.012526628],"genre_scores_gemma":[0.9886714,0.0004654789,0.000009642598,0.006927599,0.000305312,0.0019682115,0.0000946837,0.000015144198,0.0015425128],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99562484,0.0014353815,0.00092316803,0.0001638582,0.0011244642,0.0007283115],"domain_scores_gemma":[0.9974093,0.0009825783,0.00030540966,0.00033465133,0.00049088884,0.00047719642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024682295,0.00013987577,0.00034030227,0.00006070032,0.00028728935,0.0000044825715,0.00046147106,0.00024486828,0.00059661694],"category_scores_gemma":[0.006380013,0.00009960439,0.000025098503,0.0005184296,0.000185657,0.000130608,0.000084968386,0.00072194485,0.000013701063],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047389145,0.00015614835,0.7813795,0.000103006154,0.000008091213,0.0000026362338,0.0017841135,6.0648216e-7,6.117637e-8,0.0011361253,0.18069306,0.034689214],"study_design_scores_gemma":[0.00036252578,0.000005203663,0.9697626,0.00022724168,0.0000040036057,0.000008243773,0.016875034,0.000030296404,0.0000012810758,0.00023637578,0.012401152,0.00008603303],"about_ca_topic_score_codex":0.9778099,"about_ca_topic_score_gemma":0.996512,"teacher_disagreement_score":0.18838306,"about_ca_system_score_codex":0.00087244745,"about_ca_system_score_gemma":0.08968304,"threshold_uncertainty_score":0.91547763},"labels":[],"label_agreement":null},{"id":"W2406363117","doi":"","title":"From the T-dot to the Rock: my journey in rural family medicine.","year":2015,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Psychology; Medicine","score_opus":0.15859488395359925,"score_gpt":0.4091889988351347,"score_spread":0.2505941148815355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2406363117","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23420984,0.04856169,0.000055212546,0.6669546,0.017342223,0.0051618703,0.000105437495,0.00007752285,0.027531657],"genre_scores_gemma":[0.8733119,0.0012098905,0.00009169753,0.07554835,0.010474667,0.0029875506,0.000032634187,0.00006676662,0.036276564],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916911,0.0033491128,0.0012480168,0.00042628736,0.00095483,0.002330621],"domain_scores_gemma":[0.99407566,0.002713777,0.0003452195,0.0010789947,0.00031649126,0.0014698362],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006365179,0.00038385158,0.0006103977,0.000096623924,0.00068219705,0.000045147888,0.0013229853,0.00047699385,0.00045350136],"category_scores_gemma":[0.004338713,0.00021147885,0.00008211281,0.0011268127,0.00019974436,0.00019913843,0.0005189182,0.0021027192,0.0027676623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016488993,0.000051456893,0.025267947,0.000037546648,0.000023399769,0.000016548023,0.040964708,0.00014460001,3.8752677e-7,0.0012210574,0.8243552,0.10775226],"study_design_scores_gemma":[0.0011138376,0.00004487474,0.30477148,0.00073603017,0.00003688622,0.0000028579698,0.090931505,0.00012252784,6.765805e-7,0.0030959588,0.5989947,0.00014870882],"about_ca_topic_score_codex":0.09971365,"about_ca_topic_score_gemma":0.022238957,"teacher_disagreement_score":0.63910204,"about_ca_system_score_codex":0.0011519234,"about_ca_system_score_gemma":0.000575401,"threshold_uncertainty_score":0.9980088},"labels":[],"label_agreement":null},{"id":"W2406405162","doi":"","title":"Perceptions of medical school among high school students in southwestern Ontario.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Socioeconomic status; Medical education; Perception; Medical school; Rural area; Family income; Psychology; Family medicine; Medicine; Political science; Environmental health","score_opus":0.033534500822684624,"score_gpt":0.37704968897966273,"score_spread":0.3435151881569781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2406405162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98771125,0.00004556671,0.0000071040786,0.0019359576,0.000777384,0.0038619826,0.000009247016,0.000094138566,0.005557373],"genre_scores_gemma":[0.97147924,0.000039666254,0.000081563834,0.0015313854,0.0002374989,0.007562718,0.000019263984,0.000028791192,0.019019868],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9955399,0.0004966565,0.0011142977,0.0003564954,0.0013207513,0.0011719047],"domain_scores_gemma":[0.9972143,0.00023086315,0.00026564195,0.00049220445,0.00018837761,0.0016085947],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013762487,0.00019959596,0.00045969358,0.00020818497,0.00022991867,0.000023373519,0.00077160005,0.0005098658,0.029481905],"category_scores_gemma":[0.0009909315,0.00017698969,0.000066588116,0.00032801146,0.00012020988,0.0003174191,0.00040960737,0.0014209116,0.0027526417],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016426962,0.00014528111,0.98917174,0.000091775146,0.0000150097985,0.0000048413403,0.0015298825,0.0000027775197,6.334169e-7,0.000072176495,0.006732117,0.0022173405],"study_design_scores_gemma":[0.0014214196,0.000018516781,0.9924218,0.00037350017,0.0000116837755,5.9304705e-7,0.0037548973,0.000007530185,6.4417674e-7,0.0003221053,0.0015272594,0.00014005853],"about_ca_topic_score_codex":0.4907911,"about_ca_topic_score_gemma":0.43683022,"teacher_disagreement_score":0.0539609,"about_ca_system_score_codex":0.0010993561,"about_ca_system_score_gemma":0.00068760826,"threshold_uncertainty_score":0.9980238},"labels":[],"label_agreement":null},{"id":"W2407712986","doi":"","title":"Future practice profiles of Canadian medical trainees.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Specialty; Medical practice; Family medicine; Medicine; Medical education","score_opus":0.03277541200437042,"score_gpt":0.3604175566364161,"score_spread":0.3276421446320457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2407712986","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08328412,0.0020316197,0.000006590889,0.13407223,0.002397285,0.0034439922,0.00010367197,0.0001604503,0.7745],"genre_scores_gemma":[0.974165,0.00024106883,0.0007913854,0.009532127,0.0034181473,0.0024661291,0.00005840723,0.00003591592,0.009291791],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99711335,0.00039011062,0.0006065485,0.00020586993,0.00060339575,0.0010807024],"domain_scores_gemma":[0.9978651,0.00045595047,0.00022936214,0.0002621518,0.00028733787,0.000900126],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014882754,0.00012654337,0.00025517904,0.00026558427,0.0002975781,0.0000038093754,0.00024460594,0.0004592426,0.0014267252],"category_scores_gemma":[0.0014717585,0.000108470806,0.00004261215,0.0007133238,0.00007197532,0.00012490948,0.000035087647,0.00064702274,0.00012277174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080453894,0.000108335094,0.028979978,0.00043513844,0.000024646508,0.0000789878,0.0012548692,0.0000032679513,0.0000010229314,0.050887804,0.85205364,0.06609186],"study_design_scores_gemma":[0.00036625357,0.000008458662,0.17023581,0.000054881784,0.000012002556,0.0000057881866,0.0029447079,0.0000061118944,0.000007133148,0.00019852527,0.82607716,0.00008315353],"about_ca_topic_score_codex":0.37729663,"about_ca_topic_score_gemma":0.431952,"teacher_disagreement_score":0.8908809,"about_ca_system_score_codex":0.00025854935,"about_ca_system_score_gemma":0.0013574401,"threshold_uncertainty_score":0.9994861},"labels":[],"label_agreement":null},{"id":"W2407719724","doi":"","title":"Barriers in education of indigenous nursing students: a literature review.","year":2013,"lang":"en","type":"review","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Curriculum; Context (archaeology); Government (linguistics); Nursing; Cultural safety; Relevance (law); Promotion (chess); Grey literature; Political science; Public relations; Medical education; Medicine; Psychology; Pedagogy; MEDLINE; Geography","score_opus":0.058883972236123946,"score_gpt":0.49005122282298147,"score_spread":0.4311672505868575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2407719724","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000054320168,0.9684245,2.5852557e-7,0.00011315636,0.002119796,0.022565318,0.00004961161,0.000048605343,0.0066244365],"genre_scores_gemma":[0.000008128801,0.9607833,0.00006660919,0.0008784188,0.00036267776,0.033051938,0.00022931302,0.000070576185,0.0045490502],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99381244,0.0019042258,0.0021448957,0.00048326113,0.0005143108,0.0011408377],"domain_scores_gemma":[0.9966241,0.0003244133,0.0015165217,0.0007313079,0.00030915663,0.00049449893],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016771661,0.00044633154,0.0024373508,0.00047536285,0.00020481962,0.000017984843,0.00077706354,0.0008510061,0.00015140102],"category_scores_gemma":[0.00087095663,0.00035856676,0.00024863586,0.0015791361,0.00005545394,0.00016572591,0.000109416294,0.0016825036,0.00014621283],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022214822,0.00007785943,0.000623994,0.20090735,0.000019889378,0.0000018758232,0.0015511182,1.0155952e-8,4.9172816e-10,0.00005713256,0.018066863,0.7786917],"study_design_scores_gemma":[0.000080604186,0.000007450541,0.00072628853,0.41329873,0.00014482235,0.00000340615,0.0002639719,1.1176179e-8,4.250402e-9,0.000047968384,0.5852827,0.00014409261],"about_ca_topic_score_codex":0.00018391783,"about_ca_topic_score_gemma":0.00002931813,"teacher_disagreement_score":0.7785476,"about_ca_system_score_codex":0.002030665,"about_ca_system_score_gemma":0.0021639648,"threshold_uncertainty_score":0.99988663},"labels":[],"label_agreement":null},{"id":"W2407783989","doi":"","title":"Immigration. Canada joins U.S. in limiting admission of people with AIDS.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Limiting; Political science","score_opus":0.029792214964149178,"score_gpt":0.31571809329975975,"score_spread":0.28592587833561056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2407783989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9783349,0.00027871845,0.000017698689,0.0027540417,0.00024854005,0.0013641333,0.000009086847,0.00003817551,0.016954677],"genre_scores_gemma":[0.9953026,0.00011458973,0.00022203538,0.0007835814,0.00009838062,0.0010260905,0.000016317543,0.000018129465,0.0024182352],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979625,0.00019929632,0.00055415696,0.00019847167,0.0003226322,0.0007629626],"domain_scores_gemma":[0.99883455,0.00028052836,0.0002532298,0.0002242098,0.00013294106,0.00027451754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047484142,0.000117880234,0.00027823888,0.00008943147,0.00021711044,0.0000028794918,0.00012505325,0.00009653581,0.00014622122],"category_scores_gemma":[0.00028325422,0.00009495092,0.000017308512,0.0006302035,0.000015447382,0.0000978067,0.000045543085,0.00031590095,0.0000059429503],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010326502,0.000030787603,0.97592765,0.00013884442,0.0000043594378,0.000011841716,0.0012102718,0.000049890998,0.0000028412953,0.00024311425,0.0048293346,0.017447826],"study_design_scores_gemma":[0.0006769016,0.00002806187,0.95282686,0.00026380498,0.0000062467193,0.0000025434701,0.006573692,0.00007187843,0.000034017605,0.000042802043,0.039366897,0.00010629196],"about_ca_topic_score_codex":0.7088695,"about_ca_topic_score_gemma":0.9695543,"teacher_disagreement_score":0.2606848,"about_ca_system_score_codex":0.0005146699,"about_ca_system_score_gemma":0.0009299332,"threshold_uncertainty_score":0.38719863},"labels":[],"label_agreement":null},{"id":"W2408449103","doi":"","title":"A survey of urological manpower, technology, and resources in Canada.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Island Health","funders":"","keywords":"Medicine; Specialty; Quarter (Canadian coin); Workforce; Family medicine; Economic growth; Geography","score_opus":0.047559694084619276,"score_gpt":0.3397994702153869,"score_spread":0.2922397761307676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2408449103","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988879,0.0014732605,0.0000014965352,0.00573016,0.00015088191,0.00090818835,0.000026737667,0.000035721598,0.0027945326],"genre_scores_gemma":[0.998465,0.000080037295,0.00005077714,0.0006766469,0.0000132916475,0.0005263829,0.0000037016882,0.0000075385597,0.00017660305],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99832773,0.0002497575,0.00042564137,0.00019650829,0.00014597419,0.0006543753],"domain_scores_gemma":[0.99917054,0.00030473195,0.0001306156,0.00018576985,0.0000687683,0.00013957305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008928182,0.00008783695,0.00026906084,0.00015095664,0.000086735236,0.0000013088794,0.00015668613,0.00019108252,0.000021666314],"category_scores_gemma":[0.0007693365,0.00007349348,0.0000071613963,0.000666735,0.000100827165,0.00002434142,0.00012784,0.00040610408,0.000003485771],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000546898,0.000017167391,0.9923923,0.000048277205,0.0000028984246,0.000010588865,0.00014358471,0.0000073507454,3.713469e-7,0.00071708614,0.0005477083,0.006057972],"study_design_scores_gemma":[0.0006395569,0.000013742655,0.98813444,0.000044813056,0.0000018861024,0.0000011899104,0.00069021556,0.0000023125883,0.000005405574,0.0009901129,0.009416053,0.00006028701],"about_ca_topic_score_codex":0.9353513,"about_ca_topic_score_gemma":0.99022526,"teacher_disagreement_score":0.05487392,"about_ca_system_score_codex":0.00045175804,"about_ca_system_score_gemma":0.00049934076,"threshold_uncertainty_score":0.2996977},"labels":[],"label_agreement":null},{"id":"W2408966912","doi":"","title":"Rural surgery in \"The Great White North\"--universal care or universal challenge?","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Positive Living North; University of Northern British Columbia","funders":"","keywords":"White (mutation); Medicine; Biology","score_opus":0.05834651450603415,"score_gpt":0.32306785894541207,"score_spread":0.2647213444393779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2408966912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.947183,0.00060914556,0.0000022067477,0.012217225,0.0011387679,0.0037375689,0.00002767718,0.00017343729,0.034910962],"genre_scores_gemma":[0.98839396,0.0003346184,0.000024912366,0.0015103135,0.00039836264,0.0019274101,0.000060067705,0.000032495627,0.0073178397],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965005,0.000819195,0.0005030367,0.00029645037,0.00037796935,0.0015028734],"domain_scores_gemma":[0.9978461,0.0009370899,0.00018537136,0.0004982798,0.0002088038,0.000324355],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048337376,0.00023800455,0.00038911545,0.00020130875,0.0005355472,0.000020163438,0.00043997337,0.00025234817,0.0010479459],"category_scores_gemma":[0.0001735181,0.00016473522,0.000090945956,0.00063091295,0.00009053796,0.0003835083,0.00013849164,0.000721023,0.00065821334],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016326748,0.00004592042,0.8346845,0.0003013563,0.000015451917,0.000093319766,0.019592825,0.000009649516,4.4778965e-8,0.00032100888,0.08074297,0.064029716],"study_design_scores_gemma":[0.00060899847,0.000021557897,0.8209738,0.00011637973,0.000013518103,0.0000029439477,0.079927675,0.000013328519,1.5298042e-7,0.00004530639,0.098089196,0.0001871169],"about_ca_topic_score_codex":0.005840602,"about_ca_topic_score_gemma":0.024358062,"teacher_disagreement_score":0.0638426,"about_ca_system_score_codex":0.0006726243,"about_ca_system_score_gemma":0.00026941605,"threshold_uncertainty_score":0.99986523},"labels":[],"label_agreement":null},{"id":"W2408992446","doi":"","title":"Professional isolation in small rural surgical programs: the need for a virtual department of operative care.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Workforce; Referral; Nursing; Business; Rural area; Medicine; Service (business); Closure (psychology); Isolation (microbiology); Government (linguistics); Economic growth; Political science; Marketing","score_opus":0.09585342047965933,"score_gpt":0.38931403055619174,"score_spread":0.2934606100765324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2408992446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820203,0.00030182683,0.00005207314,0.00084942085,0.0008854255,0.011973369,0.00003921437,0.00005084056,0.0038274874],"genre_scores_gemma":[0.97182304,0.000014669489,0.0005122704,0.00022733814,0.00015124245,0.026045816,0.000106648185,0.000018219851,0.0011007844],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99758816,0.00060260535,0.00067248644,0.00019806135,0.00018088517,0.0007577852],"domain_scores_gemma":[0.9987104,0.00044200424,0.00023372288,0.0002070839,0.00026384037,0.00014296071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090630434,0.00015024857,0.0002851228,0.000061461054,0.0003354824,0.0000043740665,0.00020922547,0.00019035047,0.00005243271],"category_scores_gemma":[0.00013346432,0.00009428778,0.0000703504,0.00024119526,0.00009077806,0.000088246896,0.000106676445,0.00033019844,0.000010139485],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004254674,0.0007728525,0.7213025,0.00051714224,0.00006466027,0.000007423177,0.09768782,0.00001538744,0.0000039244333,0.035067674,0.0019266916,0.13837925],"study_design_scores_gemma":[0.005345193,0.0005099106,0.8538031,0.00047879817,0.000039503706,0.0000021826243,0.11191189,0.00026482253,0.00009993359,0.0011329373,0.026126487,0.00028524746],"about_ca_topic_score_codex":0.00067615573,"about_ca_topic_score_gemma":0.002369828,"teacher_disagreement_score":0.138094,"about_ca_system_score_codex":0.00026313178,"about_ca_system_score_gemma":0.00022233945,"threshold_uncertainty_score":0.38449442},"labels":[],"label_agreement":null},{"id":"W2409295507","doi":"","title":"Migration of doctors: should we apply the index of happiness?","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Happiness; Index (typography); Social psychology; World Wide Web","score_opus":0.13802579216266722,"score_gpt":0.38739984809130495,"score_spread":0.24937405592863773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409295507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97236985,0.00097297557,0.00010678169,0.007969433,0.0005690405,0.002596089,0.000020529744,0.00006525376,0.015330024],"genre_scores_gemma":[0.994129,0.0004840916,0.000052488682,0.00066310784,0.00023106168,0.0016274921,0.00000854568,0.000014327711,0.002789899],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980078,0.0002754435,0.0007105382,0.00015305664,0.00036749258,0.00048568565],"domain_scores_gemma":[0.99845624,0.00039265543,0.00043419944,0.00038248338,0.00022559978,0.00010885122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064402126,0.00011430456,0.000287578,0.00007464834,0.00028603218,0.0000014657086,0.00025109586,0.00018048046,0.00009890379],"category_scores_gemma":[0.00022480368,0.000074863354,0.00006022148,0.00043787938,0.00015454943,0.00008694041,0.00007292555,0.00031600808,0.000023689416],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015479095,0.00010949203,0.90829504,0.00061575056,0.000030621108,0.0000018250846,0.006896096,0.000050061284,0.000026314188,0.0030956669,0.060866207,0.019858144],"study_design_scores_gemma":[0.00045414016,0.000017384415,0.82371086,0.00011268344,0.000012257498,0.0000014068908,0.0019021353,0.000078634504,0.00017286818,0.0006435485,0.172817,0.00007710614],"about_ca_topic_score_codex":0.0026695516,"about_ca_topic_score_gemma":0.0008461209,"teacher_disagreement_score":0.11195079,"about_ca_system_score_codex":0.00007660859,"about_ca_system_score_gemma":0.00012325164,"threshold_uncertainty_score":0.40355814},"labels":[],"label_agreement":null},{"id":"W2409511699","doi":"","title":"Professionalism in rural acute-care nursing.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Nursing; Acute care; Context (archaeology); Rural community; Phenomenon; Rural area; Medicine; Psychology; Sociology; Political science; Health care; Geography; Socioeconomics","score_opus":0.046717126130082116,"score_gpt":0.42867248190421975,"score_spread":0.38195535577413764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409511699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90575176,0.00043242396,0.0000019460747,0.006083058,0.0059596677,0.0031495756,0.000023856142,0.00020577855,0.07839194],"genre_scores_gemma":[0.9862729,0.00002382334,0.00028988664,0.0017903673,0.00049450365,0.005403186,0.000053948428,0.000034474848,0.0056369524],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99721277,0.00029080745,0.0005454064,0.00027075253,0.0003261763,0.001354079],"domain_scores_gemma":[0.99873555,0.00023364135,0.00016234194,0.00041396898,0.00016057029,0.00029395035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005443897,0.00018196234,0.0002855858,0.00013915465,0.0004723952,0.000008322151,0.00032096053,0.00043629974,0.00045764964],"category_scores_gemma":[0.00020843037,0.0001548109,0.000051472478,0.00037940592,0.00009744745,0.0001248652,0.00009334428,0.0016156184,0.00036575965],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030698883,0.00013126241,0.42635188,0.00030431565,0.000018220897,0.000036464626,0.018885767,0.0000012919401,0.000070909955,0.023866134,0.037686553,0.4923402],"study_design_scores_gemma":[0.0011829725,0.000010666208,0.91378355,0.00039239015,0.0000133845,0.0000033242663,0.010964894,0.000013526714,0.000027539807,0.0034557225,0.069943085,0.00020896022],"about_ca_topic_score_codex":0.0003652642,"about_ca_topic_score_gemma":0.0008129803,"teacher_disagreement_score":0.49213126,"about_ca_system_score_codex":0.00047745288,"about_ca_system_score_gemma":0.00027306567,"threshold_uncertainty_score":0.7019148},"labels":[],"label_agreement":null},{"id":"W2409529552","doi":"","title":"New Zealand nurses' reports on hospital care: an international comparison.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Staffing; Nursing; Competence (human resources); Health care; Economic shortage; Work (physics); Perception; Nursing shortage; Job satisfaction; Medicine; Psychology; Family medicine; Nurse education; Political science","score_opus":0.03773400268087557,"score_gpt":0.4174106091870628,"score_spread":0.37967660650618723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409529552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86855793,0.00018095109,0.00006641743,0.0029263156,0.01473783,0.0021883564,0.000011847075,0.00030094708,0.1110294],"genre_scores_gemma":[0.9760742,0.000015417425,0.00053082337,0.0011557823,0.0022387865,0.00032464083,0.00010943554,0.000030951764,0.019519921],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972453,0.000102347876,0.0007660222,0.00039617156,0.0004995486,0.0009905775],"domain_scores_gemma":[0.9980661,0.00018326916,0.0003680596,0.00046537688,0.00018300323,0.0007341786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074177934,0.00016916399,0.00025255996,0.00011245093,0.00030153446,0.00001836545,0.00024278539,0.00021924372,0.00026914635],"category_scores_gemma":[0.00025393293,0.00015631953,0.000049195194,0.00016112255,0.000028696091,0.00018708647,0.0000638783,0.0005288731,0.00015925693],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012985192,0.00009826916,0.6997227,0.000021560147,0.0000142749695,0.00007398014,0.005986366,0.000008506818,2.7964433e-7,0.000862091,0.15186122,0.14122087],"study_design_scores_gemma":[0.00034959466,0.000055623197,0.5477882,0.000035971567,0.0000073444994,0.0000027595204,0.0021990715,0.000002299121,0.000013076223,0.00015744791,0.44928685,0.00010175158],"about_ca_topic_score_codex":0.0017787791,"about_ca_topic_score_gemma":0.00089296605,"teacher_disagreement_score":0.29742563,"about_ca_system_score_codex":0.0005789223,"about_ca_system_score_gemma":0.00014160055,"threshold_uncertainty_score":0.63745254},"labels":[],"label_agreement":null},{"id":"W2409670167","doi":"","title":"Allan C. Gotlib, DC, CM: A worthy Member of the Order of Canada.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Honour; Political science; Order (exchange); Excellence; Humanities; Library science; Management; Law; Art; Computer science","score_opus":0.04190691514728397,"score_gpt":0.33268005990669935,"score_spread":0.2907731447594154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409670167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8640246,0.00036600544,0.000009033599,0.035407238,0.0017890788,0.002570214,0.000119650584,0.000057857917,0.09565634],"genre_scores_gemma":[0.9496742,0.000032728123,0.000046112225,0.001261324,0.00011146614,0.0006671271,0.000001161108,0.00002266599,0.048183247],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99772704,0.0003065378,0.00059335283,0.00017132607,0.00040528175,0.0007964429],"domain_scores_gemma":[0.99821097,0.0003898894,0.00038052906,0.00053545984,0.00027443672,0.00020873509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055537967,0.00011597965,0.0002849494,0.000028962157,0.0001802764,9.996427e-7,0.00033513538,0.00012283785,0.0005344378],"category_scores_gemma":[0.0005990417,0.000059525988,0.00004333384,0.00034139224,0.00008485628,0.000040048133,0.00015872595,0.00017395201,0.000013616941],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015001213,0.00007332805,0.4445801,0.0004757766,0.00006552321,0.0000026357156,0.0010097893,0.0000039984725,0.000040337894,0.004975963,0.5259779,0.022644604],"study_design_scores_gemma":[0.00061506254,0.000006782704,0.53463703,0.00022999752,0.00001442388,5.298613e-7,0.00035223202,0.0000013949979,0.0002639409,0.0003933835,0.46339732,0.00008788848],"about_ca_topic_score_codex":0.17016046,"about_ca_topic_score_gemma":0.724261,"teacher_disagreement_score":0.5541005,"about_ca_system_score_codex":0.00027246703,"about_ca_system_score_gemma":0.0010402019,"threshold_uncertainty_score":0.83536553},"labels":[],"label_agreement":null},{"id":"W2409766659","doi":"10.7748/nm.14.4.10.s12","title":"A change for the better","year":2007,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Officer; Nursing; Psychology; Management; Medicine; Political science; Law; Economics","score_opus":0.13568424759749673,"score_gpt":0.4975142327500291,"score_spread":0.3618299851525324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409766659","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029351069,0.0032835265,0.116959214,0.17122778,0.015231521,0.019092096,0.000017524128,0.00073417084,0.6441031],"genre_scores_gemma":[0.8789534,0.00020738677,0.019377565,0.061699055,0.0043392973,0.0019699305,0.000026729153,0.000088753826,0.033337884],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984822,0.00005377306,0.00029327496,0.00018942311,0.00020053523,0.00078076875],"domain_scores_gemma":[0.9990277,0.00040170242,0.00009751525,0.0003393903,0.000053340267,0.000080312326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012330944,0.00010410262,0.000111322486,0.00006389208,0.0010267204,0.0000078364055,0.00020546374,0.00007462066,0.00016245028],"category_scores_gemma":[0.000014725001,0.0000726875,0.000046479654,0.00017324706,0.00004702998,0.000050267492,0.00004469217,0.00018451134,0.00024315053],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012270645,0.000055653614,0.0027279092,0.00030635693,0.000029178967,0.000004708052,0.0056881336,0.0000014390074,0.0000018349001,0.045502763,0.23368333,0.711876],"study_design_scores_gemma":[0.0005442311,0.00004420199,0.043936167,0.00080301915,0.00005314106,3.0439583e-7,0.008159371,0.00014180623,0.000004252235,0.0034641305,0.9427584,0.00009101877],"about_ca_topic_score_codex":0.00007687645,"about_ca_topic_score_gemma":0.00007677718,"teacher_disagreement_score":0.84960234,"about_ca_system_score_codex":0.0003212628,"about_ca_system_score_gemma":0.000008218717,"threshold_uncertainty_score":0.7896807},"labels":[],"label_agreement":null},{"id":"W2409843466","doi":"","title":"[Medical education in rural areas--a radical concept from Canada].","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Sociology; Geography","score_opus":0.01868155671146499,"score_gpt":0.35343853554064264,"score_spread":0.33475697882917765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409843466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9408942,0.0005517752,0.00002421197,0.026137898,0.0035912276,0.0013541647,0.000018999359,0.000079389625,0.02734814],"genre_scores_gemma":[0.9772654,0.00002572001,0.00007015748,0.016837211,0.0012171955,0.0015540515,0.000114155315,0.000017695318,0.002898392],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99696684,0.0007034811,0.0005794398,0.00023627283,0.00059201167,0.0009219693],"domain_scores_gemma":[0.9979501,0.0006985837,0.00013200685,0.0002838711,0.000069210255,0.00086622377],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006895113,0.00013322728,0.00028662346,0.000050024846,0.00020144587,0.000005533413,0.00028629217,0.00028215162,0.001294116],"category_scores_gemma":[0.002232883,0.00012152143,0.000024709332,0.00018690486,0.00007981714,0.00006459451,0.00007469816,0.0006865005,0.00007701643],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034276956,0.000055720066,0.51629895,0.000026815404,0.000004175795,0.0000031759207,0.00033353904,0.0000012018658,8.561113e-8,0.0021821668,0.2269708,0.2540891],"study_design_scores_gemma":[0.0006620225,0.0000036481538,0.7138821,0.00016134485,0.000003672599,6.891977e-7,0.0009815166,0.000098526194,0.00000198475,0.0008335889,0.28327078,0.00010014389],"about_ca_topic_score_codex":0.8534283,"about_ca_topic_score_gemma":0.87865126,"teacher_disagreement_score":0.25398895,"about_ca_system_score_codex":0.0009452707,"about_ca_system_score_gemma":0.0049669477,"threshold_uncertainty_score":0.9996188},"labels":[],"label_agreement":null},{"id":"W2410270424","doi":"","title":"[Inventory of the main factors determining the attraction, installation and retention of physicians in remote areas].","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Attraction; Work (physics); Process (computing); Marketing; Psychology; Business; Public relations; Engineering; Political science; Computer science","score_opus":0.06671565195316488,"score_gpt":0.34480790162179337,"score_spread":0.2780922496686285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410270424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995391,0.000058507685,0.000024453562,0.0009840744,0.00034208733,0.0012218643,0.0000068944078,0.000013516262,0.0019575758],"genre_scores_gemma":[0.9994769,0.00003460625,0.000029210429,0.00014715832,0.000041553438,0.00005420042,0.000004507962,0.0000091156635,0.00020276403],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987241,0.00027937497,0.0004259064,0.00011629973,0.00018618368,0.00026810795],"domain_scores_gemma":[0.999127,0.00014797895,0.00042660223,0.00019930946,0.00006972077,0.000029421592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058524014,0.00007410181,0.00014592908,0.000048737285,0.00020767974,0.0000022864206,0.000098461016,0.000092829454,0.000003664897],"category_scores_gemma":[0.0002553037,0.000047476264,0.00003713586,0.00024925385,0.00008220132,0.00010440137,0.0000474561,0.00024038639,7.084332e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035458514,0.000034624023,0.9686011,0.00019652481,0.0000074179106,1.9062455e-7,0.004530436,0.00014497814,0.000061764025,0.00060792494,0.000099614605,0.025679976],"study_design_scores_gemma":[0.00045424985,0.000009467584,0.994759,0.00029926441,0.00001006039,1.9283327e-7,0.002185715,0.00003909337,0.00012915077,0.0014462791,0.0006282038,0.000039291728],"about_ca_topic_score_codex":0.0011015412,"about_ca_topic_score_gemma":0.0023415654,"teacher_disagreement_score":0.026157942,"about_ca_system_score_codex":0.00022991531,"about_ca_system_score_gemma":0.000058858186,"threshold_uncertainty_score":0.19360259},"labels":[],"label_agreement":null},{"id":"W2410384809","doi":"10.7748/ns2013.10.28.5.63.s53","title":"In need of outside help","year":2013,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Restructuring; Economic shortage; Nursing; Health care; Nursing shortage; Nursing staff; Business; Medicine; Political science; Finance; Nurse education","score_opus":0.03482715726257523,"score_gpt":0.4464846998607655,"score_spread":0.41165754259819026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410384809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86473453,0.0004652911,0.00022589194,0.012255967,0.0016306815,0.0011828425,0.00002692791,0.0000904602,0.119387396],"genre_scores_gemma":[0.9939483,0.000024601333,0.0021197016,0.0009110998,0.00014409692,0.000050173654,0.0000042228244,0.000021989788,0.0027758316],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980657,0.0002440424,0.0006021967,0.00017629314,0.00029981486,0.00061193755],"domain_scores_gemma":[0.99897045,0.00022040491,0.00017504081,0.000272792,0.00022886369,0.00013246624],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041378938,0.00011434358,0.0003456477,0.00012359043,0.0001720189,0.000004811203,0.00013261432,0.00017428331,0.0018943232],"category_scores_gemma":[0.0001573451,0.0001049792,0.0000358133,0.0003057522,0.00009373889,0.00015515949,0.000021985592,0.00038940634,0.00034508857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052011845,0.00018007123,0.23172364,0.0006703269,0.000014460463,0.00001026056,0.034353152,0.000046131856,0.0012756498,0.019334422,0.65967834,0.05219341],"study_design_scores_gemma":[0.010787154,0.0014519437,0.2896054,0.032077942,0.00006169137,0.00000778945,0.13802591,0.0006641897,0.0034900224,0.14708304,0.37553817,0.0012067226],"about_ca_topic_score_codex":0.0017651392,"about_ca_topic_score_gemma":0.0001684562,"teacher_disagreement_score":0.2841402,"about_ca_system_score_codex":0.00057620864,"about_ca_system_score_gemma":0.00024018317,"threshold_uncertainty_score":0.9990181},"labels":[],"label_agreement":null},{"id":"W2410506693","doi":"","title":"Finding temporary relief: strategy for nursing recruitment in northern aboriginal communities.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Preparedness; Economic shortage; Incentive; Nursing; Sample (material); Population; Northern territory; Medicine; Geography; Socioeconomics; Environmental health; Political science; Sociology; Archaeology","score_opus":0.21912467239863162,"score_gpt":0.46704172077800055,"score_spread":0.24791704837936893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410506693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94988203,0.0010131757,0.00017393651,0.0038218528,0.0010941258,0.009130069,0.000042639647,0.00019688721,0.0346453],"genre_scores_gemma":[0.9839507,0.00015339623,0.0006589465,0.0007899234,0.00029292633,0.01295407,0.000101262514,0.000046628757,0.0010521979],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99722636,0.00029037427,0.00072623254,0.00022793215,0.00022567612,0.0013034098],"domain_scores_gemma":[0.9986459,0.00037958723,0.00024663366,0.00037320095,0.000106149295,0.00024855623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011491615,0.00020271708,0.0003369779,0.00016883336,0.00073086866,0.000016642332,0.00027635053,0.0002305447,0.000027307588],"category_scores_gemma":[0.000047050966,0.00019996107,0.000056115125,0.00033050706,0.00007407751,0.0001892476,0.000030087722,0.0006806806,0.000043083306],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071954867,0.00066122593,0.7073694,0.0008589309,0.000036430345,0.00003275504,0.02382026,0.0021992314,0.0000023731252,0.022545153,0.0045794863,0.23717524],"study_design_scores_gemma":[0.007904225,0.00024111441,0.71678257,0.0034844668,0.00003426,0.0000065200807,0.056672543,0.00006910123,0.000034884717,0.02867326,0.18541051,0.0006865358],"about_ca_topic_score_codex":0.004726069,"about_ca_topic_score_gemma":0.016262006,"teacher_disagreement_score":0.2364887,"about_ca_system_score_codex":0.0022683863,"about_ca_system_score_gemma":0.0005985518,"threshold_uncertainty_score":0.9074581},"labels":[],"label_agreement":null},{"id":"W2410668943","doi":"","title":"Push, pull, and plant: the personal side of physician immigration to alberta, Canada.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Immigration; Recreation; Human migration; Personal life; Qualitative research; Perception; Theme (computing); Work (physics); Public relations; Psychology; Medical education; Medicine; Nursing; Political science; Sociology; Social science; Environmental health; Population","score_opus":0.021917693298933737,"score_gpt":0.3070457645962609,"score_spread":0.28512807129732715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410668943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.907327,0.00032484133,0.0000050607823,0.06795912,0.0003637204,0.0019529593,0.000064619686,0.000020584004,0.021982092],"genre_scores_gemma":[0.9803336,0.000021243857,0.000017929817,0.015225827,0.00021456524,0.0003658711,0.000017970828,0.000007220005,0.0037957355],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9986146,0.0001410665,0.00029103682,0.0001609619,0.00024088405,0.00055145234],"domain_scores_gemma":[0.9991177,0.00032310336,0.00012672355,0.00015701633,0.00006685902,0.00020860072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002697387,0.000101504505,0.00017741555,0.000028286557,0.0003744947,0.000005106183,0.00011586811,0.00006268784,0.000015069885],"category_scores_gemma":[0.00011430443,0.00007213999,0.000017959494,0.0001765037,0.00002216118,0.000055158194,0.000026419906,0.00019638511,0.00000880404],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045107902,0.000105347484,0.05213346,0.00028668848,0.000048860038,0.000008548535,0.024377668,0.000025860643,0.00007345291,0.011057175,0.5048524,0.40657943],"study_design_scores_gemma":[0.0002266784,0.000025195191,0.8100059,0.000069903195,0.000013323053,0.0000010737363,0.0039297617,0.00007741379,0.000061570914,0.00023671586,0.18525401,0.00009843247],"about_ca_topic_score_codex":0.6112482,"about_ca_topic_score_gemma":0.933871,"teacher_disagreement_score":0.75787246,"about_ca_system_score_codex":0.00017630163,"about_ca_system_score_gemma":0.00023678818,"threshold_uncertainty_score":0.39134052},"labels":[],"label_agreement":null},{"id":"W2410869279","doi":"","title":"Psychiatric human resources planning in Canada. Position paper. Canadian Psychiatric Association.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychiatry; Association (psychology); Position paper; Psychology; Position (finance); Medicine; Psychotherapist; Business","score_opus":0.018556422137991743,"score_gpt":0.3238545734925473,"score_spread":0.30529815135455557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410869279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89914423,0.00037797267,2.902562e-7,0.015788646,0.0034904848,0.001531811,0.000057200334,0.000074122,0.07953526],"genre_scores_gemma":[0.98794234,0.000016722259,0.000109669905,0.0067389207,0.00095204514,0.0013070911,0.00005387564,0.000034596964,0.0028447232],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996279,0.00035338433,0.00076370314,0.00035705476,0.0004586373,0.0017881964],"domain_scores_gemma":[0.99805236,0.00028497074,0.00038817723,0.00033557878,0.00012562422,0.0008133187],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012015858,0.00019658975,0.0002885208,0.00043130768,0.0013165368,0.000021625305,0.00031978608,0.00030959005,0.00040510113],"category_scores_gemma":[0.00029248002,0.00020717854,0.00003909586,0.0010066665,0.000012619383,0.0001528149,0.0000359673,0.0015688096,0.000060344788],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010638569,0.0000129635155,0.90465426,0.000044289813,0.0000070331525,0.000010154054,0.00040049746,0.000014604326,0.0000017447843,0.0005580784,0.09291343,0.0013722882],"study_design_scores_gemma":[0.00048322612,0.0000063521065,0.81262445,0.000022718908,0.000011854497,0.0000013263988,0.0008456052,0.000009460827,4.3495024e-7,0.00043693784,0.1853907,0.00016695855],"about_ca_topic_score_codex":0.99765617,"about_ca_topic_score_gemma":0.9999221,"teacher_disagreement_score":0.09247727,"about_ca_system_score_codex":0.0051461007,"about_ca_system_score_gemma":0.0027370017,"threshold_uncertainty_score":0.9999836},"labels":[],"label_agreement":null},{"id":"W2410971049","doi":"","title":"Not on the radar: the impact of rural health realities on Canadian public policy and HHR migration from Sub-Saharan Africa.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Government (linguistics); Context (archaeology); Acknowledgement; Economic growth; Public health; Political science; Public policy; Health policy; Business; Health care; Geography; Economics; Medicine","score_opus":0.10739055705113841,"score_gpt":0.3693657963234771,"score_spread":0.2619752392723387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410971049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8308018,0.001130953,4.551644e-7,0.15753917,0.00019253574,0.0021891345,0.0004981094,0.000045696637,0.00760217],"genre_scores_gemma":[0.9880786,0.0021000179,0.0000039931874,0.0074367234,0.0004054316,0.0007789419,0.000077360135,0.000024536357,0.0010943728],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9964,0.0011871457,0.00054809614,0.00019113481,0.00037048192,0.00130313],"domain_scores_gemma":[0.99698615,0.0014284444,0.00033002088,0.00055457134,0.00011191929,0.000588898],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011709156,0.00020861736,0.00033171417,0.00020174733,0.0018930113,0.000021323476,0.00028679654,0.00014980494,0.000060326747],"category_scores_gemma":[0.00076764077,0.00011271821,0.00008253214,0.00044780166,0.00019926451,0.000107653344,0.000038407285,0.00054516864,0.00003393234],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005783323,0.00013421828,0.08188062,0.00011405123,0.00014344098,0.0000056781314,0.04258255,0.000016031137,0.000008690717,0.03916946,0.76574975,0.06961716],"study_design_scores_gemma":[0.00040485058,0.000116719086,0.92454195,0.00009792492,0.000004739399,0.0000018295713,0.0029015553,0.000021023983,0.000014976714,0.0011076166,0.070675954,0.00011085296],"about_ca_topic_score_codex":0.8721671,"about_ca_topic_score_gemma":0.414038,"teacher_disagreement_score":0.8426613,"about_ca_system_score_codex":0.0014410783,"about_ca_system_score_gemma":0.0021542867,"threshold_uncertainty_score":0.9994064},"labels":[],"label_agreement":null},{"id":"W2411020386","doi":"","title":"The importance of foreign-trained physicians to Canada.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Physician supply; Medicine; Family medicine; Medical information; Demography; Environmental health; Population; Sociology","score_opus":0.024242726618417063,"score_gpt":0.32609676789400466,"score_spread":0.30185404127558757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411020386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7485852,0.0005689444,0.000036777466,0.023908867,0.0009485743,0.0038784707,0.000091623915,0.00008866993,0.22189283],"genre_scores_gemma":[0.97634196,0.00000866494,0.000078410405,0.004531832,0.00036261376,0.0020241602,0.000009553151,0.00001787915,0.016624922],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99794054,0.00011739595,0.00052530644,0.00016476652,0.00030355382,0.00094841316],"domain_scores_gemma":[0.9987085,0.00041192863,0.000232301,0.0003624238,0.00014858511,0.00013624749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048231627,0.000104215294,0.00019884475,0.00001967624,0.0005375475,0.0000036773447,0.00026211317,0.000059380338,0.000018729865],"category_scores_gemma":[0.00018039269,0.00007525222,0.000031242584,0.0003169573,0.000038103277,0.000024119163,0.000055704626,0.00018137012,0.000009596315],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008883594,0.000030953044,0.2703873,0.00012432183,0.000015337728,0.0000059285335,0.00030786917,0.000057259356,0.0000075708185,0.050439153,0.6475561,0.03097936],"study_design_scores_gemma":[0.00020230263,0.0000057447733,0.5921822,0.000034204128,0.0000054585003,1.8050974e-7,0.0012743381,0.000008202079,0.00004277623,0.0025487554,0.40361935,0.00007646737],"about_ca_topic_score_codex":0.42653012,"about_ca_topic_score_gemma":0.9590566,"teacher_disagreement_score":0.53252655,"about_ca_system_score_codex":0.00037277112,"about_ca_system_score_gemma":0.00038017076,"threshold_uncertainty_score":0.5772887},"labels":[],"label_agreement":null},{"id":"W2411030488","doi":"10.5694/j.1326-5377.2004.tb06337.x","title":"Canada responds: an explosion in doctors’ health awareness, promotion and intervention","year":2004,"lang":"en","type":"review","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Promotion (chess); Intervention (counseling); Citation; Psychology; Library science; Medical school; Medical education; Medicine; Political science; Psychiatry; Computer science; Law","score_opus":0.2353133813620352,"score_gpt":0.5555980803409659,"score_spread":0.32028469897893075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411030488","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010073476,0.97774696,0.000019709754,0.008190795,0.0026020727,0.0013101093,0.000031045776,0.000013726536,0.000012111281],"genre_scores_gemma":[0.0058602435,0.99246967,0.00006269526,0.0002591847,0.00079700514,0.000032312146,0.000048748636,0.00003488927,0.0004352617],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9895945,0.004896076,0.0032177155,0.0002534785,0.0013329418,0.0007052551],"domain_scores_gemma":[0.9956541,0.0005142738,0.0024536592,0.00031250477,0.00017562276,0.0008898126],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0076213805,0.00033761628,0.0017306537,0.00023747479,0.00034635994,0.0000151810455,0.0006514586,0.0005654696,0.0006597791],"category_scores_gemma":[0.0007938394,0.00019353324,0.00016732613,0.00043772766,0.00011225498,0.00018659695,0.00012647182,0.0032718573,0.000012376875],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016569131,0.00035289887,0.00078518403,0.067566015,0.000077588884,0.00053145515,0.0015139694,0.0000033386698,6.8889705e-8,0.00072417996,0.016795147,0.9114845],"study_design_scores_gemma":[0.0007704881,0.00056597363,0.0011541198,0.27487868,0.0000979116,0.00024892288,0.000644111,0.0000018020024,8.473972e-8,0.00038724733,0.72109526,0.0001554202],"about_ca_topic_score_codex":0.49570894,"about_ca_topic_score_gemma":0.5591919,"teacher_disagreement_score":0.91132903,"about_ca_system_score_codex":0.0027979456,"about_ca_system_score_gemma":0.014997295,"threshold_uncertainty_score":0.9990276},"labels":[],"label_agreement":null},{"id":"W2411103437","doi":"","title":"Rural health care and the nurse anesthetist.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nurse anesthetist; Medicine; Rural area; Health care; Population; Quarter (Canadian coin); Metropolitan area; Mortality rate; Family medicine; Nursing; Medical emergency; Environmental health; Economic growth; Geography","score_opus":0.019484497582443687,"score_gpt":0.35792815626090085,"score_spread":0.33844365867845716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411103437","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7307242,0.02005931,0.0000013602503,0.05531544,0.0006677332,0.005954834,0.000028246262,0.00027196048,0.18697692],"genre_scores_gemma":[0.96521854,0.0010055442,0.00006406532,0.013941163,0.0003168887,0.0030733335,0.000019370109,0.000024276118,0.01633683],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974389,0.00076307525,0.0004118854,0.00019021629,0.00020443737,0.0009915057],"domain_scores_gemma":[0.99888027,0.00026145476,0.00011744238,0.00034832876,0.000053227042,0.00033928844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007666035,0.00013737706,0.00029072296,0.000026517699,0.0011518159,0.000012728324,0.0001759763,0.00010735404,0.0005262585],"category_scores_gemma":[0.000048296348,0.00008719906,0.00004131411,0.00016441125,0.00020771941,0.00006577535,0.000019588244,0.00041027975,0.00025940948],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036451602,0.000014146689,0.0177771,0.00019066755,0.000007130625,0.0000032708406,0.02075778,0.0000020341604,7.96459e-9,0.0056765857,0.043474127,0.9117326],"study_design_scores_gemma":[0.0024269468,0.000028578774,0.24793877,0.00010051973,0.0000097138745,0.000011902042,0.019515999,0.000007929919,2.0211151e-7,0.000431058,0.72941405,0.00011435066],"about_ca_topic_score_codex":0.0026408979,"about_ca_topic_score_gemma":0.0005626232,"teacher_disagreement_score":0.9116183,"about_ca_system_score_codex":0.00021225066,"about_ca_system_score_gemma":0.00011514103,"threshold_uncertainty_score":0.8858953},"labels":[],"label_agreement":null},{"id":"W2411202206","doi":"10.1007/bf03403720","title":"Place and Health Research in Canada","year":2007,"lang":"en","type":"editorial","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Simon Fraser University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Geography","score_opus":0.2823519902057216,"score_gpt":0.5296088891956879,"score_spread":0.24725689898996633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411202206","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044596596,0.033661135,0.000015576747,0.13394286,0.82193184,0.0016990186,0.0006133121,0.000012919397,0.003663659],"genre_scores_gemma":[0.027461462,0.013024657,0.0005907477,0.01726037,0.93740934,0.000044494667,0.00029407753,0.00025330164,0.003661545],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9780825,0.00687952,0.0041291486,0.00059991877,0.00311848,0.0071904757],"domain_scores_gemma":[0.97006446,0.0068230378,0.0025129125,0.00062303373,0.003343592,0.016632976],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.076931685,0.00045301046,0.0018737395,0.0031298941,0.002009654,0.000076973665,0.0010648317,0.0011753036,0.00035307536],"category_scores_gemma":[0.008016694,0.00045101158,0.0000702951,0.0019628527,0.00024567527,0.00025888797,0.00010088238,0.015324452,0.000028296083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000014464185,0.000010151488,0.015631361,0.0016013306,0.000017913428,0.0003070256,0.0038940867,0.000002104315,2.65725e-9,0.0002848678,0.9584103,0.01982637],"study_design_scores_gemma":[0.00095280015,0.0003787557,0.0073570553,0.0047318474,0.0000020116095,0.00002067644,0.023478376,0.0000053529,6.8218946e-9,0.00010639672,0.9627357,0.00023102059],"about_ca_topic_score_codex":0.9996729,"about_ca_topic_score_gemma":0.99998415,"teacher_disagreement_score":0.69929254,"about_ca_system_score_codex":0.09056045,"about_ca_system_score_gemma":0.789853,"threshold_uncertainty_score":0.9997942},"labels":[],"label_agreement":null},{"id":"W2411235162","doi":"","title":"Alberta's own fastest RN on ice.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Astrobiology; Physics","score_opus":0.040652729677132085,"score_gpt":0.37043672219642904,"score_spread":0.32978399251929696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411235162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55470675,0.00003352152,0.0000021583992,0.009014444,0.0041570324,0.001960128,0.000011439509,0.00018158763,0.42993295],"genre_scores_gemma":[0.91549027,0.000014370728,0.000114656614,0.005725265,0.001071007,0.003262997,0.000016156475,0.000039542127,0.07426574],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99735713,0.0001937575,0.0004601799,0.00034993445,0.0002976353,0.0013413606],"domain_scores_gemma":[0.9974491,0.0010717101,0.00018761614,0.00062571623,0.00010867197,0.0005571868],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00067362585,0.00019064038,0.00025855168,0.00008359164,0.000608813,0.00001273557,0.000315544,0.0003396541,0.0013631063],"category_scores_gemma":[0.0010242704,0.00015709198,0.000056311183,0.00024749688,0.000050401595,0.00009629623,0.000101839134,0.0012937293,0.004466928],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002796979,0.00034132035,0.30169225,0.00037876586,0.000038244805,0.000020252211,0.002793383,0.0000073932265,0.000057872523,0.040039968,0.3150827,0.33926812],"study_design_scores_gemma":[0.00045860693,0.000020494463,0.2981914,0.00004229926,0.0000071989466,0.0000012257287,0.00025388616,0.000011879015,0.00003058919,0.00045733302,0.70039225,0.00013282054],"about_ca_topic_score_codex":0.0030417684,"about_ca_topic_score_gemma":0.014262297,"teacher_disagreement_score":0.38530955,"about_ca_system_score_codex":0.00012039202,"about_ca_system_score_gemma":0.00009853572,"threshold_uncertainty_score":0.9995498},"labels":[],"label_agreement":null},{"id":"W2411496584","doi":"","title":"International nurse applicants.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Nursing; MEDLINE; Psychology; Medicine; Political science; Law","score_opus":0.05193394126877109,"score_gpt":0.40197329201668336,"score_spread":0.35003935074791226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411496584","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06167133,0.0001227133,0.00010110533,0.002622059,0.0028666062,0.0016254507,0.000012735126,0.0001738922,0.93080413],"genre_scores_gemma":[0.959453,0.00005184855,0.00042484413,0.0028456904,0.00034074773,0.0053203953,0.000010730493,0.000019644453,0.031533107],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983758,0.00018777173,0.00031575363,0.00020376877,0.00022180993,0.0006951316],"domain_scores_gemma":[0.999187,0.00014126673,0.00010709243,0.00023086379,0.00008719656,0.00024660805],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00057168526,0.00009240418,0.00013187727,0.000051354145,0.00025290772,0.000005563393,0.00019384176,0.000116113675,0.0015321475],"category_scores_gemma":[0.0003040862,0.00008404114,0.000031836782,0.00015892496,0.000032994823,0.00006889231,0.00002535118,0.00029376225,0.00096926995],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007394429,0.00013626995,0.38311574,0.000083193896,0.000040025057,0.000010879814,0.00092800095,0.0000053314025,0.0000042640017,0.16401945,0.23348536,0.21809755],"study_design_scores_gemma":[0.00041670064,0.0000026792814,0.1122391,0.000014421992,0.0000037680543,0.0000013078612,0.00077128375,0.0000044643775,0.000013917252,0.0012139758,0.88524485,0.00007354869],"about_ca_topic_score_codex":0.00008223541,"about_ca_topic_score_gemma":0.00003055939,"teacher_disagreement_score":0.899271,"about_ca_system_score_codex":0.00023789056,"about_ca_system_score_gemma":0.000059048063,"threshold_uncertainty_score":0.9998086},"labels":[],"label_agreement":null},{"id":"W2411669558","doi":"","title":"Traveling the world. A report on visits to dental therapist training programs in Canada, New Zealand, and England.","year":2009,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); New england; Medical education; Dental education; Family medicine; Medicine; Geography; Political science; Law","score_opus":0.0761701760028169,"score_gpt":0.3563700242271425,"score_spread":0.2801998482243256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411669558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9700926,0.00018979229,0.0000024053754,0.02292741,0.0004059309,0.0027623544,0.0000034269763,0.00004690997,0.0035691606],"genre_scores_gemma":[0.98190135,0.000016090798,0.0000915358,0.0073912456,0.00038293144,0.0006447483,0.000010842185,0.000015585132,0.009545695],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99766284,0.00019407734,0.0005246274,0.0003084732,0.00031533255,0.000994667],"domain_scores_gemma":[0.9988752,0.00025136114,0.00013501228,0.00023999362,0.000029055258,0.00046937523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009885373,0.00015988761,0.0002567511,0.0000652573,0.00031662328,0.000021179849,0.00015764094,0.000062838284,0.00001533567],"category_scores_gemma":[0.00013818553,0.000111188136,0.000021473732,0.00041315216,0.000010438227,0.00004222905,0.000026108315,0.0004939279,0.000005550777],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016168373,0.000019676154,0.28306046,0.000013734781,0.000006812499,0.00012028206,0.009415267,0.000013613939,8.9209357e-7,0.00021018725,0.0044945083,0.7024829],"study_design_scores_gemma":[0.00083017745,0.000039110226,0.8502963,0.00020764527,0.000004428069,0.000018072164,0.0035697683,0.00001549102,0.000002226381,0.0001455724,0.14475437,0.00011681813],"about_ca_topic_score_codex":0.56365716,"about_ca_topic_score_gemma":0.98278624,"teacher_disagreement_score":0.70236605,"about_ca_system_score_codex":0.00065530266,"about_ca_system_score_gemma":0.00069548446,"threshold_uncertainty_score":0.45341206},"labels":[],"label_agreement":null},{"id":"W2411678289","doi":"10.24095/hpcdp.31.s1.01","title":"Patterns of Health Services Utilization in Rural Canada","year":2011,"lang":"en","type":"article","venue":"Chronic diseases and injuries in Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; Dalhousie University; Statistics Canada; Institute for Clinical Evaluative Sciences; Public Health Agency of Canada; Laurentian University","funders":"","keywords":"Public health; Agency (philosophy); Rural area; Context (archaeology); Health care; Health equity; Rural health; Environmental health; Health policy; HRHIS; Population health; Geography; Population; Economic growth; Medicine; Nursing; Sociology","score_opus":0.027684156990612677,"score_gpt":0.34831843089582004,"score_spread":0.3206342739052074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411678289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867617,0.010695476,0.0000016356909,0.000341821,0.0006098738,0.00045552093,0.0004112855,0.000008487944,0.0007141985],"genre_scores_gemma":[0.99693424,0.0014361948,0.0000058298324,0.0013921092,0.000039588398,0.00004274414,0.000071723334,0.000012057607,0.000065525215],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99814916,0.00019887362,0.00069436466,0.00016955494,0.00022168303,0.00056636287],"domain_scores_gemma":[0.9992042,0.0000867779,0.0002475097,0.0002011386,0.00005195856,0.00020839069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120103,0.00013105822,0.00033627969,0.000051339703,0.00015206596,0.0000020783732,0.0001485609,0.000042744512,0.00052322],"category_scores_gemma":[0.000015780177,0.0001249985,0.000010251063,0.00019608803,0.000027144224,0.000095687836,0.00008668045,0.00015633371,4.1698596e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003538544,0.000016088572,0.9860684,0.002281397,0.0000038576604,0.000004831528,0.0009820713,0.000007224578,9.2386166e-8,0.0007275302,0.0018709564,0.008002165],"study_design_scores_gemma":[0.0004733632,0.000058644346,0.9624995,0.002028687,0.000004225138,1.6474752e-7,0.02381237,0.00016954726,0.0000036998777,0.00017099055,0.010668409,0.00011039386],"about_ca_topic_score_codex":0.99995446,"about_ca_topic_score_gemma":0.99999416,"teacher_disagreement_score":0.023568895,"about_ca_system_score_codex":0.0035270716,"about_ca_system_score_gemma":0.023050096,"threshold_uncertainty_score":0.9824883},"labels":[],"label_agreement":null},{"id":"W2411773079","doi":"","title":"International Council of Nurses Workforce Forum meets in Dublin.","year":2013,"lang":"en","type":"other","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irish; Workforce; Project commissioning; Publishing; Political science; Nursing; Management; Medicine; Law","score_opus":0.11130583297023144,"score_gpt":0.3810247968851303,"score_spread":0.26971896391489886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2411773079","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00061302166,0.0027103464,0.0000062264044,0.0028379827,0.00682955,0.0041081994,0.00012994987,0.00020696875,0.9825578],"genre_scores_gemma":[0.013068533,0.0010634789,0.00022648455,0.0009418531,0.00080426456,0.005960453,0.00007640352,0.00032011297,0.9775384],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99637944,0.00023133912,0.0009179979,0.00041060385,0.00091883907,0.0011418032],"domain_scores_gemma":[0.9978316,0.00027684713,0.0008444704,0.0004972904,0.00031413435,0.00023566774],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00074249704,0.0003126628,0.0006546111,0.00033034035,0.0000671791,0.0000088885245,0.00062354264,0.00083956425,0.0075393417],"category_scores_gemma":[0.0006245644,0.00028515488,0.00008704975,0.00031206998,0.00009813181,0.00008727661,0.00018318137,0.00069359614,0.00067654776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004003031,0.00006229479,0.014811854,0.00028681132,0.0000348545,0.000003425785,0.00045191264,0.000002028132,1.2793616e-7,0.003720597,0.9409537,0.039632384],"study_design_scores_gemma":[0.000857621,0.000008553909,0.00915336,0.0013085175,0.000009192091,5.5124474e-7,0.0009192615,0.000023226756,9.673566e-7,0.00019023921,0.9873194,0.00020910798],"about_ca_topic_score_codex":0.005967983,"about_ca_topic_score_gemma":0.0056681014,"teacher_disagreement_score":0.046365723,"about_ca_system_score_codex":0.0016783151,"about_ca_system_score_gemma":0.00071527046,"threshold_uncertainty_score":0.99996006},"labels":[],"label_agreement":null},{"id":"W2412155578","doi":"","title":"It's not a looming crisis--the crisis is here, now! Re: Manpower in the Canadian neurosurgical workforce: is a crisis looming?","year":2004,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Looming; Workforce; Political science; Psychology; Law","score_opus":0.07418723142654632,"score_gpt":0.3648661553037651,"score_spread":0.2906789238772188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412155578","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019874393,0.0011945702,0.0000068487334,0.95909804,0.004013551,0.008655219,0.0004844292,0.00019265607,0.024367247],"genre_scores_gemma":[0.087918565,0.0006306059,0.00008108496,0.8811746,0.005330211,0.011054166,0.00014801511,0.0003326953,0.013330049],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9820597,0.0031542466,0.0029856754,0.0022171023,0.0024769567,0.0071062744],"domain_scores_gemma":[0.9913987,0.002216208,0.0012228659,0.0035326062,0.0004725684,0.0011570656],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0048380583,0.0015305697,0.0018770697,0.0009196025,0.0035428016,0.00045725258,0.0036049907,0.004271706,0.002182031],"category_scores_gemma":[0.0005886451,0.0010661783,0.00078314083,0.0024675399,0.00028543713,0.00033116082,0.0005216467,0.014761688,0.0016941144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011186699,0.00004924714,0.00182344,0.0005891259,0.00007570476,0.0014114652,0.0138832005,0.000007570354,1.868282e-8,0.00007160052,0.9810687,0.0009080865],"study_design_scores_gemma":[0.0013142338,0.000037816153,0.0047389558,0.00066733686,0.00023936802,0.000051622523,0.013220329,0.000015866179,0.0000019011445,0.00078310724,0.9779125,0.0010170001],"about_ca_topic_score_codex":0.33944014,"about_ca_topic_score_gemma":0.37486476,"teacher_disagreement_score":0.08593112,"about_ca_system_score_codex":0.0044643944,"about_ca_system_score_gemma":0.0021782839,"threshold_uncertainty_score":0.9997443},"labels":[],"label_agreement":null},{"id":"W2412388049","doi":"","title":"Preparation of IMGs for Residency Training in Canada.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"IMG; Workforce; Disadvantage; Medical education; Residency training; Family medicine; Medicine; Psychology; Political science; Continuing education; Computer science","score_opus":0.11827735655093116,"score_gpt":0.4375004184346357,"score_spread":0.31922306188370453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412388049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798051,0.0005648526,0.000030443498,0.0013759752,0.0009914831,0.003152348,0.000029225806,0.000019514833,0.014031046],"genre_scores_gemma":[0.99356914,0.000013178682,0.00027346937,0.00033776325,0.00021259414,0.0041161696,0.000012626691,0.000010185162,0.0014548512],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983344,0.00015082482,0.00048113635,0.00009554973,0.0001432215,0.00079484005],"domain_scores_gemma":[0.99900115,0.00046082138,0.00018223838,0.00013600629,0.0000664535,0.0001533055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010259978,0.00006285546,0.00018093012,0.000046157915,0.00010193884,8.0249106e-7,0.00007776449,0.000071234135,0.00004601849],"category_scores_gemma":[0.0005216874,0.000060551974,0.000013314553,0.00014948224,0.000009013053,0.00012223395,0.00001939805,0.00012579084,0.0000031216805],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038732777,0.00003972781,0.8523331,0.00094752247,0.000013509163,6.9377995e-7,0.02775173,0.000026780357,0.000017623312,0.017508933,0.046590246,0.054382797],"study_design_scores_gemma":[0.00052805356,0.000008903583,0.9554365,0.00011037114,0.000006748281,2.608751e-7,0.007784129,0.000021447615,0.00016919484,0.0008661022,0.034983464,0.00008480775],"about_ca_topic_score_codex":0.65922856,"about_ca_topic_score_gemma":0.95769536,"teacher_disagreement_score":0.2984668,"about_ca_system_score_codex":0.0007284467,"about_ca_system_score_gemma":0.0015737129,"threshold_uncertainty_score":0.34304067},"labels":[],"label_agreement":null},{"id":"W2412427793","doi":"","title":"Rural net migration of Canada's rehabilitative and technical health care workers.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Humanities; Political science; Geography; Art","score_opus":0.026397528189513696,"score_gpt":0.3449616247156669,"score_spread":0.3185640965261532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412427793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9704501,0.0036486932,0.0000090310405,0.017380277,0.00032208214,0.00265214,0.00005975241,0.00006954559,0.005408387],"genre_scores_gemma":[0.99563795,0.00017605994,0.0006452119,0.0015417442,0.000089557354,0.0011079164,0.000028447887,0.00001369428,0.0007594087],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977846,0.00042587618,0.0005786017,0.00019178889,0.00028735815,0.00073178],"domain_scores_gemma":[0.9984859,0.00048118908,0.00025960503,0.00022100542,0.0001930438,0.00035923882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042806903,0.000119974175,0.00033821867,0.000049253616,0.0005662653,0.000001416647,0.000095664276,0.00012504196,0.000018472541],"category_scores_gemma":[0.0003607874,0.00010700189,0.000025348048,0.00024662327,0.00013834718,0.00005956516,0.0000597238,0.00033825685,0.0000016220607],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001549231,0.000023862694,0.7315866,0.0005125075,0.000009954248,0.000003295296,0.011013973,0.000005737663,0.0000011753611,0.00044605118,0.2401641,0.016077828],"study_design_scores_gemma":[0.00036995392,0.000058673664,0.9512994,0.00012665884,0.000003442234,0.0000032586474,0.016957268,0.0000026301343,0.0000034280413,0.000061076425,0.031031962,0.000082215665],"about_ca_topic_score_codex":0.57386744,"about_ca_topic_score_gemma":0.82830083,"teacher_disagreement_score":0.25443336,"about_ca_system_score_codex":0.0009521175,"about_ca_system_score_gemma":0.0014611364,"threshold_uncertainty_score":0.43634105},"labels":[],"label_agreement":null},{"id":"W2412526418","doi":"","title":"On the Net: Online lifeline for med school applicants","year":2000,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Data science; Medical education; Multimedia; Medicine","score_opus":0.026598518588519617,"score_gpt":0.39170096727783416,"score_spread":0.3651024486893145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412526418","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34969136,0.00027571496,0.000072965995,0.62641126,0.0018324805,0.0015516073,0.00037874808,0.00006446812,0.019721411],"genre_scores_gemma":[0.2504713,0.0009522471,0.0004307634,0.67768145,0.02000089,0.0002994883,0.00013653695,0.00007908306,0.049948268],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99610656,0.00057697174,0.00081003783,0.00017917714,0.0012026217,0.0011246476],"domain_scores_gemma":[0.9939409,0.002067647,0.00030688633,0.00018386047,0.0004964078,0.003004314],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0034240438,0.00014788598,0.00027100206,0.00008552907,0.0018372056,0.000027253143,0.00042172757,0.00058762537,0.0794037],"category_scores_gemma":[0.0071744625,0.00010138714,0.000095171265,0.00027508242,0.000032570602,0.000057299614,0.000010643136,0.0022626678,0.0018337676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036840163,0.00002499564,0.0068923216,0.000008758826,0.000031244854,0.000014447806,0.00019475631,0.00001055528,3.4416325e-7,0.0007742235,0.9575173,0.03449421],"study_design_scores_gemma":[0.0010552605,0.000069545014,0.0074256095,0.0002852048,0.000012814778,0.000009382302,0.0008785141,0.0006868103,3.3635732e-7,0.0016114152,0.98786134,0.00010376471],"about_ca_topic_score_codex":0.0049615162,"about_ca_topic_score_gemma":0.09137858,"teacher_disagreement_score":0.09922007,"about_ca_system_score_codex":0.0021135411,"about_ca_system_score_gemma":0.0056673763,"threshold_uncertainty_score":0.99996954},"labels":[],"label_agreement":null},{"id":"W2412629482","doi":"10.1503/cjs.012815","title":"Pourquoi l’Ontario devient-elle une province déficiente sur le plan médical?","year":2015,"lang":"fr","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Humanities; Philosophy","score_opus":0.1667330531068608,"score_gpt":0.33998940982024445,"score_spread":0.17325635671338366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412629482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7648965,0.083959624,0.00011141206,0.10879782,0.025372004,0.00077195215,0.00018498997,0.00002834792,0.015877316],"genre_scores_gemma":[0.8001143,0.0007878976,0.0010571681,0.008475135,0.002736118,0.000011081095,0.000054019045,0.00014698158,0.1866173],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99253076,0.0013924288,0.0023976923,0.00038417574,0.0007982708,0.0024966486],"domain_scores_gemma":[0.9862072,0.0017378922,0.0015248088,0.0005188388,0.0015465198,0.008464762],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0053733448,0.0004504777,0.0012529396,0.0007686378,0.0009116622,0.00008958829,0.0006069165,0.0007404135,0.0020070793],"category_scores_gemma":[0.0028936523,0.00045746108,0.00039040443,0.00092883536,0.00048271645,0.0006301774,0.00006804197,0.002615321,0.00066350814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00009452803,0.00009483499,0.3229328,0.00031918302,0.0000502764,0.002328607,0.0041858475,0.00015749446,6.751221e-7,0.00095487846,0.66433394,0.004546934],"study_design_scores_gemma":[0.0009225049,0.0001460749,0.02012277,0.0059530106,0.00007163954,0.00047846427,0.006326042,0.00006189753,0.000006965175,0.00066281465,0.96485424,0.0003936022],"about_ca_topic_score_codex":0.8412114,"about_ca_topic_score_gemma":0.96562487,"teacher_disagreement_score":0.30281004,"about_ca_system_score_codex":0.005159823,"about_ca_system_score_gemma":0.15941423,"threshold_uncertainty_score":0.9997877},"labels":[],"label_agreement":null},{"id":"W2412837944","doi":"","title":"Recruitment. Hello, goodbye.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Political science; Perception; Nursing; Business; Medicine; Psychology; Law","score_opus":0.2789503975812973,"score_gpt":0.4314895056464421,"score_spread":0.1525391080651448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412837944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51200724,0.0013712356,0.00003133507,0.0040841238,0.0027129713,0.0068972562,0.000018298204,0.00068868924,0.47218886],"genre_scores_gemma":[0.8500979,0.00063425285,0.00031858985,0.0049303425,0.00066608604,0.013859028,0.000018656874,0.000036389996,0.12943876],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997352,0.00032224553,0.0004857818,0.000290311,0.00028799262,0.001261691],"domain_scores_gemma":[0.99864393,0.000253609,0.00016063127,0.00041217866,0.00009507047,0.000434597],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005538726,0.00015249269,0.00025962,0.0000703571,0.0009432064,0.0000031635132,0.00021998545,0.00019909818,0.0007300326],"category_scores_gemma":[0.00020303081,0.00013595325,0.000058265694,0.0003131539,0.00007223677,0.000109833185,0.00011069141,0.00044550767,0.0021286155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011744283,0.00012899254,0.30430448,0.00018539892,0.00003350896,0.00007268449,0.0026669926,0.0000036606727,0.000004062266,0.004411841,0.58240986,0.10566107],"study_design_scores_gemma":[0.0004710314,0.000012693059,0.32774195,0.000029979314,0.0000056764447,0.000005609475,0.00034569038,0.000003805949,0.000020032905,0.00032848757,0.67092824,0.000106794694],"about_ca_topic_score_codex":0.00036160197,"about_ca_topic_score_gemma":0.00010439261,"teacher_disagreement_score":0.3427501,"about_ca_system_score_codex":0.00032859528,"about_ca_system_score_gemma":0.00011517538,"threshold_uncertainty_score":0.99864835},"labels":[],"label_agreement":null},{"id":"W2412971100","doi":"10.1097/acm.0000000000000765","title":"Putting Communities in the Driver’s Seat","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":119,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Equity (law); General partnership; Sociology; Community engagement; Health equity; Medical education; Public relations; Community education; Sociocultural evolution; Public health; Political science; Medicine; Pedagogy; Nursing","score_opus":0.2603411530963846,"score_gpt":0.5227045489800526,"score_spread":0.26236339588366797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2412971100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7580321,0.006618939,0.000072515366,0.10019103,0.0015271013,0.0012373566,0.0000034180214,0.00015844507,0.1321591],"genre_scores_gemma":[0.96182424,0.0010304039,0.00010468284,0.032335915,0.0012511954,0.00009315009,0.00003359065,0.000016483691,0.0033103165],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962009,0.0017222072,0.0007174138,0.0001305628,0.00053697295,0.00069192983],"domain_scores_gemma":[0.9966776,0.0023480775,0.00019933026,0.0004300185,0.0001223805,0.00022264417],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0059888475,0.00014513548,0.0003195174,0.00010446249,0.0003905807,0.0000014639942,0.00068594643,0.00031686277,0.0003723914],"category_scores_gemma":[0.0012623604,0.000084980355,0.00001382155,0.0004139082,0.00023959823,0.00010211638,0.0001586847,0.0028248553,0.00034870737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025929645,0.00000371432,0.25680766,0.00010483877,0.0000038265525,0.000010439185,0.30501968,0.000008084853,0.000005272579,0.010264757,0.42564842,0.002097397],"study_design_scores_gemma":[0.0013520409,0.000096531905,0.0052197604,0.001891553,0.00001290468,0.000008840985,0.44835523,0.00020752402,9.4582833e-7,0.0122775,0.53050035,0.00007685804],"about_ca_topic_score_codex":0.0066682887,"about_ca_topic_score_gemma":0.00063207466,"teacher_disagreement_score":0.2515879,"about_ca_system_score_codex":0.0002422559,"about_ca_system_score_gemma":0.00019589855,"threshold_uncertainty_score":0.9999464},"labels":[],"label_agreement":null},{"id":"W2413195228","doi":"","title":"[Emigration of physicians from Africa: focus on Malawi].","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emigration; Remuneration; Economic shortage; Brain drain; Developing country; Family medicine; Work (physics); Training (meteorology); Health care; Economic growth; Political science","score_opus":0.08979399644663291,"score_gpt":0.35076299282391865,"score_spread":0.26096899637728577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413195228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9100322,0.0003081401,0.00004904809,0.002017557,0.0006490107,0.0014600559,0.00007911234,0.0001304989,0.08527436],"genre_scores_gemma":[0.9925761,0.0001042555,0.00018138882,0.00077837834,0.00041306322,0.0013295389,0.00002424726,0.000020611376,0.0045723855],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981782,0.00023747979,0.00044773976,0.00022697028,0.00029901403,0.0006105835],"domain_scores_gemma":[0.9987676,0.0004113934,0.00026965013,0.00034192877,0.00010275035,0.000106668784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020311604,0.0001231422,0.00027753552,0.000058073776,0.0003335009,0.0000015275391,0.00015306083,0.00015625448,0.000114959475],"category_scores_gemma":[0.00014904638,0.00011161389,0.00005765305,0.00025667483,0.000058990892,0.00007803989,0.00004030861,0.000294078,0.00026240785],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056488306,0.00052746385,0.4957204,0.00017767269,0.00007495266,0.00002598855,0.016470248,0.000055812194,0.00012938608,0.010304635,0.36873627,0.10721231],"study_design_scores_gemma":[0.00067254587,0.000047612564,0.95004964,0.00013012334,0.000015422773,3.014776e-7,0.0008517252,0.000018393463,0.00064407906,0.001980293,0.045456674,0.00013316551],"about_ca_topic_score_codex":0.0017851351,"about_ca_topic_score_gemma":0.00046989557,"teacher_disagreement_score":0.45432928,"about_ca_system_score_codex":0.00016858419,"about_ca_system_score_gemma":0.000056013592,"threshold_uncertainty_score":0.45514822},"labels":[],"label_agreement":null},{"id":"W2413423322","doi":"","title":"Rural medicine across the border: one medical student's perspective.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perspective (graphical); Medical education; Medicine; Sociology; Family medicine; Art; Visual arts","score_opus":0.09677039162610171,"score_gpt":0.509419600439694,"score_spread":0.41264920881359235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413423322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48186934,0.0075717145,0.00006418306,0.33576667,0.004965318,0.004916434,0.000019669247,0.00048712225,0.16433953],"genre_scores_gemma":[0.9687579,0.0003269922,0.000021701433,0.012538607,0.0024159404,0.0029032321,0.000010971297,0.000035922578,0.012988722],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9948216,0.000871734,0.00067574723,0.00030737137,0.0017106823,0.0016128477],"domain_scores_gemma":[0.9965824,0.0007760917,0.0002231581,0.000588882,0.0006052639,0.0012241983],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0052567045,0.00021023491,0.00043293118,0.000040595907,0.0009232814,0.000013609183,0.0008044539,0.0002987447,0.0009594699],"category_scores_gemma":[0.003928039,0.00012699592,0.000049901377,0.00046881652,0.00047384526,0.00012016955,0.0004502564,0.0011553754,0.0004852233],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004676031,0.0004362544,0.27585617,0.00015841136,0.00019534498,0.000057726826,0.13507807,0.00000438161,6.5274213e-7,0.043432195,0.41704223,0.12727095],"study_design_scores_gemma":[0.0029634328,0.00007508731,0.4382037,0.00019820673,0.000030535495,0.0000072723997,0.25039557,0.000016394808,9.033647e-7,0.0027960709,0.30514184,0.00017101856],"about_ca_topic_score_codex":0.005256694,"about_ca_topic_score_gemma":0.002292514,"teacher_disagreement_score":0.48688856,"about_ca_system_score_codex":0.0008549663,"about_ca_system_score_gemma":0.00036131477,"threshold_uncertainty_score":0.9999538},"labels":[],"label_agreement":null},{"id":"W2413533163","doi":"10.7748/nm.22.7.17.s18","title":"A workforce for the future","year":2015,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Workforce; Business; MEDLINE; Computer science; Nursing; Process management; Medicine; Political science; Economics; Economic growth","score_opus":0.10897985201624791,"score_gpt":0.4765716926223566,"score_spread":0.3675918406061087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413533163","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044238186,0.010926306,0.036947433,0.1306668,0.022146786,0.009760883,0.000014170841,0.00069222227,0.78442156],"genre_scores_gemma":[0.5596684,0.0012442234,0.051322475,0.034451544,0.014606362,0.004593274,0.00009634897,0.00024043748,0.3337769],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983552,0.0001327171,0.00030517738,0.00022848771,0.00029577303,0.00068261265],"domain_scores_gemma":[0.998889,0.00021330138,0.0001211324,0.00047032893,0.00012948837,0.00017670513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088234793,0.00013516884,0.00015150616,0.000046455578,0.00090866693,0.000016141206,0.00031248594,0.000101361686,0.00006572886],"category_scores_gemma":[0.00002820369,0.000091027694,0.00005320598,0.00025020054,0.000052991723,0.000060396636,0.00005933568,0.00024352733,0.00030110736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013575972,0.00003413237,0.00050887506,0.000107970845,0.000018686464,0.0000016035129,0.0033908018,0.000109988054,1.4005094e-7,0.117722765,0.6657568,0.21221244],"study_design_scores_gemma":[0.00087820634,0.000057469428,0.001158003,0.00064543594,0.000056649136,5.010524e-7,0.04393773,0.0007166032,5.929935e-7,0.010198879,0.9422531,0.00009683032],"about_ca_topic_score_codex":0.00002312159,"about_ca_topic_score_gemma":0.000030585026,"teacher_disagreement_score":0.5552446,"about_ca_system_score_codex":0.00051745167,"about_ca_system_score_gemma":0.000059925558,"threshold_uncertainty_score":0.69888234},"labels":[],"label_agreement":null},{"id":"W2413630661","doi":"","title":"Pulse: RNs: demand up, supply down","year":2003,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casual; Nova scotia; Medicine; Demography; Full-time; Family medicine; Geography; Political science; Sociology; Archaeology","score_opus":0.01772297566673685,"score_gpt":0.3621652381769186,"score_spread":0.34444226251018173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413630661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4116474,0.0035469595,0.00030002624,0.16139325,0.023482574,0.0013664875,0.00014145163,0.00017386103,0.39794797],"genre_scores_gemma":[0.90285724,0.00075911067,0.00028574307,0.06612602,0.003258679,0.000040992833,0.000022739878,0.000043060198,0.026606413],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942151,0.0015713371,0.00093461823,0.00020072976,0.0015447781,0.0015334944],"domain_scores_gemma":[0.9938763,0.00066884566,0.00042416056,0.00016187245,0.00067802356,0.004190829],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0054346113,0.00016668515,0.00033068997,0.00018273343,0.0017987037,0.000041997035,0.00028714418,0.0009345841,0.078535534],"category_scores_gemma":[0.008008095,0.00015098434,0.000091442984,0.0003895528,0.000037210015,0.00016632669,0.000015655907,0.0026695249,0.0032860285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000487828,0.000009655872,0.3191221,0.00002000871,0.00003151781,0.00012326914,0.0008855113,0.0000016519738,7.4643725e-7,0.0039003193,0.67103577,0.0048645465],"study_design_scores_gemma":[0.0010945443,0.000031731455,0.034040157,0.00029204728,0.0000148486915,0.00009140506,0.002642674,0.000026724287,0.0000018857927,0.001077149,0.9605374,0.00014943616],"about_ca_topic_score_codex":0.008705299,"about_ca_topic_score_gemma":0.12553947,"teacher_disagreement_score":0.49120983,"about_ca_system_score_codex":0.003493783,"about_ca_system_score_gemma":0.010078203,"threshold_uncertainty_score":0.99963135},"labels":[],"label_agreement":null},{"id":"W2413744047","doi":"10.1177/1715163515589940","title":"The time has come to fix the Non-Insured Health Benefits (NIHB) program","year":2015,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; CLARITY; Pharmacy; Audit; Surprise; Public relations; Medicine; Scope (computer science); Business; Public administration; Nursing; Political science; Law; Psychology","score_opus":0.11243905125897258,"score_gpt":0.40954100521968356,"score_spread":0.297101953960711,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413744047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83606285,0.0156749,0.000051511088,0.08908804,0.02595647,0.014027203,0.0023791038,0.0004041223,0.016355798],"genre_scores_gemma":[0.94222033,0.002723809,0.0003245966,0.043956887,0.0028505349,0.00038050546,0.00005651992,0.00013755774,0.0073492783],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99164164,0.0014192663,0.0015498007,0.0005487188,0.0011296202,0.0037109263],"domain_scores_gemma":[0.98644125,0.00068836164,0.00073670404,0.00074160006,0.001676289,0.009715819],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0046087285,0.0005818673,0.0006855263,0.00025630076,0.01108318,0.000374984,0.0020435606,0.0001426535,0.0005249548],"category_scores_gemma":[0.00073886075,0.00040882142,0.0001640995,0.0015290381,0.00036747885,0.00028617482,0.00019559763,0.0023061442,0.00052191864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017756586,0.000035726956,0.002078781,0.00013002423,0.0000980318,0.0024887423,0.006870622,0.0011017798,0.000011747919,0.0001041895,0.85427535,0.13262747],"study_design_scores_gemma":[0.001796722,0.00019510568,0.00014184337,0.00014824427,0.000047235044,0.020013265,0.00027749158,0.002331979,0.000018458648,0.00007719223,0.9744851,0.00046734104],"about_ca_topic_score_codex":0.18436916,"about_ca_topic_score_gemma":0.64121425,"teacher_disagreement_score":0.45684507,"about_ca_system_score_codex":0.010063641,"about_ca_system_score_gemma":0.0317064,"threshold_uncertainty_score":0.9999956},"labels":[],"label_agreement":null},{"id":"W2413918082","doi":"10.7748/ns.21.50.61.s53","title":"Student life - dealing with differences","year":2007,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St Mary's Hospital","funders":"","keywords":"Student life; Psychology; Medical education; Gerontology; Computer science; Medicine; Library science","score_opus":0.05110021091961907,"score_gpt":0.47800214744956854,"score_spread":0.42690193652994946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413918082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88494647,0.0007479188,0.008001774,0.0019464268,0.0011823113,0.00065785856,0.000016441994,0.00028485537,0.10221596],"genre_scores_gemma":[0.99397063,0.000040071973,0.0037534123,0.0009342438,0.00040851778,0.000012190517,0.000004680886,0.000031793523,0.00084447523],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974187,0.00012891053,0.000515712,0.0002903552,0.0006934384,0.0009528872],"domain_scores_gemma":[0.9984786,0.00039133217,0.00020515875,0.00027271366,0.00023992105,0.0004122837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010584439,0.00018454486,0.0003423447,0.00008818093,0.0011473051,0.000018015982,0.00018255616,0.00015648516,0.000425379],"category_scores_gemma":[0.00008549177,0.00013811557,0.00003133196,0.00022258107,0.00013810756,0.00007556613,0.000024285757,0.0005270755,0.00007534711],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018394751,0.00011307748,0.8828169,0.00017466821,0.000046130095,0.00004335699,0.025604913,0.000018501665,0.000029991526,0.03889334,0.00844894,0.04197072],"study_design_scores_gemma":[0.004204339,0.0017595702,0.73953646,0.012797445,0.00012411246,0.000009527721,0.11481701,0.000033568034,0.00014204063,0.0037847357,0.12198439,0.00080681464],"about_ca_topic_score_codex":0.00012816634,"about_ca_topic_score_gemma":0.00038964837,"teacher_disagreement_score":0.14328045,"about_ca_system_score_codex":0.00059951027,"about_ca_system_score_gemma":0.00030176985,"threshold_uncertainty_score":0.8824259},"labels":[],"label_agreement":null},{"id":"W2414112393","doi":"","title":"Trends in foreign-trained registered nurses in the United States.","year":2006,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.09436500856631629,"score_gpt":0.4035326055543452,"score_spread":0.3091675969880289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414112393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.799392,0.0002559609,0.0000044227454,0.008762383,0.0005084483,0.0020556608,0.000039298444,0.00012314503,0.18885872],"genre_scores_gemma":[0.9728073,0.000038428017,0.000035031575,0.0034562822,0.00019686695,0.0036689602,0.00044356237,0.0000253921,0.019328201],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964428,0.0008765371,0.0007949651,0.0002859288,0.00029401117,0.0013057729],"domain_scores_gemma":[0.9985867,0.00057151157,0.00021195388,0.0004699196,0.000057142002,0.000102779144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014747607,0.00018172014,0.00028597243,0.00057479803,0.0002165515,0.00001524824,0.00036830764,0.00019488262,0.00012437126],"category_scores_gemma":[0.0001601575,0.00013035204,0.00004657593,0.0020866303,0.00007837905,0.00009551675,0.000043619613,0.00059347635,0.0000337535],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040309352,0.00038988906,0.613129,0.00022772695,0.000009226829,0.00012002538,0.00992011,0.00040397415,7.7507593e-7,0.03282342,0.27852434,0.06404841],"study_design_scores_gemma":[0.0013350074,0.000014391702,0.7247422,0.00008186109,0.000004604913,0.0000013554375,0.005474871,0.00015315294,8.014874e-7,0.004680503,0.26339725,0.00011404551],"about_ca_topic_score_codex":0.021732112,"about_ca_topic_score_gemma":0.023832481,"teacher_disagreement_score":0.1734153,"about_ca_system_score_codex":0.00038623495,"about_ca_system_score_gemma":0.000044952947,"threshold_uncertainty_score":0.99398005},"labels":[],"label_agreement":null},{"id":"W2414165903","doi":"","title":"Who will provide secondary care in rural Canada?","year":2007,"lang":"fr","type":"editorial","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Environmental planning; Geography","score_opus":0.01447484020393707,"score_gpt":0.3225814752860193,"score_spread":0.30810663508208225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414165903","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01765582,0.024593636,0.0000015212264,0.006921839,0.8782045,0.011212897,0.0022950117,0.0001482355,0.058966503],"genre_scores_gemma":[0.028429598,0.0016925965,0.00012523425,0.004450985,0.8473267,0.008308453,0.0023917211,0.00033407615,0.10694063],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9860239,0.0018379786,0.0027407086,0.0011444795,0.0023528312,0.005900115],"domain_scores_gemma":[0.9904653,0.004194175,0.0011027431,0.0010945261,0.0011598241,0.0019834675],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0028139474,0.0011072542,0.0018788046,0.0004464635,0.00090320944,0.000054126976,0.0011630491,0.004419291,0.00094020856],"category_scores_gemma":[0.0043212147,0.0011973302,0.00019950353,0.0010222775,0.00026045847,0.00043771387,0.0005355296,0.010395765,0.00012607689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00041162042,0.00004141336,0.0070850826,0.005248386,0.000035908673,0.00027374135,0.0038483583,0.000008097947,1.763105e-8,0.00013784094,0.7947943,0.18811522],"study_design_scores_gemma":[0.0021624418,0.000053588188,0.080310196,0.0030178188,0.000063933956,0.0000030185088,0.019495212,0.0000043992177,0.000001969375,0.00008168983,0.89393055,0.0008751941],"about_ca_topic_score_codex":0.9471668,"about_ca_topic_score_gemma":0.99625146,"teacher_disagreement_score":0.18724002,"about_ca_system_score_codex":0.023103962,"about_ca_system_score_gemma":0.026789129,"threshold_uncertainty_score":0.99997306},"labels":[],"label_agreement":null},{"id":"W2414275937","doi":"","title":"Rural longitudinal integrated clerkships: changing interests and demographics of medical students.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Demographics; Curriculum; Medicine; Medical school; Medical education; Rural area; Longitudinal study; Family medicine; Gerontology; Demography; Psychology; Pedagogy; Sociology","score_opus":0.131353562613117,"score_gpt":0.4442445104421655,"score_spread":0.31289094782904847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414275937","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99182403,0.0013133113,0.000099878715,0.003030215,0.0010901464,0.0011778446,0.000009912299,0.000118585456,0.0013361025],"genre_scores_gemma":[0.9975763,0.00026990575,0.00007717957,0.0007554488,0.0002253026,0.000606568,0.000016595775,0.000022579901,0.00045010334],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99636245,0.00049156725,0.000677624,0.00023077166,0.0012552306,0.000982362],"domain_scores_gemma":[0.9979695,0.00033376063,0.00024297182,0.00024510067,0.0002862182,0.00092244364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004354968,0.0001748547,0.0003934072,0.00027649166,0.00019798733,0.000017765058,0.000559284,0.0003484384,0.000069828595],"category_scores_gemma":[0.0013299437,0.00014206508,0.00004429777,0.00067762705,0.0001952655,0.00012425805,0.0006015358,0.0007723019,0.000019592755],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001187941,0.000060732684,0.96839815,0.00016396055,0.00003535766,0.000011734928,0.0019284511,3.5098324e-7,1.4802887e-7,0.0016877049,0.0043547363,0.023239847],"study_design_scores_gemma":[0.0019413701,0.00006941678,0.9633459,0.0009265465,0.00003548382,0.000010724971,0.02235846,0.00013457458,0.000004018678,0.0004752475,0.010515187,0.00018306152],"about_ca_topic_score_codex":0.00057687773,"about_ca_topic_score_gemma":0.0011441739,"teacher_disagreement_score":0.023056787,"about_ca_system_score_codex":0.00015499658,"about_ca_system_score_gemma":0.00017869505,"threshold_uncertainty_score":0.5793246},"labels":[],"label_agreement":null},{"id":"W2414555764","doi":"","title":"The outcomes of perinatal surgical services in rural British Columbia: a population-based study.","year":2013,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vancouver Coastal Health","funders":"","keywords":"Medicine; Catchment area; Population; Service (business); Health services; Service delivery framework; Rural area; Family medicine; Demography; Geography; Environmental health; Drainage basin; Business; Cartography","score_opus":0.02037562720708366,"score_gpt":0.34065587570286654,"score_spread":0.3202802484957829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414555764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924463,0.00020839853,8.3255514e-8,0.0011015013,0.00042858603,0.0046984204,0.00001763732,0.000062303865,0.00103674],"genre_scores_gemma":[0.9896936,0.00000998242,0.000014622438,0.00025466803,0.00005678688,0.0067716306,0.000015197584,0.000016313246,0.003167241],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974371,0.000528715,0.0007486007,0.00017878177,0.00034998593,0.00075682235],"domain_scores_gemma":[0.9982588,0.0009288869,0.00022198017,0.00028680195,0.00014725892,0.00015625809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007734572,0.00009473355,0.00034018522,0.000030948475,0.00054784655,0.000068511436,0.00028993265,0.00012029953,0.00037316594],"category_scores_gemma":[0.00013354048,0.00009370005,0.00005372811,0.0002728992,0.000036239308,0.00013817503,0.000105724714,0.00031530016,0.00003801539],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015192826,0.00009667987,0.98208076,0.000095217096,0.000010368896,0.000007158775,0.0002461834,0.000004285917,1.45319206e-8,0.00001725181,0.0003753753,0.017051507],"study_design_scores_gemma":[0.00137287,0.000022366621,0.99040824,0.00006944902,0.000005907906,7.235687e-7,0.0060531963,0.00008041541,4.3218115e-8,0.00014761728,0.0017557614,0.000083420884],"about_ca_topic_score_codex":0.51508623,"about_ca_topic_score_gemma":0.5958826,"teacher_disagreement_score":0.080796346,"about_ca_system_score_codex":0.00017665999,"about_ca_system_score_gemma":0.000056514946,"threshold_uncertainty_score":0.48814285},"labels":[],"label_agreement":null},{"id":"W2414567526","doi":"","title":"Hybrid training for remotely situated general practice registrars--making best use of available opportunities.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Rural Health Research Society","funders":"","keywords":"Training (meteorology); Situated; Vocational education; Project commissioning; Government (linguistics); Best practice; General practice; Engineering; Engineering management; Publishing; Computer science; Management; Medicine; Political science; Geography; Pedagogy; Psychology; Artificial intelligence; Family medicine","score_opus":0.4738768231598258,"score_gpt":0.43653764523901867,"score_spread":0.037339177920807154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414567526","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64877623,0.0026003933,0.0021146908,0.0326164,0.0030666923,0.015562233,0.00065526343,0.0008518863,0.2937562],"genre_scores_gemma":[0.81613934,0.0005601308,0.0559847,0.009679423,0.0016306421,0.002552735,0.00016633909,0.00013370541,0.11315301],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960442,0.00045390867,0.0011899705,0.00042398577,0.00038616158,0.0015017303],"domain_scores_gemma":[0.99561375,0.0018616015,0.0009901937,0.00055346196,0.000619085,0.00036191609],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016564575,0.00024878836,0.0005120522,0.0001451369,0.0006141596,0.000030435207,0.00026780143,0.00020998168,0.00022223867],"category_scores_gemma":[0.003670327,0.0002559047,0.00010208026,0.00019745197,0.00009982566,0.0008974315,0.00009294992,0.0004957439,0.00008740378],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013703617,0.0003664015,0.000982785,0.0009604813,0.00015380021,0.000061639475,0.0048161345,0.00041085703,0.000054057018,0.0065433993,0.41534314,0.56893694],"study_design_scores_gemma":[0.000988091,0.00006630727,0.000919263,0.0003335323,0.00008677318,0.000021440903,0.002816503,0.0015945499,0.00008720809,0.00013727817,0.99270314,0.0002459069],"about_ca_topic_score_codex":0.00070113444,"about_ca_topic_score_gemma":0.00017687383,"teacher_disagreement_score":0.57736003,"about_ca_system_score_codex":0.00041677474,"about_ca_system_score_gemma":0.00053291564,"threshold_uncertainty_score":0.99998933},"labels":[],"label_agreement":null},{"id":"W2415023768","doi":"","title":"Human resources. Make the best of your workforce.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Workforce; Business; Human resources; MEDLINE; Political science; Management; Economic growth; Economics","score_opus":0.08959531429369268,"score_gpt":0.4035359753546169,"score_spread":0.3139406610609242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415023768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8253366,0.000245949,0.0000019396505,0.0036935478,0.0012803327,0.0018800128,0.000014921015,0.00009657558,0.16745016],"genre_scores_gemma":[0.95573485,0.00002374687,0.00008540674,0.0013227348,0.0008304371,0.0018446618,0.000005969729,0.00003417752,0.040117998],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99737895,0.00028089524,0.0006814957,0.0002477892,0.0003687376,0.0010421276],"domain_scores_gemma":[0.99805343,0.0003084135,0.00038133946,0.0008145073,0.00016551504,0.00027680682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015175847,0.00016409112,0.00029087506,0.00007014378,0.0009746451,0.00001082223,0.0005901415,0.00024113756,0.00037822992],"category_scores_gemma":[0.0003537723,0.000110338864,0.000081608654,0.00034582076,0.00021921576,0.00004848941,0.00020159053,0.0012651016,0.00021042513],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118028,0.0002437957,0.6691277,0.00046439702,0.000055259694,0.000011449455,0.008414114,0.00001097445,0.00018742678,0.039831635,0.061828297,0.21970694],"study_design_scores_gemma":[0.00043578004,0.000016888453,0.407136,0.000077118166,0.000021636795,0.0000018485476,0.0032288183,0.0000042385427,0.00003467034,0.0011499646,0.5877786,0.00011442101],"about_ca_topic_score_codex":0.0010087892,"about_ca_topic_score_gemma":0.0020156454,"teacher_disagreement_score":0.5259503,"about_ca_system_score_codex":0.000060010887,"about_ca_system_score_gemma":0.000057312984,"threshold_uncertainty_score":0.749628},"labels":[],"label_agreement":null},{"id":"W2415948355","doi":"10.1093/pch/15.6.e9","title":"Determining the benefits and objectives of a child health residency program for Canadian rural family physicians: An international qualitative research study","year":2010,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Family medicine; Medicine; Specialty; Qualitative research; Health care; Nursing; Focus group; Medical education","score_opus":0.09409874983867908,"score_gpt":0.5229930369606527,"score_spread":0.42889428712197364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415948355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94014126,0.0022905672,0.0000075851353,0.041531045,0.001492353,0.011847158,0.00063962623,0.00010649161,0.001943897],"genre_scores_gemma":[0.98751897,0.0019477207,0.0021376887,0.0053249523,0.0016392074,0.001160733,0.00016123269,0.00007079954,0.00003870033],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9916712,0.0032904993,0.0014307176,0.00067528867,0.0009797431,0.0019525596],"domain_scores_gemma":[0.99338084,0.0027459266,0.00090579054,0.0006800713,0.0013360695,0.00095130614],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.011485388,0.0003172836,0.00068592915,0.0006393545,0.0055395598,0.000050140803,0.00076147495,0.00022597489,0.000014090751],"category_scores_gemma":[0.001812696,0.00025957348,0.00008626299,0.0010610989,0.00025138227,0.00034638646,0.00019734011,0.0025301275,0.000008907471],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013677104,0.0008653855,0.5694192,0.00057680963,0.000052937346,8.164136e-7,0.29062468,0.0000058494534,4.5829566e-7,0.012772978,0.0046513565,0.12089277],"study_design_scores_gemma":[0.00154319,0.0027402723,0.8033868,0.0005199536,0.000011763103,0.0000012020346,0.1834196,0.00009119898,3.1417173e-7,0.000906528,0.0071840375,0.00019512534],"about_ca_topic_score_codex":0.21860588,"about_ca_topic_score_gemma":0.59450006,"teacher_disagreement_score":0.37589422,"about_ca_system_score_codex":0.0006714585,"about_ca_system_score_gemma":0.004497645,"threshold_uncertainty_score":0.99998564},"labels":[],"label_agreement":null},{"id":"W2415975866","doi":"10.1017/s1481803500012082","title":"Introducing emergency dental kits into Edmonton hospitals","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Medical emergency; Action (physics)","score_opus":0.05173963708967604,"score_gpt":0.43883261053215383,"score_spread":0.3870929734424778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2415975866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85411537,0.0057900907,0.000079280406,0.013175172,0.102085814,0.0004788218,0.000010089528,0.00002374748,0.024241589],"genre_scores_gemma":[0.976795,0.0014050318,0.0004906717,0.00048068058,0.014631553,0.000014871487,0.000015661555,0.00006138048,0.0061051147],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.995213,0.0002691444,0.0024616993,0.00030619043,0.0005498114,0.00120018],"domain_scores_gemma":[0.9942193,0.0001002946,0.0011152043,0.0005079352,0.0012578025,0.0027994656],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021903082,0.00031196806,0.0006872764,0.00055282767,0.0010347449,0.0000025617815,0.00069447164,0.00033085526,0.07552075],"category_scores_gemma":[0.003377359,0.00025438637,0.00015076534,0.0007574271,0.0001364282,0.00029664024,0.000038136503,0.0020602015,0.00029489573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026493975,0.000015096682,0.45306846,0.0001924584,0.000048865568,0.00008001933,0.01210626,0.000006093036,0.0026054324,0.001918894,0.52763647,0.0022954121],"study_design_scores_gemma":[0.0013959432,0.0008235497,0.13274243,0.0013373554,0.00015397137,0.000034257137,0.015740305,0.000035196517,0.00006280859,0.006162958,0.84102017,0.00049104716],"about_ca_topic_score_codex":0.077776946,"about_ca_topic_score_gemma":0.49337706,"teacher_disagreement_score":0.41560012,"about_ca_system_score_codex":0.0003967582,"about_ca_system_score_gemma":0.0019048458,"threshold_uncertainty_score":0.9999908},"labels":[],"label_agreement":null},{"id":"W2416323198","doi":"10.7748/ns.21.5.61.s56","title":"Student life - Plotting your pathway","year":2006,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Student life; Psychology; Medical education; Mathematics education; Computer science; Medicine; Library science","score_opus":0.049030009643909474,"score_gpt":0.46035068056694006,"score_spread":0.4113206709230306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2416323198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75299597,0.001775314,0.0011219181,0.004945999,0.0033396322,0.0010448536,0.000093500516,0.00074216427,0.23394065],"genre_scores_gemma":[0.98938996,0.000018589504,0.0023104104,0.0011891861,0.0015764453,0.00005063039,0.000028318016,0.000064912325,0.0053715366],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99660456,0.0003769625,0.00078662334,0.00037706783,0.0007315431,0.0011232275],"domain_scores_gemma":[0.99855417,0.00023139603,0.00028570072,0.0003874646,0.00026406732,0.0002772251],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008427591,0.00022684192,0.00040331524,0.00009162479,0.0015040003,0.000029839286,0.00022771073,0.00023469207,0.00050076115],"category_scores_gemma":[0.0001633531,0.00021143367,0.000073803625,0.0002846617,0.000093387775,0.00011399799,0.00004925744,0.00064224395,0.00036178893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007066273,0.00048355723,0.36040655,0.0004936849,0.00004386624,0.0000658249,0.025159368,0.00030058232,0.00042600321,0.08097095,0.48291224,0.04803073],"study_design_scores_gemma":[0.003399325,0.00045324524,0.106969446,0.0065618865,0.00005930229,0.000004927068,0.034066986,0.000105331055,0.00024338774,0.010328112,0.8371192,0.00068885495],"about_ca_topic_score_codex":0.0004098448,"about_ca_topic_score_gemma":0.00011750597,"teacher_disagreement_score":0.35420695,"about_ca_system_score_codex":0.0012037995,"about_ca_system_score_gemma":0.00058497814,"threshold_uncertainty_score":0.9997959},"labels":[],"label_agreement":null},{"id":"W2416689824","doi":"","title":"Staff recruitment. A turn for the better.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Business; Turn (biochemistry); Public relations; Political science; Biology","score_opus":0.21010002124473992,"score_gpt":0.4426122709327299,"score_spread":0.23251224968799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2416689824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54406434,0.0048813773,0.002015535,0.25258356,0.0092446795,0.060134478,0.00017582082,0.0009372679,0.12596293],"genre_scores_gemma":[0.817044,0.00058326207,0.00061972777,0.015772011,0.0019025543,0.10328827,0.000030338659,0.000062235624,0.060697567],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99775004,0.00020616064,0.0004047674,0.00023121184,0.0002041961,0.0012036316],"domain_scores_gemma":[0.99782884,0.0012563134,0.00016377319,0.0004276322,0.000108592285,0.0002148386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010470767,0.00013325829,0.00019000814,0.000036012294,0.00096139725,0.000012885687,0.00029517998,0.00013796141,0.0002935541],"category_scores_gemma":[0.00031666108,0.000085348714,0.00007059478,0.00022332065,0.000044209493,0.000077826524,0.000083302635,0.00032376096,0.00015411785],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023033547,0.00006698054,0.03294024,0.00012097969,0.000042779266,0.000004369774,0.0013230054,0.00000433748,0.0000011803695,0.0031659608,0.33040833,0.6316915],"study_design_scores_gemma":[0.0006912467,0.000024684481,0.07425535,0.000028485116,0.00002235713,0.0000014178804,0.0013972055,0.000047024972,0.0000038414705,0.0014497861,0.92199135,0.000087257526],"about_ca_topic_score_codex":0.00019434348,"about_ca_topic_score_gemma":0.0004026878,"teacher_disagreement_score":0.63160425,"about_ca_system_score_codex":0.0002422974,"about_ca_system_score_gemma":0.00006257346,"threshold_uncertainty_score":0.7394388},"labels":[],"label_agreement":null},{"id":"W2416797439","doi":"","title":"Profile of the cardiovascular specialist physician workforce in Canada, 2004.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Workload; Workforce; Specialty; Workforce planning; Family medicine; Population; Medical emergency; Environmental health; Management","score_opus":0.03530450693784631,"score_gpt":0.30506119824960765,"score_spread":0.26975669131176133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2416797439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73502684,0.0054040714,0.0000059510885,0.006197678,0.0019867204,0.005778834,0.00007138627,0.00004994697,0.2454786],"genre_scores_gemma":[0.9873723,0.000040427483,0.000072257724,0.0023964893,0.00085706497,0.0015701664,0.000005556972,0.000023654244,0.007662086],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99721825,0.00043050805,0.00059389864,0.00023538871,0.0005373594,0.0009845675],"domain_scores_gemma":[0.99875003,0.00013021729,0.00020493906,0.0006653121,0.00009335377,0.00015615704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006691327,0.00014457828,0.00040291803,0.000038492963,0.00024389554,0.0000028784345,0.00038497229,0.00009739625,0.00008597009],"category_scores_gemma":[0.0001312615,0.0001091727,0.00013115602,0.0005740282,0.00005316066,0.00008441343,0.00011021609,0.000464893,0.000030109903],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006978692,0.0000772726,0.3727489,0.00036499125,0.00008392902,0.0000069702833,0.0011568004,0.0023572054,0.0000024716503,0.0024812215,0.13302788,0.48762256],"study_design_scores_gemma":[0.00039058446,0.0000016520478,0.567291,0.00012212072,0.000014196181,2.4580578e-7,0.00073203526,0.000033023043,0.000084893414,0.000054066517,0.43118545,0.00009072587],"about_ca_topic_score_codex":0.73752457,"about_ca_topic_score_gemma":0.93859977,"teacher_disagreement_score":0.4875318,"about_ca_system_score_codex":0.0020862082,"about_ca_system_score_gemma":0.0012135016,"threshold_uncertainty_score":0.5455362},"labels":[],"label_agreement":null},{"id":"W2417079337","doi":"10.1017/s1481803500011532","title":"Transition to practice","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queensway-Carleton Hospital","funders":"","keywords":"Medicine; Transition (genetics); Action (physics); Internet privacy; Computer science","score_opus":0.12127272880025476,"score_gpt":0.5014601205073143,"score_spread":0.3801873917070595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2417079337","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07739701,0.0075615635,0.0030191112,0.6675398,0.04384759,0.0009949184,0.00001569009,0.000030959538,0.19959338],"genre_scores_gemma":[0.9416402,0.00092513225,0.0017315787,0.04203747,0.007297988,0.000005632975,0.000008219212,0.000025767775,0.006327993],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99759036,0.00029555915,0.0011108125,0.000109356435,0.00029943144,0.0005944939],"domain_scores_gemma":[0.9962304,0.00012754678,0.00039240823,0.0001729674,0.0010298972,0.0020467637],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014332259,0.00011864811,0.00030480325,0.00032604788,0.0004088098,0.0000010224156,0.00021381602,0.000112824215,0.011508316],"category_scores_gemma":[0.002392754,0.000095401374,0.00005013564,0.0005897635,0.000022073447,0.0001995101,0.0000022538936,0.00057853764,0.00019164965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008681755,0.000012507683,0.0008309711,0.000036550548,0.000014267474,0.00011486978,0.018241277,0.000045056815,0.00011207357,0.0019636462,0.97399426,0.0045476924],"study_design_scores_gemma":[0.0004646681,0.0010545906,0.0044674575,0.00089281186,0.000053483094,0.000015589949,0.0102997525,0.0000061186124,0.0000024269605,0.0012324736,0.9814232,0.00008744904],"about_ca_topic_score_codex":0.012795064,"about_ca_topic_score_gemma":0.026571667,"teacher_disagreement_score":0.8642432,"about_ca_system_score_codex":0.00035022682,"about_ca_system_score_gemma":0.0013369892,"threshold_uncertainty_score":0.9937788},"labels":[],"label_agreement":null},{"id":"W2417799704","doi":"","title":"Professional, personal and community: 3 domains of physician retention in rural communities.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reciprocity (cultural anthropology); Recreation; Psychology; Public relations; Nursing; Medical education; Medicine; Social psychology; Political science","score_opus":0.093087388662403,"score_gpt":0.3852671915651791,"score_spread":0.29217980290277606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2417799704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98337966,0.0007323743,0.0000018777606,0.0006331285,0.00062956364,0.0014080515,0.000028830316,0.000043660715,0.013142865],"genre_scores_gemma":[0.99615955,0.00009577776,0.000052752886,0.0010431876,0.00015429278,0.0012468847,0.0000645955,0.000018687962,0.0011642441],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9957386,0.0026486353,0.00047614556,0.0000500944,0.00023693054,0.0008495827],"domain_scores_gemma":[0.99842745,0.00077226246,0.00024312902,0.00026789316,0.000085223684,0.00020404336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024532871,0.00013251684,0.00030660594,0.000116687195,0.00088450033,0.0000035215112,0.00016984723,0.0001706599,0.00005395142],"category_scores_gemma":[0.00009374639,0.00011961222,0.000037157468,0.00024075848,0.00017811552,0.0002800522,0.0002459279,0.0013171365,0.0000140179645],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012735689,0.00036939437,0.90146214,0.0006006636,0.000014244349,2.4880103e-7,0.06702194,1.9691014e-7,0.000014904075,0.0021248986,0.0018354072,0.026428584],"study_design_scores_gemma":[0.0007388245,0.000019377381,0.7991497,0.00043298665,0.000009546875,7.4734794e-7,0.1955726,0.000016935674,0.000006053384,0.00044915886,0.003513013,0.0000910599],"about_ca_topic_score_codex":0.004876461,"about_ca_topic_score_gemma":0.0014044862,"teacher_disagreement_score":0.12855066,"about_ca_system_score_codex":0.00020447135,"about_ca_system_score_gemma":0.000048276976,"threshold_uncertainty_score":0.7371782},"labels":[],"label_agreement":null},{"id":"W2417806836","doi":"","title":"Newfound hope. Canadian nurse shortage hitting home.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing; Medicine; Psychology","score_opus":0.0689368843053369,"score_gpt":0.349630709730748,"score_spread":0.2806938254254111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2417806836","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4623161,0.0013089533,0.0000046871683,0.011990404,0.0028911526,0.0028507237,0.00004324562,0.0003167707,0.51827794],"genre_scores_gemma":[0.92629874,0.0001084065,0.00012168736,0.005181842,0.00085514114,0.002103832,0.000017542583,0.000051480958,0.06526136],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960558,0.00029753594,0.00059281365,0.00038556737,0.0002973354,0.0023709496],"domain_scores_gemma":[0.9974171,0.0002609007,0.00015953147,0.00051594444,0.000115111136,0.0015314018],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000745491,0.00021541245,0.00031508398,0.00020579562,0.0011916131,0.000026126785,0.0003385169,0.00029781024,0.0035744298],"category_scores_gemma":[0.0003400286,0.0002120698,0.0000635882,0.00048929563,0.00006142072,0.00018776087,0.00004591099,0.0007217354,0.002450112],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012641706,0.00003912156,0.45960608,0.00013912524,0.00002230286,0.0000762249,0.0031417308,0.000006507346,4.494735e-7,0.002359959,0.33290544,0.20169039],"study_design_scores_gemma":[0.00038423768,0.000008784126,0.38206294,0.000070818656,0.000013311807,0.0000025721652,0.0017331672,0.0000985656,7.525539e-7,0.00014855825,0.6152747,0.0002015642],"about_ca_topic_score_codex":0.16416237,"about_ca_topic_score_gemma":0.39199036,"teacher_disagreement_score":0.4639826,"about_ca_system_score_codex":0.0011614262,"about_ca_system_score_gemma":0.00016496902,"threshold_uncertainty_score":0.9983266},"labels":[],"label_agreement":null},{"id":"W2417861046","doi":"","title":"For work and for school: internal migration of Canada's rural nurses.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Jurisdiction; Internal migration; Work (physics); Rural area; Human resources; Business; Geography; Survey data collection; Nursing; Medicine; Political science; Environmental health; Population","score_opus":0.0362700846670317,"score_gpt":0.36877092624197383,"score_spread":0.33250084157494214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2417861046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97576755,0.00047002875,0.00026921864,0.016267568,0.0010412715,0.004279828,0.0000813865,0.000032538243,0.0017905968],"genre_scores_gemma":[0.98151314,0.000020091782,0.00097343454,0.0014704968,0.0005520242,0.0045607137,0.000020414032,0.000015258461,0.0108744055],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9987572,0.000046655965,0.0003876388,0.00011892241,0.00011875494,0.0005708183],"domain_scores_gemma":[0.99895155,0.00035499095,0.00017725359,0.00011271636,0.00015808672,0.000245401],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036436686,0.00008496285,0.00017973268,0.000033770517,0.00021392581,0.00000439542,0.000088002154,0.000087606284,0.00002747357],"category_scores_gemma":[0.00040926,0.00007616646,0.000028762885,0.00007461075,0.000021388249,0.00007114921,0.000020855197,0.000118089214,0.0000011505315],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006572533,0.000025886357,0.35316932,0.0003905494,0.00002310878,1.5345174e-7,0.000610489,0.000015347337,0.0000031373088,0.001300101,0.5185035,0.12530117],"study_design_scores_gemma":[0.0009417087,0.000020936382,0.49952027,0.0001151643,0.0000137955,2.565389e-7,0.00087402714,0.00007398982,0.000064341555,0.00022958829,0.4980686,0.00007731898],"about_ca_topic_score_codex":0.06383994,"about_ca_topic_score_gemma":0.5855831,"teacher_disagreement_score":0.5217431,"about_ca_system_score_codex":0.000342059,"about_ca_system_score_gemma":0.00029890012,"threshold_uncertainty_score":0.942394},"labels":[],"label_agreement":null},{"id":"W2417985445","doi":"","title":"Nurse shortage looms over Canadian talks.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Business; Nursing; Political science; Management; Medicine; Economics; Philosophy; Government (linguistics)","score_opus":0.05470553953893363,"score_gpt":0.35345749642524565,"score_spread":0.298751956886312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2417985445","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4235418,0.0010769636,0.000002456685,0.005904219,0.0022644745,0.0025609818,0.00007188994,0.00022472955,0.56435245],"genre_scores_gemma":[0.90948826,0.00008378867,0.000039317023,0.006105165,0.0005251787,0.0021909024,0.0000179738,0.000038837923,0.08151059],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968042,0.0001988659,0.00045169934,0.00032185315,0.00027261075,0.0019508024],"domain_scores_gemma":[0.997818,0.00013509257,0.00010538731,0.00048052616,0.00007191276,0.0013890625],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004238476,0.0001815666,0.0002504093,0.00015184034,0.0006825273,0.00001333659,0.000271716,0.00029073795,0.009030806],"category_scores_gemma":[0.00019423464,0.00017197545,0.000058164253,0.00035551962,0.000059526894,0.00014196301,0.000033119806,0.0005687021,0.002874329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010089376,0.000038544284,0.35826784,0.00007980508,0.000015821932,0.0000563596,0.0014738587,0.0000028418165,3.718694e-7,0.0025571524,0.5658395,0.0716578],"study_design_scores_gemma":[0.00030295074,0.000006162609,0.4029107,0.000033690874,0.000008894834,0.0000012475314,0.0006243267,0.00006273725,0.000001223217,0.000098261386,0.595814,0.00013583174],"about_ca_topic_score_codex":0.14856865,"about_ca_topic_score_gemma":0.31956938,"teacher_disagreement_score":0.48594642,"about_ca_system_score_codex":0.00082426827,"about_ca_system_score_gemma":0.00010806395,"threshold_uncertainty_score":0.99790204},"labels":[],"label_agreement":null},{"id":"W2418163940","doi":"","title":"The surgical workforce crisis in Africa: a call to action.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Workforce; Call to action; Action (physics); Business; Medicine; Economic growth; Economics; Marketing","score_opus":0.15788511520796064,"score_gpt":0.4067650273671217,"score_spread":0.24887991215916108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2418163940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7938236,0.0018716314,0.000030120098,0.044974677,0.002101852,0.0049959216,0.000010435113,0.0003099846,0.15188178],"genre_scores_gemma":[0.95166063,0.0006291121,0.000088188914,0.001669716,0.00041680376,0.007279883,0.0000021822248,0.000024324416,0.03822916],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996618,0.0005258159,0.0005925729,0.0003098655,0.00035926988,0.0015945315],"domain_scores_gemma":[0.99782056,0.0010488085,0.00010595733,0.00042791743,0.000102773076,0.0004940046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011700694,0.00015130371,0.00025987375,0.000093052746,0.0012311235,0.000009520189,0.00031314415,0.00019831593,0.00006619378],"category_scores_gemma":[0.00042765008,0.000105342355,0.000058467314,0.0008613593,0.000056220855,0.00008540585,0.00014593931,0.0006729898,0.00056840136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005759408,0.00010427526,0.13363238,0.000054051365,0.000014394489,0.00014786267,0.0066663553,0.00008274305,3.1641778e-7,0.0031490645,0.78666955,0.06890309],"study_design_scores_gemma":[0.00042264358,0.000010965379,0.21840018,0.000028193912,0.0000027706694,0.0000071937156,0.0018014464,0.000009701054,0.0000017119064,0.00017210512,0.7790462,0.00009688022],"about_ca_topic_score_codex":0.0009145441,"about_ca_topic_score_gemma":0.0015000247,"teacher_disagreement_score":0.15783703,"about_ca_system_score_codex":0.00055119145,"about_ca_system_score_gemma":0.0001188062,"threshold_uncertainty_score":0.94689304},"labels":[],"label_agreement":null},{"id":"W2418245914","doi":"10.1503/cmaj.150266","title":"Social accountability and the supply of physicians for remote rural Canada","year":2015,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Accountability; Physician supply; Context (archaeology); Medicine; Medical education; Political science; Public relations; Business; Public administration; Geography; Environmental health; Law; Archaeology","score_opus":0.023504613140732517,"score_gpt":0.3667816493337218,"score_spread":0.3432770361929893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2418245914","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004891498,0.00038212904,0.000008666695,0.98752767,0.0030249453,0.0009691528,0.0009293283,0.000009857873,0.00225676],"genre_scores_gemma":[0.0076073166,0.00011613474,0.000045818106,0.9633834,0.025455771,0.00003086276,0.00019067075,0.000041833482,0.003128233],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934003,0.0016300175,0.0011949704,0.0001920255,0.0023338823,0.00124884],"domain_scores_gemma":[0.993466,0.0022668873,0.0014179585,0.0001729009,0.00202452,0.0006516964],"candidate_categories":["sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00562002,0.00024283463,0.00087655324,0.00007874217,0.001532632,0.00002749496,0.0004995886,0.0019450259,0.0007295784],"category_scores_gemma":[0.003937822,0.0001811231,0.00015364587,0.00018154898,0.00020655923,0.000068216425,0.00004274828,0.006102949,0.000010062259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003436347,0.0000019320437,0.0029680433,0.00017212947,0.000080245154,0.00002023006,0.0016140372,1.6938097e-7,1.6359998e-8,0.00006352659,0.9910085,0.004036814],"study_design_scores_gemma":[0.0020182212,0.000019754223,0.001457937,0.0004741751,0.0000771577,0.000013024709,0.0035219637,0.00008777882,4.880816e-8,0.0011594535,0.9910169,0.00015353868],"about_ca_topic_score_codex":0.9348897,"about_ca_topic_score_gemma":0.9914715,"teacher_disagreement_score":0.05658187,"about_ca_system_score_codex":0.0072959657,"about_ca_system_score_gemma":0.041403446,"threshold_uncertainty_score":0.99976724},"labels":[],"label_agreement":null},{"id":"W2421897051","doi":"10.1186/s12960-016-0135-6","title":"Scoping review about the professional integration of internationally educated health professionals","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Waterloo; University of Alberta","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Certification; Professional development; Immigration; Health administration; Allied health professions; Health services research; Public relations; Health care; Medical education; Political science; Nursing; Medicine; Public health","score_opus":0.11309909956760171,"score_gpt":0.54304280726493,"score_spread":0.4299437076973283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2421897051","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19187741,0.10761779,0.0018435096,0.64840263,0.0046759117,0.040785283,0.0005792608,0.00050789054,0.0037103053],"genre_scores_gemma":[0.56470853,0.04124939,0.004327774,0.28827092,0.0037589185,0.01299253,0.0008798339,0.000378594,0.08343349],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9926037,0.0021894209,0.0027449387,0.00053156726,0.000813041,0.0011172985],"domain_scores_gemma":[0.9931614,0.0021496469,0.0028592672,0.0006545729,0.00078687223,0.0003882762],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0059283697,0.00031816596,0.00094386155,0.00017870941,0.0027047906,0.0000089302175,0.0006713987,0.0001767594,0.0009071513],"category_scores_gemma":[0.0008981612,0.00016599927,0.0001853962,0.00036360038,0.00019886366,0.0001654935,0.00019447433,0.00054766296,0.00007876328],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037411443,0.000571286,0.0066693276,0.08392002,0.00007528193,4.9043416e-7,0.019328684,0.0000011368234,0.00026796176,0.04844134,0.79462975,0.04572059],"study_design_scores_gemma":[0.0018592471,0.0007178269,0.02425362,0.80974984,0.00001915885,0.0000034745906,0.003807312,0.000014343887,0.00002734064,0.0026793077,0.15654457,0.00032394577],"about_ca_topic_score_codex":0.0006053213,"about_ca_topic_score_gemma":0.0019262298,"teacher_disagreement_score":0.72582984,"about_ca_system_score_codex":0.0007720867,"about_ca_system_score_gemma":0.0035259223,"threshold_uncertainty_score":0.99859357},"labels":[],"label_agreement":null},{"id":"W2424267754","doi":"10.1017/s1481803500007338","title":"CAEP Residents’ Section: Where Do We Go From Here?","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Section (typography); Computer science; Content (measure theory); Action (physics); Operating system; Mathematics; Physics","score_opus":0.09887515122825004,"score_gpt":0.4348660731982277,"score_spread":0.33599092196997765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2424267754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59713835,0.15316641,0.000021833092,0.06344881,0.05032386,0.0005678037,0.00007284614,0.000038883867,0.13522121],"genre_scores_gemma":[0.7013055,0.08032755,0.00028341042,0.0021779088,0.037033346,0.000023898281,0.000025422614,0.00012806297,0.17869487],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99619436,0.00047199597,0.0017297702,0.00023343426,0.0004838521,0.0008865985],"domain_scores_gemma":[0.99615645,0.00015579828,0.00054698007,0.00038738368,0.00055296184,0.0022004442],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008358178,0.00023527868,0.0005553307,0.0002553179,0.0008007184,0.0000036575905,0.00044441182,0.00029528543,0.38149887],"category_scores_gemma":[0.00032679108,0.0001909581,0.0001072416,0.0005983475,0.00009297358,0.00019520208,0.000010183946,0.0012318699,0.0009529381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061689156,0.000007641152,0.11478522,0.00009053824,0.000048151913,0.00016022673,0.0056153648,0.000018705887,0.000015560656,0.00011258439,0.8730606,0.0060237115],"study_design_scores_gemma":[0.0009148069,0.0002562581,0.030327981,0.0033773957,0.0000673959,0.000012262858,0.007430939,0.0000061458536,0.0000012911718,0.0023467585,0.9551067,0.00015209784],"about_ca_topic_score_codex":0.24387646,"about_ca_topic_score_gemma":0.49821916,"teacher_disagreement_score":0.38054594,"about_ca_system_score_codex":0.0006404388,"about_ca_system_score_gemma":0.0019521167,"threshold_uncertainty_score":0.99982494},"labels":[],"label_agreement":null},{"id":"W2424593689","doi":"10.1503/cjs.014715","title":"Why Canada needs networks to provide rural surgical care, including family doctors with essential surgical skills","year":2015,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Medicine; Curriculum; Action (physics); Quality (philosophy); Medical education; Rural area; Family doctors; Nursing; Family medicine; Pedagogy","score_opus":0.04113316741111767,"score_gpt":0.33594913341557336,"score_spread":0.2948159660044557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2424593689","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31200814,0.013905067,0.00003361098,0.62189186,0.03561556,0.0025513584,0.0007687568,0.00009590047,0.013129778],"genre_scores_gemma":[0.23502783,0.0003214908,0.00012448194,0.7116977,0.046432417,0.0000917201,0.0008121361,0.00045102325,0.0050411914],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98898464,0.0020414842,0.0028602565,0.0004932687,0.0018774507,0.003742876],"domain_scores_gemma":[0.9848593,0.0045056706,0.0017470409,0.0006677088,0.002615305,0.0056049973],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0023450698,0.0009510471,0.0025698214,0.0016914242,0.0012047538,0.00012423986,0.0009352206,0.0018729012,0.00059417245],"category_scores_gemma":[0.0006082994,0.00078672986,0.0004221924,0.0016535561,0.00024538944,0.00030751398,0.00012867701,0.0075555323,0.000025460808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00022068835,0.000006849681,0.038110305,0.00037047046,0.00013589117,0.037854854,0.0010072207,0.00043577465,6.710358e-8,0.000013247442,0.92124265,0.0006019493],"study_design_scores_gemma":[0.00074786413,0.00010891756,0.0006588887,0.00598417,0.00013462028,0.001147711,0.005697429,0.0000040813075,3.7883532e-7,0.000008117023,0.9846844,0.0008234247],"about_ca_topic_score_codex":0.9183169,"about_ca_topic_score_gemma":0.9572643,"teacher_disagreement_score":0.089805886,"about_ca_system_score_codex":0.008408349,"about_ca_system_score_gemma":0.08268813,"threshold_uncertainty_score":0.9994584},"labels":[],"label_agreement":null},{"id":"W2425211567","doi":"10.12927/cjnl.2016.24640","title":"Introduction from the Guest Editors: Perspectives on Fundamental Care","year":2016,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"American Association of Colleges of Nursing","keywords":"Nursing; Psychology; Engineering ethics; Sociology; Political science; Medicine; Engineering","score_opus":0.16927972526697205,"score_gpt":0.4151604058202587,"score_spread":0.24588068055328666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2425211567","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26648557,0.0041591134,0.000071752846,0.6363099,0.07260957,0.0014401429,0.00010913683,0.0006023817,0.018212425],"genre_scores_gemma":[0.874226,0.000029922825,0.00010472661,0.0014885592,0.1213201,0.000044286455,0.000028552187,0.000037035687,0.0027208205],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99734086,0.00070954376,0.0003026891,0.00049110746,0.0003981015,0.00075772166],"domain_scores_gemma":[0.9979521,0.0010467063,0.00015646675,0.0005378548,0.00016280246,0.00014408262],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00029068362,0.00020175289,0.00019403886,0.00004946733,0.0011493678,0.000018114928,0.00025776055,0.00024309565,0.0010979566],"category_scores_gemma":[0.0003954145,0.00011546577,0.00006531863,0.0001666014,0.00034643325,0.00015775059,0.00001926488,0.0006068124,0.0022144474],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002969711,0.0000754765,0.009033189,0.000038956805,0.000015930445,0.0000013703966,0.16494173,8.185808e-7,0.0003116797,0.0020864995,0.81259274,0.010604629],"study_design_scores_gemma":[0.0005932728,0.00016643881,0.01257856,0.0025178753,0.000020538662,6.599196e-7,0.68247885,7.809016e-7,0.0001438927,0.00030213004,0.30105236,0.00014466031],"about_ca_topic_score_codex":0.0003182591,"about_ca_topic_score_gemma":0.00009326739,"teacher_disagreement_score":0.63482136,"about_ca_system_score_codex":0.001927597,"about_ca_system_score_gemma":0.00013277034,"threshold_uncertainty_score":0.99981517},"labels":[],"label_agreement":null},{"id":"W2426447607","doi":"10.1503/cjs.002215","title":"A proposal for the curriculum and evaluation for training rural family physicians in enhanced surgical skills","year":2015,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Curriculum; Medical education; Set (abstract data type); Training (meteorology); Core curriculum; Family medicine; Pedagogy","score_opus":0.2030299401699531,"score_gpt":0.49059839596145416,"score_spread":0.28756845579150103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2426447607","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026156458,0.98827046,0.000042918462,0.00072140153,0.003301413,0.004642841,0.00019568829,0.0000061070627,0.0002034978],"genre_scores_gemma":[0.0027415894,0.9928092,0.0002818118,0.00026329453,0.0024711632,0.0010329918,0.00011035875,0.000081996186,0.00020763293],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955586,0.0010350889,0.0018015779,0.00020867393,0.00036122472,0.0010348157],"domain_scores_gemma":[0.9912032,0.005329619,0.0015211917,0.00018471006,0.0010984024,0.000662901],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008742489,0.000318325,0.0020686917,0.0004735754,0.0005154236,0.000030134062,0.00024165516,0.00043422414,0.00002777077],"category_scores_gemma":[0.0015212097,0.00021210084,0.0004818375,0.00042424048,0.00010736845,0.00015154663,0.0000133651565,0.00090193196,0.0000038906196],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017629864,0.000011941355,0.0001798306,0.00411368,0.000055433964,0.000016957603,0.0018161058,0.0000054163283,2.2682302e-8,0.00015083722,0.024041085,0.9695911],"study_design_scores_gemma":[0.0005989278,0.000060921575,0.00008845767,0.042275365,0.00036913413,0.000038608192,0.006593825,0.000070579925,1.9755186e-8,0.0005564742,0.94913274,0.00021494855],"about_ca_topic_score_codex":0.0023897244,"about_ca_topic_score_gemma":0.019441381,"teacher_disagreement_score":0.9693761,"about_ca_system_score_codex":0.0013510475,"about_ca_system_score_gemma":0.035933476,"threshold_uncertainty_score":0.99845123},"labels":[],"label_agreement":null},{"id":"W2427570769","doi":"","title":"President's message. SuperDocs!","year":2006,"lang":"fr","type":"editorial","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Medicine; Population; Scope of practice; Rural health; Family medicine; Nursing; Medical education; Health care; Political science; Law; Environmental health","score_opus":0.029470207986774154,"score_gpt":0.3496838814990985,"score_spread":0.3202136735123244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2427570769","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001637299,0.017057575,0.000022360244,0.007324497,0.8008819,0.009553894,0.001139959,0.0005497514,0.16183275],"genre_scores_gemma":[0.0033803096,0.001846902,0.00017978654,0.000611792,0.5958138,0.011573821,0.0012842768,0.00025628053,0.38505304],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98276305,0.0038043158,0.0030305325,0.0018114912,0.002637136,0.0059534432],"domain_scores_gemma":[0.98687047,0.0071290215,0.0013383526,0.0018606118,0.0010457129,0.0017558506],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003961391,0.0013911471,0.0020775902,0.00039453513,0.0018107377,0.00016612685,0.0017133042,0.0069907107,0.0034798537],"category_scores_gemma":[0.005693846,0.001454008,0.0005200107,0.0009064003,0.0005006196,0.0005395447,0.00092675915,0.0069555053,0.0045541488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021806498,0.00024910757,0.00491611,0.0035829959,0.000119686614,0.00012416556,0.0005500486,0.000023102972,1.2170685e-7,0.0015180444,0.95455086,0.034147695],"study_design_scores_gemma":[0.0020065613,0.000058885948,0.060345516,0.0014288169,0.0003507101,0.0000033489682,0.00052337704,0.000009862427,0.000004881566,0.0016783766,0.9325409,0.0010487764],"about_ca_topic_score_codex":0.025016908,"about_ca_topic_score_gemma":0.005591278,"teacher_disagreement_score":0.22322027,"about_ca_system_score_codex":0.004016774,"about_ca_system_score_gemma":0.0018844858,"threshold_uncertainty_score":0.9998839},"labels":[],"label_agreement":null},{"id":"W2429564232","doi":"","title":"Enhancement of rural community committee capacity for heart health promotion in Manitoba.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Rural community; Health promotion; Rural area; Environmental health; Rural health; Promotion (chess); Rural population; Medicine; Population; Socioeconomics; Public health; Business; Gerontology; Geography; Nursing; Political science; Sociology","score_opus":0.15628242746285623,"score_gpt":0.40780266788289204,"score_spread":0.25152024042003585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2429564232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804862,0.00016491886,0.0002767525,0.008377346,0.0006233391,0.007512765,0.000042031854,0.0000692275,0.0024473844],"genre_scores_gemma":[0.989979,0.00011409411,0.0009364589,0.0016866571,0.0001255336,0.006551164,0.00006315597,0.000019833842,0.0005240534],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99590355,0.0016171997,0.0009653525,0.00013013025,0.00024692502,0.0011368485],"domain_scores_gemma":[0.9982753,0.0004676678,0.0003827973,0.00045958764,0.0001735919,0.00024105418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035971408,0.0001572281,0.0004850437,0.000113999115,0.00068083906,0.0000042799657,0.00023824957,0.00015144968,0.000055805842],"category_scores_gemma":[0.00023481615,0.0001539852,0.00006154028,0.00033026564,0.00007319682,0.00011886615,0.000098867604,0.0007202865,0.000021487796],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044639435,0.0016293937,0.87214416,0.0024907086,0.000020918767,5.2183594e-7,0.006600153,0.000007577249,0.000031141466,0.0017599866,0.022752946,0.09211607],"study_design_scores_gemma":[0.001997938,0.0003442634,0.92721146,0.00055079424,0.0000065505496,0.0000018024778,0.009875288,0.000031887033,0.00013661369,0.0025994047,0.057079177,0.00016482062],"about_ca_topic_score_codex":0.027768865,"about_ca_topic_score_gemma":0.044740357,"teacher_disagreement_score":0.09195125,"about_ca_system_score_codex":0.0010085497,"about_ca_system_score_gemma":0.0001290065,"threshold_uncertainty_score":0.9787053},"labels":[],"label_agreement":null},{"id":"W2430186556","doi":"","title":"Pulse : The greying of Canada‚s medical workforce continues","year":2000,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Population; Demography; Family medicine; Environmental health","score_opus":0.016315369047919904,"score_gpt":0.3443181937814096,"score_spread":0.3280028247334897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2430186556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4660761,0.001497714,0.000015324844,0.3095464,0.003178339,0.00049932365,0.00005468275,0.000035192737,0.21909691],"genre_scores_gemma":[0.8898902,0.0008654702,0.000038588576,0.07387649,0.0035109671,0.000022173193,0.000010208671,0.000029632753,0.03175628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929159,0.0011557733,0.0011806517,0.00015180129,0.0032999243,0.0012959221],"domain_scores_gemma":[0.99403095,0.0015219767,0.00046717963,0.00018621891,0.0005868122,0.0032068887],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057778386,0.00014696489,0.00036842664,0.000067872505,0.0016331634,0.000018325556,0.000641349,0.0006677494,0.11887593],"category_scores_gemma":[0.0065359236,0.00010512312,0.00008071814,0.000387345,0.00008422771,0.00008747125,0.000024551666,0.0027566825,0.00016223225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015728263,0.000009161915,0.10952453,0.00002061543,0.000043537133,0.00018764414,0.0011777428,0.0000071869254,1.8556639e-7,0.00061918475,0.7592132,0.12918127],"study_design_scores_gemma":[0.00058861164,0.000017848635,0.030982764,0.0006708533,0.000012450769,0.00005991719,0.0024089788,0.0002322532,5.506653e-7,0.00019631011,0.96472865,0.000100805635],"about_ca_topic_score_codex":0.74051887,"about_ca_topic_score_gemma":0.9883508,"teacher_disagreement_score":0.4238141,"about_ca_system_score_codex":0.0025416538,"about_ca_system_score_gemma":0.033514507,"threshold_uncertainty_score":0.9996666},"labels":[],"label_agreement":null},{"id":"W2431848029","doi":"","title":"Rural medicine and rural training: addressing high-technology care.","year":2008,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Training (meteorology); Medical education; Medicine; Geography","score_opus":0.14074691946151932,"score_gpt":0.3894535157973433,"score_spread":0.24870659633582395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2431848029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7216114,0.13084985,0.000020682164,0.12752196,0.0069830613,0.0022888666,0.00004670157,0.00039607775,0.010281429],"genre_scores_gemma":[0.97196025,0.0074973186,0.000609527,0.0028517244,0.0023320478,0.0012352107,0.000052594216,0.00007989383,0.013381426],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99444,0.0007108961,0.0011126178,0.00048365843,0.0004800729,0.0027727364],"domain_scores_gemma":[0.9970035,0.00069774577,0.00045011044,0.00055867014,0.0003074939,0.0009824809],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00077695155,0.00048287623,0.0010190572,0.0004215069,0.0017242521,0.000012843254,0.00036951006,0.0013184901,0.0005604704],"category_scores_gemma":[0.0010902875,0.0004531084,0.000066619745,0.00092024053,0.0021604924,0.00027402537,0.00029677202,0.0017800602,0.00012346508],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019254911,0.000072259616,0.056511305,0.0016109992,0.00008101185,0.00028412577,0.07614775,0.000005801119,0.000011331236,0.017968804,0.0700031,0.777111],"study_design_scores_gemma":[0.005570536,0.0003197734,0.39131242,0.00462233,0.00019703068,0.00053301064,0.25797644,0.000039275223,0.000032367057,0.0047951587,0.33380663,0.0007950304],"about_ca_topic_score_codex":0.003155331,"about_ca_topic_score_gemma":0.0005082011,"teacher_disagreement_score":0.7763159,"about_ca_system_score_codex":0.00064106606,"about_ca_system_score_gemma":0.00033540413,"threshold_uncertainty_score":0.999978},"labels":[],"label_agreement":null},{"id":"W2432420322","doi":"10.3138/ptc.2015-39e","title":"Perspectives of Canadian Final-Year Physiotherapy Students on Cardiorespiratory Physiotherapy as a Career Choice","year":2016,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University of British Columbia; McGill University; University of Alberta; West Park Healthcare Centre","funders":"","keywords":"Cardiorespiratory fitness; Mentorship; Salary; Medicine; Physical therapy; Psychology; Medical education","score_opus":0.03671861127315067,"score_gpt":0.41881257818885526,"score_spread":0.3820939669157046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2432420322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9819233,0.0015267234,0.0000060708035,0.004519774,0.0010520577,0.0016720778,0.0003998374,0.000104084385,0.008796093],"genre_scores_gemma":[0.97658336,0.0018135529,0.00006579436,0.011784159,0.0011324612,0.0002465718,0.000009953052,0.00018859634,0.008175542],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945148,0.00068524753,0.0007761363,0.0008814156,0.0015409946,0.0016014029],"domain_scores_gemma":[0.9960611,0.0007226386,0.00047395428,0.001269532,0.0005954492,0.00087731757],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00032428044,0.00061676145,0.0009650647,0.0005906141,0.00078038,0.00001729934,0.0010253938,0.00026617074,0.003129627],"category_scores_gemma":[0.00007969544,0.0004611804,0.00023036714,0.0012076735,0.00018538583,0.0001883861,0.000050021838,0.0004649998,0.00018483591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032358952,0.0010049109,0.26409325,0.0009632901,0.0019580908,0.00008734973,0.02721956,0.00012323563,0.094298,0.010730978,0.5536762,0.04260923],"study_design_scores_gemma":[0.0074179326,0.001061917,0.187613,0.002107664,0.000025780215,9.116255e-7,0.009696478,0.0000059238705,0.003914296,0.00055882125,0.78648835,0.0011089294],"about_ca_topic_score_codex":0.9919838,"about_ca_topic_score_gemma":0.9865855,"teacher_disagreement_score":0.23281215,"about_ca_system_score_codex":0.0035691448,"about_ca_system_score_gemma":0.0067808563,"threshold_uncertainty_score":0.999784},"labels":[],"label_agreement":null},{"id":"W2433972184","doi":"10.5694/j.1326-5377.2002.tb04762.x","title":"Medical professionalism in the new millennium: a physicians' charter","year":2002,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Centre Hospitalier Universitaire Vaudois; ABIM Foundation; McGill University","keywords":"Charter; Citation; Medical library; Medical education; Psychology; Library science; Medicine; Political science; Computer science; Law","score_opus":0.13873527707969624,"score_gpt":0.47854544943835525,"score_spread":0.339810172358659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2433972184","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4319934,0.0022851627,0.000050043203,0.5590343,0.0033044305,0.0006122735,0.0000032490261,0.000019894886,0.002697269],"genre_scores_gemma":[0.9545142,0.0011810961,0.000076323704,0.028436394,0.004139199,0.000018511817,0.0000018082687,0.000020358024,0.011612131],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9922056,0.0021322586,0.001443706,0.00015628216,0.0032086598,0.0008534586],"domain_scores_gemma":[0.9967528,0.001584694,0.0005877828,0.00036676362,0.00015011449,0.00055787386],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0052055516,0.00020250658,0.0004851443,0.000086610315,0.0003863292,0.000010684051,0.0016268211,0.0004763228,0.028102998],"category_scores_gemma":[0.0013416101,0.00009069294,0.0001595702,0.00046182683,0.00028716,0.00012465044,0.00011502681,0.0041001383,0.00090929656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080784994,0.0001924525,0.002198326,0.00006543086,0.000027159429,0.00046298592,0.014421457,9.602383e-7,0.00000549123,0.0017575341,0.97007954,0.010707876],"study_design_scores_gemma":[0.004202354,0.0003662929,0.03947938,0.008331046,0.000076675446,0.00061830186,0.014625827,0.00025382542,0.00000793337,0.0043188822,0.9274569,0.00026254842],"about_ca_topic_score_codex":0.000360998,"about_ca_topic_score_gemma":0.0002283057,"teacher_disagreement_score":0.53059787,"about_ca_system_score_codex":0.00011616771,"about_ca_system_score_gemma":0.0004766524,"threshold_uncertainty_score":0.99986863},"labels":[],"label_agreement":null},{"id":"W2435492932","doi":"10.1097/sga.0000000000000186","title":"ACADEMIC PROGRESSION AND THE INSTITUTE OF MEDICINE GOALS","year":2015,"lang":"en","type":"editorial","venue":"Gastroenterology Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastroenterology; Internal medicine; Family medicine; Medical education","score_opus":0.041458307950719996,"score_gpt":0.4708758460269317,"score_spread":0.42941753807621175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2435492932","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01038324,0.0072970698,0.00008469854,0.022608783,0.9545626,0.0018683991,0.00006390681,0.00009631073,0.0030350043],"genre_scores_gemma":[0.025047814,0.0025079374,0.0006009347,0.0014339454,0.9684299,0.00025642203,0.0004502282,0.00009661596,0.0011762043],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99414325,0.0020344388,0.0014640203,0.0005094246,0.0008386954,0.001010191],"domain_scores_gemma":[0.9958242,0.0011849903,0.0015594388,0.0005238879,0.000611958,0.0002954787],"candidate_categories":["sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0036393611,0.00040422086,0.0014333196,0.00018448247,0.0005264071,0.0000029574987,0.0005556579,0.0018847014,0.000039554878],"category_scores_gemma":[0.0025527517,0.0002446591,0.000064671105,0.00014740592,0.004167597,0.00011095642,0.000238473,0.0042865556,0.000019510631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037478828,0.000019287121,0.0026995041,0.0004333139,0.000036512505,0.0000040765103,0.003843853,0.000001885424,0.0000047896337,0.0003719824,0.9862349,0.0026020245],"study_design_scores_gemma":[0.011520346,0.0009939631,0.000373524,0.021624038,0.00030779012,0.000011510306,0.0014129138,0.000035026547,6.751369e-7,0.005545058,0.95804924,0.00012592776],"about_ca_topic_score_codex":0.00018832249,"about_ca_topic_score_gemma":0.000096456926,"teacher_disagreement_score":0.02818566,"about_ca_system_score_codex":0.00040453766,"about_ca_system_score_gemma":0.00048609765,"threshold_uncertainty_score":0.99941105},"labels":[],"label_agreement":null},{"id":"W2436901809","doi":"10.48029/nji.2014.cv601","title":"Indian Perspective on Migration of Health Professionals from India","year":2022,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"New delhi; Perspective (graphical); Work (physics); Political science; Health professionals; Sociology; Medicine; Health care; Engineering; Law","score_opus":0.04854080027299835,"score_gpt":0.4695213424573532,"score_spread":0.4209805421843549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2436901809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9287323,0.0005692531,0.000019321602,0.034821574,0.0011614519,0.0021183714,0.00037003055,0.00013737998,0.032070328],"genre_scores_gemma":[0.972036,0.000030447516,0.00045830212,0.021977711,0.00013812244,0.00039240366,0.00020529595,0.00002388539,0.004737803],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9954915,0.002174319,0.0008141704,0.00035058567,0.00063122064,0.0005382124],"domain_scores_gemma":[0.99796087,0.0006765626,0.00066481455,0.00035797936,0.00016998826,0.00016978312],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011510862,0.00014882673,0.0003943962,0.00018818185,0.001674672,0.0000022106851,0.00023542077,0.0001046989,0.010944522],"category_scores_gemma":[0.00013186673,0.00013053074,0.000059388974,0.00047721152,0.00003000709,0.000069950576,0.00020495709,0.0008905297,0.00024086621],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005248108,0.0010025806,0.1771922,0.00024488574,0.00006598978,0.000008448852,0.23386897,0.00007296017,0.000076142,0.1353942,0.4476273,0.003921517],"study_design_scores_gemma":[0.0013843783,0.0010392902,0.2300997,0.0006025724,0.000007744835,6.534766e-7,0.6777903,0.000051507326,0.00007831412,0.013152501,0.075539514,0.00025354535],"about_ca_topic_score_codex":0.030308962,"about_ca_topic_score_gemma":0.003066707,"teacher_disagreement_score":0.44392133,"about_ca_system_score_codex":0.0015670089,"about_ca_system_score_gemma":0.0012790965,"threshold_uncertainty_score":0.999625},"labels":[],"label_agreement":null},{"id":"W2439374926","doi":"10.17269/s41997-024-00925-2","title":"Evaluation of the Local Health Program","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Business; Computer science","score_opus":0.21871850355032718,"score_gpt":0.5159714885857517,"score_spread":0.2972529850354245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2439374926","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21959303,0.09531644,0.0023763876,0.64478797,0.01691968,0.0065121055,0.00019854709,0.00012842976,0.014167383],"genre_scores_gemma":[0.99184597,0.00023976876,0.0004328332,0.0064055696,0.0005949202,0.00004002568,0.000007763297,0.00003336537,0.00039978122],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99009854,0.0050049,0.0018260028,0.00019596337,0.0013352139,0.0015393842],"domain_scores_gemma":[0.99335563,0.00029819185,0.000984013,0.00038149083,0.001925536,0.003055153],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03255472,0.00015958367,0.0004902855,0.00048316416,0.00093997316,0.00004248931,0.0005078911,0.00016993159,0.0008593254],"category_scores_gemma":[0.0015819671,0.00011001339,0.00015664005,0.0013115064,0.00022717468,0.0002513677,0.000029009847,0.0013209737,0.00005015045],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000022842473,0.000027630833,0.010363682,0.0007946839,0.000045762332,0.000004571796,0.008708557,0.000052677617,1.7343781e-7,0.010611506,0.15105832,0.81833017],"study_design_scores_gemma":[0.0005121765,0.00053860457,0.0306662,0.0030152583,0.000026738338,0.00004887477,0.011181342,0.002261727,5.2628684e-7,0.0018891286,0.9497617,0.000097752716],"about_ca_topic_score_codex":0.069078274,"about_ca_topic_score_gemma":0.31526253,"teacher_disagreement_score":0.8182324,"about_ca_system_score_codex":0.0076491563,"about_ca_system_score_gemma":0.19758065,"threshold_uncertainty_score":0.9961885},"labels":[],"label_agreement":null},{"id":"W2439930676","doi":"","title":"[Medical education in the former Netherlands Antilles countries Bonaire, St Eustatius and Saba].","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Medical education","score_opus":0.04799859749139999,"score_gpt":0.40561122432248325,"score_spread":0.35761262683108325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2439930676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9006303,0.0042423606,0.000007754137,0.027979027,0.00091511017,0.0021336516,0.000016236057,0.00006040012,0.06401519],"genre_scores_gemma":[0.98424524,0.0005557258,0.000073883064,0.010564183,0.00038359253,0.0017895371,0.000027276401,0.0000143140605,0.002346233],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978979,0.00043011547,0.0003862302,0.00017758417,0.00048095558,0.0006271822],"domain_scores_gemma":[0.998716,0.0004465453,0.00011485523,0.00026006263,0.00012565665,0.00033687588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022989993,0.0001131561,0.0001809325,0.00006610975,0.00026905196,0.00001844621,0.0002533475,0.00018144952,0.00007426429],"category_scores_gemma":[0.0013707854,0.0000727288,0.000014292717,0.0002028299,0.00011444549,0.00013540384,0.00008385039,0.00039105598,0.000039735784],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091528316,0.00007673746,0.62214774,0.0001421311,0.0000050564927,0.0000056380863,0.009472386,4.373053e-7,1.1419002e-8,0.006877796,0.29815957,0.063020945],"study_design_scores_gemma":[0.0006546763,0.000018747887,0.5762594,0.00009959672,0.0000058669266,0.000007320947,0.019266194,0.000022495427,1.781734e-7,0.003017966,0.4005712,0.00007637973],"about_ca_topic_score_codex":0.00143652,"about_ca_topic_score_gemma":0.0027847842,"teacher_disagreement_score":0.10241161,"about_ca_system_score_codex":0.00014954114,"about_ca_system_score_gemma":0.0012365385,"threshold_uncertainty_score":0.29657942},"labels":[],"label_agreement":null},{"id":"W2440030452","doi":"","title":"The Northern Ontario School of Medicine: a long-term strategy to enhance the rural medical workforce.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Mandate; Government (linguistics); Workforce; Rural area; Rural health; Health care; Accountability; Thunder; Economic growth; Medicine; Political science; Geography","score_opus":0.05261585055160094,"score_gpt":0.3880592213717747,"score_spread":0.3354433708201737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2440030452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94838744,0.0016110339,0.00003880393,0.020876268,0.0012168825,0.0033378515,0.0000033043607,0.00008432137,0.024444103],"genre_scores_gemma":[0.95559675,0.0004279735,0.000009631728,0.0034886398,0.00088035554,0.002857783,0.000007675366,0.000029396102,0.03670182],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99538666,0.00058448734,0.0011031633,0.00028937857,0.0011998331,0.0014364658],"domain_scores_gemma":[0.9962613,0.0012879432,0.00037146025,0.0008373096,0.00030402828,0.0009379427],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020868545,0.00024713256,0.000435039,0.000050766248,0.0015683565,0.000008144046,0.0010624415,0.00022773251,0.0012452118],"category_scores_gemma":[0.0014696666,0.00012439943,0.000082802224,0.00047992723,0.00059980457,0.00008498521,0.00022888811,0.001294861,0.0004192257],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028030545,0.000038462662,0.87622684,0.000059183585,0.000036933456,0.000030368035,0.004233646,0.000011855314,0.0000010553265,0.00045232777,0.034217056,0.08441196],"study_design_scores_gemma":[0.00056387146,0.00009278977,0.96003705,0.0004113611,0.000017937931,0.000018877252,0.001682423,0.0000026754656,0.0000080833925,0.0002197539,0.036811512,0.0001336654],"about_ca_topic_score_codex":0.02782406,"about_ca_topic_score_gemma":0.5501436,"teacher_disagreement_score":0.5223195,"about_ca_system_score_codex":0.00061988196,"about_ca_system_score_gemma":0.0012675971,"threshold_uncertainty_score":0.9997315},"labels":[],"label_agreement":null},{"id":"W2440291363","doi":"","title":"Creating supports for rural nursing practice.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Provincial Health Services Authority","funders":"","keywords":"Nursing; Medicine","score_opus":0.05789381085387745,"score_gpt":0.4445286398802464,"score_spread":0.3866348290263689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2440291363","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39940777,0.0013228322,0.004643395,0.06030421,0.006772016,0.018178087,0.00006268955,0.0010691097,0.5082399],"genre_scores_gemma":[0.98010266,0.000034729914,0.0066719833,0.002875756,0.00073239685,0.0062909485,0.000037035064,0.000042713214,0.0032117853],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974891,0.00015606527,0.0005440827,0.00022664721,0.00023250736,0.0013516078],"domain_scores_gemma":[0.9979799,0.0008739421,0.00032546688,0.00025798666,0.00022329098,0.0003394328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011341203,0.00014589539,0.00023704098,0.000060518054,0.0010215848,0.000016065072,0.00013211042,0.00018184361,0.00007083462],"category_scores_gemma":[0.002018183,0.00013704108,0.00006281332,0.00018603186,0.000047354246,0.00033176018,0.000032618023,0.00034581596,0.00009298315],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014913307,0.00082742464,0.048265122,0.001423213,0.00011718862,0.000042649222,0.033997674,0.00031721295,0.000028140359,0.14853407,0.071335584,0.6936204],"study_design_scores_gemma":[0.0074852863,0.00019337484,0.34957242,0.002420686,0.00020900801,0.00004914549,0.066753745,0.000046539913,0.0001378229,0.05639431,0.51592755,0.00081012736],"about_ca_topic_score_codex":0.0004601101,"about_ca_topic_score_gemma":0.00007571506,"teacher_disagreement_score":0.69281024,"about_ca_system_score_codex":0.0008625924,"about_ca_system_score_gemma":0.0002394094,"threshold_uncertainty_score":0.7857308},"labels":[],"label_agreement":null},{"id":"W2460135336","doi":"","title":"Role transition in rural and remote primary health care nursing: a scoping literature review.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Nursing; Work (physics); Rural health; Health care; Primary health care; Focus group; Medicine; Population; Rural area; Political science; Business; Environmental health","score_opus":0.01729310942650754,"score_gpt":0.3800915501420503,"score_spread":0.3627984407155428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460135336","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36785996,0.53012365,0.000025986725,0.057293586,0.0018886582,0.014455626,0.00006261584,0.0003194819,0.027970439],"genre_scores_gemma":[0.8495272,0.08061633,0.0033838104,0.062283568,0.0011528123,0.0020261134,0.00046211178,0.00009043408,0.00045764414],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9975151,0.0004472694,0.0006098128,0.00028736552,0.0002068021,0.00093364896],"domain_scores_gemma":[0.9989652,0.000097124816,0.00018731925,0.00028628783,0.00010765383,0.00035643135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009002516,0.00017178178,0.00043386643,0.000115435505,0.0003904677,0.000015269141,0.000110156085,0.00024772296,0.000016131431],"category_scores_gemma":[0.00010912418,0.00015979947,0.000038416256,0.00041064835,0.00005120944,0.00015691064,0.00002644853,0.001225574,0.000009358713],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009278029,0.000026553513,0.0025309292,0.019128334,0.0000031621553,0.0000074026075,0.021995394,2.9708934e-7,0.000016907454,0.00028318356,0.0038225765,0.95209247],"study_design_scores_gemma":[0.0028480606,0.00010189753,0.66271764,0.28310597,0.00003444057,0.00005509204,0.00796228,0.000050709958,0.000011219476,0.001774969,0.04069776,0.00063997775],"about_ca_topic_score_codex":0.000291355,"about_ca_topic_score_gemma":0.0013094186,"teacher_disagreement_score":0.9514525,"about_ca_system_score_codex":0.00043485741,"about_ca_system_score_gemma":0.00026690558,"threshold_uncertainty_score":0.65164334},"labels":[],"label_agreement":null},{"id":"W2460723349","doi":"10.1186/s12960-016-0125-8","title":"A mixed-methods study of health worker migration from Jamaica","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Dalhousie University","funders":"Canadian Institutes of Health Research; World Health Organization","keywords":"Government (linguistics); Health administration; Health services research; Nursing research; Health informatics; Health care; Developing country; Descriptive statistics; Health policy; Social policy; Economic growth; Public health; Medicine; Political science; Nursing; Economics","score_opus":0.10541743324424298,"score_gpt":0.5111425195308958,"score_spread":0.4057250862866529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460723349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718909,0.002263956,0.0048273816,0.013535559,0.00079938147,0.005660267,0.00019706738,0.00026086654,0.00056456885],"genre_scores_gemma":[0.9795269,0.00020285344,0.01206241,0.0035954202,0.0006568655,0.0008385352,0.000066290355,0.000103629965,0.002947095],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889142,0.0055450476,0.0026992115,0.0007836873,0.0005453387,0.001512537],"domain_scores_gemma":[0.9933077,0.0026406557,0.0021653622,0.001023169,0.00027961124,0.0005835009],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0059010433,0.00036406054,0.0012613928,0.00025684276,0.0023817045,0.0000121492085,0.00047497224,0.00026519792,0.00048250658],"category_scores_gemma":[0.00037097893,0.00025889606,0.00014803496,0.00038436937,0.0001165473,0.00011784378,0.00017894906,0.00043333005,0.000079847545],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092750735,0.0017626305,0.1904503,0.0017340705,0.00016456608,0.000001966926,0.14288835,0.0000091476595,0.00018507564,0.0034062532,0.2082739,0.45019624],"study_design_scores_gemma":[0.0061564096,0.0047196015,0.29679888,0.0035338593,0.000030456587,6.808588e-7,0.06252673,0.00003926745,0.000016853788,0.003961299,0.6218325,0.00038347006],"about_ca_topic_score_codex":0.019005626,"about_ca_topic_score_gemma":0.02627434,"teacher_disagreement_score":0.44981277,"about_ca_system_score_codex":0.0008002074,"about_ca_system_score_gemma":0.00059509184,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W2460998865","doi":"","title":"The Association between Medical Education Accreditation and the Examination Performance of Internationally Educated Physicians Seeking Certification in the United States.","year":2012,"lang":"en","type":"book-chapter","venue":"TUScholarShare (Temple University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Medical education; Commission; Medicine; Family medicine; Political science; Law","score_opus":0.04987807164866678,"score_gpt":0.34453061868199575,"score_spread":0.294652547033329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460998865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8612177,0.0012025652,0.000073854084,0.018869692,0.0014754497,0.004419294,0.00031767235,0.00011603202,0.112307765],"genre_scores_gemma":[0.9320964,0.003556718,0.000023090884,0.0008312613,0.00056985853,0.00003097657,0.004267105,0.000037946826,0.058586616],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964558,0.0013531352,0.00064150005,0.0002556541,0.00093733234,0.0003566161],"domain_scores_gemma":[0.9935929,0.0034725405,0.0014241273,0.00035450747,0.001079243,0.000076663695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041730627,0.00021698733,0.00028965587,0.00040461528,0.0012901828,0.00003902409,0.00068453,0.00046102845,0.00012607631],"category_scores_gemma":[0.0009292305,0.00015127176,0.0000620277,0.000429206,0.00016578702,0.00048344283,0.00014332411,0.0014183586,0.00004100963],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071186107,0.0002568125,0.24050905,0.0013656729,0.000531155,0.0000027331716,0.07225363,0.00004208113,0.00001410922,0.49426875,0.017334241,0.17270993],"study_design_scores_gemma":[0.0012571618,0.000050083912,0.30777434,0.0022849494,0.00022741043,9.1722734e-7,0.011828107,0.0006957842,0.0000023865502,0.0017587553,0.67387694,0.00024314779],"about_ca_topic_score_codex":0.0007569186,"about_ca_topic_score_gemma":0.0008348162,"teacher_disagreement_score":0.6565427,"about_ca_system_score_codex":0.0012672887,"about_ca_system_score_gemma":0.00081401557,"threshold_uncertainty_score":0.9923173},"labels":[],"label_agreement":null},{"id":"W2461073897","doi":"10.22605/rrh3483","title":"Determinants of an urban origin student choosing rural practice: a scoping review","year":2015,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Student debt; Incentive; Mindset; Medicine; Medical education; Rural area; MEDLINE; Psychology; Family medicine; Debt; Political science; Business; Finance","score_opus":0.14931867683091427,"score_gpt":0.5893511877151669,"score_spread":0.44003251088425266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461073897","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015957511,0.98687035,0.0000026578,0.00073285145,0.0013668373,0.009819792,0.000061128565,0.00012390334,0.000862922],"genre_scores_gemma":[0.0000046985124,0.99393004,0.0015909051,0.0027153508,0.0008113516,0.000057230867,0.0001484854,0.00010551757,0.0006364311],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.98841906,0.0046930504,0.003862945,0.0006105655,0.00086632295,0.0015480699],"domain_scores_gemma":[0.99221087,0.0007339679,0.0043417565,0.0009122393,0.0004773484,0.0013238271],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005470476,0.0007689371,0.005462055,0.00019759606,0.0009703403,0.000022847822,0.000506617,0.0006329669,0.000059131788],"category_scores_gemma":[0.00046912243,0.0005405739,0.00026039348,0.00064139767,0.00012134485,0.00038090657,0.00047942175,0.0017240156,0.000117827134],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013145075,0.00003860095,0.000044250577,0.36694035,0.000015744381,0.000009820606,0.0005317643,2.3369308e-8,4.1334505e-9,0.000020323127,0.0015730727,0.6308129],"study_design_scores_gemma":[0.00025048613,0.00028015187,0.000013022184,0.53173476,0.00022443596,0.00008547877,0.0009180528,0.0000063490365,6.535217e-9,0.000016783699,0.46621755,0.0002529053],"about_ca_topic_score_codex":0.003583792,"about_ca_topic_score_gemma":0.0004502095,"teacher_disagreement_score":0.63056,"about_ca_system_score_codex":0.0011178232,"about_ca_system_score_gemma":0.006829947,"threshold_uncertainty_score":0.9997046},"labels":[],"label_agreement":null},{"id":"W2461081635","doi":"","title":"The mini clinical evaluation exercise (mini-CEX) for assessing clinical performance of international medical graduates","year":2008,"lang":"en","type":"article","venue":"Griffith Research Online (Griffith University, Queensland, Australia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reliability (semiconductor); Observational study; Medical education; Medicine; Metropolitan area; Family medicine; Psychology","score_opus":0.49455338031972035,"score_gpt":0.6070782245353219,"score_spread":0.11252484421560155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461081635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804617,0.00025196694,0.000048380287,0.011966129,0.002752277,0.0028727765,0.00028390155,0.0001023964,0.0012604361],"genre_scores_gemma":[0.9621716,0.014693393,0.003065578,0.00017432736,0.0021932728,0.00004876597,0.0006204377,0.00005704358,0.016975565],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9862093,0.00463536,0.0023819942,0.0009774269,0.0040097963,0.0017861362],"domain_scores_gemma":[0.98205376,0.010161408,0.0009578254,0.0009373232,0.0048931716,0.0009965397],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.021294342,0.0003905734,0.0009753497,0.00044554847,0.0031404623,0.00003870696,0.0020124523,0.0011036468,0.0005264072],"category_scores_gemma":[0.0066756094,0.00030713528,0.00040419525,0.0010202358,0.0021671131,0.0005141716,0.0008171075,0.0036375972,0.00016154663],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002521483,0.0008427946,0.85697496,0.00028930695,0.00015526493,0.00006157883,0.0005149331,0.00003017567,0.0000035151409,0.00051775225,0.11318323,0.024905015],"study_design_scores_gemma":[0.008016775,0.0009939632,0.7826259,0.0020216107,0.00013847928,0.000018321085,0.0066275746,0.011395788,0.0000115768535,0.00018344511,0.1875661,0.00040043556],"about_ca_topic_score_codex":0.0012514832,"about_ca_topic_score_gemma":0.00275225,"teacher_disagreement_score":0.07438287,"about_ca_system_score_codex":0.0005271405,"about_ca_system_score_gemma":0.004148644,"threshold_uncertainty_score":0.9999381},"labels":[],"label_agreement":null},{"id":"W2461376401","doi":"","title":"Should I apply to medical school? High school students and barriers to application.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Disadvantaged; Medical school; Medical education; Rural area; Medicine; Family medicine; Psychology; Political science","score_opus":0.04393395079282917,"score_gpt":0.4126765085817698,"score_spread":0.3687425577889406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461376401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8394078,0.0002173368,0.0015681752,0.13958786,0.0011688648,0.0108018005,0.000066102126,0.0004359983,0.006746088],"genre_scores_gemma":[0.9085855,0.00008386681,0.00043891466,0.05775246,0.0007287243,0.021682154,0.000004353034,0.000043245756,0.010680806],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960086,0.00028292846,0.00065147487,0.0006145961,0.0011308832,0.0013115361],"domain_scores_gemma":[0.98717993,0.00040170393,0.000110084686,0.000602528,0.0001685701,0.011537168],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017461362,0.00021937594,0.00034982845,0.00015345328,0.0005689551,0.000023635246,0.00069113774,0.00034631707,0.0026405856],"category_scores_gemma":[0.008926659,0.00015351661,0.000029963761,0.00043638085,0.00005939891,0.00013483941,0.0005977499,0.0004413434,0.003425734],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018774757,0.000034459386,0.6736757,0.0000822018,0.000026185447,0.0000047884946,0.0002864714,8.8651615e-7,0.000013019409,0.0019366455,0.21777661,0.10597524],"study_design_scores_gemma":[0.0009893157,0.00002828435,0.58631086,0.00016604584,0.000010607557,9.42554e-7,0.00046986487,9.721721e-7,0.000012358511,0.00050565385,0.41132468,0.00018040632],"about_ca_topic_score_codex":0.0005871089,"about_ca_topic_score_gemma":0.00037651515,"teacher_disagreement_score":0.19354807,"about_ca_system_score_codex":0.0006052963,"about_ca_system_score_gemma":0.00054941827,"threshold_uncertainty_score":0.9994216},"labels":[],"label_agreement":null},{"id":"W2462430976","doi":"10.1503/cmaj.109-5289","title":"Accessibility to physician offices a “significant problem”","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Limit (mathematics); Internet privacy; Health care; Medicine; Computer science; World Wide Web; Political science","score_opus":0.02498602559555791,"score_gpt":0.3879806450996384,"score_spread":0.3629946195040805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462430976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57330775,0.00012285079,0.0004084927,0.36319306,0.003207793,0.0011554451,0.00011965939,0.00012117824,0.058363765],"genre_scores_gemma":[0.9059822,0.00012121973,0.0004691043,0.08186609,0.004421056,0.000081276856,0.0000043766654,0.000032760898,0.0070219343],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99482936,0.0009460367,0.0009503412,0.00029332103,0.001555912,0.0014250404],"domain_scores_gemma":[0.9932386,0.00066871115,0.0004948777,0.00021320497,0.00090111414,0.0044834926],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0043519638,0.00016375251,0.0003344154,0.0001751606,0.0011596633,0.000038199152,0.0005277297,0.0005341976,0.009395114],"category_scores_gemma":[0.0035728235,0.00010834978,0.00008296586,0.00045407418,0.000037246435,0.00023985893,0.00005177974,0.0010785805,0.0035787427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000024112393,0.0000305736,0.29329586,0.000030901792,0.00003692308,0.00006269473,0.0011847513,5.95082e-7,0.00004256712,0.0011869542,0.59675395,0.10735009],"study_design_scores_gemma":[0.0007057912,0.000058732803,0.086433366,0.00084501196,0.0000072251723,0.0000041662224,0.0011506686,0.000007173429,0.00000597158,0.0012341569,0.9093884,0.00015933836],"about_ca_topic_score_codex":0.0065790224,"about_ca_topic_score_gemma":0.11177578,"teacher_disagreement_score":0.3326744,"about_ca_system_score_codex":0.0046886527,"about_ca_system_score_gemma":0.008174451,"threshold_uncertainty_score":0.99913216},"labels":[],"label_agreement":null},{"id":"W2463309043","doi":"10.1177/1527154416656942","title":"Human Resources for Health Challenges in Nigeria and Nurse Migration","year":2016,"lang":"en","type":"article","venue":"Policy Politics & Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Emigration; Expatriate; Human resources; Economic growth; Population; Health human resources; Work (physics); Medicine; Nursing; Health care; Political science; Environmental health; Economics","score_opus":0.11818235713959646,"score_gpt":0.5375233681296618,"score_spread":0.4193410109900654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2463309043","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16768037,0.0045591407,0.00017782122,0.7964507,0.00061125663,0.0017946784,0.00008579709,0.00019653348,0.028443743],"genre_scores_gemma":[0.97533274,0.0034429727,0.00276343,0.012184437,0.002278356,0.00024280016,0.000010387615,0.00008885181,0.0036560532],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99569976,0.0012783266,0.00083706336,0.00045281945,0.00025510535,0.0014769314],"domain_scores_gemma":[0.9953021,0.0029521612,0.0006072576,0.00042607923,0.00024915376,0.00046327565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016999684,0.00024037228,0.000409335,0.00033880104,0.0011047161,0.000028515708,0.00016232276,0.00025828194,0.000018869665],"category_scores_gemma":[0.0037355216,0.00020144097,0.00003907855,0.00019907644,0.00020087801,0.0005339999,0.000030171104,0.00035831804,0.00004493588],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025438843,0.00039271978,0.0037060045,0.00090077077,0.000022708546,0.000003038456,0.12349771,0.0000013046177,0.00018949238,0.8048323,0.02385026,0.042349305],"study_design_scores_gemma":[0.0021675294,0.0005593076,0.020003928,0.004971168,0.000027094136,0.000020464782,0.041612435,0.000020240379,0.000017534216,0.06512302,0.8651455,0.00033178504],"about_ca_topic_score_codex":0.0059534595,"about_ca_topic_score_gemma":0.0031354458,"teacher_disagreement_score":0.84129524,"about_ca_system_score_codex":0.0014752697,"about_ca_system_score_gemma":0.0006145674,"threshold_uncertainty_score":0.89998895},"labels":[],"label_agreement":null},{"id":"W2464270865","doi":"10.1097/01.jaa.0000473366.15469.0b","title":"The Interservice Physician Assistant Program","year":2015,"lang":"en","type":"article","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Association of Emergency Physicians","funders":"U.S. Navy","keywords":"Navy; Military personnel; Service (business); Military service; Refugee; Military medicine; Medical education; Medicine; Political science; Business; Law","score_opus":0.09241397546754239,"score_gpt":0.4865832796873271,"score_spread":0.39416930421978474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464270865","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24238804,0.0012372717,0.000028971124,0.020540355,0.0045778784,0.002843054,0.000016145472,0.00083103206,0.7275373],"genre_scores_gemma":[0.9619307,0.00003740058,0.0013118509,0.017277246,0.001319928,0.00077037094,0.000016509563,0.00005212387,0.017283855],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99801594,0.00039745326,0.00038060086,0.00018744108,0.00030329794,0.0007152894],"domain_scores_gemma":[0.998522,0.0002893524,0.00017846267,0.00046740426,0.00024799502,0.00029483088],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00080128794,0.00012607899,0.0001684346,0.000018987617,0.00080471544,0.00002286516,0.00035106952,0.00011167147,0.00004187256],"category_scores_gemma":[0.00014189123,0.00007801352,0.000044292527,0.00027481123,0.00006712836,0.00006977069,0.00015933668,0.00047420466,0.0024136233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032675735,0.00022371198,0.02194669,0.00022052875,0.000040870116,0.000013442699,0.014950914,0.00000645856,0.000014576286,0.028397014,0.7560308,0.17782822],"study_design_scores_gemma":[0.00037336335,0.00012526014,0.0021297557,0.00019735993,0.000007808183,4.856617e-7,0.02071446,0.00031092705,0.000004253823,0.001656833,0.97439176,0.00008773387],"about_ca_topic_score_codex":0.0005463802,"about_ca_topic_score_gemma":0.0012801546,"teacher_disagreement_score":0.7195427,"about_ca_system_score_codex":0.00029089852,"about_ca_system_score_gemma":0.0002742508,"threshold_uncertainty_score":0.99836314},"labels":[],"label_agreement":null},{"id":"W2464368055","doi":"","title":"Pulse: Not quite a perfect match","year":2003,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Queen (butterfly); Matching (statistics); Medicine; Position (finance); Medical school; Family medicine; Medical education; Pathology","score_opus":0.02250902466844381,"score_gpt":0.3761920160699916,"score_spread":0.3536829914015478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464368055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53433424,0.0008262164,0.0001252833,0.14553888,0.00990055,0.00079443183,0.00006853714,0.0001224801,0.30828938],"genre_scores_gemma":[0.89601094,0.0003319077,0.0002684722,0.082747616,0.0026487797,0.00003412985,0.000009885186,0.000039663304,0.017908629],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941333,0.0016761483,0.0008536873,0.00019520603,0.0016272863,0.0015143837],"domain_scores_gemma":[0.9943425,0.0007174857,0.00039841584,0.00016116751,0.00062010385,0.0037603397],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0060753897,0.00016003569,0.0003256925,0.00017483936,0.0017239196,0.000039545364,0.00027118536,0.0008600426,0.06380916],"category_scores_gemma":[0.0077761244,0.00014642652,0.00010095009,0.00039663445,0.000030344796,0.00013701915,0.000016044267,0.0028491192,0.004457576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010621764,0.000019122133,0.2806246,0.00004298218,0.00005027433,0.00027557855,0.0016652398,0.0000022882925,0.0000047426634,0.0061575966,0.7005328,0.010614196],"study_design_scores_gemma":[0.00085940404,0.000037310412,0.024523368,0.00026379593,0.000013733848,0.0001040985,0.0023474218,0.000036613947,0.0000034596105,0.0004557565,0.97120637,0.0001486996],"about_ca_topic_score_codex":0.010828222,"about_ca_topic_score_gemma":0.099043965,"teacher_disagreement_score":0.36167666,"about_ca_system_score_codex":0.0040717633,"about_ca_system_score_gemma":0.0096807005,"threshold_uncertainty_score":0.99975145},"labels":[],"label_agreement":null},{"id":"W2464528608","doi":"","title":"Immigrant Filipino nurses in Western Canada from 1950-2000: An oral history study","year":2010,"lang":"en","type":"article","venue":"UWE Research Repository (UWE Bristol)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Oral history; Context (archaeology); Nursing; Medicine; Political science; Sociology; History","score_opus":0.0807652101319731,"score_gpt":0.45764388473363166,"score_spread":0.3768786746016586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464528608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755357,0.0018807463,0.0000010410515,0.0005483355,0.009200333,0.0029112797,0.000076397446,0.00018115004,0.00966504],"genre_scores_gemma":[0.95638645,0.000037319092,0.00011537282,0.0003265138,0.0012238965,0.00053093577,0.000080098485,0.00010253489,0.041196886],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.987173,0.0054193293,0.0014847876,0.0012744407,0.0023333956,0.0023150428],"domain_scores_gemma":[0.994074,0.001472105,0.00034108118,0.0020339293,0.0008208946,0.0012580085],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002502311,0.00045091342,0.0008562352,0.00045846167,0.0015833057,0.000051925166,0.0013815187,0.000522012,0.00070103107],"category_scores_gemma":[0.00063020486,0.00044562502,0.00008353056,0.0006316843,0.00041226836,0.0004166236,0.00036688967,0.005006439,0.00027146467],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00048055,0.0010091756,0.8717528,0.00016363556,0.000037596652,0.0014069469,0.025253586,0.000006562336,0.002545857,0.00006347466,0.094222225,0.0030575744],"study_design_scores_gemma":[0.0013634628,0.00036774346,0.43750882,0.00032410695,0.000016120164,0.0000113258675,0.023769522,0.0001315304,0.0000811475,0.000047324345,0.535989,0.00038990125],"about_ca_topic_score_codex":0.9949947,"about_ca_topic_score_gemma":0.9958151,"teacher_disagreement_score":0.44176677,"about_ca_system_score_codex":0.008733798,"about_ca_system_score_gemma":0.014247019,"threshold_uncertainty_score":0.99979955},"labels":[],"label_agreement":null},{"id":"W2464849115","doi":"10.1017/cem.2016.279","title":"P103: Emergency medicine as a career choice: what influences medical students throughout their schooling?","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Theme (computing); Medical education; Relevance (law); Medicine; Qualitative research; Variety (cybernetics); Family medicine; Psychology","score_opus":0.14313146941860422,"score_gpt":0.5109497298804487,"score_spread":0.3678182604618445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464849115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7448272,0.06267732,0.00006389338,0.10532162,0.07531589,0.0008493778,0.000024461031,0.000052290998,0.0108679095],"genre_scores_gemma":[0.89005995,0.07436143,0.000023535424,0.0050662835,0.017482134,0.000048852016,0.000014349154,0.00010762536,0.012835827],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891196,0.0009251336,0.0043725157,0.00052210805,0.0031174435,0.0019432354],"domain_scores_gemma":[0.9884406,0.00071870885,0.0018616755,0.0007755593,0.0024283521,0.005775149],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0054521607,0.00059860246,0.0013695557,0.0007314014,0.001113837,0.000007737678,0.002525216,0.00062979717,0.1847958],"category_scores_gemma":[0.014105501,0.00032443652,0.0002209698,0.0011875655,0.00057626655,0.0010364298,0.00013022461,0.0016210856,0.0005581533],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005470087,0.000025108422,0.5630511,0.00017457403,0.00017429239,0.00011537089,0.009589187,7.799157e-7,0.00008022108,0.0003644785,0.42145067,0.0049194777],"study_design_scores_gemma":[0.0035113369,0.0013310122,0.11282189,0.017423721,0.0001965277,0.000035741945,0.02920208,0.0000031055201,0.000011578875,0.0041720234,0.8308396,0.00045141432],"about_ca_topic_score_codex":0.05936273,"about_ca_topic_score_gemma":0.16350146,"teacher_disagreement_score":0.45022923,"about_ca_system_score_codex":0.00086441654,"about_ca_system_score_gemma":0.0048741573,"threshold_uncertainty_score":0.9999208},"labels":[],"label_agreement":null},{"id":"W2464903992","doi":"","title":"Learning to Transition: Nurses' Entry into Cancer Nursing Practice","year":2012,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Medicine; Transition (genetics); Nursing practice; Chemistry","score_opus":0.024214018201943844,"score_gpt":0.425428849863328,"score_spread":0.40121483166138416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464903992","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30762172,0.0101216985,0.00023230142,0.008806513,0.0056735408,0.0018951073,0.00002678715,0.0002758725,0.66534644],"genre_scores_gemma":[0.8291844,0.003068489,0.0034020247,0.00037175804,0.00076057774,0.000009769803,0.00045334318,0.000079960424,0.16266966],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9973635,0.0006330749,0.0002857616,0.0004296913,0.00051505765,0.0007729253],"domain_scores_gemma":[0.99752605,0.0002965219,0.00072716473,0.0003341078,0.00063641206,0.00047973162],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003767551,0.00031569068,0.0006001347,0.0000850769,0.0013919781,0.0000061386727,0.00034779412,0.0007542642,0.04474879],"category_scores_gemma":[0.00011114055,0.00042571902,0.0001402811,0.00016562424,0.000054912474,0.0007730548,0.00003568664,0.0010102943,0.00039299807],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016758409,0.0001480615,0.0003899635,0.0012274799,0.000103258666,0.000011207948,0.8514158,0.00007558609,0.00018014217,0.00043017135,0.01562626,0.12871619],"study_design_scores_gemma":[0.0005852301,0.00016954228,0.036806136,0.005204532,0.00040383617,9.7256e-7,0.7983,0.000030036166,0.000008464475,0.000014078608,0.15812932,0.00034784278],"about_ca_topic_score_codex":0.46341062,"about_ca_topic_score_gemma":0.25271535,"teacher_disagreement_score":0.5215627,"about_ca_system_score_codex":0.0030631276,"about_ca_system_score_gemma":0.0006970263,"threshold_uncertainty_score":0.9999081},"labels":[],"label_agreement":null},{"id":"W2464986702","doi":"","title":"Medical practice in rural Saskatchewan: factors in physician recruitment and retention.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Health Authority; University of Saskatchewan","funders":"","keywords":"Scope of practice; Spouse; Feeling; Rural community; Scope (computer science); Family medicine; Globe; Rural area; Medicine; Qualitative research; Medical practice; Nursing; Psychology; Health care; Social psychology; Sociology; Demography; Political science","score_opus":0.07171916140467387,"score_gpt":0.40037097260130833,"score_spread":0.32865181119663445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2464986702","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96465194,0.00034779301,0.00001056541,0.011682107,0.0006921956,0.0028362798,0.000003380816,0.00006657032,0.01970917],"genre_scores_gemma":[0.9908319,0.00016555883,0.00011149144,0.004931758,0.0002017644,0.0027404635,0.000014973961,0.000017542357,0.0009845229],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99662924,0.0012063683,0.0005973026,0.00025915404,0.00043238714,0.0008755756],"domain_scores_gemma":[0.9978088,0.0013664224,0.00019427008,0.00021799911,0.00005239579,0.00036012824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025333592,0.00014510215,0.0003079883,0.00010988611,0.0001535177,0.000008423242,0.00014043062,0.00025969886,0.00006135418],"category_scores_gemma":[0.0021163484,0.0001248237,0.000025021873,0.00031357748,0.000057415393,0.00022658054,0.00011462894,0.0007336523,0.00003941251],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016204274,0.00021247122,0.5365729,0.00023800945,0.000012605887,0.000015931106,0.01215437,0.0000024599801,0.0000022982285,0.0015752371,0.0033413821,0.4457103],"study_design_scores_gemma":[0.0013077459,0.000028301836,0.85618734,0.00033538238,0.000007630601,9.943e-7,0.024334617,0.00007386061,0.000005817974,0.0008850652,0.11669383,0.0001393785],"about_ca_topic_score_codex":0.0043030353,"about_ca_topic_score_gemma":0.009671937,"teacher_disagreement_score":0.44557092,"about_ca_system_score_codex":0.00035612372,"about_ca_system_score_gemma":0.00012288603,"threshold_uncertainty_score":0.6504931},"labels":[],"label_agreement":null},{"id":"W2465013424","doi":"10.1097/00001888-200010001-00037","title":"International Medical Graduatesʼ Performances of Techniques of Physical Examination, with a Comparison of U.S. Citizens and Non—U.S. Citizens","year":2000,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Political science; Gerontology; Medicine","score_opus":0.03625996301594133,"score_gpt":0.44594708651062076,"score_spread":0.40968712349467945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465013424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.969112,0.00047601832,0.000099055855,0.0032968128,0.00009601031,0.0004997031,0.000015832931,0.000041051702,0.026363537],"genre_scores_gemma":[0.9953869,0.002887175,0.00029547335,0.0003401576,0.0004018984,0.00003914867,0.000035099198,0.000015217894,0.00059894694],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971283,0.00018501005,0.0011503398,0.00021725282,0.001020151,0.00029896584],"domain_scores_gemma":[0.99787,0.00079122925,0.00060778094,0.00018266433,0.00036083514,0.00018745258],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010991378,0.0001634869,0.00076517,0.0001685624,0.00008960779,4.1532587e-7,0.00031570697,0.00028873398,0.00136581],"category_scores_gemma":[0.00036059387,0.00011106934,0.000024114737,0.00031858965,0.0008736411,0.000081132224,0.000064350315,0.0008632038,0.000005122322],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000675568,0.00014848627,0.727515,0.0026220765,0.00013463455,0.0000054087313,0.080257624,0.000007796229,0.0027932525,0.0049964655,0.021728363,0.15911533],"study_design_scores_gemma":[0.018167252,0.011473709,0.65769976,0.07715334,0.00068219204,0.0000874011,0.081339404,0.025503991,0.03680013,0.00684375,0.08299029,0.001258761],"about_ca_topic_score_codex":0.00029763495,"about_ca_topic_score_gemma":0.000017663642,"teacher_disagreement_score":0.15785657,"about_ca_system_score_codex":0.000043146472,"about_ca_system_score_gemma":0.00015034058,"threshold_uncertainty_score":0.99954706},"labels":[],"label_agreement":null},{"id":"W2465296402","doi":"10.1007/bf03404815","title":"Immigration, Women and Health in Canada","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":73,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Immigration; Political science; Demographic economics; Geography; Economics; Law","score_opus":0.05899583148770854,"score_gpt":0.37850367309796945,"score_spread":0.3195078416102609,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465296402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7479681,0.0051009916,0.000014477902,0.24389972,0.00056960696,0.0004485981,0.000054038486,0.00000685855,0.0019376115],"genre_scores_gemma":[0.9432143,0.0018816263,0.00020417088,0.053120647,0.00025358488,0.000014558631,0.000010795545,0.000022701977,0.0012776442],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944173,0.0011079982,0.0016522979,0.00018844348,0.00027314428,0.0023608026],"domain_scores_gemma":[0.99186045,0.00016623027,0.0006115223,0.00020982171,0.00024192584,0.006910068],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005870083,0.00016176555,0.00061959133,0.00041086218,0.000806514,0.000023687508,0.0002526257,0.000093994575,0.003306728],"category_scores_gemma":[0.00020805384,0.00015466694,0.000022743805,0.00065423216,0.00005399767,0.00027053565,0.000008693176,0.0009269686,0.000023878309],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000007951644,0.000010934439,0.534751,0.00019649754,0.00001082667,0.000040738796,0.023418639,0.000016104697,4.0743696e-8,0.0011869003,0.1878129,0.25254747],"study_design_scores_gemma":[0.000575883,0.00015655984,0.29444477,0.00028057964,4.0772684e-7,0.0000331737,0.018789686,0.000029566541,1.6037612e-8,0.00034372008,0.6852537,0.00009198433],"about_ca_topic_score_codex":0.9981693,"about_ca_topic_score_gemma":0.9999112,"teacher_disagreement_score":0.49744076,"about_ca_system_score_codex":0.021231238,"about_ca_system_score_gemma":0.23593667,"threshold_uncertainty_score":0.99760437},"labels":[],"label_agreement":null},{"id":"W2465791944","doi":"10.17269/cjph.107.5205","title":"Immigrant status and having a regular medical doctor among Canadian adults","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Residence; Demography; Medicine; Logistic regression; Confounding; Body mass index; Gerontology; Geography","score_opus":0.04163554012944338,"score_gpt":0.36907254285688496,"score_spread":0.3274370027274416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465791944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8601988,0.0038017617,0.00008178277,0.13217647,0.0017391127,0.0005629272,0.00014588368,0.00002243489,0.0012708243],"genre_scores_gemma":[0.9862925,0.0011907236,0.00023603,0.010146339,0.0007540821,0.000014218725,0.000008385958,0.000047050256,0.0013106676],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923201,0.0013411988,0.0016348462,0.0003222885,0.00068820454,0.003693346],"domain_scores_gemma":[0.9686888,0.00053155696,0.00075924007,0.00036800542,0.0007608084,0.028891603],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006498461,0.00025698717,0.00067078986,0.0010149138,0.0014588374,0.000048532682,0.00047825175,0.00044086724,0.003105265],"category_scores_gemma":[0.0048149284,0.00018292673,0.00008611671,0.0004895498,0.0003621726,0.0004971457,0.000033874287,0.001092404,0.00008014614],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000013494961,0.0000088837,0.8622586,0.00020181591,0.000029454684,0.00028657165,0.007931432,1.031312e-7,5.2800254e-7,0.0048333537,0.042183377,0.082252346],"study_design_scores_gemma":[0.001426723,0.00022777764,0.36896154,0.0033106473,0.0000055045557,0.000082862935,0.006704189,0.000014957839,2.2442926e-7,0.00020605077,0.6188802,0.00017929639],"about_ca_topic_score_codex":0.96730053,"about_ca_topic_score_gemma":0.9981996,"teacher_disagreement_score":0.5766969,"about_ca_system_score_codex":0.005432133,"about_ca_system_score_gemma":0.09229227,"threshold_uncertainty_score":0.99984115},"labels":[],"label_agreement":null},{"id":"W2466009655","doi":"","title":"[Adapting medical education to meet the physician recruitment needs of rural and remote regions in Canada, the US and Australia].","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Government (linguistics); Curriculum; Rural area; Rural health; Face (sociological concept); Medical education; Medicine; Political science; Economic growth; Public relations; Sociology","score_opus":0.09501600647593875,"score_gpt":0.4004787839021578,"score_spread":0.3054627774262191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466009655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8880515,0.00046499324,0.0000020469065,0.10596445,0.00027060893,0.0022490951,0.0000044554135,0.000008397942,0.0029844607],"genre_scores_gemma":[0.98699474,0.000106686166,0.00007473456,0.010905759,0.0002739325,0.0007140213,0.000001939987,0.0000081934695,0.000920012],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99836123,0.00035441262,0.00039600758,0.000090712674,0.00028515456,0.0005124903],"domain_scores_gemma":[0.99896085,0.00035232402,0.00013752063,0.00022383346,0.00005153806,0.00027394883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009359635,0.00009421865,0.0001654487,0.000046931335,0.0003098069,0.0000054061384,0.000161846,0.00006746268,0.000014140557],"category_scores_gemma":[0.00029097896,0.000057376656,0.000011789531,0.00030444562,0.000061712395,0.000046625635,0.00009414219,0.0002599772,0.0000016275512],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006659558,0.000044734752,0.08591811,0.00012245572,0.000018198698,9.317837e-7,0.013843998,0.000035638124,0.0000023291107,0.012997463,0.06676332,0.8201862],"study_design_scores_gemma":[0.00031926506,0.000013598623,0.8519003,0.00046246903,0.000015845371,0.0000034522143,0.031093776,0.00015398176,0.000008208828,0.0005371886,0.115395285,0.00009663471],"about_ca_topic_score_codex":0.8276815,"about_ca_topic_score_gemma":0.96100855,"teacher_disagreement_score":0.8200896,"about_ca_system_score_codex":0.00053249585,"about_ca_system_score_gemma":0.0008824843,"threshold_uncertainty_score":0.23828156},"labels":[],"label_agreement":null},{"id":"W2466140256","doi":"10.1515/ijamh-2016-5012","title":"Training international medical graduate clinical fellows: the challenges and opportunities for adolescent medicine programs","year":2015,"lang":"en","type":"article","venue":"International Journal of Adolescent Medicine and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Subspecialty; Accreditation; IMG; Medical education; Graduate medical education; Globe; Training (meteorology); Medical school; Medicine; Political science; Psychology; Family medicine; Computer science","score_opus":0.7583768211824768,"score_gpt":0.5904736206962539,"score_spread":0.16790320048622298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466140256","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021722022,0.03655462,0.00096465123,0.92638254,0.010735082,0.0010197827,0.000009803228,0.000041219122,0.0025702496],"genre_scores_gemma":[0.7070215,0.21489036,0.00045864936,0.062769905,0.014405795,0.000032398177,0.000036475903,0.00003716459,0.00034776167],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99387884,0.0007570361,0.0024684956,0.00029732203,0.002049048,0.00054926483],"domain_scores_gemma":[0.99415606,0.00084430963,0.001561951,0.0001677889,0.0018936838,0.0013761923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014572828,0.00025883206,0.00083978905,0.00025769,0.00027813265,0.000014210823,0.0006466539,0.00020135248,0.00005040593],"category_scores_gemma":[0.0019560754,0.00015068623,0.00009265184,0.000061069346,0.000738794,0.00017473234,0.00017802432,0.0013533639,0.000002718146],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085203006,0.00025152604,0.013321909,0.0004197388,0.00021503126,0.00009152384,0.028328443,8.978898e-7,3.9413567e-7,0.0146257905,0.16151676,0.78037596],"study_design_scores_gemma":[0.009746467,0.00276911,0.026728895,0.021128125,0.000074985684,0.00044319528,0.17235409,0.0005537125,1.493856e-7,0.0040438636,0.7619705,0.00018690046],"about_ca_topic_score_codex":0.0001498587,"about_ca_topic_score_gemma":0.00021606682,"teacher_disagreement_score":0.86361265,"about_ca_system_score_codex":0.00031246583,"about_ca_system_score_gemma":0.0016173206,"threshold_uncertainty_score":0.6144806},"labels":[],"label_agreement":null},{"id":"W2466656480","doi":"","title":"Closing rural maternity services: Is it worth the risk?","year":2016,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Closing (real estate); Business; Finance","score_opus":0.05089759245611157,"score_gpt":0.3557605355182112,"score_spread":0.3048629430620996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466656480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7285039,0.008834942,0.00003728747,0.23402005,0.008088627,0.003338531,0.00054872077,0.00017573174,0.016452234],"genre_scores_gemma":[0.83311415,0.0063052615,0.00009642431,0.019374892,0.001954028,0.0014905225,0.000007220638,0.000070645314,0.13758683],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99262446,0.0024658735,0.0010491523,0.0004853072,0.000579135,0.002796082],"domain_scores_gemma":[0.9955964,0.0015108129,0.00076473405,0.0011147049,0.00025159164,0.0007617455],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0028600828,0.00042670433,0.00048503475,0.00006951677,0.0017831391,0.00007822684,0.0008258311,0.00065303873,0.0041945693],"category_scores_gemma":[0.00026296545,0.00023926486,0.00017688992,0.0004370323,0.00033589438,0.00046385915,0.0004836663,0.0010907416,0.006106998],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001540269,0.00008976627,0.4637221,0.0011682216,0.000087338274,0.000010348514,0.009720876,0.0000016509803,8.800973e-7,0.00091236405,0.102858625,0.42127377],"study_design_scores_gemma":[0.00071710657,0.000016731678,0.45493394,0.0017681951,0.0001000126,0.0000054983925,0.0059826463,0.000026575564,0.000021327429,0.0018723122,0.53431475,0.00024093018],"about_ca_topic_score_codex":0.01317719,"about_ca_topic_score_gemma":0.0041246777,"teacher_disagreement_score":0.43145612,"about_ca_system_score_codex":0.00075572194,"about_ca_system_score_gemma":0.0001602049,"threshold_uncertainty_score":0.9995164},"labels":[],"label_agreement":null},{"id":"W2467003287","doi":"10.14288/1.0075939","title":"Improving access to needed medical services in rural and remote Canadian communities : recruitment and retention revisited","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science; Public relations; Environmental resource management; Political science; Environmental science","score_opus":0.036212384273306544,"score_gpt":0.3085651928290972,"score_spread":0.2723528085557907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467003287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99512243,0.0002140257,0.000036877434,0.0017514786,0.000108813336,0.0009552281,0.000048418828,0.00004066793,0.0017220649],"genre_scores_gemma":[0.99726385,0.00050455256,0.00033569967,0.0015684378,0.000028838536,0.0000017673261,0.000042013955,0.000010372666,0.00024444296],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99845076,0.0004663662,0.0002282639,0.00019763148,0.00022061422,0.00043634803],"domain_scores_gemma":[0.99877805,0.00014922685,0.00013213478,0.00022241805,0.00015308544,0.00056508137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008674088,0.000050272913,0.00029930854,0.00012054095,0.00075685076,0.00006127325,0.0003147624,0.00021985521,0.00016243264],"category_scores_gemma":[0.000070763286,0.00014846599,0.000020683656,0.00028550223,0.000112871814,0.00031705239,0.00038089746,0.0003311556,0.0000075532485],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018716428,0.00001038842,0.21713257,0.0008848378,0.000007220892,0.000023247589,0.0032635476,4.870555e-7,0.0000065733047,0.000004592719,0.0009902812,0.7776575],"study_design_scores_gemma":[0.0008556758,0.00006843191,0.9492287,0.004428174,0.000012671283,0.000009481156,0.040743835,0.0021547691,3.808683e-8,0.00014761742,0.002227886,0.00012270831],"about_ca_topic_score_codex":0.9949494,"about_ca_topic_score_gemma":0.999102,"teacher_disagreement_score":0.77753484,"about_ca_system_score_codex":0.0002408589,"about_ca_system_score_gemma":0.00017231458,"threshold_uncertainty_score":0.6054267},"labels":[],"label_agreement":null},{"id":"W2467164120","doi":"10.1097/nnd.0000000000000188","title":"New Rural Acute Care Nurses Speak Up","year":2015,"lang":"en","type":"article","venue":"Journal for Nurses in Professional Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Nursing; Acute care; Nurse educator; Medicine; Medical education; Psychology; Health care; Nurse education; Political science","score_opus":0.06145372583288142,"score_gpt":0.4895675735875438,"score_spread":0.42811384775466244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467164120","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4792572,0.0026564957,0.00011033561,0.0041081207,0.50096875,0.0035208974,0.00004846441,0.00015960423,0.00917015],"genre_scores_gemma":[0.060043253,0.00015867673,0.01347131,0.0023786835,0.0023667538,0.0004372531,0.00021035437,0.000115582676,0.92081815],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994822,0.0004430499,0.0017241689,0.00038045502,0.0011179056,0.0015123808],"domain_scores_gemma":[0.99638647,0.00039155077,0.00067447254,0.00029607862,0.0010219802,0.0012294312],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0011386588,0.00043224962,0.0006521172,0.00034479587,0.0014158582,0.000034561475,0.00065041997,0.00044798217,0.00061529136],"category_scores_gemma":[0.00041856032,0.0003332874,0.00013666094,0.00041711272,0.00005708316,0.00042434313,0.0002392867,0.0015276951,0.00051397394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011912849,0.00009447747,0.047470428,0.00017790507,0.000065156826,0.00004096756,0.05029868,0.000025542515,0.000017286651,0.0012033265,0.8676428,0.031772137],"study_design_scores_gemma":[0.0041699186,0.00017487555,0.014875621,0.0034403289,0.000031256022,0.000061434825,0.08881529,0.000012836348,0.00009493176,0.003537611,0.8843964,0.0003895375],"about_ca_topic_score_codex":0.00009209121,"about_ca_topic_score_gemma":0.0003027617,"teacher_disagreement_score":0.911648,"about_ca_system_score_codex":0.0027742551,"about_ca_system_score_gemma":0.008650898,"threshold_uncertainty_score":0.9999119},"labels":[],"label_agreement":null},{"id":"W2467296556","doi":"10.1111/inr.12300","title":"Internationally educated nurses’ reflections on nursing communication in Canada","year":2016,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Nursing; Language barrier; Nurse education; Literacy; Psychology; Immigration; Medicine; Medical education; Pedagogy; Political science","score_opus":0.08697687622782746,"score_gpt":0.5326891250260695,"score_spread":0.445712248798242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467296556","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04715359,0.022454005,0.00022767467,0.39493868,0.015185967,0.0024169162,0.00011444055,0.00020520229,0.5173035],"genre_scores_gemma":[0.95956755,0.021602036,0.0005702196,0.010926107,0.00032769638,0.00024308513,0.00009589989,0.000042231797,0.006625185],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997018,0.0005773239,0.0009970551,0.00034248875,0.00059703115,0.00046811198],"domain_scores_gemma":[0.9975985,0.0008756085,0.00042645386,0.00047108633,0.0004793063,0.00014904488],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00051295303,0.00020148691,0.00032848938,0.00019510338,0.00030212398,0.000009628156,0.0006181749,0.00008647277,0.001648526],"category_scores_gemma":[0.0009363473,0.00015826587,0.000061861465,0.00038203836,0.00008467657,0.00020615461,0.00003095348,0.0004820546,0.00041028624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001807917,0.00055529526,0.025677828,0.00044084777,0.000058703685,0.000012163597,0.0016513644,0.000019751551,0.00014147349,0.08686627,0.48444152,0.399954],"study_design_scores_gemma":[0.0008864156,0.000052208437,0.04512059,0.43654698,0.00003335445,0.000022486085,0.0013400035,0.00006460855,0.000022552778,0.0075578075,0.5079768,0.00037623805],"about_ca_topic_score_codex":0.18982841,"about_ca_topic_score_gemma":0.47231957,"teacher_disagreement_score":0.91241395,"about_ca_system_score_codex":0.012417198,"about_ca_system_score_gemma":0.002202142,"threshold_uncertainty_score":0.9992641},"labels":[],"label_agreement":null},{"id":"W2467377928","doi":"","title":"Factors Influencing Guyanese Health Worker Migration to Canada","year":2016,"lang":"en","type":"article","venue":"uO Research (University of Ottawa)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Champion; Remuneration; Health care; Immigration; Phone; Qualitative research; Psychology; Nursing; Public relations; Economic growth; Political science; Sociology; Medicine; Social science","score_opus":0.12610437910520733,"score_gpt":0.4347944913604659,"score_spread":0.30869011225525855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467377928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95076644,0.000037083966,0.00015131956,0.039676107,0.00021609015,0.0009033177,0.000073432435,0.000051828065,0.008124396],"genre_scores_gemma":[0.97567475,0.00006554906,0.00037958645,0.00050547865,0.00006351221,0.0000019140389,0.000011360956,0.000015717118,0.023282142],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960508,0.0010508413,0.000303165,0.00034740783,0.0010545668,0.001193258],"domain_scores_gemma":[0.99674976,0.0010617158,0.00017738302,0.00046349844,0.00072006177,0.00082755263],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016642158,0.0001317313,0.000316172,0.00034258922,0.0015685521,0.000004640112,0.00053853437,0.0001409988,0.0011594123],"category_scores_gemma":[0.00055733026,0.0001090541,0.000043657692,0.0009093508,0.00012020642,0.00018539635,0.00030388628,0.0004752403,0.00021160723],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023706192,0.000027169524,0.7657644,0.00019479862,0.000017257393,0.000019023337,0.008178444,0.000009126364,0.00019681669,0.002894556,0.21343702,0.009237638],"study_design_scores_gemma":[0.00041075726,0.00014719758,0.44774997,0.00068174495,0.0000020465711,2.3758498e-7,0.0365778,0.000009688539,0.000030152194,0.000086218184,0.5141985,0.00010567185],"about_ca_topic_score_codex":0.80387604,"about_ca_topic_score_gemma":0.9842053,"teacher_disagreement_score":0.31801447,"about_ca_system_score_codex":0.0027557276,"about_ca_system_score_gemma":0.0038570913,"threshold_uncertainty_score":0.99975365},"labels":[],"label_agreement":null},{"id":"W2467501667","doi":"","title":"Pulse: Canada's cosmopolitan medical profession","year":2002,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical profession; Family medicine; Medical education","score_opus":0.021096474053874072,"score_gpt":0.36044718125996894,"score_spread":0.3393507072060949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467501667","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14519826,0.0017830565,0.000021835378,0.6143622,0.012967554,0.00072640314,0.00010300034,0.00010896229,0.22472876],"genre_scores_gemma":[0.7923126,0.00090251723,0.0000644077,0.16135594,0.0073159994,0.00004721667,0.000028980892,0.000055312645,0.03791702],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900135,0.0014956233,0.0012804016,0.0002554691,0.0049298056,0.0020251956],"domain_scores_gemma":[0.9890173,0.00094316766,0.00052180124,0.00021271549,0.0008104297,0.008494585],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0041126157,0.00021846648,0.0004285823,0.00016404926,0.0023324029,0.0000263647,0.0006253906,0.00139031,0.20553206],"category_scores_gemma":[0.010166311,0.00019044422,0.000079138634,0.00046102866,0.000053919193,0.0001371995,0.000057517915,0.004714188,0.0017472268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000003435689,0.00001681537,0.1050733,0.000026308833,0.000024879873,0.0006004619,0.00041165913,2.621757e-7,1.3400222e-7,0.00063704024,0.8733974,0.019808313],"study_design_scores_gemma":[0.0010363666,0.00003082472,0.016088935,0.0007321314,0.0000110620385,0.00012671639,0.0030901586,0.0005902898,4.3737072e-7,0.0002600487,0.97783357,0.00019943881],"about_ca_topic_score_codex":0.7920302,"about_ca_topic_score_gemma":0.9929294,"teacher_disagreement_score":0.64711434,"about_ca_system_score_codex":0.011482668,"about_ca_system_score_gemma":0.026125398,"threshold_uncertainty_score":0.9999061},"labels":[],"label_agreement":null},{"id":"W2467620662","doi":"10.7748/nm.10.10.10.s11","title":"First steps of the journey:job evaluation for agenda for change","year":2004,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Psychology; Management; Nursing; Operations management; Political science; Public relations; Sociology; Medicine; Economics","score_opus":0.27023225755485614,"score_gpt":0.5168553496782731,"score_spread":0.24662309212341693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2467620662","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24708977,0.005304998,0.0831255,0.28390923,0.046469536,0.14213271,0.00036833476,0.00059908885,0.19100085],"genre_scores_gemma":[0.9798401,0.00011873814,0.010880195,0.0020673901,0.00065261836,0.0036523866,0.000026501371,0.00004469804,0.0027173706],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99832004,0.00012273712,0.00044128686,0.00022173394,0.00038507007,0.0005091483],"domain_scores_gemma":[0.9988908,0.00015521777,0.00030585626,0.00038017388,0.00021017571,0.0000577596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013228175,0.00012230959,0.00017929793,0.00007337112,0.0010010762,0.000006768019,0.00024508627,0.000094052164,0.00006382255],"category_scores_gemma":[0.000089074005,0.00009517346,0.000103964754,0.00020232574,0.000045881196,0.000076935794,0.000047481488,0.00011652148,0.000016586015],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070703094,0.0006996804,0.0037486446,0.009870476,0.00019417546,6.308364e-7,0.04668938,0.003929192,0.000018160717,0.2370987,0.23921822,0.45782572],"study_design_scores_gemma":[0.00999901,0.0005402987,0.10403503,0.016353974,0.0006901165,5.911798e-7,0.017548848,0.0041338615,0.000097611344,0.12982453,0.7163896,0.00038651068],"about_ca_topic_score_codex":0.00012295126,"about_ca_topic_score_gemma":0.00047422535,"teacher_disagreement_score":0.73275036,"about_ca_system_score_codex":0.0010346285,"about_ca_system_score_gemma":0.000077189485,"threshold_uncertainty_score":0.769957},"labels":[],"label_agreement":null},{"id":"W2468006106","doi":"10.1017/s1481803500008356","title":"First Dean of the Northern Ontario Medical School Sudbury Campus","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical school; Medical education; Action (physics)","score_opus":0.07152372358404835,"score_gpt":0.3978547385833705,"score_spread":0.32633101499932216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2468006106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8884813,0.006685925,0.000036721227,0.018679332,0.030118449,0.00054064335,0.000007848863,0.0000076194005,0.05544217],"genre_scores_gemma":[0.98506254,0.0003381171,0.00004925793,0.0013785461,0.0012641376,0.000006024904,0.000002036014,0.000029982719,0.01186934],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958765,0.0005069689,0.001871432,0.0001485692,0.0008123279,0.00078423624],"domain_scores_gemma":[0.99424475,0.00021037334,0.0009817069,0.00042953575,0.00088209566,0.0032515628],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002210506,0.00019234006,0.0005313042,0.00019165289,0.0007136543,9.245722e-7,0.00066963467,0.00027573912,0.095933825],"category_scores_gemma":[0.008379161,0.00011864266,0.00014440579,0.0005357885,0.00020960179,0.00007397307,0.000020234867,0.0015688834,0.00006493229],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013313975,0.00001098035,0.82134765,0.00009733716,0.00003695532,0.00004598431,0.004640156,0.000016098955,0.0000021451854,0.00088665745,0.17279378,0.000108923974],"study_design_scores_gemma":[0.0009867841,0.00021681313,0.15053049,0.0025648044,0.000074702366,0.000029707744,0.0041235466,0.0000033429096,0.000002883883,0.0011376863,0.8402098,0.00011943917],"about_ca_topic_score_codex":0.53455645,"about_ca_topic_score_gemma":0.9956973,"teacher_disagreement_score":0.6708172,"about_ca_system_score_codex":0.0011280341,"about_ca_system_score_gemma":0.01976167,"threshold_uncertainty_score":0.99997365},"labels":[],"label_agreement":null},{"id":"W2468066100","doi":"10.14288/1.0075954","title":"Nursing workforce study, volume 1 : demographic context and health system structure for nursing services in Canada","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Context (archaeology); Medicine; Political science; Geography","score_opus":0.0155540967289671,"score_gpt":0.2788750065001956,"score_spread":0.26332090977122846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2468066100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99428695,0.0010685114,0.00024398386,0.00076961744,0.00055265345,0.0022989789,0.00022573174,0.000073120704,0.00048046082],"genre_scores_gemma":[0.99897176,0.0000428111,0.0003550813,0.00030726104,0.00006498939,0.0000040589052,0.000030133438,0.000027437967,0.0001964807],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973951,0.0004875409,0.0004464336,0.00053261773,0.0003115005,0.0008268276],"domain_scores_gemma":[0.9984428,0.00019017248,0.0004594325,0.00031397943,0.00023875486,0.00035482427],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00062471937,0.00009721509,0.00069411163,0.00008599401,0.001300521,0.000031101776,0.00031784354,0.00016882525,0.00002293772],"category_scores_gemma":[0.00001592531,0.00028958157,0.000049615606,0.00046470494,0.00013751845,0.0002039851,0.00005939634,0.00038090776,0.0000015210692],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027925365,0.00005097227,0.58554244,0.0012855963,0.000012954602,0.000009651332,0.003765074,0.000016684495,7.740903e-7,0.000022321352,0.0023701391,0.4068955],"study_design_scores_gemma":[0.0019039355,0.0001556414,0.78511834,0.009712267,0.000025842013,0.000010304392,0.19993888,0.0022369148,9.6899635e-9,0.00018009623,0.0005517894,0.00016596369],"about_ca_topic_score_codex":0.99395496,"about_ca_topic_score_gemma":0.9997743,"teacher_disagreement_score":0.40672952,"about_ca_system_score_codex":0.002001389,"about_ca_system_score_gemma":0.0011267562,"threshold_uncertainty_score":0.99999964},"labels":[],"label_agreement":null},{"id":"W2468193367","doi":"","title":"The International Roots of Community Paramedicine. What we can learn from programs in Australia and Canada.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Emergency medical services; Therapeutic community; Gerontology; Family medicine; Medical education; Medical emergency; Psychiatry","score_opus":0.2134626617047308,"score_gpt":0.40347157411675716,"score_spread":0.19000891241202636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2468193367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9530704,0.00065426325,3.2449455e-7,0.043155126,0.0014455272,0.001001141,0.00001723967,0.00001585822,0.00064012595],"genre_scores_gemma":[0.99593306,0.00024971596,0.000019127237,0.0007063727,0.00011310568,0.00062268914,0.00004371894,0.000007852587,0.0023043912],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980663,0.00060414994,0.00040755505,0.00009042131,0.00035126324,0.00048032383],"domain_scores_gemma":[0.9985057,0.00062565826,0.0001747262,0.00025622445,0.00014212223,0.00029553665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013040024,0.00008989813,0.00018542765,0.000026562964,0.00021361628,0.000018353516,0.0003253013,0.0000917576,0.000012915905],"category_scores_gemma":[0.0005013492,0.00006351947,0.000009727216,0.00010748802,0.00011340697,0.000090513895,0.00014958941,0.00071164273,0.0000023221573],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011675913,0.00004768062,0.8223498,0.000053013304,0.000022928549,0.0000044051462,0.0065104146,0.000005753233,3.8772757e-7,0.00028342742,0.05316151,0.11744396],"study_design_scores_gemma":[0.0007230339,0.000014595132,0.746077,0.0002317072,0.0000055266787,4.723124e-7,0.048021946,0.000016081382,0.000002380149,0.001415278,0.20343567,0.00005631125],"about_ca_topic_score_codex":0.9736013,"about_ca_topic_score_gemma":0.9948828,"teacher_disagreement_score":0.15027417,"about_ca_system_score_codex":0.00050576497,"about_ca_system_score_gemma":0.00042835853,"threshold_uncertainty_score":0.3091773},"labels":[],"label_agreement":null},{"id":"W2469639501","doi":"","title":"Friends of African nursing (Canada).","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.09484177096328351,"score_gpt":0.35884358730840143,"score_spread":0.26400181634511793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2469639501","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19126971,0.0002586718,0.000027111315,0.0010124333,0.0012897218,0.0009767042,0.000020119664,0.00007274732,0.8050728],"genre_scores_gemma":[0.9946257,0.000011132516,0.00037888272,0.00047405344,0.000118285236,0.00063043396,0.0000031695183,0.000017015831,0.0037413628],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981151,0.00017875069,0.00045484572,0.0001652908,0.00026260945,0.00082339806],"domain_scores_gemma":[0.9989351,0.00013029724,0.00022753434,0.00029511724,0.00011843251,0.0002935177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038651962,0.0000976498,0.00022595895,0.000053685497,0.00022403609,9.3497016e-7,0.00020164029,0.00009567761,0.00062546966],"category_scores_gemma":[0.00011319351,0.00008902565,0.000027565944,0.0002691278,0.00007121433,0.00005335732,0.000038813225,0.00024412246,0.000017758643],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046099327,0.0003062153,0.353215,0.00057524483,0.00007549236,0.00002458877,0.024560964,0.000001567706,0.000006432154,0.060815662,0.21876566,0.34119216],"study_design_scores_gemma":[0.00038630638,0.000017367433,0.9074244,0.00016900971,0.00002413822,9.0833294e-7,0.010213562,0.000006671561,0.00014468758,0.002147147,0.07932594,0.00013989881],"about_ca_topic_score_codex":0.21737877,"about_ca_topic_score_gemma":0.15303668,"teacher_disagreement_score":0.80335593,"about_ca_system_score_codex":0.0003072466,"about_ca_system_score_gemma":0.00040872107,"threshold_uncertainty_score":0.8624182},"labels":[],"label_agreement":null},{"id":"W2469984736","doi":"","title":"Investigating the potential for students to provide dental services in community settings.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dental hygiene; Curriculum; Medical education; Psychology; Medicine; Pedagogy","score_opus":0.06723592786159241,"score_gpt":0.4064622281927605,"score_spread":0.3392263003311681,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2469984736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98326135,0.00013411736,0.000008590816,0.0070910333,0.000539104,0.0070934063,0.000022359442,0.00010041742,0.0017496325],"genre_scores_gemma":[0.97399426,0.000007646345,0.00043767205,0.0146178715,0.00024454884,0.009393744,0.000014797342,0.00002555637,0.0012639104],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996879,0.0009685823,0.00057443086,0.00019641215,0.00036097717,0.0010206386],"domain_scores_gemma":[0.99849594,0.00055325835,0.00020626301,0.0003730562,0.000091098744,0.0002804042],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023494507,0.00014924904,0.00021765506,0.00006731946,0.0015837842,0.000049283968,0.0007879011,0.00012575997,0.000036163427],"category_scores_gemma":[0.00046857438,0.000114317954,0.000040894043,0.00033505203,0.00004472006,0.00017583264,0.00048648607,0.0007962119,0.00009482346],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047465343,0.00022348567,0.90759134,0.0012324324,0.000022291084,0.000002425554,0.033925913,0.00009515571,0.000012716778,0.00015568873,0.015896343,0.040794745],"study_design_scores_gemma":[0.0012463449,0.00004092383,0.9312784,0.00041029326,0.000016491806,0.0000013094088,0.040205095,0.0006431923,0.000015093438,0.00056672195,0.025408244,0.00016791165],"about_ca_topic_score_codex":0.003193909,"about_ca_topic_score_gemma":0.007929836,"teacher_disagreement_score":0.04062683,"about_ca_system_score_codex":0.00029848987,"about_ca_system_score_gemma":0.000021184931,"threshold_uncertainty_score":0.99971604},"labels":[],"label_agreement":null},{"id":"W2470218492","doi":"","title":"Filipino nurse migrants in Western Canada: An oral history","year":2010,"lang":"en","type":"article","venue":"UWE Research Repository (UWE Bristol)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Immigration; Context (archaeology); Oral history; Nursing; Diversity (politics); Health care; Cultural diversity; Sociology; Political science; Economic growth; Medicine; Geography","score_opus":0.10010846292517368,"score_gpt":0.47127925843868607,"score_spread":0.3711707955135124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2470218492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9505488,0.0015330785,0.0000020605112,0.0012041823,0.0053699673,0.0015626128,0.000026026368,0.0001640383,0.039589196],"genre_scores_gemma":[0.94224584,0.000044202825,0.00022212704,0.0005655794,0.0009892685,0.00032115713,0.000040179304,0.00009006964,0.0554816],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898081,0.0036072833,0.0012078368,0.0009806443,0.0019003507,0.0024958313],"domain_scores_gemma":[0.9949637,0.0009154067,0.0002777076,0.0016260623,0.00086404436,0.0013530725],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0035310867,0.00036067175,0.00065339706,0.0004726458,0.001390342,0.000031398762,0.0011536638,0.00064188713,0.00049221754],"category_scores_gemma":[0.0007260016,0.00036785935,0.000077299665,0.000605106,0.00050638255,0.0004095861,0.00021387747,0.0050390884,0.00033129056],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00038329975,0.00037463263,0.65960205,0.0005070263,0.00001824275,0.001167861,0.006040869,0.0000057018324,0.004033362,0.00061059534,0.32295123,0.004305146],"study_design_scores_gemma":[0.00091465353,0.00014992378,0.27005354,0.000497652,0.0000069978687,0.0000369912,0.003799344,0.00020667246,0.00014953643,0.00006269356,0.72378314,0.00033889478],"about_ca_topic_score_codex":0.96782655,"about_ca_topic_score_gemma":0.9862641,"teacher_disagreement_score":0.40083188,"about_ca_system_score_codex":0.0079692695,"about_ca_system_score_gemma":0.013518265,"threshold_uncertainty_score":0.9999097},"labels":[],"label_agreement":null},{"id":"W2470451685","doi":"","title":"Rural reflections: a year of practice.","year":2016,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Sociology","score_opus":0.07649242222666418,"score_gpt":0.43766771039237856,"score_spread":0.36117528816571437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2470451685","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0474952,0.030139364,0.00045412764,0.43969098,0.020016268,0.006606151,0.00029080396,0.00030716805,0.45499992],"genre_scores_gemma":[0.68388253,0.009901672,0.0030481666,0.002897814,0.0018726847,0.0025827747,0.000004858754,0.00006920813,0.29574028],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956451,0.0014530153,0.0008919913,0.00026877053,0.00038415712,0.0013569334],"domain_scores_gemma":[0.9955117,0.0023447361,0.00062381156,0.0005443542,0.00049626955,0.00047913095],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019260208,0.00019440144,0.0003753101,0.00012406142,0.00028279857,0.000008110271,0.00023216703,0.0005121114,0.0017157696],"category_scores_gemma":[0.0052621444,0.0001473749,0.00010461205,0.00053200376,0.00027054336,0.00053416786,0.00014411994,0.0004859756,0.001775463],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051224977,0.00036268978,0.010232845,0.0006707036,0.000109384295,0.000011545876,0.0024614134,8.355077e-7,0.000026130747,0.06497543,0.22945604,0.6911807],"study_design_scores_gemma":[0.0011883512,0.00008176645,0.054018613,0.0012347419,0.000086843625,0.000012317001,0.005657627,6.742291e-7,0.00007577388,0.0035506831,0.9339247,0.0001679197],"about_ca_topic_score_codex":0.0019480498,"about_ca_topic_score_gemma":0.0003608658,"teacher_disagreement_score":0.70446867,"about_ca_system_score_codex":0.00070102024,"about_ca_system_score_gemma":0.0003026337,"threshold_uncertainty_score":0.99919677},"labels":[],"label_agreement":null},{"id":"W2471307425","doi":"10.1503/cmaj.109-5295","title":"Indigenous health: Time for top-down change?","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Population and Public Health; Canadian Institutes of Health Research","keywords":"Commission; Indigenous; Public health; Action plan; Plan (archaeology); Action (physics); Medicine; Political science; Public relations; Nursing; Geography; Law; Management; Archaeology","score_opus":0.03634742533669958,"score_gpt":0.39116709609838834,"score_spread":0.35481967076168874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2471307425","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.088798314,0.0020286757,0.00048661343,0.8906346,0.006909157,0.0027437941,0.00053927774,0.00014354876,0.0077159936],"genre_scores_gemma":[0.17333464,0.0038996974,0.0015077068,0.7016283,0.043464124,0.0009519349,0.000110705834,0.000198617,0.07490425],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99542594,0.000663542,0.00088703784,0.00019918573,0.0010277085,0.0017965698],"domain_scores_gemma":[0.9935547,0.0011110908,0.0006293425,0.0001455794,0.0006523462,0.0039069257],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0047509624,0.00014698507,0.00037303497,0.00019399483,0.0018971993,0.000018638208,0.00031410196,0.000689786,0.012917035],"category_scores_gemma":[0.0033404515,0.0001053863,0.0000994361,0.00021465478,0.000026531836,0.00016389556,0.00002222974,0.00086874823,0.0028848837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012469281,0.000011898396,0.074993365,0.0000377306,0.000028572707,0.000021525686,0.0025004852,3.6203616e-8,0.0000013443479,0.0002882325,0.7341224,0.18798196],"study_design_scores_gemma":[0.0012149429,0.00012941145,0.01141992,0.00073967397,0.0000060687244,0.0000346064,0.0004723131,0.000011318227,6.5151545e-7,0.00066934153,0.98517716,0.000124587],"about_ca_topic_score_codex":0.011823414,"about_ca_topic_score_gemma":0.08471154,"teacher_disagreement_score":0.2510548,"about_ca_system_score_codex":0.0061378498,"about_ca_system_score_gemma":0.010999057,"threshold_uncertainty_score":0.99940217},"labels":[],"label_agreement":null},{"id":"W2471908723","doi":"10.1186/s12960-016-0128-5","title":"Knowledge and potential impact of the WHO Global code of practice on the international recruitment of health personnel: Does it matter for source and destination country stakeholders?","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Health services research; Health administration; Health informatics; Business; Social policy; Code of practice; Public health; Knowledge management; Public relations; Political science; Medicine; Nursing; Engineering management; Computer science","score_opus":0.14648624048040723,"score_gpt":0.4766162521736071,"score_spread":0.3301300116931999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2471908723","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94414693,0.0007447101,0.00066968094,0.04770981,0.00025812187,0.0045969947,0.0012420892,0.00001816763,0.000613514],"genre_scores_gemma":[0.9951919,0.00026061744,0.00034406447,0.002972933,0.00015250102,0.00020489375,0.00001563341,0.000026963056,0.00083049905],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969572,0.0008264028,0.0010220644,0.00030834763,0.00037450425,0.0005114794],"domain_scores_gemma":[0.9950475,0.0021589468,0.0018845389,0.00033268533,0.00043172194,0.00014457706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029961183,0.00019180703,0.00046600474,0.0000662318,0.0010276216,0.000011249353,0.0002910262,0.00011358886,0.00006298964],"category_scores_gemma":[0.00057350786,0.000090960304,0.0001066395,0.0001137524,0.00027902893,0.000094886425,0.00012542022,0.0001676543,0.0000013776545],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060875323,0.001353436,0.45914808,0.013429332,0.0006396756,4.24113e-7,0.20890692,0.00015528194,0.00038999086,0.050971102,0.22383125,0.035086986],"study_design_scores_gemma":[0.010303793,0.0057689296,0.5568921,0.014836221,0.00015280086,0.000017903505,0.11082717,0.00089983834,0.00007941272,0.0039166296,0.2958209,0.0004843129],"about_ca_topic_score_codex":0.0019113999,"about_ca_topic_score_gemma":0.0012967631,"teacher_disagreement_score":0.098079756,"about_ca_system_score_codex":0.00067737646,"about_ca_system_score_gemma":0.0005120248,"threshold_uncertainty_score":0.7903738},"labels":[],"label_agreement":null},{"id":"W2471922839","doi":"10.1176/appi.pn.2016.7a14","title":"APA Foundation Recognizes Leaders in Minority Mental Health","year":2016,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Honor; Library science; Mental health care; Psychology; Foundation (evidence); Health care; Atlanta; Political science; Management; Medicine; Psychiatry; Law","score_opus":0.06742472640002252,"score_gpt":0.4411029041528229,"score_spread":0.3736781777528004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2471922839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62984955,0.0039115055,0.00075208547,0.27252388,0.01272902,0.00471989,0.000069676644,0.0004619994,0.07498238],"genre_scores_gemma":[0.9285418,0.0075524556,0.012538078,0.0221095,0.0031340187,0.0004463039,0.00012121321,0.000099024124,0.025457656],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99651194,0.000714939,0.0009870346,0.00046330946,0.00029906328,0.0010236913],"domain_scores_gemma":[0.99857587,0.0002954834,0.00040433303,0.00036878383,0.000059628812,0.00029589483],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00085584214,0.00020759115,0.00036356383,0.00025329416,0.0005978402,0.000006497622,0.00019672091,0.00018673073,0.0012857089],"category_scores_gemma":[0.00012048669,0.00015328922,0.00006710845,0.00067426544,0.000062792176,0.00022970076,0.00005719869,0.00037259157,0.0029513552],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001554766,0.00011668806,0.5897309,0.00023206719,0.000006426803,6.0832616e-7,0.0023937512,2.2074994e-7,0.000014684203,0.0014206545,0.26706743,0.13886108],"study_design_scores_gemma":[0.00503819,0.00032165527,0.102830164,0.00065656303,0.000009431232,0.0000028024785,0.009934917,0.000017240673,0.000003852005,0.0060528503,0.8747364,0.0003959169],"about_ca_topic_score_codex":0.008159435,"about_ca_topic_score_gemma":0.018816832,"teacher_disagreement_score":0.607669,"about_ca_system_score_codex":0.00090351177,"about_ca_system_score_gemma":0.00055856566,"threshold_uncertainty_score":0.99962723},"labels":[],"label_agreement":null},{"id":"W2472606599","doi":"10.12968/hmed.2016.77.7.433","title":"Book Reviews","year":2016,"lang":"en","type":"article","venue":"British Journal of Hospital Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Download; Library science; World Wide Web; Computer science","score_opus":0.029398984315806287,"score_gpt":0.4047094539004358,"score_spread":0.3753104695846295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2472606599","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0942139,0.7757658,0.0006559849,0.0928666,0.011247045,0.0013635254,0.000015817739,0.0000668295,0.023804499],"genre_scores_gemma":[0.26585025,0.58759147,0.0015174547,0.04704716,0.015711114,0.00006522576,0.000004909252,0.00011082986,0.0821016],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99675715,0.0004315116,0.0016546499,0.00014880572,0.0004688276,0.00053904817],"domain_scores_gemma":[0.9972299,0.0004696452,0.0011244996,0.00018653116,0.00053541455,0.00045401437],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019201054,0.00013952052,0.00072616246,0.000079451216,0.00026537548,0.000003628615,0.0003123384,0.00013214043,0.008437086],"category_scores_gemma":[0.0031569428,0.0000863426,0.00010480214,0.00016400006,0.00018271405,0.00031114987,0.000056018926,0.0005372797,0.0004993756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025341571,0.000034832014,0.005519109,0.0001026078,0.000011102445,0.0003075714,0.00032736332,1.561154e-8,0.000038382994,0.00010267476,0.87700516,0.11652584],"study_design_scores_gemma":[0.0021451465,0.0013839528,0.011763009,0.028997704,0.000031531752,0.0003020746,0.00051760103,1.3042234e-7,0.0000058782744,0.0005998515,0.9541473,0.000105842286],"about_ca_topic_score_codex":0.00015752559,"about_ca_topic_score_gemma":0.000030506615,"teacher_disagreement_score":0.18817434,"about_ca_system_score_codex":0.00020983488,"about_ca_system_score_gemma":0.00015020987,"threshold_uncertainty_score":0.9924693},"labels":[],"label_agreement":null},{"id":"W2472657005","doi":"10.1017/cem.2016.126","title":"LO089: Out of province elective restrictions: implications for Royal College Emergency Medicine training","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Curriculum; Medicine; Stakeholder; Medical education; SWOT analysis; Program director; Training (meteorology); Graduate medical education; Nursing; Public relations; Management; Psychology; Pedagogy","score_opus":0.21642381230381072,"score_gpt":0.4835741952724256,"score_spread":0.26715038296861493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2472657005","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14457428,0.036526013,0.031416778,0.41955295,0.14189227,0.0110329855,0.001992542,0.00015491094,0.21285726],"genre_scores_gemma":[0.9268655,0.0041103363,0.0005907667,0.0004012186,0.008531261,0.00022556829,0.000024681938,0.00009845602,0.059152175],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950837,0.0003124929,0.002981163,0.00029191325,0.00033353874,0.0009971922],"domain_scores_gemma":[0.992901,0.0006637947,0.0018716537,0.0004033464,0.0026879946,0.0014722116],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018066564,0.00026607982,0.00080720877,0.00060675415,0.0008214474,4.0339896e-7,0.0004959333,0.00022866519,0.009389026],"category_scores_gemma":[0.006520568,0.00017321283,0.00014664668,0.0007580466,0.00025020735,0.00015021172,0.000015814825,0.00045931447,0.000015488311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012440528,0.000026406831,0.059862856,0.00026782212,0.000121074954,0.0000052778455,0.0074260505,0.0000057337706,0.00082150946,0.021814559,0.90670663,0.0028177022],"study_design_scores_gemma":[0.0031665005,0.0026558728,0.059763007,0.0041976166,0.00029646314,0.0000069586613,0.015622296,0.000017206603,0.000014949897,0.019183036,0.89477885,0.00029723762],"about_ca_topic_score_codex":0.010442602,"about_ca_topic_score_gemma":0.14371403,"teacher_disagreement_score":0.78229123,"about_ca_system_score_codex":0.0007582565,"about_ca_system_score_gemma":0.005466157,"threshold_uncertainty_score":0.9961469},"labels":[],"label_agreement":null},{"id":"W2473565348","doi":"10.21230/f36p4b","title":"Le défi de la formation universitaire des audiologistes et orthophonistes pouvant offrir des services aux francophones de l’Ontario","year":2016,"lang":"fr","type":"article","venue":"Éducation Francophone en Milieu Minoritaire","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.021505104173898174,"score_gpt":0.3421805071448459,"score_spread":0.3206754029709477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2473565348","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93219507,0.027006416,0.0026696615,0.015137734,0.005760023,0.0012567829,0.00021282758,0.00036642086,0.015395066],"genre_scores_gemma":[0.91759926,0.006838173,0.012109368,0.0011605957,0.0008897898,0.00019678316,0.00014066415,0.000119070035,0.060946308],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897828,0.0052979877,0.0013859315,0.00091591413,0.0005033061,0.0021140624],"domain_scores_gemma":[0.9928431,0.0037713908,0.0008012543,0.0009282446,0.00082890206,0.0008271418],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0032947878,0.0008302881,0.0009061453,0.00033631863,0.0036007431,0.00009748577,0.00083515316,0.0016146797,0.002299007],"category_scores_gemma":[0.0007748759,0.00077558454,0.000317757,0.0010857128,0.0016528899,0.002353613,0.0003076761,0.001324221,0.0018409532],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00051007036,0.0009457815,0.43285215,0.0066118953,0.00019198225,0.00009231186,0.37986115,0.00018890691,0.0030496635,0.0063797245,0.04034929,0.12896709],"study_design_scores_gemma":[0.0035665743,0.0005184929,0.4706212,0.009185991,0.00015465193,0.00015898778,0.29258022,0.00011350817,0.0013582949,0.02413803,0.1964748,0.001129247],"about_ca_topic_score_codex":0.34398255,"about_ca_topic_score_gemma":0.6422438,"teacher_disagreement_score":0.29826126,"about_ca_system_score_codex":0.0072704023,"about_ca_system_score_gemma":0.012287838,"threshold_uncertainty_score":0.9996814},"labels":[],"label_agreement":null},{"id":"W2474019698","doi":"10.12927/cjnl.2008.19685","title":"Investing in the Research Process: Nursing Health Services Research Unit - University of Toronto Site","year":2008,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing research; Rigour; Unit (ring theory); Nursing; Human services; Workforce; Sociology; Workload; Human resources; Library science; Management; Medicine; Political science; Psychology","score_opus":0.6700772782030168,"score_gpt":0.5619318896567702,"score_spread":0.10814538854624656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2474019698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8937272,0.007183376,0.000013289116,0.027421212,0.000278714,0.002024091,0.00000874668,0.00012260093,0.06922081],"genre_scores_gemma":[0.9967188,0.0002724758,0.0004638481,0.0008719466,0.00028268676,0.000009930095,0.000021727748,0.00003571918,0.0013228568],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98593223,0.008946834,0.000621393,0.00052393426,0.0016532444,0.0023223383],"domain_scores_gemma":[0.99512076,0.0027110917,0.0002626881,0.0006764759,0.00090556545,0.00032341632],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.011438977,0.00018974699,0.00041385874,0.00029459785,0.004420369,0.000014678346,0.00096235075,0.00033817513,0.00015111003],"category_scores_gemma":[0.00028270253,0.00017573666,0.000046156874,0.0018937306,0.0014653081,0.00041739416,0.000052229938,0.0027697429,0.00012802586],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029577955,0.00030536845,0.060618877,0.0021318812,0.000004687537,0.000027219023,0.9229864,0.000029590661,0.000043140062,0.0020095948,0.006987451,0.0045600245],"study_design_scores_gemma":[0.00065974257,0.00028505968,0.07467856,0.021658404,0.0000041620165,0.000010985628,0.89729756,0.00033717428,0.00001005863,0.0016841872,0.003241174,0.00013292031],"about_ca_topic_score_codex":0.05790767,"about_ca_topic_score_gemma":0.027880678,"teacher_disagreement_score":0.10299165,"about_ca_system_score_codex":0.0023850114,"about_ca_system_score_gemma":0.0020391128,"threshold_uncertainty_score":0.9995309},"labels":[],"label_agreement":null},{"id":"W2474536644","doi":"10.22605/rrh3620","title":"Recruitment and retention of physicians in rural Alberta: the spousal perspective","year":2016,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Spouse; Thematic analysis; Family medicine; Population; Perspective (graphical); Descriptive statistics; Medicine; Psychology; Qualitative research; Sociology; Environmental health","score_opus":0.053240926070076376,"score_gpt":0.41286337301097276,"score_spread":0.3596224469408964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2474536644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9160825,0.0024601722,0.000024143841,0.07695788,0.00031384354,0.0016423715,0.000010836623,0.000025430994,0.0024828168],"genre_scores_gemma":[0.98411113,0.010140218,0.00012145372,0.0014248815,0.00015794695,0.000014640543,0.0000035989049,0.000013319269,0.0040128063],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9980059,0.00063941174,0.0004801811,0.00018240298,0.00015748,0.00053456787],"domain_scores_gemma":[0.9989429,0.00042441572,0.00028003784,0.00015879769,0.00008351205,0.00011034911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006154325,0.00013376253,0.00032624172,0.000050492592,0.00045951383,0.000002980182,0.00006901449,0.00010425826,0.000024934807],"category_scores_gemma":[0.00007573948,0.00006748465,0.000032671924,0.00015844457,0.00014869135,0.00008095673,0.00007238212,0.00028925843,0.000013282782],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006218292,0.000097930235,0.05806882,0.00085580716,0.00003325377,0.0000030433016,0.034509856,0.0000010512251,0.00057493453,0.032417472,0.003428426,0.86938757],"study_design_scores_gemma":[0.004680557,0.0017030837,0.74135983,0.0131210135,0.000029525063,0.000022123939,0.17473307,0.00046618422,0.000055289747,0.02657352,0.03682746,0.00042833062],"about_ca_topic_score_codex":0.044401497,"about_ca_topic_score_gemma":0.011493745,"teacher_disagreement_score":0.86895925,"about_ca_system_score_codex":0.00035469676,"about_ca_system_score_gemma":0.00014518447,"threshold_uncertainty_score":0.9619619},"labels":[],"label_agreement":null},{"id":"W2474898837","doi":"","title":"DENTAL STUDENTS' PERSPECTIVES ON RURAL DENTAL PRACTICE: A QUALITATIVE STUDY.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Snowball sampling; Thematic analysis; Qualitative research; Medical education; Psychology; Rurality; Medicine; Rural area; Nursing; Sociology","score_opus":0.11088414945775057,"score_gpt":0.5319190202464942,"score_spread":0.4210348707887436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2474898837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9540693,0.0005822215,0.000007388924,0.0013374462,0.0015493565,0.0060685063,0.000026470789,0.00023503203,0.036124233],"genre_scores_gemma":[0.98555857,0.000028456552,0.00011459692,0.0013651615,0.0005564629,0.005949753,0.000013972326,0.000045600264,0.0063674157],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99263334,0.0035675878,0.00066585845,0.00047661073,0.0014622889,0.001194288],"domain_scores_gemma":[0.99659055,0.0013400168,0.00040394792,0.00042846744,0.00046112668,0.0007758974],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040036743,0.00028946588,0.00041475258,0.00015061976,0.00062451395,0.000046598576,0.0004887433,0.00016200697,0.00010868181],"category_scores_gemma":[0.0029017157,0.0002503514,0.00007425902,0.00041402745,0.00011163555,0.00047164952,0.0003489908,0.00087112724,0.0013229287],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015137147,0.0023679028,0.29229766,0.000029890934,0.00015855816,0.000063806685,0.68337363,0.000002697766,2.7482204e-7,0.0025274155,0.015989887,0.001674535],"study_design_scores_gemma":[0.0030746947,0.00034853054,0.15779448,0.000050331837,0.000046313213,0.0000050789504,0.8326194,0.0000013158281,0.0000013229235,0.0001604948,0.0056985784,0.00019946208],"about_ca_topic_score_codex":0.001872578,"about_ca_topic_score_gemma":0.0007527937,"teacher_disagreement_score":0.14924575,"about_ca_system_score_codex":0.001975556,"about_ca_system_score_gemma":0.00018619739,"threshold_uncertainty_score":0.9999949},"labels":[],"label_agreement":null},{"id":"W2475042811","doi":"","title":"Rural practice and the personal and educational characteristics of medical students","year":2012,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Rural area; Rural community; Medicine; Medical school; Family medicine; Medical education; Demography; Sociology","score_opus":0.028632120343995503,"score_gpt":0.4073880355227929,"score_spread":0.3787559151787974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475042811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92728776,0.0031719794,0.0000012949756,0.033000514,0.00085184193,0.0005159825,0.000086884014,0.000008372558,0.035075366],"genre_scores_gemma":[0.88136953,0.00031125685,0.000031901687,0.11701514,0.0008821174,0.000037332033,0.000024647585,0.000011929391,0.00031613253],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99811625,0.00036838293,0.0002894397,0.000102751066,0.00058487913,0.00053826434],"domain_scores_gemma":[0.9978288,0.0009336255,0.000165992,0.00013080637,0.00013491703,0.0008058796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011421156,0.0001074224,0.00022181154,0.000046712452,0.0005298017,0.000014425274,0.00022470606,0.0001252032,0.000036020436],"category_scores_gemma":[0.00029805375,0.00008146883,0.0000208994,0.000112743546,0.00031009634,0.0001635584,0.000084871324,0.00040784985,0.000056691213],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030218062,0.00025931039,0.54757744,0.000606081,0.00019742285,0.0000060987045,0.03909183,5.4769757e-8,0.000019510957,0.21050796,0.14254785,0.058884256],"study_design_scores_gemma":[0.00090727635,0.000019626254,0.7468652,0.00035541586,0.000045592613,0.0000019480137,0.030888923,0.000036040514,2.237767e-7,0.00026388254,0.22050825,0.000107611515],"about_ca_topic_score_codex":0.037349828,"about_ca_topic_score_gemma":0.0035810675,"teacher_disagreement_score":0.21024407,"about_ca_system_score_codex":0.00016214316,"about_ca_system_score_gemma":0.001048848,"threshold_uncertainty_score":0.96906054},"labels":[],"label_agreement":null},{"id":"W2475204179","doi":"","title":"The Impact of Employer Preference on Migrant Health Professionals' Labour Market Integration - Key Trends in Australia, Canada and New Zealand","year":2016,"lang":"en","type":"article","venue":"Dutch Crossing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Preference; Key (lock); Health professionals; Migrant workers; Business; Labour economics; Demographic economics; Political science; Health care; Economics; Economic growth; Computer science","score_opus":0.08757030253080149,"score_gpt":0.45559199380839804,"score_spread":0.36802169127759654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475204179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890469,0.0002272686,0.000008203706,0.009552361,0.00036562092,0.00043777647,0.00012260806,0.000022025974,0.00021723578],"genre_scores_gemma":[0.9373532,0.00005129384,0.00008761315,0.00040525128,0.00009569165,0.000024050069,0.000010946782,0.000017936929,0.061954003],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970938,0.0006485636,0.0007883915,0.00029106927,0.00034629242,0.00083190674],"domain_scores_gemma":[0.99788046,0.0009077739,0.00045159442,0.0003147008,0.0001195807,0.00032589067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010496338,0.00021231663,0.00036131815,0.000100081816,0.0009594292,0.000040055875,0.0001703319,0.00014468745,0.0004037784],"category_scores_gemma":[0.0002579191,0.00010406262,0.000040866944,0.00034210237,0.00011853157,0.00013931392,0.000058864993,0.00043009126,0.0000055938226],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058689114,0.000054065287,0.63643897,0.00009092388,0.000014412293,0.0000033989133,0.009783679,0.0000068475365,0.0001291216,0.00025729736,0.28946072,0.06317369],"study_design_scores_gemma":[0.001004699,0.00017376042,0.9760716,0.0033090303,0.0000022598738,0.0000014163865,0.00072015345,0.000027646782,0.00003237454,0.00073270267,0.017803172,0.000121184705],"about_ca_topic_score_codex":0.94281065,"about_ca_topic_score_gemma":0.9468202,"teacher_disagreement_score":0.33963263,"about_ca_system_score_codex":0.0010104398,"about_ca_system_score_gemma":0.0034237388,"threshold_uncertainty_score":0.73792505},"labels":[],"label_agreement":null},{"id":"W2475744830","doi":"10.1177/1715163516662816","title":"Pharmacists without Borders Canada","year":2016,"lang":"fr","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Business","score_opus":0.045947165344315644,"score_gpt":0.37316538949904066,"score_spread":0.327218224154725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475744830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69595516,0.05875516,0.00044742483,0.04029116,0.14373942,0.005134455,0.019522779,0.00028227302,0.03587218],"genre_scores_gemma":[0.8270386,0.054741066,0.00031093028,0.026890693,0.0069033983,0.00008081472,0.00006566308,0.00034278966,0.08362604],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9827311,0.0028016476,0.0031051333,0.0014942362,0.0020384842,0.007829393],"domain_scores_gemma":[0.9761962,0.0013565143,0.0015788331,0.001006407,0.0027242708,0.017137727],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0026419628,0.0017000303,0.0016798826,0.0007023187,0.005584678,0.00024749065,0.0024866664,0.0005981835,0.031371705],"category_scores_gemma":[0.0013700377,0.0015985586,0.0003982911,0.0018332966,0.0011029334,0.0013194637,0.00025329596,0.004028247,0.00042303314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00027156775,0.000058733243,0.007898907,0.0010752789,0.000395396,0.096081086,0.0012930853,0.00018565693,0.00028605852,0.00019812335,0.67779297,0.21446314],"study_design_scores_gemma":[0.0054687494,0.00006876208,0.000036310284,0.0008332332,0.00036892996,0.22056521,0.00010627928,0.00061207364,0.0004225522,0.00018152272,0.7697444,0.0015919681],"about_ca_topic_score_codex":0.97919625,"about_ca_topic_score_gemma":0.99790716,"teacher_disagreement_score":0.21287118,"about_ca_system_score_codex":0.051051978,"about_ca_system_score_gemma":0.13144806,"threshold_uncertainty_score":0.9995746},"labels":[],"label_agreement":null},{"id":"W2480648395","doi":"10.1016/j.socscimed.2016.08.002","title":"Transfusing our lifeblood: Reframing research impact through inter-disciplinary collaboration between health geography and nurse education","year":2016,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Economic and Social Research Council","keywords":"Cognitive reframing; Discipline; Human geography; Sociology; Medicine; Social science; Psychology; Social psychology","score_opus":0.12027781072524357,"score_gpt":0.5947265241968256,"score_spread":0.474448713471582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2480648395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8445729,0.0009942726,0.00032562754,0.14552887,0.0011741455,0.0012790628,0.000022152573,0.000087828004,0.0060151466],"genre_scores_gemma":[0.9952555,0.000391925,0.00015931229,0.00096476264,0.002843049,0.00006468927,0.000014216931,0.000018992718,0.00028757818],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952495,0.0010241837,0.00070555916,0.0005627296,0.0011530473,0.0013049509],"domain_scores_gemma":[0.99748343,0.0004270733,0.00030436434,0.00025649546,0.000991068,0.0005375499],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007613087,0.00017935185,0.0004242756,0.00041637922,0.0054549505,0.000026163754,0.00033070223,0.00018565671,0.000071318784],"category_scores_gemma":[0.00083168066,0.00011366401,0.000034838547,0.003228581,0.0013605338,0.00078939705,0.00007765359,0.0006067198,0.000020645239],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009355963,0.00008538932,0.56069714,0.00023843278,0.000011425273,0.0000011614503,0.22889023,7.333138e-8,0.0013463327,0.003340827,0.022301843,0.18299359],"study_design_scores_gemma":[0.0020166102,0.0016096226,0.48012948,0.007440333,0.000035420664,0.0000029402656,0.46865278,0.0000061510373,0.000046048484,0.021094449,0.018631846,0.0003342989],"about_ca_topic_score_codex":0.005598484,"about_ca_topic_score_gemma":0.000491713,"teacher_disagreement_score":0.23976257,"about_ca_system_score_codex":0.0013984984,"about_ca_system_score_gemma":0.0043958556,"threshold_uncertainty_score":0.99583983},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2480991443","doi":"10.1097/acm.0000000000001331","title":"Internationally Educated Health Professionals in Canada: Navigating Three Policy Subsystems Along the Pathway to Practice","year":2016,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre for Global Health Research; The Wilson Centre","funders":"","keywords":"Licensure; Public relations; Health care; Jurisdiction; Ideology; Health policy; Political science; Policy analysis; Sociology; Public administration; Law","score_opus":0.0615721957326642,"score_gpt":0.4925108275618773,"score_spread":0.4309386318292131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2480991443","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31451586,0.002263306,0.00013979254,0.67546993,0.0028315082,0.002303592,0.000025001675,0.00005654953,0.0023944497],"genre_scores_gemma":[0.8596512,0.00032748908,0.00008298588,0.13190858,0.0025137637,0.0004439456,0.000019510842,0.000037942413,0.0050145527],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934961,0.0016630202,0.0019777934,0.00045694364,0.0011519609,0.0012541706],"domain_scores_gemma":[0.9902801,0.0071077636,0.001053732,0.00046315085,0.00044968573,0.00064559403],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0061292835,0.000263138,0.0005667364,0.00014546579,0.0005812795,0.0000020468524,0.00076329114,0.00023266843,0.00029880108],"category_scores_gemma":[0.012789736,0.00013255661,0.000019670017,0.0009890508,0.00007871202,0.00019930853,0.00024276716,0.0021767768,0.00018716574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00023237708,0.000026377063,0.40611234,0.0005688492,0.000049507726,0.00003204682,0.055520426,0.000007895594,0.00035372048,0.041708313,0.4487151,0.04667305],"study_design_scores_gemma":[0.0028324614,0.00022185613,0.12261855,0.064605676,0.0000146885895,0.00005397584,0.13747752,0.000066034525,0.000026240608,0.0018041456,0.66986847,0.00041040487],"about_ca_topic_score_codex":0.967713,"about_ca_topic_score_gemma":0.93491215,"teacher_disagreement_score":0.5451354,"about_ca_system_score_codex":0.0058041834,"about_ca_system_score_gemma":0.019697348,"threshold_uncertainty_score":0.99801236},"labels":[],"label_agreement":null},{"id":"W2481125634","doi":"10.14288/acme.v15i2.1123","title":"Critical Reflections on Mental and Emotional Distress in the Academy","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; York University","funders":"","keywords":"Mental health; Mental distress; Emotional distress; Distress; Psychology; Sociology; Public relations; Political science; Psychiatry; Psychotherapist; Anxiety","score_opus":0.21531605160377876,"score_gpt":0.5537390732763909,"score_spread":0.3384230216726122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481125634","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008004599,0.00007761601,0.00003367778,0.039155178,0.0009199072,0.0017498869,0.00014621764,0.000047648533,0.9498653],"genre_scores_gemma":[0.7374463,0.00012299772,0.0011236863,0.011962605,0.00066004175,0.0019730288,0.00006522923,0.00003446343,0.24661161],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99799204,0.000792891,0.00031921495,0.00024969716,0.0002557997,0.00039038496],"domain_scores_gemma":[0.9986558,0.00085510383,0.00004729834,0.00015772638,0.000085626016,0.00019844293],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00076088676,0.000108326305,0.00015168957,0.00006389557,0.0054964274,0.00018811355,0.0002806463,0.00014728423,0.0006322109],"category_scores_gemma":[0.0005390171,0.00008189627,0.000020521908,0.00094999437,0.00011244114,0.00020995407,0.00017567791,0.0007846264,0.000101022495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001034356,0.00020039403,0.0014284172,0.000016224149,0.0000055402074,0.00000254848,0.0035086016,0.000014566582,0.0000015885071,0.027369937,0.96720374,0.00014498024],"study_design_scores_gemma":[0.001551955,0.00030116824,0.010310556,0.00044134998,0.000014656794,0.00003444973,0.033476647,0.0002001252,0.0000026229948,0.023005735,0.9304877,0.00017302297],"about_ca_topic_score_codex":0.0066001685,"about_ca_topic_score_gemma":0.008682904,"teacher_disagreement_score":0.72944176,"about_ca_system_score_codex":0.0003980823,"about_ca_system_score_gemma":0.00025210204,"threshold_uncertainty_score":0.9977524},"labels":[],"label_agreement":null},{"id":"W2489070643","doi":"10.4018/978-1-61520-885-2.ch006","title":"Recruitment and Retention of Healthcare Professionals for the Changing Demographics, Culture, and Access in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in healthcare information systems and administration book series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Health care; Demographics; Business; Health professionals; Nursing; Service (business); Medicine; Public relations; Political science; Marketing; Sociology","score_opus":0.08684144465341036,"score_gpt":0.4109963713020381,"score_spread":0.3241549266486277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489070643","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012792894,0.8137561,0.00053485483,0.050224323,0.009708955,0.06990739,0.00470049,0.00019808208,0.038176887],"genre_scores_gemma":[0.71341145,0.2640317,0.00021313844,0.002830149,0.00021949255,0.00350156,0.00071315374,0.000048037782,0.01503131],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99680954,0.0001761942,0.0019691836,0.00027035445,0.00033789143,0.0004368395],"domain_scores_gemma":[0.9970413,0.00042225973,0.0016583806,0.00021947509,0.000494138,0.0001644751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009630778,0.0003086189,0.0006231722,0.0002731981,0.0006495325,0.000033361917,0.00012546968,0.0003852002,0.000007936722],"category_scores_gemma":[0.00006997393,0.00023895034,0.000028446308,0.000112757494,0.00012320036,0.0022425482,0.00009466445,0.00052687764,4.015757e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005697353,0.0000078058165,0.035313405,0.031332355,0.000023899462,0.0000024011288,0.008405477,0.000008502208,1.3672296e-7,0.9001272,0.00039957135,0.023809545],"study_design_scores_gemma":[0.0007678326,0.00044704703,0.005260744,0.014520208,0.000021484213,0.000019972013,0.02819211,0.00011935907,0.0000033604783,0.006067208,0.9442033,0.00037735864],"about_ca_topic_score_codex":0.13890682,"about_ca_topic_score_gemma":0.7644018,"teacher_disagreement_score":0.9438037,"about_ca_system_score_codex":0.00037612868,"about_ca_system_score_gemma":0.0017796418,"threshold_uncertainty_score":0.9744112},"labels":[],"label_agreement":null},{"id":"W2489969206","doi":"10.1007/s00296-016-3540-1","title":"Health-selective migration among patients with rheumatoid arthritis in Québec: a cohort study using administrative data","year":2016,"lang":"en","type":"article","venue":"Rheumatology International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"Public Health Agency; Arthritis Society","keywords":"Medicine; Socioeconomic status; Demography; Rheumatoid arthritis; Cohort; Population; Cohort study; Rural area; Rheumatology; Environmental health; Internal medicine; Pathology","score_opus":0.050364348470609305,"score_gpt":0.41701073297253705,"score_spread":0.36664638450192777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489969206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911552,0.00013064835,0.00045793178,0.0039607524,0.0007881185,0.0025817482,0.00025156396,0.00008825242,0.0005857654],"genre_scores_gemma":[0.99823195,0.00033063313,0.0004268662,0.00020867813,0.000024612753,0.0003009404,0.00027194843,0.000032357853,0.00017203751],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958569,0.00094866526,0.0012609322,0.00074795383,0.0005256275,0.0006599452],"domain_scores_gemma":[0.9971211,0.000786689,0.000863627,0.0005572933,0.0004980784,0.00017320982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008274517,0.00025976848,0.00064468663,0.00025502217,0.00043811553,0.00001272452,0.0005759623,0.00017901538,0.00047841528],"category_scores_gemma":[0.00062911113,0.00019123628,0.000024136409,0.00026092707,0.00018684336,0.0006322311,0.0002541273,0.00042366877,0.00011247643],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000338049,0.00043411364,0.99092233,0.000015664707,0.00012267762,0.000008103705,0.0031734677,0.0000037354603,6.0910406e-7,0.00040307114,0.0030984394,0.0014797121],"study_design_scores_gemma":[0.00413762,0.00033464836,0.98932654,0.0017549837,0.000004143708,0.000012944844,0.0024211232,0.00032647885,0.0000012955867,0.00009851939,0.0013846518,0.00019707464],"about_ca_topic_score_codex":0.11627115,"about_ca_topic_score_gemma":0.58893263,"teacher_disagreement_score":0.4726615,"about_ca_system_score_codex":0.0013900273,"about_ca_system_score_gemma":0.0017919738,"threshold_uncertainty_score":0.8896137},"labels":[],"label_agreement":null},{"id":"W2496445001","doi":"10.1057/9781137527066_3","title":"Professional Doctorates in Psychology and Medicine in New Zealand and Australia: Context of Development and Characteristics","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Context (archaeology); Government (linguistics); Political science; Subject (documents); Dimension (graph theory); Sociology; Social science; Public relations; Economic growth; Geography; Library science; Law","score_opus":0.07113755476801588,"score_gpt":0.4045555215051213,"score_spread":0.33341796673710544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496445001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.741532,0.007905196,0.0000031135505,0.003006693,0.001560786,0.004260481,0.00029436432,0.000066202294,0.24137112],"genre_scores_gemma":[0.89521813,0.0018994788,0.00020704545,0.000909777,0.00025480072,0.000044224318,0.000061820196,0.000055401473,0.10134929],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997003,0.00017168577,0.0014236912,0.0005649396,0.00023910581,0.0005975746],"domain_scores_gemma":[0.998078,0.00052830554,0.00066403183,0.0002584796,0.00010960465,0.0003616151],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005731358,0.00046490075,0.0011822948,0.00037356402,0.00012346198,0.0000038221447,0.00012749757,0.0008293968,0.0002855007],"category_scores_gemma":[0.00007009796,0.00033940678,0.000018871046,0.000023401619,0.00043863992,0.0000037736972,0.00020525824,0.00077588396,0.00001621605],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00080614374,0.0000051965435,0.687906,0.0017808069,0.00007370053,0.00013083874,0.012242659,4.8443702e-9,0.00017358772,0.19330679,0.0014244339,0.10214984],"study_design_scores_gemma":[0.006705455,0.00039081904,0.6073652,0.019444328,0.00004823185,0.000038932933,0.0004875087,0.0000011491942,0.000019565103,0.21570203,0.14906107,0.0007357055],"about_ca_topic_score_codex":0.0009374775,"about_ca_topic_score_gemma":0.0051891482,"teacher_disagreement_score":0.15368612,"about_ca_system_score_codex":0.00009484917,"about_ca_system_score_gemma":0.00039324962,"threshold_uncertainty_score":0.9999058},"labels":[],"label_agreement":null},{"id":"W2498470740","doi":"10.1111/nup.12133","title":"Geographical thinking in nursing inquiry, part one: locations, contents, meanings","year":2016,"lang":"en","type":"article","venue":"Nursing Philosophy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nursing; Psychology; Sociology; Epistemology; Pedagogy; Medicine; Philosophy","score_opus":0.1015976877291295,"score_gpt":0.43134078484020044,"score_spread":0.32974309711107097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498470740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38326064,0.0052794176,0.0043489127,0.33339104,0.013760113,0.0044596256,0.000050430477,0.0016533452,0.25379646],"genre_scores_gemma":[0.99299496,0.0001900095,0.0011255835,0.0032588497,0.0018562651,0.000120810844,0.000024730296,0.000075252465,0.00035353831],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9953385,0.00074789417,0.0011464318,0.00069376454,0.00070403627,0.0013693749],"domain_scores_gemma":[0.99761415,0.00067341997,0.00039382925,0.0006642513,0.00026832693,0.0003860355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009758935,0.0003392543,0.00055833795,0.00044314415,0.0012675894,0.000023406226,0.0004621169,0.0005116785,0.00031811357],"category_scores_gemma":[0.00035618406,0.00028310381,0.000113600334,0.0007139751,0.00059598696,0.00038391922,0.00005517602,0.0009006819,0.00048705313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046739334,0.00097068644,0.13464195,0.00023596433,0.000036148183,0.000014760613,0.024405118,0.000006240572,0.00031337238,0.7442661,0.025392508,0.06924975],"study_design_scores_gemma":[0.003437474,0.00023070083,0.037005506,0.06472946,0.000063935746,0.0000082606975,0.003528751,0.00004460399,0.00006493758,0.8714633,0.018769544,0.00065351534],"about_ca_topic_score_codex":0.00017404663,"about_ca_topic_score_gemma":0.00005087486,"teacher_disagreement_score":0.6097343,"about_ca_system_score_codex":0.0012814536,"about_ca_system_score_gemma":0.00018058298,"threshold_uncertainty_score":0.9999621},"labels":[],"label_agreement":null},{"id":"W2506174614","doi":"10.29060/taps.2016-1-1/oa1014","title":"Delivering on Social Accountability: Canada’s Northern Ontario School of Medicine","year":2016,"lang":"en","type":"article","venue":"The Asia Pacific Scholar","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Business; Local community; Transparency (behavior); Sustainability; Public relations; Health care; Environmental resource management; Process management; Environmental planning; Economic growth; Political science; Geography","score_opus":0.05646458185414932,"score_gpt":0.3708701415799685,"score_spread":0.3144055597258192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2506174614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9245462,0.00014479595,0.0000060454063,0.017153712,0.0008233913,0.0007007315,0.00002913664,0.00005800094,0.056538016],"genre_scores_gemma":[0.9931304,0.000026644979,0.000028825803,0.0007718704,0.0005379746,0.00004454096,0.0000052375317,0.000029298884,0.005425217],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99682504,0.0006926153,0.00071842864,0.0003183811,0.0007507543,0.0006947861],"domain_scores_gemma":[0.99763936,0.000685188,0.00035703735,0.0007246311,0.00036562566,0.00022818761],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019804274,0.00022002525,0.000419179,0.0000541916,0.0013660537,0.0000053069675,0.0005152356,0.00018002778,0.002998314],"category_scores_gemma":[0.0007212819,0.000115123614,0.000053800068,0.00020390382,0.00020597327,0.0001476668,0.000118128606,0.0011016717,0.0005269805],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005521142,0.000045657252,0.9220339,0.00012270494,0.00006777854,0.000008153788,0.010317337,0.0000021894502,0.0012143381,0.0011621066,0.054048873,0.010424841],"study_design_scores_gemma":[0.0012786391,0.000101252415,0.6489311,0.0009895052,0.000033270426,0.0000016987815,0.0154485395,6.3768704e-7,0.000059903185,0.0006099928,0.33237833,0.0001671398],"about_ca_topic_score_codex":0.9180087,"about_ca_topic_score_gemma":0.9932337,"teacher_disagreement_score":0.27832943,"about_ca_system_score_codex":0.002854474,"about_ca_system_score_gemma":0.0030139145,"threshold_uncertainty_score":0.999934},"labels":[],"label_agreement":null},{"id":"W2507744179","doi":"","title":"Exploratory Study on Teaching Strategies for Internationally Educated Nurse (IEN) Learners in Canada","year":2016,"lang":"en","type":"article","venue":"Sigma Theta Tau International's 27th International Nursing Research Congress","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exploratory research; Nursing; Medical education; Medicine; Pedagogy; Psychology; Sociology; Social science","score_opus":0.11591957974069299,"score_gpt":0.5171618744914734,"score_spread":0.40124229475078044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2507744179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85207796,0.000085552805,0.00039352203,0.038530063,0.018191209,0.0033004328,0.00038309852,0.00014708548,0.08689108],"genre_scores_gemma":[0.9762861,0.000039076895,0.00014824976,0.000760699,0.0011539089,0.0013935071,0.0001405692,0.00010705718,0.019970814],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9904279,0.0019963726,0.0015151092,0.0011809231,0.0033451756,0.0015344854],"domain_scores_gemma":[0.990426,0.0051861736,0.00055324065,0.00068650476,0.0027491194,0.00039893293],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004693018,0.0004855674,0.00052013516,0.0013708174,0.00088510406,0.00019030427,0.0024883419,0.00018729595,0.001160407],"category_scores_gemma":[0.0037207918,0.00039171087,0.00013123485,0.00040385372,0.00034064823,0.0011599516,0.00024126226,0.001749498,0.00023307577],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00726466,0.0044774693,0.34625453,0.00014745089,0.0009685437,0.00027087223,0.043459967,0.0016091196,0.0016881381,0.2720698,0.23731396,0.08447547],"study_design_scores_gemma":[0.017352425,0.0015125549,0.08763459,0.01900341,0.00004810504,0.000021322205,0.62322336,0.0051461514,0.00027049228,0.061724827,0.18230823,0.001754531],"about_ca_topic_score_codex":0.12602139,"about_ca_topic_score_gemma":0.36813557,"teacher_disagreement_score":0.5797634,"about_ca_system_score_codex":0.013651691,"about_ca_system_score_gemma":0.006341476,"threshold_uncertainty_score":0.9998535},"labels":[],"label_agreement":null},{"id":"W2508902381","doi":"","title":"I Was Never Recruited: Challenges in Cross-Canada Nurse Mobility","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Lawrence College; University of Toronto; McMaster University; Dalhousie University; Centre for Disability Prevention and Rehabilitation","funders":"","keywords":"Incentive; Work (physics); Nursing; Registered nurse; Health human resources; Internal migration; Human resources; Business; Medicine; Political science; Population; Environmental health; Economics","score_opus":0.1186516719790287,"score_gpt":0.4591227051727148,"score_spread":0.3404710331936861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2508902381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7696125,0.0017278254,0.000010785346,0.040529374,0.0015598515,0.001307519,0.000033277305,0.00018299234,0.1850359],"genre_scores_gemma":[0.9603776,0.0010304521,0.00016030355,0.0034091915,0.00019795346,0.00021936225,0.0000031659256,0.000026481557,0.03457551],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968441,0.00047648686,0.00075788016,0.00048908324,0.00035115986,0.00108128],"domain_scores_gemma":[0.99754065,0.0011025912,0.00013896795,0.0006957229,0.00019993406,0.00032210213],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00093725417,0.0001968634,0.00034159835,0.00005907695,0.0002861025,0.0000040187274,0.00028350618,0.00028929143,0.0066078966],"category_scores_gemma":[0.0004847256,0.00012355892,0.00003465305,0.0002025147,0.00008990235,0.00028227395,0.00009329351,0.00038589656,0.00077145564],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023034868,0.00016881067,0.823838,0.00043945125,0.000011363575,0.000031733736,0.0014844566,0.000004903507,0.000036469854,0.030973734,0.085370705,0.057410024],"study_design_scores_gemma":[0.0012358004,0.00004592821,0.4310689,0.00074719824,0.0000024900255,9.312015e-7,0.004282798,0.000014301467,0.000038266757,0.0028208261,0.5595238,0.00021875378],"about_ca_topic_score_codex":0.43240368,"about_ca_topic_score_gemma":0.90533304,"teacher_disagreement_score":0.47415313,"about_ca_system_score_codex":0.0013306391,"about_ca_system_score_gemma":0.0011495575,"threshold_uncertainty_score":0.9943002},"labels":[],"label_agreement":null},{"id":"W2509966233","doi":"10.7748/ns.17.3.34.s60","title":"Springboard to success","year":2002,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Business; Psychology","score_opus":0.06454193031255866,"score_gpt":0.4604196058736674,"score_spread":0.39587767556110875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509966233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49580327,0.0008938688,0.0022389381,0.024795381,0.004552742,0.0013453042,0.00006786869,0.000696149,0.4696065],"genre_scores_gemma":[0.97753716,0.000047574184,0.0048399856,0.00355713,0.00063318317,0.00005619612,0.0000034647264,0.000050056777,0.0132752545],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974768,0.00021135087,0.0004623219,0.00034791703,0.00048899575,0.0010126261],"domain_scores_gemma":[0.99862164,0.00016878858,0.00010406323,0.0004474627,0.00021477799,0.00044328964],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040709611,0.00017695736,0.00032186686,0.00011684753,0.000981296,0.000019796185,0.0002542074,0.00017814187,0.0045061433],"category_scores_gemma":[0.00019150977,0.0001704243,0.000050893617,0.00043136612,0.00006457415,0.00010417379,0.00004480863,0.00048547884,0.0028641862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025754474,0.000080290476,0.040401466,0.00016272416,0.000011879343,0.000020246045,0.01719077,0.000048010304,0.000065551234,0.010669957,0.8001468,0.13094477],"study_design_scores_gemma":[0.0008230189,0.0002563761,0.006974807,0.002898743,0.000016774326,0.0000024015974,0.0023176486,0.00011652269,0.00010923457,0.0012249663,0.9849765,0.0002830188],"about_ca_topic_score_codex":0.000120561104,"about_ca_topic_score_gemma":0.00008161141,"teacher_disagreement_score":0.4817339,"about_ca_system_score_codex":0.0010098505,"about_ca_system_score_gemma":0.00006977496,"threshold_uncertainty_score":0.9979122},"labels":[],"label_agreement":null},{"id":"W2510067455","doi":"10.7748/ns.21.30.32.s39","title":"I may join the exodus of uk-trained nurses","year":2007,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Join (topology); Joke; History; Genealogy; Political science; Art; Literature; Mathematics; Combinatorics","score_opus":0.04848651400537182,"score_gpt":0.47604257968906183,"score_spread":0.42755606568369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2510067455","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7411861,0.0011934264,0.0020172626,0.011625439,0.0051647043,0.001421796,0.0001121989,0.00022038541,0.23705871],"genre_scores_gemma":[0.98938787,0.0000337503,0.0016865953,0.00095308287,0.00046637983,0.000012925458,0.000009484495,0.00003336641,0.007416544],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971426,0.00030307868,0.0007718076,0.0002436924,0.0005935028,0.0009453084],"domain_scores_gemma":[0.99777126,0.0008546509,0.00033359262,0.00052590895,0.00033195177,0.00018262203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002105431,0.00018033385,0.00037431682,0.00009257234,0.00089488743,0.0000075137186,0.0002822494,0.00022516085,0.00088656583],"category_scores_gemma":[0.0003655779,0.00012466179,0.00008315925,0.00041136472,0.00036269304,0.00005154303,0.000026527498,0.0005882704,0.0000674922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032571775,0.00021746453,0.064683095,0.0005203631,0.000066210014,0.000033674583,0.07192294,0.000024826764,0.001164765,0.13709348,0.48610333,0.2349127],"study_design_scores_gemma":[0.0030443554,0.0007997938,0.080969974,0.0078303395,0.000113162874,0.000014842455,0.06852594,0.00003073591,0.0036022644,0.016337091,0.81824005,0.00049143366],"about_ca_topic_score_codex":0.00020165685,"about_ca_topic_score_gemma":0.00024476027,"teacher_disagreement_score":0.33213675,"about_ca_system_score_codex":0.00057925243,"about_ca_system_score_gemma":0.00036120886,"threshold_uncertainty_score":0.97072744},"labels":[],"label_agreement":null},{"id":"W2511059464","doi":"10.1186/s12913-016-1629-6","title":"Centralized or decentralized perinatal surgical care for rural women: a realist review of the evidence on safety","year":2016,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Provincial Health Services Authority; University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Nursing research; Grey literature; Health administration; Nursing; Patient safety; Evidence-based practice; Inclusion (mineral); Public health; Health care; Family medicine; MEDLINE; Alternative medicine; Psychology","score_opus":0.21651346477694736,"score_gpt":0.5946005812372603,"score_spread":0.378087116460313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2511059464","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00002974532,0.96207666,0.000002427672,0.0019009671,0.0010658413,0.03099458,0.0027846042,0.00011042199,0.0010347769],"genre_scores_gemma":[0.000012352162,0.9850155,0.00022102623,0.0024271272,0.0006166621,0.0078028,0.0003934535,0.0001918358,0.0033192285],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.96452427,0.021214718,0.004900537,0.0012964844,0.0029797633,0.005084213],"domain_scores_gemma":[0.97150356,0.01914977,0.0025408936,0.0029332184,0.0022516479,0.0016209047],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.013930922,0.00096828234,0.005662248,0.00034048443,0.0031930266,0.000035315996,0.003495601,0.001061224,0.0028734135],"category_scores_gemma":[0.0016958351,0.00048358136,0.0010572502,0.0024090246,0.00038627925,0.0001906217,0.0012582206,0.0027566734,0.00040504598],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0019066735,0.000052637184,0.000063527135,0.770403,0.000039035975,0.0000059918507,0.002214362,5.9094358e-8,1.0905828e-8,0.0016073628,0.00230628,0.22140105],"study_design_scores_gemma":[0.0009872776,0.00037246855,0.00003284868,0.47638577,0.000032070177,0.000008388011,0.0030973211,0.0000010421348,4.6938126e-8,0.000015760454,0.51885486,0.00021215306],"about_ca_topic_score_codex":0.0019558521,"about_ca_topic_score_gemma":0.0019431986,"teacher_disagreement_score":0.5165486,"about_ca_system_score_codex":0.008510403,"about_ca_system_score_gemma":0.022112248,"threshold_uncertainty_score":0.9997616},"labels":[],"label_agreement":null},{"id":"W2511149419","doi":"10.12927/hcpol.2016.24779","title":"Building Rural Surgical Networks: An Evidence-Based Approach to Service Delivery and Evaluation","year":2016,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Prince Albert Grand Council; University of British Columbia","funders":"","keywords":"Attrition; Service delivery framework; Key (lock); Stakeholder; Service (business); Business; Process management; Value (mathematics); Marketing; Operations management; Knowledge management; Nursing; Medicine; Public relations; Computer science; Engineering; Political science; Computer security","score_opus":0.17022134726885785,"score_gpt":0.5028967514033013,"score_spread":0.3326754041344434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2511149419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87427074,0.002517034,0.0015198482,0.117058575,0.00044017678,0.003131676,0.00002428388,0.000298915,0.00073877955],"genre_scores_gemma":[0.969465,0.0005841094,0.0034187296,0.02331429,0.0023742542,0.0006469515,0.0000245015,0.000055804445,0.00011632534],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9932726,0.0029883883,0.0008485543,0.00063303433,0.00071494846,0.0015424741],"domain_scores_gemma":[0.995129,0.0014366929,0.0002629787,0.00068194437,0.0010546357,0.0014347668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029776462,0.00031304415,0.0004596819,0.00030472793,0.0010420884,0.000025133135,0.00031989042,0.00043727408,0.000096815405],"category_scores_gemma":[0.0005942312,0.00023180983,0.000048986563,0.0010384006,0.000057494108,0.00049770257,0.00018619292,0.00046030173,0.00017871319],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020889377,0.00024106985,0.16512054,0.0032662803,0.0000314932,0.000011913981,0.0068463,0.0026126357,0.00015442516,0.10566915,0.0042900257,0.7096672],"study_design_scores_gemma":[0.021395452,0.0041419542,0.3809331,0.06488702,0.00029595595,0.00014888258,0.020433389,0.2667852,0.00009061334,0.013476902,0.22288087,0.004530639],"about_ca_topic_score_codex":0.035083055,"about_ca_topic_score_gemma":0.002410222,"teacher_disagreement_score":0.7051366,"about_ca_system_score_codex":0.0015000813,"about_ca_system_score_gemma":0.0021421525,"threshold_uncertainty_score":0.9713424},"labels":[],"label_agreement":null},{"id":"W2512615824","doi":"","title":"Perspective from the Canadian Nurses Association","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Mental Health Association","funders":"","keywords":"Perspective (graphical); Work (physics); Association (psychology); Nursing; Nursing research; Sociology; Medicine; Psychology; Engineering","score_opus":0.038599216589015106,"score_gpt":0.4352510753405139,"score_spread":0.3966518587514988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512615824","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12643674,0.00019140852,0.000018746618,0.25293788,0.0019314479,0.0006881905,0.00014003555,0.00013048702,0.61752504],"genre_scores_gemma":[0.86208594,0.000034822577,0.00008225525,0.010076297,0.0005817848,0.000046020894,0.000004229392,0.000010179544,0.12707846],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985024,0.00037799758,0.00018892986,0.00016143592,0.00020567715,0.00056358956],"domain_scores_gemma":[0.99725163,0.0018616822,0.00010869888,0.00022925831,0.00033163227,0.00021711263],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00038633175,0.0000751761,0.00010317823,0.000022628663,0.0012142622,0.000007915915,0.00016307613,0.00018592048,0.008273729],"category_scores_gemma":[0.0010860248,0.000034786433,0.000027679216,0.00011276627,0.000025178419,0.000076707656,0.00002303802,0.00021025486,0.005731705],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057849425,0.0000034941024,0.4923818,9.3841845e-7,0.000013071153,6.012782e-7,0.004673949,5.1771007e-8,0.0000061906635,0.05491743,0.44701356,0.0009831082],"study_design_scores_gemma":[0.0002879217,0.000012125387,0.3055079,0.00012584326,0.000008914401,4.9299203e-8,0.017741978,0.000002056907,0.0000093088365,0.013128165,0.6631067,0.00006905291],"about_ca_topic_score_codex":0.95024216,"about_ca_topic_score_gemma":0.9890417,"teacher_disagreement_score":0.7356492,"about_ca_system_score_codex":0.006143025,"about_ca_system_score_gemma":0.00092681695,"threshold_uncertainty_score":0.9976722},"labels":[],"label_agreement":null},{"id":"W2512695878","doi":"10.1016/j.ijnurstu.2016.08.013","title":"Migration of Spanish nurses 2009–2014. Underemployment and surplus production of Spanish nurses and mobility among Spanish registered nurses: A case study","year":2016,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Ministerio de Sanidad, Servicios Sociales e Igualdad","keywords":"Workforce; Underemployment; Nursing; Unemployment; Per capita; Job security; Nurse education; Social security; Psychology; Political science; Medicine; Work (physics); Business; Economic growth; Population; Economics; Environmental health","score_opus":0.13740245778210353,"score_gpt":0.5023617587389182,"score_spread":0.36495930095681467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512695878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9841889,0.0033345225,0.00005309819,0.0037250072,0.0073092016,0.0011765253,0.00004343934,0.00002705125,0.00014223938],"genre_scores_gemma":[0.99651057,0.0016929061,0.00034754758,0.000043983226,0.0005388407,0.000024936922,0.0000017978912,0.000025681897,0.0008137328],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99598897,0.0006307479,0.0017497439,0.0004008812,0.00087099435,0.00035868317],"domain_scores_gemma":[0.99377865,0.0007412921,0.0022361625,0.00028926219,0.0028046903,0.00014995194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012580826,0.0002835454,0.00079386996,0.00028309532,0.00034878522,0.00002408896,0.00023058795,0.00012404825,0.000022655766],"category_scores_gemma":[0.0011984512,0.00020574748,0.0001145524,0.00015883904,0.00082265114,0.00055382383,0.00009083663,0.00028525968,0.0000014992943],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012953253,0.0022225336,0.87584007,0.0003460664,0.0011434713,0.00022393024,0.072332546,0.000021888807,0.0010343546,0.00033769387,0.017808825,0.027393302],"study_design_scores_gemma":[0.0043400414,0.0025246048,0.5477013,0.015185106,0.0006342486,0.00135028,0.42215943,0.000021133224,0.00097374874,0.0034027137,0.0013282374,0.0003791596],"about_ca_topic_score_codex":0.0018458383,"about_ca_topic_score_gemma":0.0034662425,"teacher_disagreement_score":0.34982687,"about_ca_system_score_codex":0.00073977426,"about_ca_system_score_gemma":0.00020813479,"threshold_uncertainty_score":0.8390138},"labels":[],"label_agreement":null},{"id":"W2512789417","doi":"10.2196/mededu.5318","title":"A Virtual Community of Practice for General Practice Training: A Preimplementation Survey","year":2016,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Test (biology); Medical education; Psychology; Applied psychology; Medicine","score_opus":0.15313395546523348,"score_gpt":0.5871667515285752,"score_spread":0.4340327960633418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512789417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9177417,0.000101875376,0.0060497434,0.061332446,0.0026101528,0.004286902,0.00013800037,0.00011265423,0.00762652],"genre_scores_gemma":[0.97525007,0.00010176098,0.0076636956,0.011488446,0.0007598691,0.002013302,0.0003758836,0.00003130403,0.0023156682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99270207,0.0050908537,0.00089912623,0.00019644051,0.0006583241,0.00045320793],"domain_scores_gemma":[0.98113203,0.015895024,0.00084819645,0.00037418836,0.0013684895,0.0003820602],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007744309,0.00012994662,0.0002576533,0.000078082776,0.00052794546,0.000005304137,0.0002695828,0.00027622463,0.00092136214],"category_scores_gemma":[0.06192415,0.0000966144,0.000042373078,0.0002578218,0.00011008927,0.00051542296,0.00007131969,0.0005171529,0.000057186004],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025787072,0.0036121774,0.01409594,0.00058343995,0.00009888992,6.165255e-7,0.122538604,5.465183e-7,0.00024370056,0.04369738,0.35088468,0.4616653],"study_design_scores_gemma":[0.003482752,0.0012435326,0.056969896,0.0014045094,0.00007192815,0.00001004123,0.16037749,0.0000646165,0.000041473588,0.001559519,0.7745427,0.00023153359],"about_ca_topic_score_codex":0.0050414233,"about_ca_topic_score_gemma":0.0011747716,"teacher_disagreement_score":0.46143377,"about_ca_system_score_codex":0.0003545023,"about_ca_system_score_gemma":0.0058437246,"threshold_uncertainty_score":0.99999195},"labels":[],"label_agreement":null},{"id":"W2512839874","doi":"10.1097/acm.0000000000001356","title":"The Characteristics of International Medical Graduates Who Have Been Disciplined by Professional Regulatory Colleges in Canada: A Retrospective Cohort Study","year":2016,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Sinai Hospital; University Health Network; University of Toronto; Toronto General Hospital; Helix Biopharma (Canada); Sunnybrook Health Science Centre; Ministry of Health and Long Term Care","funders":"","keywords":"Medicine; Misconduct; Confidence interval; Relative risk; Population; Family medicine; Discipline; Demography; Internal medicine; Environmental health; Political science","score_opus":0.022067434079346568,"score_gpt":0.39932642161391974,"score_spread":0.37725898753457315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512839874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91921127,0.00045722345,0.000008599487,0.07540197,0.0021083192,0.0017968289,0.0001282952,0.000021778269,0.00086569163],"genre_scores_gemma":[0.981283,0.0016798116,0.0000024354358,0.0010568602,0.00073286187,0.00032247964,0.00003945911,0.000024022009,0.0148590645],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99424064,0.0007719161,0.0017460334,0.00040616782,0.0021889184,0.000646332],"domain_scores_gemma":[0.99517554,0.0029463486,0.00078117516,0.00035773483,0.00039058863,0.00034863883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038712742,0.00022585792,0.00074616936,0.00008771698,0.00039647013,9.659955e-7,0.0007636482,0.0003130841,0.0007079888],"category_scores_gemma":[0.00481707,0.0001115124,0.00002194911,0.00024036413,0.00043107432,0.000075469216,0.00033587718,0.0014008597,0.000008612343],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016860392,0.000019622361,0.82003045,0.000026528598,0.000044777727,0.000009189711,0.0024316825,2.4114879e-8,0.00003820852,0.0008911736,0.17588438,0.00045537046],"study_design_scores_gemma":[0.0021383,0.000114044466,0.9684985,0.003034067,0.000022737775,0.0000015925733,0.015538841,0.000056960405,0.00001286228,0.00060896215,0.009859594,0.0001135215],"about_ca_topic_score_codex":0.22989768,"about_ca_topic_score_gemma":0.410839,"teacher_disagreement_score":0.18094133,"about_ca_system_score_codex":0.0022103225,"about_ca_system_score_gemma":0.0028954796,"threshold_uncertainty_score":0.7752305},"labels":[],"label_agreement":null},{"id":"W2512903284","doi":"10.1097/mlr.0000000000000607","title":"Defining Rurality in Medicare Administrative Data","year":2016,"lang":"en","type":"article","venue":"Medical Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rurality; Workforce; Health care; Quarter (Canadian coin); Rural area; Medicine; Payment; Business; Nursing; Economic growth; Geography; Economics","score_opus":0.1386383491005189,"score_gpt":0.5354589353935262,"score_spread":0.3968205862930073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512903284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6689972,0.012809383,0.00038984677,0.13485463,0.004705512,0.0024398789,0.0020612406,0.0006873715,0.17305493],"genre_scores_gemma":[0.99440306,0.00022522302,0.00027298983,0.0037861282,0.00035263656,0.000082906656,0.00030901097,0.00001912625,0.00054892455],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99593765,0.0009155451,0.000754748,0.00050938723,0.0010530177,0.00082967925],"domain_scores_gemma":[0.9960541,0.0019898282,0.00014549498,0.0009339396,0.0001663624,0.0007102902],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014869678,0.00016702783,0.00036995354,0.000053098203,0.00027716078,0.0000033415852,0.0009480535,0.0004780843,0.008229889],"category_scores_gemma":[0.007355005,0.00010156331,0.00002862222,0.00025472906,0.00020384321,0.0001472335,0.00070977793,0.00079393754,0.00091258454],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094729476,0.000037171947,0.7820233,0.00051963195,0.000011227348,0.0002426637,0.012073935,3.4533777e-8,0.0000019564272,0.008087294,0.072415404,0.124492645],"study_design_scores_gemma":[0.0039620525,0.00021001768,0.16872713,0.011221308,0.000021963484,0.0000081254775,0.09410505,0.000039593433,0.000013452558,0.0011404774,0.7201105,0.00044036025],"about_ca_topic_score_codex":0.0010803799,"about_ca_topic_score_gemma":0.014067274,"teacher_disagreement_score":0.64769506,"about_ca_system_score_codex":0.0004171315,"about_ca_system_score_gemma":0.0017628192,"threshold_uncertainty_score":0.9998653},"labels":[],"label_agreement":null},{"id":"W2512946126","doi":"10.1016/j.aogh.2016.04.506","title":"Orthopedic care capacity assessment and strategic planning in Ghana: mapping a way forward","year":2016,"lang":"en","type":"article","venue":"Annals of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Orthopedic surgery; Strategic planning; Process management; Business; Operations management; Medicine; Engineering; Marketing; Surgery","score_opus":0.1628821382350328,"score_gpt":0.5038454295072005,"score_spread":0.3409632912721676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512946126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9616839,0.0053184996,0.0001761339,0.01439125,0.00041819978,0.0011892299,0.0002708353,0.00008790379,0.016464027],"genre_scores_gemma":[0.9932087,0.0011558392,0.001422162,0.00390627,0.00014142405,0.00006245279,0.000014295089,0.000018689412,0.00007014393],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954049,0.00083293754,0.0012918975,0.00050272286,0.00046854487,0.001499003],"domain_scores_gemma":[0.9976894,0.0003303828,0.0006454683,0.0003746965,0.000333854,0.00062615453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016444402,0.00028121177,0.0007657306,0.00011525335,0.0004868829,0.000007688006,0.00021162642,0.00026697063,0.000072395305],"category_scores_gemma":[0.000081871585,0.0002105838,0.00007064683,0.000530647,0.00012726849,0.00018707814,0.00016047742,0.00042393254,0.000026499421],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011445638,0.000070002694,0.92732877,0.0023406488,0.000022839851,0.000017199072,0.0048106057,0.0000051640536,0.000005060378,0.03578799,0.0036848043,0.025812468],"study_design_scores_gemma":[0.0028821097,0.0012318109,0.8689776,0.014795189,0.000010246872,0.000009572766,0.08298454,0.00007622574,0.0000056173553,0.017960006,0.0105607845,0.00050626777],"about_ca_topic_score_codex":0.007512749,"about_ca_topic_score_gemma":0.005615305,"teacher_disagreement_score":0.07817393,"about_ca_system_score_codex":0.0009728656,"about_ca_system_score_gemma":0.0017986252,"threshold_uncertainty_score":0.99909633},"labels":[],"label_agreement":null},{"id":"W2512998878","doi":"10.1016/j.physio.2015.03.582","title":"Preparing internationally educated and geographically dispersed physiotherapists for practice in Canada","year":2015,"lang":"en","type":"article","venue":"Physiotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bridging (networking); Context (archaeology); Health care; Medical education; Health professionals; Medicine; Nursing; Political science; Geography","score_opus":0.02775605949247042,"score_gpt":0.4462828755099324,"score_spread":0.418526816017462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512998878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835242,0.0016740792,0.00011645322,0.007038196,0.00089271535,0.0019160638,0.000028766242,0.00007369682,0.004735819],"genre_scores_gemma":[0.98770124,0.0004473445,0.0023115594,0.008321315,0.00029126182,0.0003704813,0.000026986656,0.000046383397,0.0004834375],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99814904,0.00025128672,0.00042836112,0.0003429319,0.00030836285,0.00052002136],"domain_scores_gemma":[0.9980442,0.0009235114,0.00022454286,0.00023303612,0.00032876994,0.000245923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040437255,0.00017706002,0.00028019235,0.000075602,0.0001735025,0.000013580506,0.0001876595,0.00007623577,0.000036242618],"category_scores_gemma":[0.00028176955,0.00016364991,0.000030137375,0.0002603531,0.000034890814,0.00021356737,0.000037406164,0.00024383968,0.0000066510183],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010553782,0.0015154876,0.6594232,0.0024708658,0.0005892191,0.000019476764,0.058380798,0.0009518867,0.015006674,0.020081874,0.16812126,0.0628855],"study_design_scores_gemma":[0.013269505,0.0004911197,0.28971708,0.0018612465,0.000018907118,0.000004843395,0.022065703,0.0051860907,0.00010134342,0.011773001,0.65453756,0.0009735915],"about_ca_topic_score_codex":0.86092854,"about_ca_topic_score_gemma":0.894834,"teacher_disagreement_score":0.4864163,"about_ca_system_score_codex":0.0008298934,"about_ca_system_score_gemma":0.0024649636,"threshold_uncertainty_score":0.6673449},"labels":[],"label_agreement":null},{"id":"W2513683459","doi":"","title":"Factors That Influence Career Decisions in Canada’s Nurses","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; McMaster University; St. Lawrence College; Centre for Disability Prevention and Rehabilitation; Dalhousie University","funders":"","keywords":"Socialization; Perception; Nursing; Psychology; Career development; Work (physics); Job satisfaction; Public relations; Medicine; Social psychology; Political science","score_opus":0.1071552384412792,"score_gpt":0.42283569882430794,"score_spread":0.31568046038302877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513683459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97083133,0.000100682446,0.00002484774,0.0032881647,0.0010560206,0.0005342371,0.00004420554,0.00007162596,0.024048867],"genre_scores_gemma":[0.98577857,0.00010367158,0.00007483756,0.0020105285,0.000025838235,0.000047645022,0.0000030792337,0.0000179835,0.011937836],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99765265,0.00022435289,0.0004903319,0.00028361904,0.00042188837,0.00092718663],"domain_scores_gemma":[0.9964229,0.002546179,0.00011203998,0.0004257388,0.00013585841,0.00035727824],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018681053,0.00017465769,0.00027624876,0.000086837405,0.0003057722,0.0000033156225,0.00031532857,0.00013767071,0.0024624828],"category_scores_gemma":[0.00078986207,0.00009377306,0.000027145652,0.00021980377,0.0000392766,0.0001833786,0.000111029025,0.0002612859,0.00031923834],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009312388,0.0000062861386,0.9717682,0.000007946361,0.0000022245679,0.0000056912895,0.0006749311,0.0000035379499,0.000017597113,0.0010475757,0.022826651,0.0036300733],"study_design_scores_gemma":[0.00033152837,0.000011691591,0.8517516,0.0006765636,0.0000022737684,2.0748871e-7,0.010247489,0.000002375371,0.00007980849,0.00038088093,0.1363836,0.00013196412],"about_ca_topic_score_codex":0.985886,"about_ca_topic_score_gemma":0.99895465,"teacher_disagreement_score":0.120016545,"about_ca_system_score_codex":0.002178112,"about_ca_system_score_gemma":0.004223726,"threshold_uncertainty_score":0.9984494},"labels":[],"label_agreement":null},{"id":"W2513931946","doi":"10.1111/imj.13156","title":"Characteristics of Queensland physicians and the influence of rural exposure on practice location","year":2016,"lang":"en","type":"article","venue":"Internal Medicine Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rurality; Workforce; Rural area; Logistic regression; Odds ratio; Family medicine; Internship; Cross-sectional study; Confidence interval; Metropolitan area; Workload; Rural health; Descriptive statistics; Odds; Quarter (Canadian coin); Demography; Geography; Medical education","score_opus":0.0190308045651193,"score_gpt":0.40355714593885883,"score_spread":0.38452634137373953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513931946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9707441,0.00036103162,0.00049809256,0.025455492,0.00065979885,0.00023078245,0.0000061952064,0.0000065474333,0.0020379913],"genre_scores_gemma":[0.99471253,0.0018390752,0.000046838217,0.001748123,0.0008458077,0.0000054528887,4.5270752e-7,0.000009191472,0.0007925363],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99778956,0.00060687977,0.00089892145,0.00006782045,0.00041874667,0.00021804763],"domain_scores_gemma":[0.9946136,0.0027196528,0.0014880962,0.00016994114,0.0009160589,0.00009264059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014463719,0.00010463744,0.00036036386,0.00006794168,0.00014854354,0.0000025568263,0.00018768145,0.00006979429,0.00010539363],"category_scores_gemma":[0.0036635916,0.00004547382,0.000028118784,0.000097396325,0.0004124394,0.00015410919,0.000039783,0.00051610125,0.000011646252],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015883708,0.00026626114,0.7440713,0.001109206,0.0003429328,0.000038308925,0.07444902,0.00003576695,0.0072644865,0.01578743,0.029129006,0.11162254],"study_design_scores_gemma":[0.008652206,0.0021279403,0.90663755,0.044316668,0.00015341923,0.00022673832,0.019363033,0.00002274274,0.00014974433,0.002055939,0.01616876,0.0001252501],"about_ca_topic_score_codex":0.0005845976,"about_ca_topic_score_gemma":0.000021323083,"teacher_disagreement_score":0.16256623,"about_ca_system_score_codex":0.0000737525,"about_ca_system_score_gemma":0.000101245016,"threshold_uncertainty_score":0.4385926},"labels":[],"label_agreement":null},{"id":"W2513937577","doi":"10.3138/ptc.2015-70","title":"Examining the Supply of and Demand for Physiotherapy in Saskatchewan: The Relationship between Where Physiotherapists Work and Population Health Need","year":2016,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Millar College of the Bible; Canadian Physiotherapy Association; Saskatchewan Health Authority","funders":"","keywords":"Work (physics); Physical therapy; Population; Supply and demand; Medicine; Physical medicine and rehabilitation; Nursing; Psychology; Engineering; Economics; Environmental health","score_opus":0.04752107429089683,"score_gpt":0.39569197169898845,"score_spread":0.3481708974080916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513937577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9656429,0.005216808,0.00018818595,0.026617657,0.00013906776,0.0020815972,0.000070911046,0.000025913263,0.000016916494],"genre_scores_gemma":[0.9947262,0.0009246672,0.0002113013,0.0029635187,0.00029594125,0.00021454314,0.000013824804,0.000058131285,0.0005918788],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972341,0.000750506,0.00070922344,0.0003611556,0.00031936294,0.00062567147],"domain_scores_gemma":[0.9933741,0.0054437392,0.0005277318,0.00043766768,0.00007738015,0.00013937725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008292745,0.00025733083,0.0005048547,0.00006894381,0.00086631405,0.000013159508,0.00022369044,0.000115065435,0.000032852175],"category_scores_gemma":[0.00005728626,0.0001382824,0.000036973954,0.00045215758,0.00013272325,0.00013138172,0.000031462077,0.0002544712,5.033723e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002041221,0.000013300196,0.9637305,0.00050498743,0.000028497043,1.3880594e-7,0.0047316686,0.000011596502,0.00024143803,0.00076044595,0.0044345637,0.025338722],"study_design_scores_gemma":[0.0018372727,0.00012238223,0.9852097,0.0018276181,0.0000044492085,2.1600646e-7,0.004040908,0.00002373337,0.00001633927,0.002890647,0.0038629288,0.000163785],"about_ca_topic_score_codex":0.46449116,"about_ca_topic_score_gemma":0.75173455,"teacher_disagreement_score":0.2872434,"about_ca_system_score_codex":0.00041756485,"about_ca_system_score_gemma":0.0007980563,"threshold_uncertainty_score":0.66630745},"labels":[],"label_agreement":null},{"id":"W2514148447","doi":"","title":"Dalhousie Medical Practice","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical practice; Business; Medicine; Medical education","score_opus":0.0485475788361353,"score_gpt":0.4925683585254373,"score_spread":0.444020779689302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2514148447","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014603179,0.00013978234,0.0020448102,0.17833155,0.0011767995,0.0004141477,0.000003395786,0.00042393908,0.8028624],"genre_scores_gemma":[0.56406105,0.0010040617,0.006229701,0.11018989,0.0017324617,0.00015920197,0.0000034632483,0.00005439073,0.31656575],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975622,0.0005352806,0.0004423294,0.00021492713,0.00058942236,0.0006558176],"domain_scores_gemma":[0.99536985,0.003441297,0.00012437286,0.00033852804,0.0002447992,0.00048113996],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013360361,0.000095253265,0.00015916763,0.000031173804,0.00036276953,0.000002514453,0.00023194261,0.00027654553,0.042863414],"category_scores_gemma":[0.006252891,0.000049367645,0.000026445985,0.00013713332,0.00006208623,0.00023425733,0.00015850247,0.000304516,0.018782744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013073834,0.000088347246,0.026840117,0.000077421195,0.000017103299,0.00006244341,0.0009756273,4.128079e-8,0.000041676543,0.14807087,0.71517706,0.10851853],"study_design_scores_gemma":[0.0006670136,0.00004114931,0.0014366108,0.00039787998,0.0000054627008,0.0000075354105,0.0012775848,0.0000054470647,0.000011372102,0.0007625205,0.99530697,0.00008043828],"about_ca_topic_score_codex":0.0005525026,"about_ca_topic_score_gemma":0.00043465235,"teacher_disagreement_score":0.5494579,"about_ca_system_score_codex":0.00012094976,"about_ca_system_score_gemma":0.00054098427,"threshold_uncertainty_score":0.9819812},"labels":[],"label_agreement":null},{"id":"W2515128700","doi":"10.1177/084456211504700405","title":"Better Care and Better Value for Canadians: A Review of RCT Studies of Nurse Interventions","year":2015,"lang":"en","type":"review","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Clair College; University of Windsor","funders":"","keywords":"Staffing; Nursing; Nursing shortage; Earnings; Psychology; Psychological intervention; Medical education; Medicine; Nurse education; Business","score_opus":0.5528907588715932,"score_gpt":0.6716943654832054,"score_spread":0.11880360661161216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515128700","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000715189,0.98935467,0.0000034565774,0.0038503355,0.0011482453,0.002970858,0.0007358469,0.0000030761357,0.0018619854],"genre_scores_gemma":[0.00006953043,0.9975063,0.0007861048,0.00031120636,0.0005941244,0.00012377014,0.000053123116,0.000076427445,0.0004793901],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99207777,0.0027994714,0.0027990758,0.0003067548,0.00073332357,0.0012836206],"domain_scores_gemma":[0.9873736,0.0018622826,0.0016095174,0.00052258815,0.0069474573,0.0016845777],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006769995,0.0003386048,0.0031728942,0.0016468148,0.00062542426,0.000014868902,0.0007086658,0.00044980325,0.00009178108],"category_scores_gemma":[0.0037119214,0.0002755318,0.00071335037,0.0008931015,0.00087913236,0.00011888151,0.0000357968,0.002058603,0.000008505435],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000007628925,0.000010762506,0.000057013523,0.28460848,0.00012795663,0.00002290654,0.004819819,1.05212244e-7,1.8758e-8,0.00016840416,0.21056394,0.49961293],"study_design_scores_gemma":[0.00018889445,0.0003447241,0.0000072862076,0.49990997,0.00050120417,0.000030657862,0.010109884,1.9663288e-7,4.1641407e-8,0.00042881005,0.48838353,0.000094808725],"about_ca_topic_score_codex":0.014619317,"about_ca_topic_score_gemma":0.03677609,"teacher_disagreement_score":0.49951813,"about_ca_system_score_codex":0.005371266,"about_ca_system_score_gemma":0.019414226,"threshold_uncertainty_score":0.99996966},"labels":[],"label_agreement":null},{"id":"W2515223577","doi":"10.1186/s12960-016-0145-4","title":"Examining the influence of country-level and health system factors on nursing and physician personnel production","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Goddard Space Flight Center; York University","keywords":"Health administration; Nursing research; Population; Health care; Health services research; Context (archaeology); Observational study; Nursing; Medicine; Psychology; Demographic economics; Public health; Environmental health; Economic growth; Geography; Economics","score_opus":0.12886240855051456,"score_gpt":0.4239139043740934,"score_spread":0.2950514958235788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515223577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877689,0.0009344607,0.000032841555,0.008071537,0.00024421743,0.0023692762,0.0001106545,0.00011164621,0.00035649142],"genre_scores_gemma":[0.9970753,0.00015088133,0.00010760515,0.0017950365,0.00036005882,0.000098231416,0.000007856285,0.000042250846,0.0003627657],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9968846,0.00057403237,0.0008213279,0.00050600833,0.0003432564,0.0008707983],"domain_scores_gemma":[0.99749964,0.00066275295,0.0009989794,0.00040935125,0.00013697233,0.0002923269],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001961053,0.00024471723,0.0005522062,0.00011922601,0.0034389512,0.000013052551,0.00016350835,0.00011862664,0.0000035463627],"category_scores_gemma":[0.00012496844,0.00014423965,0.000029599356,0.00017246726,0.0003197155,0.00011566059,0.000044741893,0.0002985397,0.0000031172362],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007451196,0.00029399345,0.32805824,0.02420383,0.000100122495,0.0000010063019,0.50115466,0.000099259065,0.00075948937,0.053469937,0.01786662,0.07324768],"study_design_scores_gemma":[0.0012696467,0.001568494,0.8256326,0.023550302,0.000017023358,0.0000037363461,0.13567875,0.00002940625,0.000018597979,0.00026256003,0.011729056,0.00023985925],"about_ca_topic_score_codex":0.0017698333,"about_ca_topic_score_gemma":0.0005113086,"teacher_disagreement_score":0.49757433,"about_ca_system_score_codex":0.0007708806,"about_ca_system_score_gemma":0.00024922076,"threshold_uncertainty_score":0.99785846},"labels":[],"label_agreement":null},{"id":"W2515386283","doi":"10.1111/1742-6723.12666","title":"The evolving role of international doctors in the Australian emergency medicine workforce","year":2016,"lang":"en","type":"article","venue":"Emergency Medicine Australasia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Family medicine; Medical emergency; Emergency medicine; Law","score_opus":0.07078151498645657,"score_gpt":0.4527186886347611,"score_spread":0.38193717364830454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515386283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56595814,0.005480216,0.000046670284,0.16703995,0.023881003,0.0023635083,0.000027720807,0.00014732753,0.23505549],"genre_scores_gemma":[0.906633,0.008194779,0.000024889676,0.00012119257,0.0027119645,0.00017343092,0.000016729387,0.000035991692,0.082088],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934886,0.0008329046,0.0028345878,0.00045343523,0.0012015183,0.0011889663],"domain_scores_gemma":[0.99653316,0.0009642308,0.0008906837,0.0008851092,0.0004737809,0.00025303257],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033440704,0.0003787759,0.00051859225,0.000213489,0.0006525029,0.0000014858741,0.0015121241,0.00025643394,0.046841342],"category_scores_gemma":[0.0023443347,0.00016240368,0.00011729053,0.0011116087,0.00044490994,0.00022751551,0.00012582022,0.0007930208,0.00020351038],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006442003,0.000038989187,0.51533115,0.00006718321,0.000034753008,0.0000027587566,0.008445748,0.0000025351712,0.0009697538,0.008736044,0.46322444,0.003082259],"study_design_scores_gemma":[0.0010738721,0.00025764696,0.3189804,0.0019294177,0.000047093334,0.000003025744,0.032650247,0.000020119158,0.00002738663,0.005394833,0.6394265,0.00018945502],"about_ca_topic_score_codex":0.0031381384,"about_ca_topic_score_gemma":0.0022250032,"teacher_disagreement_score":0.3406749,"about_ca_system_score_codex":0.00023469288,"about_ca_system_score_gemma":0.00012367796,"threshold_uncertainty_score":0.95403},"labels":[],"label_agreement":null},{"id":"W2516359718","doi":"10.1080/15562948.2016.1214993","title":"Ontario Healthcare Coverage Eligibility Among New Permanent Residents: A Scoping Review","year":2016,"lang":"en","type":"review","venue":"Journal of Immigrant & Refugee Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Health care; Grey literature; Public health; Peer review; Medicine; Health policy; Healthcare system; Family medicine; Environmental health; MEDLINE; Nursing; Business; Political science","score_opus":0.13153164829926883,"score_gpt":0.534110800714097,"score_spread":0.40257915241482817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2516359718","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001880007,0.9861153,0.000007852867,0.0026756758,0.0040287315,0.0063741775,0.000065723136,0.00005816213,0.00048641118],"genre_scores_gemma":[0.000015348023,0.9879172,0.00013928369,0.0017469287,0.0019804707,0.00019099886,0.00001776973,0.00011556921,0.007876435],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9835565,0.0033900375,0.008768089,0.0008739246,0.0016782748,0.0017331799],"domain_scores_gemma":[0.9833181,0.0024517102,0.01006412,0.0012628181,0.0019410521,0.0009622164],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0055299723,0.0012635759,0.010192765,0.0004599922,0.0012631506,0.000028465203,0.0011268333,0.0007499441,0.0005127104],"category_scores_gemma":[0.0024748142,0.00074575533,0.0020251472,0.0006289211,0.00023881486,0.00046583984,0.00068252493,0.0038910962,0.0005129643],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008816242,0.000057234363,0.0013482141,0.57739764,0.00096854754,0.0002392442,0.0025820122,8.326607e-8,2.3005658e-8,0.000059979437,0.081962995,0.3352959],"study_design_scores_gemma":[0.00043016663,0.00019226946,0.0001722992,0.50565434,0.00083131326,0.00006395092,0.00021894135,3.912439e-9,2.4048282e-8,0.00015300636,0.4919729,0.00031080705],"about_ca_topic_score_codex":0.018825058,"about_ca_topic_score_gemma":0.1643391,"teacher_disagreement_score":0.4100099,"about_ca_system_score_codex":0.007093266,"about_ca_system_score_gemma":0.012004085,"threshold_uncertainty_score":0.9994993},"labels":[],"label_agreement":null},{"id":"W2516880559","doi":"10.1002/cdq.12060","title":"Career Development of Chinese Canadian Professional Immigrants","year":2016,"lang":"en","type":"article","venue":"The Career Development Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Immigration; Prosperity; Career development; Vocational education; Professional development; Prejudice (legal term); Sociology; Political science; Context (archaeology); Public relations; Gender studies; Economic growth; Psychology; Pedagogy; Social psychology; Geography","score_opus":0.03843743469285247,"score_gpt":0.3469044580222157,"score_spread":0.3084670233293632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2516880559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9878501,0.00025903448,0.0001291348,0.0038320874,0.0023066604,0.0014773384,0.000059327293,0.00011044106,0.0039758473],"genre_scores_gemma":[0.98044276,0.000008989393,0.001961466,0.0009545154,0.00022091645,0.00048801373,0.00005144215,0.000055281667,0.01581664],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953804,0.00044450827,0.0014022242,0.0004594069,0.00079180236,0.0015216424],"domain_scores_gemma":[0.99718976,0.00047447003,0.0003885689,0.00067482627,0.00062400516,0.00064836175],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012257646,0.00043776806,0.0005415593,0.00024394182,0.0016090317,0.00000991682,0.00080608967,0.00030556595,0.001220686],"category_scores_gemma":[0.00007917756,0.00021750433,0.00008350323,0.00042693628,0.00013281546,0.00016085804,0.00008573896,0.0003355449,0.0014999805],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016691112,0.000080172926,0.5515679,0.00026420836,0.0001688996,0.000015725409,0.260601,5.333502e-7,0.0008917529,0.0003622331,0.013566561,0.17231408],"study_design_scores_gemma":[0.0014889985,0.00013012756,0.68668544,0.0013793963,0.000014116707,0.000003881125,0.01376275,0.000002560896,0.00026156302,0.00036770164,0.2953963,0.00050717796],"about_ca_topic_score_codex":0.022493843,"about_ca_topic_score_gemma":0.47200292,"teacher_disagreement_score":0.44950908,"about_ca_system_score_codex":0.0016690867,"about_ca_system_score_gemma":0.0077032386,"threshold_uncertainty_score":0.9996923},"labels":[],"label_agreement":null},{"id":"W2517732950","doi":"10.1177/084456211504700406","title":"Navigating Relationships: Nursing Teamwork in the Care of Older Adults","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; Vancouver Community College","funders":"","keywords":"Ethnography; Licensure; Workforce; Political science; Sociology; Politics; Ideology; Gender studies; Humanities; Nursing; Medicine; Anthropology","score_opus":0.2691199973243758,"score_gpt":0.5695943862124044,"score_spread":0.30047438888802863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2517732950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95433134,0.011028585,0.000018689176,0.011398169,0.0008664597,0.00070505944,0.000008347663,0.0000055421383,0.021637792],"genre_scores_gemma":[0.9986265,0.000019320287,0.0006597668,0.000095607065,0.0004962494,0.000008777901,0.0000050300905,0.000023922927,0.00006482709],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9933505,0.0035323054,0.00092553336,0.00015134545,0.0009436807,0.0010966415],"domain_scores_gemma":[0.9944106,0.0016394586,0.00034654795,0.000326261,0.0022943735,0.0009827791],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007840504,0.00011106396,0.00028402402,0.0003844292,0.0011813703,0.000027971362,0.000594987,0.0002439797,0.00004269603],"category_scores_gemma":[0.0036663036,0.00008723764,0.000056441757,0.001454589,0.00041989077,0.00018413704,0.000010134782,0.0046738638,0.000026284863],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00011658087,0.000043795368,0.16035323,0.00011800928,0.0000036600045,0.00008512816,0.72205627,0.00017289621,0.0000016044603,0.0011423415,0.032086413,0.08382006],"study_design_scores_gemma":[0.0009455143,0.00021884136,0.07157485,0.073752955,0.000009111618,0.000047128888,0.84758216,0.000070804344,0.000004516659,0.004334607,0.0013761257,0.00008339542],"about_ca_topic_score_codex":0.012180773,"about_ca_topic_score_gemma":0.01813995,"teacher_disagreement_score":0.12552586,"about_ca_system_score_codex":0.004033273,"about_ca_system_score_gemma":0.0061972854,"threshold_uncertainty_score":0.9997901},"labels":[],"label_agreement":null},{"id":"W2519491039","doi":"10.3402/ijch.v75.32159","title":"Assessing clinical support and inter-professional interactions among front-line primary care providers in remote communities in northern Canada: a pilot study","year":2016,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Institute for Circumpolar Health Research","funders":"Canadian Institutes of Health Research","keywords":"Front line; Government (linguistics); Nursing; Primary care; Health care; Medicine; Family medicine; Geography; Political science","score_opus":0.10205372524096619,"score_gpt":0.48091001293054725,"score_spread":0.3788562876895811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2519491039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813672,0.0006627629,0.00028838796,0.011463865,0.004791653,0.0009146408,0.00005269296,0.000018793344,0.00044001327],"genre_scores_gemma":[0.9942712,0.00043274363,0.00036218434,0.0041581797,0.0005264845,0.000015082599,0.000034478402,0.000037105685,0.00016253404],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99162143,0.00313765,0.0033500097,0.00028102496,0.00094272714,0.00066712615],"domain_scores_gemma":[0.9941287,0.0021942223,0.0018742044,0.00029147818,0.001058479,0.00045291168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004023516,0.0002611914,0.0008224056,0.0005780421,0.0003266556,0.00004346891,0.0006437288,0.00011298207,0.00012806192],"category_scores_gemma":[0.0007455055,0.00019914175,0.00007039215,0.00015420065,0.00015299318,0.0010969165,0.00030062775,0.002157392,0.0000074222453],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005702846,0.0004590064,0.942407,0.00016103317,0.000056810117,0.00016246605,0.011250882,0.000011828978,0.0000075801618,0.000019409075,0.0008544451,0.044039223],"study_design_scores_gemma":[0.004389543,0.001046658,0.89496845,0.006951623,0.000010932022,0.000046626457,0.08688654,0.000046941535,5.6372244e-7,0.00014191016,0.005339456,0.00017076307],"about_ca_topic_score_codex":0.6246749,"about_ca_topic_score_gemma":0.9859226,"teacher_disagreement_score":0.36124766,"about_ca_system_score_codex":0.0057151536,"about_ca_system_score_gemma":0.01127517,"threshold_uncertainty_score":0.9981017},"labels":[],"label_agreement":null},{"id":"W2520275528","doi":"10.1007/s40134-016-0184-6","title":"Radiologist Incomes: A Global Perspective","year":2016,"lang":"en","type":"article","venue":"Current Radiology Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Victoria Hospital; McGill University","funders":"","keywords":"Medicine; Incentive; Metropolitan area; Perspective (graphical); Radiology; Product (mathematics); Work (physics); Institution; Demographic economics; Economics; Market economy; Pathology; Law; Political science","score_opus":0.06828397359889433,"score_gpt":0.48415593972241705,"score_spread":0.41587196612352273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520275528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8339617,0.026133528,0.004916051,0.009840891,0.02783703,0.0030931975,0.00012240461,0.0013137879,0.09278139],"genre_scores_gemma":[0.99565613,0.00082657,0.00019537099,0.0005529651,0.0012208282,0.0002935616,0.000022096003,0.000023902125,0.0012085497],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953209,0.0010302893,0.0011969744,0.0009017155,0.00022935506,0.0013207207],"domain_scores_gemma":[0.9968418,0.0006347973,0.0008055065,0.0008917694,0.00040815648,0.00041800592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011048227,0.00034129724,0.00073856686,0.000082982246,0.00063745707,0.0000037824236,0.0002713533,0.00044882155,0.0007016396],"category_scores_gemma":[0.0018779323,0.00021071518,0.00015878625,0.0003284085,0.0005717253,0.00013480992,0.00022380064,0.0005347545,0.00070525904],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007362697,0.00005738553,0.8963364,0.000054422544,0.000039300903,0.00028739744,0.0005664947,0.0000011960838,0.000032878317,0.020352077,0.07210041,0.010098412],"study_design_scores_gemma":[0.0015081619,0.00030630652,0.289861,0.00095959986,0.00006364027,0.002037732,0.0029955464,0.00000926308,0.0000064081632,0.06933827,0.63229847,0.0006156371],"about_ca_topic_score_codex":0.0003994182,"about_ca_topic_score_gemma":0.00017409347,"teacher_disagreement_score":0.6064754,"about_ca_system_score_codex":0.002718127,"about_ca_system_score_gemma":0.0007678951,"threshold_uncertainty_score":0.9064913},"labels":[],"label_agreement":null},{"id":"W2520989217","doi":"10.1016/s1701-2163(16)32459-8","title":"Dichotomie qualité-quantité : Quel genre d'avenir souhaitons-nous?","year":2007,"lang":"fr","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Humanities; Medical education","score_opus":0.02781141916944048,"score_gpt":0.34749794791326455,"score_spread":0.3196865287438241,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520989217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69435424,0.1618603,0.0002464284,0.009385816,0.12349993,0.0006325122,0.00013408197,0.000015869718,0.00987081],"genre_scores_gemma":[0.9761439,0.004617222,0.0021751039,0.005878448,0.0006101679,0.000003932046,0.0000078924395,0.000067185414,0.010496169],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99273443,0.0010341944,0.0029152476,0.000387194,0.00093274907,0.0019961782],"domain_scores_gemma":[0.97379,0.02034192,0.0023903025,0.00039196943,0.0013598517,0.001725983],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004226884,0.00046144336,0.0012620486,0.0005598608,0.00097059645,0.000034505818,0.0005409027,0.0012838384,0.0020244243],"category_scores_gemma":[0.013030089,0.00044341685,0.00018414417,0.0012145601,0.00031151905,0.00024292133,0.00020496514,0.0030675218,0.00002504501],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008138993,0.00047699944,0.47611937,0.0018214625,0.00046829385,0.019393943,0.0035450633,0.00011333183,0.000009213406,0.019034853,0.16803144,0.31090465],"study_design_scores_gemma":[0.0028329105,0.0007666266,0.30707937,0.00022797027,0.00021131444,0.00021413538,0.012266207,0.0000650315,0.000014085675,0.0014059878,0.674491,0.00042538595],"about_ca_topic_score_codex":0.22569288,"about_ca_topic_score_gemma":0.5313,"teacher_disagreement_score":0.50645953,"about_ca_system_score_codex":0.0072795684,"about_ca_system_score_gemma":0.012255453,"threshold_uncertainty_score":0.99980175},"labels":[],"label_agreement":null},{"id":"W2523225320","doi":"10.7748/ns.31.4.28.s27","title":"Health visiting cuts only save problems for later","year":2016,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"LOOM; Economic shortage; Psychology; Operations management; Nursing; Medicine; Engineering; Computer science; Artificial intelligence; Government (linguistics)","score_opus":0.04876582334599817,"score_gpt":0.46101249340612405,"score_spread":0.4122466700601259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2523225320","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3193982,0.0041744313,0.11189393,0.4386035,0.012659983,0.0152953,0.0024104994,0.0025476834,0.09301651],"genre_scores_gemma":[0.96714586,0.00014468798,0.012265368,0.005051376,0.00130828,0.0002073372,0.000040476243,0.00013269843,0.013703942],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963352,0.00035687583,0.000839721,0.00047260267,0.00041274528,0.0015828371],"domain_scores_gemma":[0.99777967,0.0006707713,0.00041925485,0.00038670047,0.00036626533,0.00037734705],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001422489,0.00023981919,0.0005344351,0.0000994137,0.0015457539,0.000018403962,0.00018540381,0.00022589254,0.00027943111],"category_scores_gemma":[0.00023509633,0.0001667078,0.000091782334,0.00017058928,0.000107199085,0.0001711617,0.00003335378,0.00030337766,0.00017795607],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081108,0.00007069423,0.024235982,0.0010383644,0.000027547896,0.0000025945885,0.0123410905,0.0000038887847,0.00023380322,0.019964138,0.30719677,0.63407403],"study_design_scores_gemma":[0.0040182,0.0011007716,0.004489272,0.025838152,0.000022790124,0.000008814338,0.0023080353,0.00003175873,0.00015420189,0.02567204,0.9359324,0.00042358667],"about_ca_topic_score_codex":0.00009612152,"about_ca_topic_score_gemma":0.00022865427,"teacher_disagreement_score":0.64774764,"about_ca_system_score_codex":0.0021022381,"about_ca_system_score_gemma":0.0011583556,"threshold_uncertainty_score":0.9997541},"labels":[],"label_agreement":null},{"id":"W252381202","doi":"","title":"Evolution of an interdisciplinary curriculum.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural area; Obesity; Poverty; Gerontology; Population; Environmental health; Health care; Public health; Health equity; Disease; Rural health; Economic growth; Nursing","score_opus":0.03682982965971576,"score_gpt":0.4059174326897062,"score_spread":0.36908760302999044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W252381202","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8880805,0.00044333265,0.00011012866,0.00022754661,0.0011376622,0.0013673024,0.000007689017,0.000100568526,0.10852532],"genre_scores_gemma":[0.9961441,0.000008807314,0.00043111335,0.00011177867,0.00012865673,0.001291382,0.000007321324,0.000015117721,0.0018617249],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99793303,0.00056441076,0.00047181177,0.00020194497,0.00018575304,0.00064305926],"domain_scores_gemma":[0.99899936,0.00008778814,0.0002027645,0.00032637522,0.00013633035,0.00024739682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008809313,0.000099771314,0.00020398422,0.0000829765,0.00034818574,0.0000020698271,0.00014675889,0.0001454807,0.00020020998],"category_scores_gemma":[0.00021693239,0.000087437074,0.00004099855,0.0003052518,0.000049645347,0.00016353354,0.000101331876,0.00026897583,0.00009193247],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013448313,0.00070498185,0.7734692,0.0008334231,0.000030980693,0.000010930627,0.0044816113,0.0000612305,0.000019516443,0.12574065,0.028596086,0.065916926],"study_design_scores_gemma":[0.00094437384,0.000088901346,0.9269932,0.0001738289,0.000023172537,0.0000047443814,0.014924275,0.00013627231,0.00006556144,0.017483255,0.038948797,0.00021365],"about_ca_topic_score_codex":0.00024301007,"about_ca_topic_score_gemma":0.00021327763,"teacher_disagreement_score":0.15352398,"about_ca_system_score_codex":0.00039013207,"about_ca_system_score_gemma":0.00009755392,"threshold_uncertainty_score":0.35655805},"labels":[],"label_agreement":null},{"id":"W2523918970","doi":"10.1186/s12960-016-0155-2","title":"A synthesis of recent analyses of human resources for health requirements and labour market dynamics in high-income OECD countries","year":2016,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Dalhousie University","funders":"World Health Organization","keywords":"Social policy; Health services research; Health administration; Public health; Health economics; Economics; Dynamics (music); Human resources; Labour economics; Business; Health care; Economic growth; Sociology; Medicine; Market economy","score_opus":0.08194656665014832,"score_gpt":0.4671944954571183,"score_spread":0.38524792880696995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2523918970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.976677,0.002278306,0.00010392549,0.013457254,0.0001960256,0.0043196282,0.0021741337,0.00010052791,0.00069321116],"genre_scores_gemma":[0.98967326,0.0038634124,0.0015508248,0.001722945,0.00023766431,0.0007321724,0.00005417102,0.00011453198,0.0020510247],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9922349,0.0014142203,0.003210686,0.0007694721,0.0006581873,0.0017125331],"domain_scores_gemma":[0.9923116,0.0029897399,0.0029282472,0.0007920251,0.00044242828,0.0005359535],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0053626457,0.00045461234,0.0019118686,0.0006797377,0.0016234823,0.000016464015,0.0005204247,0.00032479718,0.0004550777],"category_scores_gemma":[0.0005744285,0.00035619765,0.0001528962,0.0003529219,0.00042110946,0.00015494961,0.00021376989,0.00029544663,0.000004692704],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005694377,0.0008929195,0.7995044,0.062965535,0.00039601748,0.0000038107933,0.020605136,0.000012308769,0.00035362144,0.054272044,0.03326806,0.022031762],"study_design_scores_gemma":[0.013447373,0.0072921216,0.5988423,0.025711158,0.00016086931,0.0000031757822,0.019549452,0.00023504789,0.000322361,0.014725357,0.3184855,0.0012252694],"about_ca_topic_score_codex":0.010611251,"about_ca_topic_score_gemma":0.028944414,"teacher_disagreement_score":0.28521743,"about_ca_system_score_codex":0.0019324832,"about_ca_system_score_gemma":0.0005613941,"threshold_uncertainty_score":0.999889},"labels":[],"label_agreement":null},{"id":"W2528503826","doi":"10.2196/resprot.5831","title":"Assessing the Impact and Cost of Short-Term Health Workforce in Remote Indigenous Communities in Australia: A Mixed Methods Study Protocol","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Australian Primary Health Care Research Institute, Australian National University","keywords":"Workforce; Staffing; Indigenous; Community health; Population; Health care; Population health; Medicine; Per capita; Health services research; Workload; Business; Nursing; Environmental health; Public health; Economic growth","score_opus":0.5952421557117709,"score_gpt":0.7482942141203561,"score_spread":0.15305205840858527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528503826","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2286454,0.000008441733,0.00006654718,0.0004891412,0.000009430386,0.7702879,0.0000128509955,0.000041704643,0.00043858396],"genre_scores_gemma":[0.14617294,0.000004209896,0.0010656373,0.000040114537,0.000058090525,0.8521379,0.0000029552825,0.000050671773,0.0004674438],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.96081394,0.033091314,0.0020222482,0.00049883,0.0010450531,0.0025286458],"domain_scores_gemma":[0.99132615,0.00587968,0.000508825,0.0013755669,0.00047754296,0.00043222922],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.033225644,0.00037197015,0.0009782852,0.0006998914,0.0012404808,0.00010602789,0.0010455353,0.00034219644,0.00020078206],"category_scores_gemma":[0.0006701619,0.00020437998,0.000070128684,0.0016721146,0.00064193114,0.00052234664,0.0009794711,0.0029198409,0.000018792638],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097032,0.0009997592,0.733843,0.0018472845,0.000014933704,0.00001994087,0.04194113,0.0000053560884,0.00014430155,0.00005649143,0.0008382811,0.21931916],"study_design_scores_gemma":[0.006952985,0.003899242,0.855117,0.039144,0.000001369295,0.0000063748635,0.07548954,0.0000751716,0.00007218872,0.0013351219,0.017594252,0.00031272884],"about_ca_topic_score_codex":0.02243363,"about_ca_topic_score_gemma":0.015951168,"teacher_disagreement_score":0.21900643,"about_ca_system_score_codex":0.0018080915,"about_ca_system_score_gemma":0.002059618,"threshold_uncertainty_score":0.99938047},"labels":[],"label_agreement":null},{"id":"W2529819038","doi":"","title":"Transfer Students from Community Colleges to an Ontario University: Graduation Rates and Degrees Awarded","year":2016,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Community college; Transfer (computing); Medical education; Mathematics education; Psychology; Political science; Medicine; Mathematics; Computer science","score_opus":0.12172571585777316,"score_gpt":0.4498847183314919,"score_spread":0.32815900247371876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2529819038","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97970074,0.000042533473,0.0000057559914,0.0016643933,0.00046852752,0.0026604827,0.0004350723,0.00006688736,0.0149556035],"genre_scores_gemma":[0.98566383,0.0034056695,0.00047897705,0.00035718005,0.00015885978,0.00012909628,0.00025172083,0.00005846835,0.009496196],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99278957,0.004292896,0.0007131901,0.0007821773,0.00039166235,0.001030495],"domain_scores_gemma":[0.9955119,0.002244936,0.00012809425,0.0011854261,0.00029349668,0.00063618144],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0032913398,0.0003474108,0.0007369433,0.00046041794,0.0014560876,0.00006486087,0.001185736,0.00076750823,0.00029412392],"category_scores_gemma":[0.0002375342,0.0003513853,0.000069381196,0.00013094702,0.00025057682,0.000235897,0.0018678483,0.0037034976,0.000043845088],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013275365,0.00034740593,0.9287045,0.0003542436,0.00016116233,0.000027448694,0.03591243,0.00039024962,0.000060986127,0.00061468215,0.00040299527,0.031696383],"study_design_scores_gemma":[0.0033386375,0.00048710158,0.83351713,0.0036568835,0.0000369928,8.460065e-7,0.056742687,0.00024159082,0.000036461424,0.004574628,0.096597,0.0007700221],"about_ca_topic_score_codex":0.14111307,"about_ca_topic_score_gemma":0.6879558,"teacher_disagreement_score":0.54684275,"about_ca_system_score_codex":0.0054758945,"about_ca_system_score_gemma":0.002033518,"threshold_uncertainty_score":0.9998938},"labels":[],"label_agreement":null},{"id":"W2530226153","doi":"10.1186/s12992-016-0198-0","title":"Empirically evaluating the WHO global code of practice on the international recruitment of health personnel’s impact on four high-income countries four years after adoption","year":2016,"lang":"en","type":"article","venue":"Globalization and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Calgary; McMaster University","funders":"Canadian Institutes of Health Research; Norges Forskningsråd; Pierre Elliott Trudeau Foundation","keywords":"Social policy; Health services research; Public health; Health administration; Code of practice; Health economics; Health policy; Public economics; Political science; Medicine; Economics; Nursing; Law","score_opus":0.17981340193619813,"score_gpt":0.5189721230173859,"score_spread":0.33915872108118783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530226153","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7019089,0.0008824474,0.0016219963,0.2880481,0.0010991965,0.0036902342,0.00095917174,0.00006934632,0.0017206037],"genre_scores_gemma":[0.9693326,0.0025796988,0.00048678566,0.027048275,0.00018055897,0.00013690573,0.00002404231,0.000017778742,0.00019340181],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99472815,0.002094091,0.0011821301,0.00034307333,0.00108047,0.00057206384],"domain_scores_gemma":[0.9958427,0.001258011,0.001641821,0.00042326076,0.0006345025,0.00019973367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0054927827,0.00022276334,0.00045584087,0.0000660667,0.0006553597,0.000021350263,0.00028041526,0.00013652386,0.0003440244],"category_scores_gemma":[0.0009754032,0.000114467155,0.00007703553,0.0003391095,0.0001291802,0.0001565358,0.00010609131,0.00022404888,0.0000511667],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0051997826,0.00036494763,0.5076504,0.0010092668,0.00025411826,0.0000045131724,0.017239429,0.0006248301,0.000004503278,0.35796586,0.05661602,0.053066358],"study_design_scores_gemma":[0.0021437248,0.0030280035,0.944493,0.004992063,0.000031430245,0.000009797563,0.0056716264,0.00067741884,0.0000016864948,0.0020027286,0.036761764,0.00018675937],"about_ca_topic_score_codex":0.0031736426,"about_ca_topic_score_gemma":0.0008468026,"teacher_disagreement_score":0.43684262,"about_ca_system_score_codex":0.002106331,"about_ca_system_score_gemma":0.0014882076,"threshold_uncertainty_score":0.55079824},"labels":[],"label_agreement":null},{"id":"W2530636186","doi":"10.1177/0840470416658903","title":"Four persistent rural healthcare challenges","year":2016,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Regional Municipality of Durham","funders":"","keywords":"Demographics; Health care; Health professionals; Rural area; Rural population; Healthcare system; Population; Public relations; Economic growth; Political science; Medicine; Sociology; Environmental health","score_opus":0.18214284128164598,"score_gpt":0.47217044042236894,"score_spread":0.29002759914072296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530636186","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.0009185e-7,0.8598742,0.000014338654,0.087231435,0.0058785765,0.011978405,0.00043394623,0.000919636,0.033668783],"genre_scores_gemma":[0.00004728073,0.95559496,0.0002893139,0.006626579,0.0015809711,0.004925716,0.0004264479,0.0004441374,0.030064605],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9833788,0.003851426,0.003887811,0.0019253369,0.0015253044,0.005431286],"domain_scores_gemma":[0.99181366,0.00084753305,0.0023335163,0.0028811973,0.00049412623,0.0016299414],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0020172268,0.0018177393,0.0047206217,0.00098878,0.0027072434,0.000039833925,0.0017623614,0.0029096818,0.0009923902],"category_scores_gemma":[0.000081781094,0.0013624121,0.0017944796,0.0008310236,0.00015848658,0.00023940553,0.0018186934,0.0038468323,0.01005268],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002752147,0.00003866146,0.000046604928,0.21746564,0.0002920715,0.00008290019,0.00033024515,4.97562e-8,4.970967e-10,0.050554074,0.040212322,0.6909499],"study_design_scores_gemma":[0.0006103857,0.00033017807,0.00001730286,0.1854469,0.0003757791,0.000024955993,0.011478246,0.0000010541754,2.036227e-9,0.00093962305,0.79985774,0.00091784226],"about_ca_topic_score_codex":0.0010408768,"about_ca_topic_score_gemma":0.0020318485,"teacher_disagreement_score":0.7596454,"about_ca_system_score_codex":0.0047366894,"about_ca_system_score_gemma":0.0011980521,"threshold_uncertainty_score":0.99992085},"labels":[],"label_agreement":null},{"id":"W2530677075","doi":"10.12927/hcpap.2016.24771","title":"Health System Regionalization – the New Zealand Experience","year":2016,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Healthcare system; Health care; Balance (ability); Business; Key (lock); Population; State (computer science); Public relations; Economic growth; Public administration; Political science; Medicine; Economics; Environmental health; Computer science","score_opus":0.07081822484148874,"score_gpt":0.41091061047271116,"score_spread":0.3400923856312224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530677075","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19978003,0.000601338,0.0013813571,0.7899859,0.0020019931,0.0037460022,0.00009202681,0.0007808265,0.0016304954],"genre_scores_gemma":[0.110664606,0.00079004077,0.00048000788,0.8598388,0.00025962022,0.0011546758,0.00006689853,0.00015893532,0.026586438],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900582,0.002113174,0.0021419073,0.0014026758,0.0012741933,0.0030098553],"domain_scores_gemma":[0.99187213,0.0025585287,0.0011717777,0.0017815221,0.00036433485,0.0022516937],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023754607,0.0007321024,0.0011562032,0.00026688247,0.0035630348,0.000051774095,0.0010213947,0.00046718284,0.000543507],"category_scores_gemma":[0.0006698729,0.00045270205,0.0002036082,0.0012988203,0.00009696125,0.00030780904,0.00049478817,0.00072553905,0.0034396665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009769602,0.00008198838,0.017515931,0.0002840928,0.000024588962,0.000009373289,0.034343556,0.00000791728,0.000044476175,0.012072846,0.9293031,0.0053351633],"study_design_scores_gemma":[0.0024293053,0.0009413312,0.0133287255,0.00006884514,0.000017798293,0.0000406464,0.0052258363,0.00010430144,0.000014714444,0.00011943654,0.97718346,0.00052559254],"about_ca_topic_score_codex":0.011630891,"about_ca_topic_score_gemma":0.011127438,"teacher_disagreement_score":0.08911543,"about_ca_system_score_codex":0.0052097426,"about_ca_system_score_gemma":0.0023866878,"threshold_uncertainty_score":0.99979246},"labels":[],"label_agreement":null},{"id":"W2530763695","doi":"10.7759/cureus.826","title":"Rural Medical Education in New Zealand","year":2016,"lang":"en","type":"editorial","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Scarcity; Medical education; Rural health; Rural area; Family medicine","score_opus":0.018423241640206676,"score_gpt":0.46601256227596616,"score_spread":0.44758932063575946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530763695","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00052325707,0.004050504,0.0000037837692,0.005782836,0.96280175,0.00084418285,0.000059379607,0.00012455284,0.025809737],"genre_scores_gemma":[0.000049348393,0.0033209035,0.000061190054,0.0006379697,0.7700131,0.00008869877,0.00044023548,0.000055805536,0.22533277],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99584484,0.0005385414,0.0009789586,0.00040510588,0.0012316314,0.001000935],"domain_scores_gemma":[0.996144,0.0017342627,0.00041137706,0.0005981313,0.0002729852,0.00083924],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00087914505,0.00032904485,0.00061577826,0.00011628,0.00019781271,0.0000093303815,0.0006541075,0.003373694,0.008891769],"category_scores_gemma":[0.0055145132,0.0002494372,0.00006948653,0.0001711812,0.00005411963,0.000118141936,0.00020520437,0.0024227204,0.002810585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060528157,0.00005261932,0.005972342,0.00018755038,0.000007894477,0.0000054252096,0.0005180263,1.949572e-8,1.96105e-7,0.0003387135,0.98212844,0.01072823],"study_design_scores_gemma":[0.0010792315,0.00005130577,0.0004607456,0.007855228,0.000013363197,5.5395776e-7,0.0003538215,8.556905e-7,1.2429847e-7,0.0023183764,0.9876281,0.00023829161],"about_ca_topic_score_codex":0.020010693,"about_ca_topic_score_gemma":0.027585793,"teacher_disagreement_score":0.19952302,"about_ca_system_score_codex":0.0014563188,"about_ca_system_score_gemma":0.04347679,"threshold_uncertainty_score":0.99999577},"labels":[],"label_agreement":null},{"id":"W2530839268","doi":"10.12927/hcpap.2016.24768","title":"What Can We Learn from the UK’s “Natural Experiments” of the Benefits of Regions?","year":2016,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Natural experiment; Corporate governance; Service (business); Political science; Business; Regional science; Public administration; Public economics; Economics; Sociology; Geography; Marketing; Finance; Medicine","score_opus":0.09039533171626357,"score_gpt":0.38966536765006055,"score_spread":0.299270035933797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530839268","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15435345,0.008150064,0.0000042827423,0.8225123,0.008162883,0.004841678,0.001212836,0.00017562478,0.00058682746],"genre_scores_gemma":[0.009743496,0.0063519087,0.00014418371,0.96332467,0.0011544987,0.0011443727,0.00047606303,0.00032512244,0.017335707],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98632336,0.0034402458,0.003129651,0.0017421542,0.0021388447,0.003225749],"domain_scores_gemma":[0.98474926,0.006795526,0.0030824984,0.0040180995,0.0007130959,0.0006415441],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0014739436,0.001356078,0.0023700472,0.00029146313,0.0022726462,0.000064389766,0.0029251927,0.0020753688,0.0011088359],"category_scores_gemma":[0.000700432,0.0007910628,0.0007551195,0.0010766633,0.00030693764,0.00025534286,0.0016954838,0.0051929965,0.00057831116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077927747,0.00007889423,0.0033276493,0.0005262086,0.00017016815,0.000011838306,0.033455115,0.000004081675,0.000061646504,0.0005258187,0.9585538,0.0025054887],"study_design_scores_gemma":[0.0018591654,0.0005699203,0.00367133,0.00037458504,0.00013933897,0.000008568232,0.0061925123,0.000009889596,0.000117722506,0.00024750544,0.9860379,0.00077154126],"about_ca_topic_score_codex":0.017778821,"about_ca_topic_score_gemma":0.016222639,"teacher_disagreement_score":0.14460996,"about_ca_system_score_codex":0.0026821052,"about_ca_system_score_gemma":0.0018763294,"threshold_uncertainty_score":0.999919},"labels":[],"label_agreement":null},{"id":"W2531121435","doi":"10.3402/gha.v9.32735","title":"‘Why do an MPH?’ Motivations and intentions of physicians undertaking postgraduate public health training at the University of Cape Town","year":2016,"lang":"en","type":"article","venue":"Global Health Action","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Center on Minority Health and Health Disparities; National Institute on Minority Health and Health Disparities; National Research Foundation","keywords":"Incentive; Attractiveness; Public health; Medical education; Benchmarking; Quarter (Canadian coin); Medicine; Psychology; Nursing; Public relations; Family medicine; Political science; Business; Marketing","score_opus":0.15863771648545794,"score_gpt":0.43518117075286855,"score_spread":0.2765434542674106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531121435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8722544,0.00079497206,0.008411844,0.11259603,0.00093871774,0.0015306539,0.00051589997,0.00016097816,0.0027965424],"genre_scores_gemma":[0.9935654,0.0012426266,0.00046168955,0.0042812983,0.00009747551,0.000007401244,0.000048217815,0.0000147884275,0.000281123],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9964822,0.001108756,0.00073119457,0.000369844,0.00040577623,0.0009022465],"domain_scores_gemma":[0.9972713,0.00034307098,0.0011847484,0.00042656416,0.00040997082,0.00036433013],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012575474,0.0001802711,0.0004363213,0.00009902908,0.0023246496,0.0000069359567,0.00021159505,0.00014017349,0.0001710141],"category_scores_gemma":[0.00017050559,0.00013683143,0.00007682471,0.00066361594,0.00028722666,0.00041942063,0.00012634983,0.00025451856,0.000013512392],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044054713,0.0005075047,0.13847838,0.0015718188,0.00012976023,0.0000016413188,0.030920787,0.000046479792,0.00061262335,0.0560621,0.07246325,0.6987651],"study_design_scores_gemma":[0.00381951,0.0016592024,0.64263964,0.0047926204,0.0000610817,0.000027297754,0.13521643,0.00042516284,0.00002639761,0.007345781,0.20348056,0.00050631],"about_ca_topic_score_codex":0.015286098,"about_ca_topic_score_gemma":0.04071755,"teacher_disagreement_score":0.6982588,"about_ca_system_score_codex":0.0020715776,"about_ca_system_score_gemma":0.0015116236,"threshold_uncertainty_score":0.9989742},"labels":[],"label_agreement":null},{"id":"W2533168215","doi":"10.1177/0844562116663951","title":"Migrant Nurses and Federal Caregiver Programs in Canada","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; University of Alberta","keywords":"Workforce; Immigration; Immigration policy; Health human resources; Human resources; Health care; Human services; Nursing; Health policy; Economic growth; Political science; Public relations; Business; Medicine; Economics","score_opus":0.19588860810613468,"score_gpt":0.4886695195698303,"score_spread":0.2927809114636956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2533168215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727355,0.0025860064,0.0000020237296,0.019808855,0.000994829,0.0004103233,0.000011258492,0.000003246445,0.0034479178],"genre_scores_gemma":[0.99791217,0.00009106986,0.000060691647,0.00014344066,0.00024254905,0.000008305378,7.7401756e-7,0.00001895327,0.0015220505],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965269,0.000779803,0.00051586906,0.00016568096,0.00054413,0.0014676334],"domain_scores_gemma":[0.9968057,0.0005786856,0.00012655382,0.00016415767,0.00070745934,0.0016174287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013373157,0.00010708176,0.00027151348,0.0003624023,0.000733317,0.000025957313,0.00027142203,0.00011343159,0.00016110572],"category_scores_gemma":[0.00046540276,0.000074546966,0.000025306334,0.00041298682,0.00031843066,0.00014123012,0.000012206611,0.00091306196,0.00001199183],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00009443511,0.000014493356,0.6541506,0.00005721868,0.0000063307693,0.0006194355,0.017092876,0.0000013287901,0.000023502891,0.00032648485,0.08465053,0.24296275],"study_design_scores_gemma":[0.0036739996,0.000677144,0.50570947,0.045091927,0.00001225207,0.0002807074,0.19230299,0.000023619234,0.000018020271,0.005617599,0.24620171,0.00039054782],"about_ca_topic_score_codex":0.98389274,"about_ca_topic_score_gemma":0.99895287,"teacher_disagreement_score":0.2425722,"about_ca_system_score_codex":0.010111318,"about_ca_system_score_gemma":0.026694914,"threshold_uncertainty_score":0.9936887},"labels":[],"label_agreement":null},{"id":"W2536149610","doi":"10.18590/mjm.2016.vol2.iss4.4","title":"Contribution of Medical Education to Rural Health","year":2016,"lang":"en","type":"article","venue":"Marshall Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accountability; Rural health; Rural area; Rural management; Health education; Medical practice; Rural community; Public relations; Business; Medicine; Economic growth; Medical education; Nursing; Public health; Political science; Rural development; Geography; Economics","score_opus":0.03610866161146244,"score_gpt":0.4764282031308226,"score_spread":0.4403195415193602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536149610","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42996168,0.0034618794,0.00264217,0.5591993,0.0032381092,0.0005291871,0.000005466508,0.000016594808,0.0009456383],"genre_scores_gemma":[0.9767201,0.0018693402,0.00030976272,0.018351013,0.0020290304,0.000009124874,0.0000047012422,0.000013682115,0.0006932569],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954974,0.0007139181,0.0018028098,0.000101068865,0.0014052138,0.0004795733],"domain_scores_gemma":[0.995523,0.0006568878,0.0013236208,0.0002071303,0.0012705502,0.0010188629],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005688649,0.00012369009,0.0006597875,0.00025085532,0.00013664771,0.0000010155633,0.00037553694,0.00018614547,0.0030753103],"category_scores_gemma":[0.0056981673,0.00006672908,0.00005591969,0.00027846516,0.00011794682,0.00009499618,0.00006893256,0.0004271732,0.00005954329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010261264,0.00024235738,0.08013556,0.00041238754,0.00004774603,0.000013257656,0.004343067,9.0683204e-7,0.0007293662,0.020402515,0.5670352,0.32561153],"study_design_scores_gemma":[0.013859268,0.0058298577,0.23717795,0.075800836,0.00007143765,0.0002486938,0.008949011,0.000013150927,0.00009635254,0.008514973,0.649181,0.0002574359],"about_ca_topic_score_codex":0.0008867287,"about_ca_topic_score_gemma":0.00031200759,"teacher_disagreement_score":0.5467584,"about_ca_system_score_codex":0.00058311375,"about_ca_system_score_gemma":0.0025683057,"threshold_uncertainty_score":0.997836},"labels":[],"label_agreement":null},{"id":"W2539477710","doi":"10.3138/ptc.2016-23e","title":"Demographic Characteristics of Applicants to, and Students of, Ontario Physiotherapy Education Programs, 2004–2014: Trends in Gender, Geographical Location, Aboriginal Identity, and Immigrant Status","year":2016,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Immigration; Identity (music); Location; Medicine; Physical therapy; Gerontology; Geography","score_opus":0.015732505892123574,"score_gpt":0.4063172550174178,"score_spread":0.39058474912529423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2539477710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99659085,0.0015444445,0.00008144216,0.000393146,0.00029325334,0.00096456043,0.00006771171,0.00001708422,0.000047531987],"genre_scores_gemma":[0.9959082,0.0025674328,0.00026618104,0.0005813162,0.00008773522,0.00020047012,0.000033401917,0.000033635803,0.00032165408],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99736226,0.00017020853,0.00077493256,0.00043435508,0.0006223855,0.0006358583],"domain_scores_gemma":[0.9984475,0.00008779533,0.00041691668,0.00036720245,0.00031920767,0.00036138287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027008378,0.00025635387,0.00054515107,0.00037166654,0.00016370726,0.000012163489,0.00024704306,0.000116839015,0.00014621785],"category_scores_gemma":[0.000006389568,0.00020614995,0.000036656766,0.0009112764,0.00013596886,0.0001582269,0.000039910774,0.00020141638,0.0000012533494],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024693916,0.00030624509,0.93019694,0.00029628957,0.000046781603,5.685896e-7,0.00230714,4.5753845e-7,0.0011955638,0.00060180033,0.0009947302,0.06380652],"study_design_scores_gemma":[0.0013289824,0.00017567314,0.9740261,0.00064463506,0.000012819285,5.7382306e-7,0.0004520054,0.0000039721053,0.00003053074,0.0005460555,0.022574855,0.00020380475],"about_ca_topic_score_codex":0.97081757,"about_ca_topic_score_gemma":0.98374456,"teacher_disagreement_score":0.063602716,"about_ca_system_score_codex":0.00065425655,"about_ca_system_score_gemma":0.0032097304,"threshold_uncertainty_score":0.8406551},"labels":[],"label_agreement":null},{"id":"W2541547984","doi":"10.1007/978-3-319-40424-0_9","title":"Health and Social Inequities of Visible Minority Immigrant Women in St. John’s: A Critical Population Health Perspective","year":2016,"lang":"en","type":"book-chapter","venue":"International perspectives on migration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Carleton University","funders":"","keywords":"Immigration; Social capital; Restructuring; Mental health; Economic growth; Population; Cultural capital; Social determinants of health; Sociology; Political science; Health care; Medicine; Environmental health; Social science","score_opus":0.03695154051443889,"score_gpt":0.42615073866757414,"score_spread":0.38919919815313525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2541547984","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15415138,0.017754678,0.00036998768,0.3277702,0.0034625472,0.007914014,0.005581375,0.000477169,0.48251864],"genre_scores_gemma":[0.9293599,0.0037947542,0.00023457366,0.0020884238,0.0013822826,0.0001889517,0.00035378573,0.000080644444,0.0625167],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99561644,0.00046510613,0.0014540188,0.00081539765,0.0008773847,0.0007716417],"domain_scores_gemma":[0.99669725,0.0006953752,0.0011520393,0.00023673786,0.0009542195,0.00026438007],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001199133,0.00044817282,0.0010552247,0.0008461781,0.00051443937,0.00002482598,0.00022812148,0.00046051366,0.00060852617],"category_scores_gemma":[0.0004904681,0.00041637066,0.00013736807,0.000087447464,0.00027084228,0.0003210442,0.00010828911,0.00093298795,0.00004371811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006916119,0.00012973855,0.0036713853,0.00045098327,0.00007156786,0.000002564155,0.11459851,0.000002034209,0.000004074292,0.87535745,0.0030841886,0.0019358789],"study_design_scores_gemma":[0.004315183,0.0033655323,0.06083998,0.010295586,0.000031330925,0.000010550138,0.4508353,0.00020996798,0.0000026104062,0.40632924,0.062474687,0.001290061],"about_ca_topic_score_codex":0.01114259,"about_ca_topic_score_gemma":0.014630969,"teacher_disagreement_score":0.77520853,"about_ca_system_score_codex":0.010684275,"about_ca_system_score_gemma":0.0010715341,"threshold_uncertainty_score":0.9998288},"labels":[],"label_agreement":null},{"id":"W2542813023","doi":"10.1177/084456211504700403","title":"Developing a Web Site: A Strategy for Employment Integration of Internationally Educated Nurses","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Psychological intervention; Economic evaluation; Specialty; Nursing; Randomized controlled trial; Medicine; Health care; Psychology; Family medicine; Political science; Surgery","score_opus":0.4720286579567882,"score_gpt":0.6087251630962024,"score_spread":0.13669650513941417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2542813023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718446,0.0013197144,0.0010240615,0.014826912,0.0023444202,0.0009940937,0.00004194126,0.000009348857,0.007594884],"genre_scores_gemma":[0.9946811,0.000022843189,0.002720167,0.00012885034,0.00046799798,0.000025161416,0.000022924132,0.000023616874,0.001907309],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99706006,0.000590307,0.0008387328,0.00013680839,0.0006136991,0.00076038745],"domain_scores_gemma":[0.9919374,0.0005945145,0.00036035245,0.00014446164,0.005955603,0.0010076547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032072817,0.0001051233,0.0002736889,0.00094391673,0.0004308438,0.000034137607,0.00035040197,0.00015109664,0.00007561347],"category_scores_gemma":[0.0022654503,0.00009459839,0.000056546087,0.0005890557,0.00019125071,0.00018882721,0.000010936038,0.00072862965,0.000021578184],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0011871901,0.00022653148,0.03307038,0.0003560405,0.00009263812,0.00006247908,0.10697856,0.00051235914,0.0013870437,0.061902534,0.64699966,0.14722459],"study_design_scores_gemma":[0.008685987,0.0061514447,0.04643167,0.07788512,0.00011122578,0.00023262571,0.5006359,0.0043416694,0.0011651429,0.14609902,0.20740111,0.0008590461],"about_ca_topic_score_codex":0.007821166,"about_ca_topic_score_gemma":0.03442744,"teacher_disagreement_score":0.43959856,"about_ca_system_score_codex":0.0053668185,"about_ca_system_score_gemma":0.030484982,"threshold_uncertainty_score":0.99878585},"labels":[],"label_agreement":null},{"id":"W2543787901","doi":"","title":"A review of the recruitment and retention strategies of rural and northern physicians in Manitoba, Canada","year":2015,"lang":"en","type":"review","venue":"Global Health: Annual Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Rural area; Economic shortage; Promotion (chess); Medicine; Curriculum; Rural health; Health care; Nursing; Political science; Medical education; Family medicine","score_opus":0.14508294471654917,"score_gpt":0.4842953867942073,"score_spread":0.3392124420776581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543787901","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000036008292,0.9802652,3.6396557e-7,0.0017407115,0.00063577417,0.013591035,0.0020956611,0.000017624814,0.0016176372],"genre_scores_gemma":[0.000015329453,0.9943617,0.00002893926,0.0045682057,0.00009513045,0.0006281334,0.00020803396,0.00003336739,0.00006116574],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99018323,0.0038848545,0.0037862586,0.00046018872,0.0007678518,0.0009176273],"domain_scores_gemma":[0.9941967,0.0002591845,0.0037012203,0.00082809356,0.00066974567,0.00034501462],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003025691,0.00062351977,0.005062729,0.00004527213,0.00023095155,0.000005012952,0.0005096574,0.00029190822,0.000019375215],"category_scores_gemma":[0.0002843881,0.0004137759,0.0002765403,0.0011607619,0.00017489152,0.00013223386,0.00038606144,0.0008641389,0.000008354621],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030572712,0.000016603482,0.00011491966,0.4909621,0.000017474596,9.848133e-7,0.00007855749,2.5119384e-8,5.1598276e-10,0.00037437578,0.012102968,0.49632895],"study_design_scores_gemma":[0.00009847552,0.00007167845,0.000116248586,0.48637614,0.00019369465,0.000011152391,0.0016199466,9.599003e-8,8.237155e-10,0.000097329095,0.5112955,0.0001197752],"about_ca_topic_score_codex":0.55593675,"about_ca_topic_score_gemma":0.870616,"teacher_disagreement_score":0.4991925,"about_ca_system_score_codex":0.0030906007,"about_ca_system_score_gemma":0.018330177,"threshold_uncertainty_score":0.9998314},"labels":[],"label_agreement":null},{"id":"W2546788896","doi":"","title":"How Global Are We","year":2010,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Health care; Globalization; Medicine; Economic growth; Political science; Nursing","score_opus":0.06628246633916345,"score_gpt":0.4601038301427537,"score_spread":0.39382136380359023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546788896","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36066192,0.00025108748,0.0002820118,0.15806921,0.005590345,0.0009133387,0.000043652046,0.0007194684,0.47346896],"genre_scores_gemma":[0.9104763,0.00006526688,0.0032393984,0.0050543784,0.0008179227,0.00005624343,0.0000059924428,0.000014710007,0.08026977],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846745,0.000114965136,0.00023852293,0.00023446874,0.00022175223,0.0007228608],"domain_scores_gemma":[0.99881566,0.00013309983,0.00013941243,0.0004308524,0.00015375952,0.00032721536],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002362013,0.00013242953,0.00019912596,0.000019796862,0.0005480332,0.00001657179,0.00023272808,0.00031409497,0.0033682045],"category_scores_gemma":[0.00017579351,0.00010198226,0.00004306005,0.0002277373,0.000050589584,0.00012032525,0.00011757331,0.00071576075,0.0019420923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020728125,0.00003166811,0.39790007,0.00014206715,0.0000057823067,0.000008695579,0.00024925717,2.3656455e-7,0.00006503021,0.11720887,0.47855586,0.005811715],"study_design_scores_gemma":[0.00033851582,0.000019766205,0.031365234,0.00010964702,0.0000045192105,0.00000243153,0.004511106,0.000029800454,0.000014972863,0.005379254,0.95810586,0.00011892168],"about_ca_topic_score_codex":0.00042813364,"about_ca_topic_score_gemma":0.008698204,"teacher_disagreement_score":0.5498144,"about_ca_system_score_codex":0.00010102869,"about_ca_system_score_gemma":0.00015385274,"threshold_uncertainty_score":0.998835},"labels":[],"label_agreement":null},{"id":"W2547731634","doi":"10.1177/084456211404600303","title":"A Scoping Review of the Literature on Internationally Educated Nurses in Canada: Mapping a Research Agenda","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; University of Ottawa; Canadian Institutes of Health Research","funders":"","keywords":"Documentation; Workforce; Immigration; Humanities; Political science; Library science; Sociology; Art; Computer science","score_opus":0.40002198314111836,"score_gpt":0.6269672248749816,"score_spread":0.2269452417338632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547731634","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016199939,0.97812724,2.2500103e-7,0.0061113117,0.0038563202,0.0036155605,0.00008750949,0.0000025690827,0.008037269],"genre_scores_gemma":[0.00052504725,0.9960397,0.000026585412,0.0005615148,0.0008281176,0.00009736515,0.00002883252,0.00007315302,0.0018196753],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9792611,0.0129565,0.0028821158,0.000409333,0.0024912646,0.0019996723],"domain_scores_gemma":[0.9864525,0.0054779504,0.0013890237,0.0008282842,0.0047532506,0.0010989786],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.016232401,0.00034544323,0.0021591631,0.0029853026,0.0010933952,0.000056591536,0.002278899,0.0004570708,0.00027636735],"category_scores_gemma":[0.012314279,0.00024084035,0.00032536397,0.0052418145,0.00042006484,0.000097421005,0.0000871765,0.010294806,0.000031016563],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001585446,0.00003171948,0.00020473106,0.31500632,0.000036153295,0.00018556752,0.0036381227,0.0000020921132,9.453713e-8,0.00042163613,0.27663136,0.40382636],"study_design_scores_gemma":[0.00009467029,0.000049335245,0.00008386744,0.58620995,0.000017020044,0.000050670533,0.0012852546,8.602593e-7,5.4490197e-8,0.00012517993,0.41199285,0.00009031086],"about_ca_topic_score_codex":0.64839655,"about_ca_topic_score_gemma":0.9277592,"teacher_disagreement_score":0.40373605,"about_ca_system_score_codex":0.028735492,"about_ca_system_score_gemma":0.2285785,"threshold_uncertainty_score":0.9960054},"labels":[],"label_agreement":null},{"id":"W2547740290","doi":"10.22159/jcr.2016v3i4.14130","title":"A scoping review of need and unmet need for community based physiotherapy in Canada","year":2016,"lang":"en","type":"review","venue":"Research Explorer (The University of Manchester)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Normative; Thematic analysis; Categorization; Population; Health care; Gerontology; Needs assessment; Service (business); Nursing; Family medicine; Qualitative research; Environmental health; Business; Computer science; Political science","score_opus":0.2843640866063217,"score_gpt":0.5130583444904393,"score_spread":0.22869425788411762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547740290","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00082386466,0.98955584,0.00003530629,0.0013004721,0.000079392514,0.007954693,0.0001410099,0.000012464451,0.000096989075],"genre_scores_gemma":[0.00016335993,0.99907416,0.0001975376,0.00031505263,0.000040792544,0.000067144225,0.000054629807,0.000038831662,0.000048516722],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99021685,0.007177606,0.0008362139,0.00030377263,0.000642525,0.00082304043],"domain_scores_gemma":[0.9878477,0.009692012,0.00070983253,0.0010180478,0.00052789407,0.00020450536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050715767,0.00028661013,0.0020648967,0.00030864665,0.00077734794,0.0000031665486,0.0011238902,0.00023004993,0.00019326298],"category_scores_gemma":[0.00044159824,0.00020973933,0.0002079167,0.0007433605,0.00038134152,0.00010427922,0.00047926276,0.0014218751,0.000012912879],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001227974,0.000050475053,0.00031347777,0.8883979,0.000060161467,0.000004131149,0.0038754183,3.1610801e-7,7.0988955e-7,0.00006271677,0.007018559,0.100093365],"study_design_scores_gemma":[0.00065375055,0.00007601045,0.00004832489,0.6218242,0.000040830557,2.5154205e-7,0.010737652,0.000004097034,4.2759763e-7,0.000036374284,0.36645582,0.00012228225],"about_ca_topic_score_codex":0.18238832,"about_ca_topic_score_gemma":0.113452286,"teacher_disagreement_score":0.35943726,"about_ca_system_score_codex":0.0017254368,"about_ca_system_score_gemma":0.008481657,"threshold_uncertainty_score":0.99713933},"labels":[],"label_agreement":null},{"id":"W2547745212","doi":"","title":"Perceptions of the Impact of Online Learning as a Distance-Based Learning Model on the Professional Practices of Working Nurses in Northern Ontario.","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Distance education; Educational technology; Professional development; Electronic learning; Perception; Psychology; Professional learning community; Faculty development; Online learning; Blended learning; Technology integration; Medical education; Mathematics education; Pedagogy; Computer science; Medicine; Multimedia","score_opus":0.04216052652522797,"score_gpt":0.40135128009217996,"score_spread":0.359190753566952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2547745212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99269545,0.00030177087,0.000042267402,0.006042893,0.00015677186,0.00022838972,0.0000056518506,0.000010651445,0.00051613274],"genre_scores_gemma":[0.99721485,0.000046715624,0.00013300113,0.000024314977,0.00002992317,0.0000068819727,0.0000014262603,0.000018536219,0.002524319],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99776244,0.0007070774,0.00074579293,0.00014076944,0.00021056949,0.0004333486],"domain_scores_gemma":[0.99578166,0.0010914219,0.0024038667,0.00016598929,0.00041296877,0.00014406882],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00085718295,0.00014409961,0.00040922497,0.00047523543,0.000600031,0.000003849887,0.00031279612,0.00027854642,0.00016010253],"category_scores_gemma":[0.0037628473,0.00007381875,0.000101099235,0.00051095797,0.00042915076,0.000063994856,0.000037575257,0.0025578416,0.0000020360287],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012224128,0.000038827246,0.97815067,0.000035174,0.000026991816,0.0000049903706,0.003707982,0.011616531,0.00057900266,0.0005338415,0.00004755452,0.0051361816],"study_design_scores_gemma":[0.0036679376,0.0036049988,0.798846,0.031368002,0.00012900455,0.00005760824,0.13441886,0.0040238257,0.00019100358,0.0046383413,0.018608782,0.00044562563],"about_ca_topic_score_codex":0.025096983,"about_ca_topic_score_gemma":0.55855596,"teacher_disagreement_score":0.533459,"about_ca_system_score_codex":0.0005481271,"about_ca_system_score_gemma":0.0048379935,"threshold_uncertainty_score":0.9997433},"labels":[],"label_agreement":null},{"id":"W2549599341","doi":"","title":"Navigating otherness and belonging : A comparative case study of IMGs’ professional integration in Canada and Sweden","year":2015,"lang":"en","type":"article","venue":"DiVA (Mälardalen University College)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Sociology","score_opus":0.06715178756532827,"score_gpt":0.3916818561303912,"score_spread":0.32453006856506295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2549599341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99746203,0.000096775024,0.000009309756,0.00026786645,0.00019754196,0.0013560544,0.00015415248,0.000018047513,0.00043819702],"genre_scores_gemma":[0.9989824,0.0000058369233,0.00014947947,0.00005488979,0.000019803256,0.0000053534236,0.0000089251225,0.000008263452,0.0007650123],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99799836,0.00077341567,0.0003452461,0.00027341023,0.00028996897,0.0003195806],"domain_scores_gemma":[0.9987014,0.00040921615,0.00024237712,0.00014454116,0.00027417098,0.0002283275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004662372,0.00015324206,0.00039542618,0.00007258125,0.0005298667,0.0000029869504,0.000111961606,0.000090234294,0.000026735126],"category_scores_gemma":[0.000045481876,0.00015242674,0.000010018158,0.00041024393,0.000058678237,0.00019197719,0.00025633344,0.00053114025,0.0000013622904],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028212462,0.00013194628,0.8534835,0.00013010926,0.000025003581,0.0012273842,0.14272751,0.000051017563,0.000011701528,0.0006658212,0.00059949956,0.00066440477],"study_design_scores_gemma":[0.0030157645,0.000138078,0.06022756,0.00088339776,0.000022467719,0.000042444866,0.93387675,0.0014108596,0.000013465467,0.000033531505,0.00018778972,0.00014786467],"about_ca_topic_score_codex":0.95819664,"about_ca_topic_score_gemma":0.9882392,"teacher_disagreement_score":0.7932559,"about_ca_system_score_codex":0.0010207526,"about_ca_system_score_gemma":0.0013540786,"threshold_uncertainty_score":0.6215782},"labels":[],"label_agreement":null},{"id":"W2549898305","doi":"10.1111/ijn.12484","title":"Experiences of Australian and New Zealand new nursing and midwifery graduates looking for employment","year":2016,"lang":"en","type":"article","venue":"International Journal of Nursing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graduation (instrument); Practicum; Workforce; Nursing; Theme (computing); Qualitative research; Career Pathways; Medicine; Medical education; Psychology; Sociology; Political science","score_opus":0.1327973850644204,"score_gpt":0.5208885927629667,"score_spread":0.3880912076985463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2549898305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7275288,0.002170812,0.007225747,0.25601104,0.005729183,0.00046303312,0.0000072845055,0.00002118768,0.00084289623],"genre_scores_gemma":[0.97692263,0.0007944444,0.015688,0.0005731745,0.0013827722,0.000004691229,0.0000012340753,0.000019862297,0.004613173],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820065,0.0001772618,0.0007499361,0.00015093977,0.0004451292,0.0002760638],"domain_scores_gemma":[0.99575704,0.0020805714,0.0011758135,0.00007706735,0.00062978483,0.0002797368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006763872,0.000120732126,0.0002459564,0.00015477012,0.00015851231,0.000035081368,0.0001892886,0.00009110259,0.00004923915],"category_scores_gemma":[0.0014087892,0.00008628923,0.00004517238,0.000060427243,0.00012922523,0.00089080876,0.000021861542,0.00020426762,0.0000017932429],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004620762,0.0003613794,0.013543702,0.00006774447,0.00028195223,0.000032728793,0.1879937,0.000013804405,0.0026945274,0.004843573,0.17970565,0.6058405],"study_design_scores_gemma":[0.012744881,0.0024793718,0.015422427,0.067866564,0.00056634593,0.001881371,0.26287466,0.00007094463,0.0041111466,0.07240732,0.5589307,0.0006442343],"about_ca_topic_score_codex":0.00019478754,"about_ca_topic_score_gemma":0.000008870722,"teacher_disagreement_score":0.60519624,"about_ca_system_score_codex":0.00029484252,"about_ca_system_score_gemma":0.0003930548,"threshold_uncertainty_score":0.35187724},"labels":[],"label_agreement":null},{"id":"W2551754450","doi":"","title":"The Lived Experiences of Immigrant Canadian Women with the Healthcare System","year":2016,"lang":"en","type":"article","venue":"ScholarWorks (Walden University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Lived experience; Health care; Healthcare system; Gender studies; Political science; Sociology; Psychology","score_opus":0.01973636209706539,"score_gpt":0.2926307988763064,"score_spread":0.27289443677924097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2551754450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97511345,0.00056777254,0.00005035632,0.013560758,0.0004994554,0.0010014392,0.000018361196,0.00009221557,0.009096181],"genre_scores_gemma":[0.98708224,0.00016217884,0.000034524346,0.00038200096,0.00009866575,0.000034555094,0.0000012438935,0.00001880209,0.0121857915],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9966989,0.0011287635,0.00030903483,0.000309546,0.0003789444,0.0011747928],"domain_scores_gemma":[0.9971914,0.0007667885,0.0003236019,0.00069124036,0.00043072537,0.00059618783],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010269788,0.00018963526,0.0002771172,0.00016689856,0.0039749853,0.000023296188,0.001014614,0.00022775072,0.00014269729],"category_scores_gemma":[0.00007523132,0.00008673427,0.00004680901,0.00087330485,0.00038670696,0.00025861076,0.00013953849,0.0006268415,0.000109009234],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032758967,0.000060231985,0.111053266,0.00090673345,0.00033747737,0.00037165591,0.73849905,0.00002017413,0.00011248024,0.11123744,0.01459758,0.019528007],"study_design_scores_gemma":[0.0005637265,0.00014412025,0.0044983146,0.0010148754,0.00001379967,0.0000028861732,0.79999703,0.0000035121725,0.0000106603375,0.000023311868,0.19359982,0.0001279495],"about_ca_topic_score_codex":0.06324642,"about_ca_topic_score_gemma":0.24710846,"teacher_disagreement_score":0.18386205,"about_ca_system_score_codex":0.0018005428,"about_ca_system_score_gemma":0.0014540494,"threshold_uncertainty_score":0.9973217},"labels":[],"label_agreement":null},{"id":"W2552138869","doi":"10.1097/01.ogx.0000508481.20460.e9","title":"Temporal Trends in Late Preterm and Early Term Birth Rates in 6 High-Income Countries in North America and Europe and Association With Clinician-Initiated Obstetric Interventions","year":2016,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Medicine; Psychological intervention; Cesarean delivery; Preterm labor; Obstetrics; Pediatrics; Pregnancy; Fetus; Nursing","score_opus":0.06648407637754253,"score_gpt":0.3871728203311069,"score_spread":0.3206887439535644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2552138869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99586457,0.0018106742,0.000004331678,0.0008106859,0.0002587116,0.00075619423,0.00018391944,0.00007600095,0.00023493078],"genre_scores_gemma":[0.99670804,0.0017155918,0.000108277214,0.00025284014,0.000021164975,0.00009277599,0.00005200453,0.000026879685,0.0010224431],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9929526,0.0035914513,0.0014381403,0.0007002968,0.00032903682,0.0009884678],"domain_scores_gemma":[0.9773658,0.021322358,0.00059329526,0.00019788812,0.00020628433,0.000314361],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0013652984,0.0003301923,0.000965632,0.0007963496,0.00020515452,0.000050318195,0.00017361666,0.00046607267,0.00022749531],"category_scores_gemma":[0.011365259,0.00021152754,0.000039216528,0.003643689,0.00024247536,0.00031542726,0.00026717648,0.00085125916,0.00004347757],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080893,0.00015990029,0.99141747,0.0001076485,0.000016206024,0.00009576721,0.00033229007,0.0000023343712,9.2556104e-7,0.00003661962,0.00003495514,0.0074877674],"study_design_scores_gemma":[0.0039583854,0.0011734122,0.993067,0.0005728717,0.00001364874,5.952334e-7,0.00007167863,0.00003808015,3.0785523e-7,0.000074431206,0.000744416,0.00028513567],"about_ca_topic_score_codex":0.0032785633,"about_ca_topic_score_gemma":0.041624658,"teacher_disagreement_score":0.038346093,"about_ca_system_score_codex":0.0006529869,"about_ca_system_score_gemma":0.000086461376,"threshold_uncertainty_score":0.9969624},"labels":[],"label_agreement":null},{"id":"W2552146394","doi":"10.71781/7164","title":"Être médecin diplômé à l’étranger au Québec : des parcours contrastés d’intégration professionnelle","year":2015,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Université de Montréal; Ministère de la Santé; Ministère de la Santé et des Services sociaux; Université Laval","keywords":"Humanities; Political science; Sociology; Philosophy","score_opus":0.017292508641799126,"score_gpt":0.2835779893244804,"score_spread":0.2662854806826813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2552146394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8877243,0.04685929,0.00019730376,0.0035207183,0.0061684237,0.0025421737,0.00028404433,0.00034409852,0.052359648],"genre_scores_gemma":[0.832773,0.0014193198,0.0010345088,0.00032353756,0.0010163406,0.00022116833,0.0015706938,0.00012334663,0.16151814],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9911977,0.002121154,0.0016148987,0.0013406054,0.001672841,0.0020528117],"domain_scores_gemma":[0.9928543,0.0008678294,0.0014650916,0.00089879375,0.0020303777,0.0018835928],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0013848149,0.001168146,0.0012716312,0.000431284,0.031170553,0.00006161738,0.0008666793,0.0023946296,0.00070342125],"category_scores_gemma":[0.00060425466,0.0012455498,0.0005209206,0.000856793,0.0009803079,0.0009182457,0.00032647786,0.0023270121,0.0009821601],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00653326,0.0015320437,0.31199148,0.0035386046,0.00085047557,0.0027209197,0.58552504,0.0027730847,0.0050780936,0.023004264,0.029546995,0.026905738],"study_design_scores_gemma":[0.0045243595,0.00043775863,0.30007595,0.0076735076,0.0010128669,0.00035621427,0.5842618,0.0016135857,0.0010812437,0.0017906317,0.09558086,0.0015912609],"about_ca_topic_score_codex":0.7829685,"about_ca_topic_score_gemma":0.8281755,"teacher_disagreement_score":0.10915849,"about_ca_system_score_codex":0.050285548,"about_ca_system_score_gemma":0.035241242,"threshold_uncertainty_score":0.99997467},"labels":[],"label_agreement":null},{"id":"W2554339347","doi":"10.18192/riss-ijhs.v6i1.1374","title":"Planning and Delivery of Health Services - An Article Review on Urban Aboriginal Mobility in Canada: Examining the Association With Healthcare Utilization","year":2016,"lang":"en","type":"article","venue":"Revue interdisciplinaire des sciences de la santé - Interdisciplinary Journal of Health Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Health care; Healthcare service; Health services; Healthcare delivery; Health care delivery; Service (business); Medicine; Business; Nursing; Family medicine; Environmental health; Economic growth; Marketing; Population","score_opus":0.08328797999256919,"score_gpt":0.47974491026034843,"score_spread":0.39645693026777923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2554339347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9555931,0.026711585,0.00026324435,0.015823875,0.00040296072,0.0007497165,0.00002093719,0.000017778497,0.00041679843],"genre_scores_gemma":[0.9930421,0.0044709523,0.0008365186,0.0014759643,0.00011776733,0.000026112652,0.0000012350616,0.000014473652,0.000014858711],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9896917,0.0050305366,0.0024798803,0.00056094374,0.0010636768,0.0011733124],"domain_scores_gemma":[0.9922279,0.003010561,0.0036472753,0.00030612122,0.00042920944,0.00037890766],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.025563767,0.00029003446,0.00097221654,0.00032703357,0.0034237283,0.000048354897,0.000967679,0.00010505287,0.000027187274],"category_scores_gemma":[0.00018328233,0.00015638457,0.00006299517,0.0013570627,0.0014468365,0.0010345108,0.00034154783,0.00066955923,0.0000013102858],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017977205,0.00010656675,0.9221647,0.0036484906,0.000012357953,0.000015685015,0.03953958,0.00037663695,0.0000131214065,0.00037287493,0.0004148914,0.03315535],"study_design_scores_gemma":[0.000551876,0.0041983444,0.7972688,0.09671547,0.000015092669,0.00013051668,0.0967028,0.0010721122,0.000015203347,0.0030089705,0.00012992446,0.00019086746],"about_ca_topic_score_codex":0.051874258,"about_ca_topic_score_gemma":0.2913947,"teacher_disagreement_score":0.23952045,"about_ca_system_score_codex":0.004727744,"about_ca_system_score_gemma":0.009014779,"threshold_uncertainty_score":0.99909294},"labels":[],"label_agreement":null},{"id":"W2555874344","doi":"10.1503/cmaj.109-5335","title":"Provincial economic crisis concerns Newfoundland and Labrador doctors","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Primary care; Medicine; Geography; Economic growth; Family medicine; Economics","score_opus":0.017726145007338566,"score_gpt":0.35485310269965226,"score_spread":0.3371269576923137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2555874344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.820332,0.00020076151,0.000028130868,0.16798082,0.003629377,0.0003195873,0.0002401308,0.00004142533,0.007227803],"genre_scores_gemma":[0.9649327,0.00058253884,0.00006195047,0.022282263,0.0074677723,0.000019873767,0.0000058107316,0.000026137921,0.0046209637],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99721396,0.000485337,0.00065617944,0.00018687607,0.0005687373,0.000888903],"domain_scores_gemma":[0.9958825,0.0006717889,0.0003707643,0.00009703768,0.00021588051,0.0027620466],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019077252,0.00012727181,0.00026439683,0.000119340104,0.00095544744,0.000035879235,0.0001852133,0.00056235626,0.013027612],"category_scores_gemma":[0.0014444711,0.000089784495,0.000046814323,0.00007343796,0.000049896084,0.00020144299,0.000030279305,0.0007890596,0.00073311554],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000100830075,0.0000032302094,0.5176363,0.0000105980425,0.000025343925,0.000039793482,0.00059481745,1.04229294e-7,8.953347e-7,0.0014926558,0.4629348,0.017251408],"study_design_scores_gemma":[0.0013297093,0.000045066034,0.07437656,0.00020947705,0.000012589564,0.000028123246,0.0012219285,0.000013373497,4.3401408e-7,0.00062421395,0.922013,0.00012555657],"about_ca_topic_score_codex":0.10367305,"about_ca_topic_score_gemma":0.72932655,"teacher_disagreement_score":0.6256535,"about_ca_system_score_codex":0.0063678017,"about_ca_system_score_gemma":0.007447456,"threshold_uncertainty_score":0.9981794},"labels":[],"label_agreement":null},{"id":"W2556587082","doi":"10.7759/cureus.866","title":"Rural Community as Context and Teacher for Health Professions Education","year":2016,"lang":"en","type":"review","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Context (archaeology); Community health; Medicine; Curriculum; Rural health; Health education; Rural area; Community engagement; Health care; Medical education; Workforce; Economic growth; Nursing; Public health; Public relations; Sociology; Pedagogy; Political science; Geography","score_opus":0.17116449301901,"score_gpt":0.5736824972096841,"score_spread":0.40251800419067413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2556587082","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003675423,0.9752786,0.000027961,0.0032301801,0.002864515,0.009120645,0.0002863563,0.00017806063,0.00897689],"genre_scores_gemma":[0.000078169476,0.9483383,0.00020553717,0.002823129,0.0009604488,0.0039417683,0.00051935046,0.000115587725,0.0430177],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925785,0.004409018,0.0014214054,0.00034659263,0.00019734206,0.0010471195],"domain_scores_gemma":[0.9945459,0.0022165661,0.0013208044,0.001027054,0.00027587375,0.00061379554],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0019538617,0.0005268263,0.001973404,0.00010791142,0.0031384798,0.000014844297,0.0005176069,0.00094385754,0.00069466885],"category_scores_gemma":[0.0008888989,0.0003523626,0.00022743532,0.00017265452,0.00013151192,0.00014028017,0.0003291524,0.0020904136,0.00072198274],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014091224,0.00012493924,0.0000574908,0.032316804,0.000036944093,9.019977e-8,0.0022194178,4.7450277e-10,1.2434369e-8,0.006227236,0.17485479,0.7841482],"study_design_scores_gemma":[0.0003276383,0.00015669585,0.000023282799,0.12442783,0.00009889328,0.000005813395,0.010343239,1.6897712e-7,9.804291e-9,0.0016968246,0.8626469,0.00027271913],"about_ca_topic_score_codex":0.003998664,"about_ca_topic_score_gemma":0.0016365651,"teacher_disagreement_score":0.78387547,"about_ca_system_score_codex":0.0014434815,"about_ca_system_score_gemma":0.006954729,"threshold_uncertainty_score":0.99989283},"labels":[],"label_agreement":null},{"id":"W2557264879","doi":"","title":"The Regionalized Health Care System and Access for Mobile Populations in Southern Ontario","year":2016,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Context (archaeology); Geography; Corporate governance; Business; Health policy; Population; Environmental planning; Environmental health; Economic growth; Medicine","score_opus":0.05913574032292951,"score_gpt":0.42106010624691653,"score_spread":0.361924365923987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2557264879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86820096,0.023684774,0.0001104217,0.00337045,0.0024923522,0.010544295,0.0005005051,0.00018658025,0.09090969],"genre_scores_gemma":[0.7193769,0.0012339246,0.00088190165,0.000078619225,0.00013618142,0.00008309845,0.0009733034,0.00006064479,0.27717543],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9982893,0.0003141715,0.0003316735,0.00033650344,0.00023189925,0.00049648416],"domain_scores_gemma":[0.9979788,0.00031987374,0.0008455906,0.00036090752,0.0003362781,0.00015853778],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036438514,0.00020323537,0.00053351594,0.000050830044,0.0018954816,0.00000953475,0.0004034641,0.00037651838,0.0009524785],"category_scores_gemma":[0.000021334508,0.00017730964,0.00010075213,0.00005239488,0.00005284935,0.00019843741,0.000083417624,0.00026514946,0.000012924691],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024582886,0.000039417137,0.036233895,0.0068539656,0.00008515547,0.0000036501992,0.8959656,0.0000054271077,0.0000026192697,0.0104312,0.010161004,0.03775978],"study_design_scores_gemma":[0.0015434367,0.000113264876,0.12810796,0.0033147226,0.00004450145,2.878282e-7,0.82612234,0.000017064096,1.2022086e-7,0.000058848233,0.040495917,0.0001815495],"about_ca_topic_score_codex":0.9550943,"about_ca_topic_score_gemma":0.9982626,"teacher_disagreement_score":0.18626574,"about_ca_system_score_codex":0.0043137567,"about_ca_system_score_gemma":0.001473382,"threshold_uncertainty_score":0.9999608},"labels":[],"label_agreement":null},{"id":"W2557391915","doi":"10.1007/978-94-6300-806-8_18","title":"Rural Clinical Education through the Lens of Community Engagement","year":2016,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Community engagement; Medical education; Medicine; Rural community; Pedagogy; Psychology; Sociology; Political science; Public relations; Socioeconomics","score_opus":0.21349221573368302,"score_gpt":0.4676358900019541,"score_spread":0.2541436742682711,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2557391915","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019538277,0.0004267362,0.000015524038,0.0048254374,0.00737248,0.0024465383,0.00010619253,0.00017712495,0.98267615],"genre_scores_gemma":[0.025909312,0.00021653074,0.00020762348,0.011147321,0.0017570565,0.000091601214,0.00010856311,0.00013794313,0.96042407],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926885,0.0032736834,0.002230085,0.00032029662,0.0006841498,0.00080330897],"domain_scores_gemma":[0.9914132,0.00331503,0.00186722,0.0022104746,0.000985991,0.00020808332],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040839664,0.0005281278,0.0009679446,0.00011323632,0.0018288366,0.00003455378,0.000990925,0.001292629,0.0017143987],"category_scores_gemma":[0.00057123456,0.0003383244,0.00041524082,0.000032988097,0.0009352632,0.00022611859,0.0006673508,0.005308972,0.000487931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009055398,0.000047798367,0.0001553933,0.0003620788,0.00013948153,8.925681e-7,0.0091432575,1.0172202e-7,0.0000018387693,0.40225357,0.54582906,0.04197594],"study_design_scores_gemma":[0.0005308054,0.0001646397,0.0002547042,0.0025186713,0.0001184292,0.0000018019429,0.011724024,2.6499376e-7,0.0000014309312,0.07506096,0.9093395,0.00028474955],"about_ca_topic_score_codex":0.0014858213,"about_ca_topic_score_gemma":0.0007473739,"teacher_disagreement_score":0.36351043,"about_ca_system_score_codex":0.0004937141,"about_ca_system_score_gemma":0.0024493851,"threshold_uncertainty_score":0.9999069},"labels":[],"label_agreement":null},{"id":"W2558180733","doi":"","title":"Transportation for Seniors in a Rural Community: Can the Nursing Home Play a Role?","year":2016,"lang":"en","type":"article","venue":"Journal of New Brunswick Studies / Revue d’études sur le Nouveau-Brunswick","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton; Mount Allison University","funders":"","keywords":"Quality of life (healthcare); Gerontology; Nursing homes; Population; Business; Medicine; Environmental health; Nursing","score_opus":0.05955669181185362,"score_gpt":0.3738639503664392,"score_spread":0.3143072585545856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558180733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9344166,0.0056991004,0.0001814663,0.05483209,0.002305928,0.0020701392,0.000032350115,0.000086420834,0.00037589553],"genre_scores_gemma":[0.9897037,0.0035932593,0.0012534313,0.0018440103,0.0015101791,0.00004656781,0.000014377866,0.00012977891,0.00190469],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992481,0.0016056,0.0031752773,0.00037943557,0.0007188682,0.0016398084],"domain_scores_gemma":[0.98992133,0.0051090196,0.0023861383,0.00076442875,0.0013666751,0.00045240996],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0035716095,0.00065905874,0.0017906275,0.0004550831,0.0020464407,0.000034146375,0.0010719673,0.0003954689,0.000029967754],"category_scores_gemma":[0.0011554501,0.00042332363,0.00052172743,0.0008454445,0.00038059172,0.0005813251,0.0000943547,0.0021035627,0.000021294818],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041917507,0.0014368303,0.47567183,0.0022621967,0.0012818491,0.0001497491,0.4235609,0.00039401348,0.0009575964,0.022361962,0.045539513,0.022191811],"study_design_scores_gemma":[0.018115805,0.0022411833,0.44999245,0.028221129,0.00051383587,0.00018636056,0.39684924,0.000071496375,0.00011851799,0.008965102,0.09347277,0.0012520974],"about_ca_topic_score_codex":0.03694118,"about_ca_topic_score_gemma":0.38073546,"teacher_disagreement_score":0.3437943,"about_ca_system_score_codex":0.002094402,"about_ca_system_score_gemma":0.008591801,"threshold_uncertainty_score":0.99982184},"labels":[],"label_agreement":null},{"id":"W2558966796","doi":"","title":"Proving My Competency One Test at a Time: Internationally Educated Nurses and the Canadian English Language Benchmark Assessment for Nurses","year":2016,"lang":"en","type":"article","venue":"QSpace (Queen's University Library)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Language assessment; Medical education; Test of English as a Foreign Language; Benchmark (surveying); Psychology; Medicine; Nursing; Mathematics education; Geography","score_opus":0.008210246812563283,"score_gpt":0.2821622597022119,"score_spread":0.27395201288964866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558966796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5020208,0.00008287875,0.000025412059,0.35818297,0.0015334198,0.0041379547,0.0008071539,0.00041878753,0.13279067],"genre_scores_gemma":[0.564327,0.00008974922,0.0021578283,0.0010878828,0.00026596186,0.000025206944,0.00015429703,0.00003627612,0.43185577],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99801075,0.0003997865,0.00024338231,0.00040382612,0.00024684225,0.00069543556],"domain_scores_gemma":[0.99639344,0.0023285346,0.00024609035,0.00035508996,0.00021307783,0.00046378517],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018599023,0.0002223819,0.00031715268,0.00021562315,0.0015350601,0.000041670624,0.00046786535,0.00018963033,0.001710037],"category_scores_gemma":[0.00041052693,0.00016317116,0.00007248699,0.00026670098,0.00029506275,0.000734747,0.00027017752,0.0002970528,0.00008065916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039621847,0.00013462348,0.26508522,0.00022647569,0.0001005674,0.000027342094,0.014664448,0.0000010701004,0.000023459108,0.047636382,0.67066485,0.0010393801],"study_design_scores_gemma":[0.0045985775,0.00021510298,0.09477799,0.0015074506,0.00010834826,5.106328e-7,0.023529284,0.00003545698,0.000074612566,0.0008115617,0.87387496,0.0004661584],"about_ca_topic_score_codex":0.15871967,"about_ca_topic_score_gemma":0.08889718,"teacher_disagreement_score":0.3570951,"about_ca_system_score_codex":0.0010649362,"about_ca_system_score_gemma":0.0022934258,"threshold_uncertainty_score":0.9997648},"labels":[],"label_agreement":null},{"id":"W2559042958","doi":"10.1177/0844562116680715","title":"Strategic Workforce Planning for Health Human Resources","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Health Sciences Centre; University of Toronto; McMaster University","funders":"","keywords":"Workforce; Workforce planning; Human resources; Nursing; Observational study; Health care; Health human resources; Specialty; Business; Strategic human resource planning; Workforce development; Medicine; Strategic planning; Family medicine; Marketing; Political science","score_opus":0.462868137125176,"score_gpt":0.6144533720810605,"score_spread":0.15158523495588455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559042958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8392624,0.008219708,0.0005056316,0.10258022,0.0017071927,0.0015716277,0.00006901815,0.00003854017,0.046045654],"genre_scores_gemma":[0.9907155,0.00005358304,0.00062736473,0.00069555733,0.0015682578,0.00002203372,0.0000032251367,0.00005322932,0.0062612654],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99450004,0.0012517119,0.0010213681,0.0002444448,0.0006212341,0.0023611707],"domain_scores_gemma":[0.9931959,0.0016123882,0.00048022857,0.00031658198,0.0012452069,0.003149725],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0066451957,0.0001579189,0.00043148917,0.0009257016,0.0037371106,0.000053610493,0.0006119645,0.00023079563,0.00027193793],"category_scores_gemma":[0.0010691927,0.00011350461,0.00009913831,0.000546795,0.00043359224,0.00017861706,0.00001498854,0.0011891555,0.000048357608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00041913227,0.000055488472,0.033172045,0.0003442027,0.000030425394,0.0001266396,0.03990715,0.000057551606,0.000342014,0.030467918,0.8111921,0.08388533],"study_design_scores_gemma":[0.0045584883,0.0040345048,0.014518813,0.10419515,0.000023189608,0.00012389683,0.114576146,0.000042615105,0.000038656475,0.14116824,0.61618817,0.0005321233],"about_ca_topic_score_codex":0.0028889203,"about_ca_topic_score_gemma":0.0054795435,"teacher_disagreement_score":0.19500393,"about_ca_system_score_codex":0.0043871114,"about_ca_system_score_gemma":0.008826808,"threshold_uncertainty_score":0.9994349},"labels":[],"label_agreement":null},{"id":"W2559114687","doi":"10.1186/s12913-016-1908-2","title":"Shifting tides in the emigration patterns of Canadian physicians to the United States: a cross-sectional secondary data analysis","year":2016,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre for Family Medicine; Western University","funders":"","keywords":"Medicine; Health administration; Nursing research; Health informatics; Health services research; Public health; Emigration; Cross-sectional study; Family medicine; Nursing; Political science; Law","score_opus":0.18980899494260736,"score_gpt":0.5381616996909973,"score_spread":0.34835270474838986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559114687","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803546,0.00019856988,0.00026039063,0.014416565,0.00013034164,0.0020650213,0.0021669639,0.000026746357,0.00038080054],"genre_scores_gemma":[0.9852454,0.00042562667,0.00016301674,0.011794146,0.00031911564,0.00025935608,0.0014088878,0.000023906545,0.00036052987],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99047667,0.0049079345,0.0011675021,0.00059195154,0.0011815113,0.0016744436],"domain_scores_gemma":[0.9926634,0.004121824,0.00032196593,0.0016973362,0.0007757151,0.0004197624],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014018042,0.00016551377,0.00035122925,0.0020377408,0.0021140566,0.00006285037,0.002082731,0.00015697427,0.00043011038],"category_scores_gemma":[0.00022891194,0.000090329224,0.000053143,0.008107551,0.000083631596,0.00028317887,0.00044336176,0.0009594757,0.00018941713],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006792928,0.000031331114,0.9660304,0.0009846746,0.000029492603,0.0000014279095,0.029815335,0.0005063185,0.0000024666856,0.00027723194,0.0011726909,0.001080689],"study_design_scores_gemma":[0.00028801363,0.000082321305,0.89355636,0.0008307934,0.000006750403,3.2008117e-7,0.04877206,0.0033957795,0.0000014056417,0.000094828305,0.052892443,0.00007890536],"about_ca_topic_score_codex":0.91994226,"about_ca_topic_score_gemma":0.9935083,"teacher_disagreement_score":0.073566064,"about_ca_system_score_codex":0.00081213156,"about_ca_system_score_gemma":0.0029405158,"threshold_uncertainty_score":0.999185},"labels":[],"label_agreement":null},{"id":"W2559766092","doi":"10.1503/cmaj.161140","title":"Disparities in cataract surgery volumes among Ontario’s ophthalmologists","year":2016,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Remuneration; Medicine; Cataract surgery; Cohort; Optometry; Population; Family medicine; Ophthalmology; Environmental health; Political science; Internal medicine","score_opus":0.03299102140512436,"score_gpt":0.3463883264824764,"score_spread":0.3133973050773521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559766092","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09207487,0.0004351828,0.0000017632478,0.8863286,0.009226053,0.0004375676,0.00020050738,0.000038662525,0.011256801],"genre_scores_gemma":[0.023906037,0.0004710361,0.000013540929,0.8630525,0.025012946,0.00010200162,0.000311055,0.000080424026,0.087050475],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98969144,0.002431839,0.002018387,0.00037754723,0.0024523314,0.0030284782],"domain_scores_gemma":[0.9909983,0.004416363,0.0014733641,0.00031193323,0.0006453733,0.0021546255],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0060251523,0.00042825573,0.0012031517,0.0007300941,0.0010381044,0.0000721433,0.00066909665,0.00607443,0.035990894],"category_scores_gemma":[0.0063463743,0.00035821451,0.00027127977,0.00028195328,0.00014898318,0.00028790042,0.0000658994,0.016466133,0.0014162273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000003165652,0.0000030596009,0.4811453,0.000059135233,0.000028071765,0.0047785332,0.00024249841,6.9330504e-8,3.1622154e-9,0.000005430916,0.5128302,0.0009045313],"study_design_scores_gemma":[0.0002642579,0.00001230889,0.2817734,0.002556749,0.000013538736,0.00013728705,0.00017326385,0.0000016421868,1.672935e-8,0.00029098973,0.7145121,0.0002644389],"about_ca_topic_score_codex":0.87122333,"about_ca_topic_score_gemma":0.9760161,"teacher_disagreement_score":0.2016819,"about_ca_system_score_codex":0.024699386,"about_ca_system_score_gemma":0.037283838,"threshold_uncertainty_score":0.999887},"labels":[],"label_agreement":null},{"id":"W2560337157","doi":"10.1016/j.jpainsymman.2016.10.102","title":"D09-D Feasibility of a Model of Volunteer Navigation (NCARE) to Support Older Adults Living at Home with Advanced Chronic Illness","year":2016,"lang":"en","type":"article","venue":"Journal of Pain and Symptom Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Interior Health; Dalhousie University; University of Alberta; University of British Columbia, Okanagan Campus; Canadian Hospice Palliative Care Association; University of British Columbia","funders":"","keywords":"Mentorship; Medicine; Psychosocial; Curriculum; Context (archaeology); Nursing; Medical education; Gerontology; Psychology; Pedagogy; Psychiatry","score_opus":0.020633751747333142,"score_gpt":0.35569755356555866,"score_spread":0.33506380181822554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560337157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98993254,0.0002333585,0.0072959643,0.0006722089,0.0001737121,0.0011059362,0.000015769556,0.000012772807,0.0005577515],"genre_scores_gemma":[0.99570405,0.00025055718,0.001947435,0.00024276794,0.000059623224,0.000029207153,0.0000018591485,0.000019263216,0.0017452479],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99741375,0.00037214963,0.001049129,0.00022715713,0.0005356663,0.00040215856],"domain_scores_gemma":[0.997711,0.00033308455,0.0009165233,0.0003070798,0.0005045632,0.00022775999],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025277722,0.00016724168,0.00047681076,0.00015229336,0.0001614751,0.000003663078,0.00018708408,0.00008509872,0.00016153858],"category_scores_gemma":[0.00008701731,0.00010427292,0.00007246681,0.00018184524,0.000060561328,0.00018684294,0.00018069551,0.00014937499,0.0000062695754],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034370064,0.0005658291,0.74403924,0.01430945,0.00032341428,0.00003643073,0.049369313,0.0023001053,0.0010193451,0.0014440584,0.00498479,0.17817101],"study_design_scores_gemma":[0.018532136,0.009927609,0.7827742,0.13111873,0.00041187622,0.000021657901,0.0367025,0.00836566,0.00035049985,0.0010140253,0.009603274,0.0011778018],"about_ca_topic_score_codex":0.000027430853,"about_ca_topic_score_gemma":0.00012744709,"teacher_disagreement_score":0.1769932,"about_ca_system_score_codex":0.0007820912,"about_ca_system_score_gemma":0.00015315531,"threshold_uncertainty_score":0.42521265},"labels":[],"label_agreement":null},{"id":"W2561609269","doi":"10.17269/cjph.107.5564","title":"Capacity building in human resources for health: The experience of the region of the Americas","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Redress; Workforce; Health care; Economic growth; Millennium Development Goals; Human resources; Political science; Health policy; Capacity building; Corporate governance; Business; Developing country; Economics","score_opus":0.17878061559490763,"score_gpt":0.444999948596692,"score_spread":0.26621933300178435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2561609269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75202054,0.00079488213,0.0002719249,0.24506982,0.00067481026,0.00093052565,0.000036610112,0.000003816502,0.00019704619],"genre_scores_gemma":[0.99068344,0.000117455485,0.00022369217,0.008384991,0.00023998003,0.000030370751,2.114915e-7,0.00001964819,0.00030023113],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937168,0.002625179,0.0017927196,0.00017436678,0.00041160293,0.0012793529],"domain_scores_gemma":[0.99384296,0.0010401212,0.0029364608,0.00063718256,0.0005029463,0.0010403136],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0053236964,0.000148962,0.00054504786,0.00022814599,0.0016956856,0.000011325905,0.0012345039,0.000120535195,0.000046203077],"category_scores_gemma":[0.002274799,0.00006587774,0.00016316489,0.0008627795,0.0007122921,0.00016675056,0.000063122934,0.00068115623,6.446437e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003694614,0.000055044882,0.7230215,0.0007863645,0.000027447231,0.0000027382405,0.15335102,0.000013626822,0.000113740694,0.031572152,0.05903921,0.031980183],"study_design_scores_gemma":[0.0010869543,0.00041828534,0.3919688,0.0047301888,0.0000050963913,0.000038737653,0.035071228,0.000010925335,0.00003272615,0.0021289536,0.5643787,0.00012945058],"about_ca_topic_score_codex":0.1501174,"about_ca_topic_score_gemma":0.27482846,"teacher_disagreement_score":0.50533944,"about_ca_system_score_codex":0.0019972096,"about_ca_system_score_gemma":0.011354814,"threshold_uncertainty_score":0.999604},"labels":[],"label_agreement":null},{"id":"W2562277998","doi":"","title":"Discourse / Discours - Workforce Integration of Philippine-Educated Nurses Who Migrate to Canada Through the Live-in Caregiver Program","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Credential; Workforce; Nursing; Ambivalence; Focus group; Psychology; Medicine; Political science; Business; Social psychology","score_opus":0.13261760316019394,"score_gpt":0.5366039437471014,"score_spread":0.40398634058690747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562277998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90394264,0.0013537378,0.000043257085,0.08292069,0.0018569663,0.0015438922,0.00002998563,0.000008478986,0.0083003435],"genre_scores_gemma":[0.9954736,0.000052902076,0.00023298261,0.00041863217,0.0005457984,0.000049507773,0.000009773384,0.000037633396,0.0031791513],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9945169,0.001788611,0.0009529834,0.0002561678,0.00091549644,0.0015698612],"domain_scores_gemma":[0.9955105,0.00092018483,0.0003737327,0.00047515155,0.0015830274,0.0011373633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022859853,0.00020889271,0.00048828078,0.00048058046,0.0009779308,0.000050866234,0.00083954603,0.00016525252,0.0001619335],"category_scores_gemma":[0.0015644467,0.00014706876,0.000076613054,0.0015462645,0.0006002007,0.0001945576,0.000023268316,0.0018447434,0.000013043316],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00034647644,0.00017885638,0.023735614,0.00016448785,0.000030242923,0.00008546856,0.28773582,0.0013466433,0.000059062313,0.0063413787,0.3115791,0.36839685],"study_design_scores_gemma":[0.0011017015,0.0012327344,0.04889071,0.03455053,0.00004765208,0.00003821436,0.7423349,0.00055610714,0.000093008566,0.0042388607,0.16652967,0.00038590532],"about_ca_topic_score_codex":0.89402425,"about_ca_topic_score_gemma":0.98666793,"teacher_disagreement_score":0.45459908,"about_ca_system_score_codex":0.0041245115,"about_ca_system_score_gemma":0.013225828,"threshold_uncertainty_score":0.99969846},"labels":[],"label_agreement":null},{"id":"W2563330943","doi":"10.1002/pra2.2016.14505301068","title":"An informed transition? International medical graduates settling in the united states and canada","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Settling; Transition (genetics); Political science; Environmental science; Biology","score_opus":0.014247812135300094,"score_gpt":0.3543182792277085,"score_spread":0.3400704670924084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2563330943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90298057,0.0000036416698,0.000012851406,0.09566509,0.00012846116,0.00040671008,0.00002928837,0.000025117994,0.0007482547],"genre_scores_gemma":[0.9970403,0.00015168193,0.00008316906,0.0026066517,0.000014564699,0.00007044427,0.0000086989185,0.0000016589133,0.000022848988],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99858,0.000010244177,0.00041298586,0.000075392694,0.0006746368,0.00024678098],"domain_scores_gemma":[0.9977585,0.0003795785,0.0004246808,0.00004988737,0.0013453283,0.000042046537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022103533,0.000055465123,0.00008946986,0.00032411114,0.0005091988,0.000025263698,0.0004425614,0.00012018892,0.0000034423877],"category_scores_gemma":[0.0041931733,0.000028800729,0.0000069636517,0.00090207567,0.00020006548,0.0012938788,0.000062146144,0.00014676683,6.488658e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040610972,0.0000182353,0.81031275,0.00015042412,0.000011428662,3.4155057e-8,0.013473938,0.0000044926737,0.00025510052,0.15871984,0.007362972,0.009650192],"study_design_scores_gemma":[0.005689816,0.00033404367,0.2614981,0.0014935577,0.00003639492,0.000014165328,0.26628354,0.015345933,0.002568439,0.06619526,0.3800809,0.0004598642],"about_ca_topic_score_codex":0.01316756,"about_ca_topic_score_gemma":0.023984129,"teacher_disagreement_score":0.54881465,"about_ca_system_score_codex":0.0004090363,"about_ca_system_score_gemma":0.0005761061,"threshold_uncertainty_score":0.9938256},"labels":[],"label_agreement":null},{"id":"W2564258864","doi":"10.1111/jmwh.12593","title":"Diversity in Midwifery: Change is Long Overdue","year":2016,"lang":"en","type":"editorial","venue":"Journal of Midwifery & Women s Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Diversity (politics); White (mutation); Representation (politics); Population; Women of color; Political science; Gender studies; Medicine; History; Obstetrics; Media studies; Sociology; Race (biology); Law; Politics; Demography","score_opus":0.07641447545961597,"score_gpt":0.4527829173797324,"score_spread":0.3763684419201164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2564258864","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087461695,0.010826069,0.000017729753,0.011256338,0.88611686,0.002238039,0.0008488286,0.00008758794,0.0011468714],"genre_scores_gemma":[0.012288474,0.038409226,0.00013480023,0.010910717,0.9267801,0.00014104381,0.000063921645,0.00021112335,0.011060582],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9841425,0.003200527,0.0046216073,0.0008860978,0.0033824923,0.0037668128],"domain_scores_gemma":[0.9845505,0.0039365552,0.0068835113,0.0010215411,0.0015441581,0.0020637761],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.010939913,0.0009819511,0.003639145,0.0013955055,0.002667331,0.00002721815,0.0017425973,0.0027913619,0.0022320172],"category_scores_gemma":[0.0014487656,0.00079924637,0.00046573862,0.00089783396,0.00017545052,0.0008704378,0.0019780158,0.0076688738,0.00050550094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0014047029,0.00024237254,0.031229088,0.0035224278,0.00012237088,0.00026127923,0.033346664,4.321741e-7,4.859415e-7,0.000029092245,0.9259258,0.0039152927],"study_design_scores_gemma":[0.0041489895,0.0013291574,0.013969451,0.016343916,0.000040511808,0.000014590029,0.0035100393,0.0000011838022,6.39757e-7,0.0007579864,0.95927024,0.0006132766],"about_ca_topic_score_codex":0.003238894,"about_ca_topic_score_gemma":0.0024636874,"teacher_disagreement_score":0.07517322,"about_ca_system_score_codex":0.015009877,"about_ca_system_score_gemma":0.010328219,"threshold_uncertainty_score":0.99944586},"labels":[],"label_agreement":null},{"id":"W2564999064","doi":"","title":"The Bridging Education and Licensure of International Medical Doctors in Ontario: A Call for Commitment, Consistency, and Transparency","year":2012,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Licensure; Transparency (behavior); Consistency (knowledge bases); Medical education; Psychology; Political science; Public relations; Medicine; Computer science; Computer security; Law; Artificial intelligence","score_opus":0.04685748804054028,"score_gpt":0.4700675262098481,"score_spread":0.4232100381693078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2564999064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9646732,0.0071251774,0.000008132953,0.0030822712,0.0028814184,0.0015670948,0.000020230802,0.000017624287,0.020624805],"genre_scores_gemma":[0.95874876,0.001523559,0.00022145892,0.00023168902,0.0001964751,0.00041602954,0.00054605515,0.000025458234,0.038090516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99839467,0.00016315223,0.00060111063,0.000204811,0.00029540822,0.00034084747],"domain_scores_gemma":[0.99829817,0.0007975317,0.0003827404,0.00015197914,0.00020054558,0.00016900952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075734244,0.00016475284,0.0003089538,0.00007709932,0.00031934038,0.000008008698,0.00015040106,0.00038482258,0.0002350251],"category_scores_gemma":[0.0002793943,0.0001305804,0.000034170593,0.000057216752,0.000065570195,0.00004867788,0.000022575316,0.0006396523,0.000002620306],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004865407,0.000190337,0.8115586,0.0019777725,0.00007523806,9.27133e-7,0.14198759,3.0536532e-7,0.000017176393,0.007720149,0.013088175,0.022897165],"study_design_scores_gemma":[0.0009738825,0.00006146543,0.77165985,0.004088821,0.00007004338,0.0000027883775,0.04435401,0.000040245075,0.0000058004885,0.00026685488,0.1782983,0.0001779411],"about_ca_topic_score_codex":0.15416603,"about_ca_topic_score_gemma":0.8259762,"teacher_disagreement_score":0.6718102,"about_ca_system_score_codex":0.00027719585,"about_ca_system_score_gemma":0.0016085586,"threshold_uncertainty_score":0.8514665},"labels":[],"label_agreement":null},{"id":"W2565046481","doi":"","title":"Migration and Mobility: Informing Nursing Health Human Resources Retention and Recruitment Policy","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; Victorian Order of Nurses","funders":"","keywords":"Economic shortage; Work (physics); Public relations; Health care; Nursing shortage; Nursing; Human resources; Business; Political science; Medicine; Government (linguistics); Engineering; Law","score_opus":0.13868041569652007,"score_gpt":0.4948066260836107,"score_spread":0.35612621038709064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565046481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9490139,0.00060042855,0.00021250779,0.04004174,0.00011972758,0.0017442679,0.00000714452,0.00015902887,0.00810124],"genre_scores_gemma":[0.9895087,0.001015269,0.0010249048,0.0020048823,0.00025284608,0.0001361564,0.000009606754,0.000016104099,0.0060315495],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99799466,0.0003389592,0.0006308794,0.00028620416,0.00018536091,0.0005639163],"domain_scores_gemma":[0.99893016,0.00020734727,0.00026662214,0.00022702984,0.00007715155,0.00029169192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010023793,0.00013760784,0.0002326709,0.00015173001,0.0012832937,0.00001542507,0.000051600317,0.00013851456,0.000087697365],"category_scores_gemma":[0.00013048304,0.00009133039,0.000019392179,0.00015431416,0.000116641924,0.00026886424,0.00006192965,0.00015176239,0.000021130336],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011760607,0.00008884029,0.22040536,0.000824845,0.000014786561,8.3016033e-7,0.035714194,3.4465995e-7,0.0010340033,0.057209957,0.007973181,0.6766161],"study_design_scores_gemma":[0.0036483547,0.0014333591,0.520943,0.013558295,0.000027947364,0.000015758553,0.043158233,0.0001750042,0.00019082015,0.032996412,0.383258,0.00059480447],"about_ca_topic_score_codex":0.0070232176,"about_ca_topic_score_gemma":0.003281955,"teacher_disagreement_score":0.6760213,"about_ca_system_score_codex":0.0006772173,"about_ca_system_score_gemma":0.00016025432,"threshold_uncertainty_score":0.9995891},"labels":[],"label_agreement":null},{"id":"W2565494989","doi":"10.22004/ag.econ.244613","title":"Cross-Boarder Labour Mobility in the Windsor-Detroit Region: The Case of Nurses","year":2015,"lang":"en","type":"article","venue":"AgEcon Search (University of Minnesota, USA)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Windsor; Accreditation; Metropolitan area; Work (physics); Compensation (psychology); Political science; Business; Economic growth; Economics; Geography; Psychology; Engineering","score_opus":0.11104158527640845,"score_gpt":0.43367641987909344,"score_spread":0.322634834602685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565494989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807986,0.00027113213,0.000022354288,0.007444632,0.00024292951,0.0011203338,0.0000632753,0.000022189046,0.010014574],"genre_scores_gemma":[0.98813146,0.000095409916,0.00015675856,0.00038537505,0.000075210366,0.0000035306994,0.0000072231833,0.000011556196,0.011133482],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9962638,0.0018402468,0.00040057153,0.00034153895,0.0004698008,0.00068402704],"domain_scores_gemma":[0.9964373,0.0013790218,0.0002886909,0.0009499062,0.000720755,0.00022428541],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033417088,0.00016395055,0.00039777142,0.00014332768,0.0007749811,0.0000100614625,0.0009203577,0.00023947253,0.001024936],"category_scores_gemma":[0.00033701287,0.00012613319,0.00010917704,0.00081036566,0.0008958876,0.00032375762,0.00031280128,0.0008431633,0.00020382256],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010692907,0.0006101951,0.7541344,0.0009012286,0.000065402885,0.0024259218,0.1708577,0.00019504759,0.000024990584,0.01403325,0.04720955,0.00847302],"study_design_scores_gemma":[0.0027448232,0.0003787538,0.40188572,0.0002649356,0.000032654254,0.00014102424,0.51671886,0.00028336898,0.000020169758,0.0009968743,0.076326534,0.00020628335],"about_ca_topic_score_codex":0.047567226,"about_ca_topic_score_gemma":0.028175835,"teacher_disagreement_score":0.35224867,"about_ca_system_score_codex":0.0002473554,"about_ca_system_score_gemma":0.000536782,"threshold_uncertainty_score":0.99988824},"labels":[],"label_agreement":null},{"id":"W2568745680","doi":"10.18192/uojm.v6i2.1819","title":"When Healthcare Systems Collide: An International Elective Student’s Perspective","year":2016,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Perspective (graphical); Health care; Medical education; Computer science; Medicine; Psychology; Multimedia; Political science; Artificial intelligence; Law","score_opus":0.04125389051823589,"score_gpt":0.41281187602142,"score_spread":0.3715579855031841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2568745680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7886888,0.003337759,0.0037891597,0.14408293,0.0073433006,0.0014141559,0.00011151696,0.00007144297,0.05116094],"genre_scores_gemma":[0.9922505,0.00090944185,0.00043551927,0.00040801344,0.00092185143,2.706547e-7,0.0000023928512,0.000012596578,0.005059432],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.997256,0.0007687777,0.0006527094,0.00018316477,0.0008057644,0.00033362387],"domain_scores_gemma":[0.9942947,0.00052663195,0.0013329046,0.00020804958,0.0032387718,0.00039896092],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014408088,0.00013486542,0.0005491116,0.0003460346,0.00030846405,0.0000020255638,0.00062431383,0.00015489543,0.0010366826],"category_scores_gemma":[0.00042837978,0.000094425064,0.00006756931,0.00017284289,0.0002718691,0.00040615554,0.00007578773,0.00044501005,0.00002391066],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001400975,0.00027774557,0.65799654,0.00026310902,0.0005544283,0.00036305343,0.08803535,0.000028237942,0.00047186887,0.11717603,0.131024,0.0024086307],"study_design_scores_gemma":[0.013318293,0.0037946524,0.14468338,0.008335017,0.00017400221,0.00010445318,0.5216652,0.000032357075,0.000016268996,0.0023578627,0.30528775,0.00023077997],"about_ca_topic_score_codex":0.0059686,"about_ca_topic_score_gemma":0.0012497035,"teacher_disagreement_score":0.5133132,"about_ca_system_score_codex":0.0022984901,"about_ca_system_score_gemma":0.0007319251,"threshold_uncertainty_score":0.9998765},"labels":[],"label_agreement":null},{"id":"W2569150307","doi":"10.25071/1920-7336.40396","title":"Telemedicine: Bridging the Gap between Refugee Health and Health Services Accessibility in Hamilton, Ontario","year":2016,"lang":"en","type":"article","venue":"Refuge Canada s Journal on Refuge","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Telemedicine; Refugee; Bridging (networking); Health care; Nursing; Health services; Health policy; Service provider; Public relations; Medicine; Service (business); Business; Political science; Public health; Environmental health; Population; Computer science","score_opus":0.051539139775107774,"score_gpt":0.4070479027636305,"score_spread":0.35550876298852274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2569150307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95407224,0.0038830405,0.000022116403,0.039177965,0.0012062326,0.0013532662,0.00009255578,0.00005933319,0.0001332624],"genre_scores_gemma":[0.93660074,0.001533054,0.00012350049,0.05849644,0.001169042,0.000043023832,0.0000226404,0.000065252905,0.0019462989],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99096775,0.0020079082,0.0026194074,0.00075275043,0.001331744,0.0023204363],"domain_scores_gemma":[0.99418396,0.00081041455,0.0018439131,0.00091510196,0.00025751576,0.0019890992],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0059904736,0.00052570016,0.0012313041,0.0002617704,0.0024683052,0.00004665452,0.0008290119,0.00024308349,0.00039757826],"category_scores_gemma":[0.00013855957,0.0002876868,0.00008472618,0.00047484046,0.00014236094,0.00034623433,0.00020017626,0.0027020362,0.000022729706],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002518396,0.000056172936,0.96765757,0.0010468584,0.00005942704,0.0001062389,0.0013827862,0.0000028802137,0.0000059793156,0.0061164075,0.009113407,0.014200434],"study_design_scores_gemma":[0.0014326271,0.00030384245,0.33403912,0.00530545,0.000007166048,0.00003144715,0.0001406882,0.000003975652,0.0000022797622,0.0004087345,0.65812844,0.0001962235],"about_ca_topic_score_codex":0.388965,"about_ca_topic_score_gemma":0.94962204,"teacher_disagreement_score":0.649015,"about_ca_system_score_codex":0.013248641,"about_ca_system_score_gemma":0.015084677,"threshold_uncertainty_score":0.9999575},"labels":[],"label_agreement":null},{"id":"W2570422657","doi":"10.19044/esj.2016.v12n36p56","title":"Barriers to Practice of Rural and Remote Nursing in Canada","year":2016,"lang":"en","type":"article","venue":"European Scientific Journal ESJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Workforce; Nursing; Checklist; Incentive; Rural area; Scope of practice; Health care; Medicine; Medical education; Psychology; Political science","score_opus":0.0265751151907117,"score_gpt":0.3897724544603829,"score_spread":0.3631973392696712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2570422657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94606495,0.0003651373,0.00029957225,0.008769554,0.0045335004,0.00025827254,0.000013121763,0.000010990409,0.039684903],"genre_scores_gemma":[0.9910825,0.00007584074,0.0019475928,0.0011445108,0.00015898877,3.5456674e-7,4.1727947e-7,0.000020993197,0.005568808],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99637455,0.001588565,0.0007245168,0.00018270462,0.00048695764,0.0006427063],"domain_scores_gemma":[0.9976171,0.00049939397,0.00037885547,0.00026001397,0.00033046087,0.0009141227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043817926,0.00010423262,0.00018979334,0.00017756481,0.0007579253,0.000029097773,0.00027228447,0.000023842844,0.00033198236],"category_scores_gemma":[0.0032987518,0.00007157347,0.000020033069,0.00045663628,0.00011649562,0.0002687929,0.00009161606,0.00040560873,0.00010978122],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056710164,0.000033063574,0.057218716,0.00012674593,0.000022440256,0.00046021695,0.10714454,0.000059094782,0.005728592,0.00031514253,0.27578527,0.5525391],"study_design_scores_gemma":[0.001353037,0.00010120186,0.016424997,0.010037744,0.000016996353,0.00015775167,0.23048078,0.000047589074,0.00009449475,0.00028279377,0.7407515,0.00025110142],"about_ca_topic_score_codex":0.091540925,"about_ca_topic_score_gemma":0.16102469,"teacher_disagreement_score":0.552288,"about_ca_system_score_codex":0.0011600794,"about_ca_system_score_gemma":0.0027179758,"threshold_uncertainty_score":0.9145086},"labels":[],"label_agreement":null},{"id":"W2570919311","doi":"10.1097/acm.0000000000001539","title":"Changes in Primary Care Graduate Medical Education Are Not Correlated With Indicators of Need: Are States Missing an Opportunity to Strengthen Their Primary Care Workforce?","year":2017,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petrel Robertson Consulting (Canada)","funders":"","keywords":"Workforce; Graduate medical education; Medicaid; Census; Population; Family medicine; Medicine; Primary care; Medical education; Gerontology; Psychology; Health care; Political science; Accreditation; Environmental health","score_opus":0.11229670033877477,"score_gpt":0.42750517652845843,"score_spread":0.3152084761896837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2570919311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96397173,0.0030770465,0.0000068179143,0.02612575,0.0008752172,0.0018169308,0.00009591631,0.00012692207,0.0039036942],"genre_scores_gemma":[0.97930276,0.0021968307,0.00011901871,0.015917966,0.0007066686,0.0001855863,0.0011041503,0.00007831569,0.00038869437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951359,0.0006998699,0.0012324867,0.0006528045,0.0012879793,0.0009909812],"domain_scores_gemma":[0.9938766,0.0005652116,0.0019690779,0.0011024928,0.0005562361,0.0019304263],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014997207,0.00046438683,0.0011461715,0.00056361634,0.0009162697,0.000007732101,0.0011408143,0.0009564191,0.00026593794],"category_scores_gemma":[0.0021176003,0.00033289244,0.00003258188,0.0005381975,0.0005107605,0.00020692713,0.0003313959,0.0030131205,0.0000107957],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000576004,0.000047392496,0.7237929,0.0028322435,0.000025045978,0.000028868566,0.13661124,0.000016432805,0.000026552503,0.000058950798,0.004751603,0.13123278],"study_design_scores_gemma":[0.0024891607,0.0005287242,0.535481,0.054014884,0.00008465046,0.000007842661,0.40104753,0.000061649014,0.000072271585,0.00011336213,0.005687364,0.00041155872],"about_ca_topic_score_codex":0.0027936255,"about_ca_topic_score_gemma":0.0029829636,"teacher_disagreement_score":0.2644363,"about_ca_system_score_codex":0.0010608936,"about_ca_system_score_gemma":0.0037745123,"threshold_uncertainty_score":0.9999123},"labels":[],"label_agreement":null},{"id":"W2575365749","doi":"10.4081/jphia.2016.565","title":"Factors influencing recruitment and retention of healthcare workers in rural and remote areas in developed and developing countries: an overview","year":2016,"lang":"en","type":"review","venue":"Journal of Public Health in Africa","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":111,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hôpital Saint-François d'Assise; Université Laval","funders":"","keywords":"Economic shortage; Incentive; Developing country; Rural area; Health care; Health professionals; Employee retention; Business; Quality (philosophy); Medicine; Nursing; Medical education; Marketing; Economic growth","score_opus":0.49394822377317604,"score_gpt":0.5236136090790715,"score_spread":0.029665385305895464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2575365749","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030898133,0.9572434,0.00002262195,0.008387071,0.00041928468,0.0029244174,0.000040743256,0.000013703296,0.000050660532],"genre_scores_gemma":[0.0018931887,0.9955961,0.0017389061,0.00054017996,0.000087459266,0.000045961755,0.000015797548,0.00005242233,0.000029982028],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98670393,0.0051671383,0.0056225983,0.00046775135,0.0005578297,0.0014807477],"domain_scores_gemma":[0.9922603,0.0015414526,0.0045166058,0.0002950352,0.0004427562,0.00094388454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.013011899,0.00054092467,0.0035347263,0.0018267612,0.00027622684,0.000036785746,0.0002982818,0.00076168595,0.000018640441],"category_scores_gemma":[0.0012295422,0.0003873279,0.00008477143,0.0014472837,0.00012419985,0.0006677202,0.00022968002,0.001764276,0.000001178847],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000036674246,0.000026695498,0.05822914,0.052035473,0.000024702906,0.000014374926,0.009592873,8.552183e-8,1.9470372e-8,0.0005018393,0.000086759654,0.87945133],"study_design_scores_gemma":[0.00095266406,0.00025700845,0.047783192,0.2635795,0.000014803128,0.000029630479,0.008405595,0.0000036930917,9.69723e-9,0.0003926816,0.67831194,0.00026927714],"about_ca_topic_score_codex":0.003904593,"about_ca_topic_score_gemma":0.0071277544,"teacher_disagreement_score":0.8791821,"about_ca_system_score_codex":0.004971496,"about_ca_system_score_gemma":0.011720669,"threshold_uncertainty_score":0.99985784},"labels":[],"label_agreement":null},{"id":"W2576606431","doi":"10.1108/s2055-364120160000008012","title":"From Lancelot to Lapland: Implications of Engaged Rural Universities","year":2016,"lang":"en","type":"book-chapter","venue":"Innovations in higher education teaching and learning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Reciprocal; Function (biology); Rural history; Public relations; Rural area; Political science; Sociology; Library science","score_opus":0.05936403129001624,"score_gpt":0.4063551550588927,"score_spread":0.3469911237688765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2576606431","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16000934,0.00046779914,0.00011468413,0.014797403,0.0014126163,0.00064280914,0.00013178335,0.0001537559,0.8222698],"genre_scores_gemma":[0.42748395,0.00003667485,0.0013176542,0.0007941351,0.00059753255,0.00005148218,0.00025884455,0.00003333538,0.5694264],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99779534,0.00077226537,0.0007083088,0.00029059016,0.00015579793,0.00027771512],"domain_scores_gemma":[0.9966995,0.002076235,0.0005327238,0.00030762877,0.0002961947,0.00008769096],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012060821,0.00021503554,0.0003584097,0.0006029725,0.001570953,0.000012140748,0.00017939648,0.000340227,0.001453284],"category_scores_gemma":[0.00024334001,0.00020883305,0.000029192532,0.0001493429,0.000058063786,0.000120496195,0.000094551826,0.0036718838,0.000104826766],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031984324,0.000035499914,0.024277002,0.00014370287,0.000035298148,2.8753635e-7,0.028664222,0.000024936766,0.000118112635,0.90430546,0.016269699,0.026093792],"study_design_scores_gemma":[0.0002643245,0.000040125204,0.037946522,0.003647428,0.000022307375,4.3879675e-7,0.019144176,0.0000013005564,0.0000011107527,0.016252298,0.92241985,0.0002601521],"about_ca_topic_score_codex":0.00206155,"about_ca_topic_score_gemma":0.00010150281,"teacher_disagreement_score":0.9061501,"about_ca_system_score_codex":0.0005206589,"about_ca_system_score_gemma":0.00070216745,"threshold_uncertainty_score":0.99972886},"labels":[],"label_agreement":null},{"id":"W2578204774","doi":"10.1016/s2155-8256(17)30020-0","title":"Improving Alberta’s Registration Process for Internationally Educated Nurses","year":2017,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College & Association of Registered Nurses of Alberta","funders":"","keywords":"Checklist; Licensure; Timeline; Nursing; Competency assessment; Process (computing); Medicine; Medical education; Psychology; Geography; Computer science","score_opus":0.0914854714368348,"score_gpt":0.5165853490130446,"score_spread":0.4250998775762098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578204774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9474968,0.00013799411,0.0076095397,0.018916374,0.008343443,0.0010606896,0.0000050651734,0.000029398421,0.016400732],"genre_scores_gemma":[0.9885948,0.000006603013,0.0022735486,0.00010534305,0.0016805368,0.000016695398,0.000018917088,0.000022800212,0.0072807637],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99823225,0.00009355941,0.00088477466,0.00014336458,0.00035745744,0.00028857318],"domain_scores_gemma":[0.9945361,0.0003033693,0.0032646805,0.00025690167,0.0015217895,0.00011716812],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00076875556,0.00011748188,0.00023578535,0.00013467326,0.0013690527,0.00006748585,0.00030341922,0.00016642823,0.000053606254],"category_scores_gemma":[0.0019721705,0.0001054828,0.000082580664,0.00005514569,0.00007780398,0.00087048626,0.000009433907,0.00026520394,0.000009509679],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00550449,0.0012364496,0.10762548,0.0019937048,0.00021332054,0.000007458683,0.051781368,0.0021023466,0.0140746115,0.046144396,0.10711022,0.6622062],"study_design_scores_gemma":[0.008132313,0.0014505152,0.7513559,0.026629781,0.00043717565,0.00016033043,0.017877635,0.03447754,0.0023120875,0.12192012,0.03444122,0.0008054072],"about_ca_topic_score_codex":0.00019440638,"about_ca_topic_score_gemma":0.0001723138,"teacher_disagreement_score":0.66140074,"about_ca_system_score_codex":0.00060670124,"about_ca_system_score_gemma":0.00062801887,"threshold_uncertainty_score":0.99993104},"labels":[],"label_agreement":null},{"id":"W2579928874","doi":"","title":"integration into a Moasaic Society: The Laotian Refugees in Calgary.","year":2000,"lang":"en","type":"article","venue":"Thammasat Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Political science; Sociology; Law","score_opus":0.03787172983671904,"score_gpt":0.439646001365385,"score_spread":0.40177427152866596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2579928874","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18787125,0.63452417,0.00006448628,0.06516184,0.0007865088,0.008703947,0.0000099062845,0.00046849257,0.10240942],"genre_scores_gemma":[0.07854493,0.77383196,0.0034252484,0.08969274,0.0007323731,0.0017700532,0.00014711772,0.000109587796,0.051745977],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966187,0.0011324552,0.00095277827,0.0003266843,0.0003110544,0.0006583116],"domain_scores_gemma":[0.9985835,0.00033196827,0.00019113957,0.0006730941,0.00008009191,0.0001402102],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020142877,0.0002367392,0.00053795625,0.000027379014,0.00054511963,0.0000099624185,0.0003934992,0.0001894137,0.007343622],"category_scores_gemma":[0.00015215379,0.00014406066,0.00016210195,0.000698084,0.00009152617,0.00014284125,0.00007180563,0.0009636992,0.003138173],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003826631,0.00006996581,0.0045228796,0.0073334496,0.000020588093,0.000009320563,0.0100734895,0.0000035789665,0.0000236241,0.004499468,0.20664686,0.7667585],"study_design_scores_gemma":[0.00026891637,0.0000388251,0.0029546048,0.019431563,0.000030507821,0.0000028987429,0.0005234707,0.000113399976,0.0000031921932,0.0020726882,0.97440195,0.00015798023],"about_ca_topic_score_codex":0.0036419742,"about_ca_topic_score_gemma":0.00392787,"teacher_disagreement_score":0.7677551,"about_ca_system_score_codex":0.00040188414,"about_ca_system_score_gemma":0.000222894,"threshold_uncertainty_score":0.997638},"labels":[],"label_agreement":null},{"id":"W2580308403","doi":"10.1080/00049182.2016.1266633","title":"Care and Global Migration in the Nursing Profession: a north Indian perspective","year":2017,"lang":"en","type":"article","venue":"Australian Geographer","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Balsillie School of International Affairs; Wilfrid Laurier University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Globalization; Nursing; Health care; Political science; Medicine; Economic growth; Business; Economics","score_opus":0.04475250522380983,"score_gpt":0.45439231278258363,"score_spread":0.4096398075587738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2580308403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9616777,0.0005178433,9.252678e-7,0.015918195,0.00051041343,0.0012976552,0.000036421614,0.000043293872,0.019997587],"genre_scores_gemma":[0.99811953,0.00008299606,0.00025149956,0.00060967915,0.00022228115,0.00012584336,0.00002073707,0.000011624808,0.00055578817],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979595,0.00043229843,0.00031719732,0.0003492086,0.00026384392,0.00067795033],"domain_scores_gemma":[0.99873674,0.00006169579,0.0002631083,0.0006189773,0.00017088937,0.00014859159],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00028286912,0.00019041717,0.00020442823,0.00006007474,0.0023017006,0.00006896888,0.00039592633,0.00024267675,0.000116176045],"category_scores_gemma":[0.00008453542,0.00013624606,0.000055076343,0.00027926324,0.00028552112,0.00025997663,0.000057888425,0.0005981226,0.000056748766],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003790864,0.000029468467,0.929254,0.0000826535,0.000006564611,0.000021302689,0.058711722,8.5900245e-7,4.5061165e-7,0.0018309145,0.0057928753,0.004231263],"study_design_scores_gemma":[0.00045024496,0.00006472593,0.7421695,0.0007681863,0.000014424722,0.0000033112342,0.2499729,0.0000012865387,4.697502e-7,0.0012049732,0.0052409144,0.000109096305],"about_ca_topic_score_codex":0.01837887,"about_ca_topic_score_gemma":0.092067316,"teacher_disagreement_score":0.19126117,"about_ca_system_score_codex":0.00026237764,"about_ca_system_score_gemma":0.00013704499,"threshold_uncertainty_score":0.99899715},"labels":[],"label_agreement":null},{"id":"W2580933684","doi":"","title":"Family medicine education in rural communities as a health service intervention supporting recruitment and retention of physicians: Advancing Rural Family Medicine: The Canadian Collaborative Taskforce.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Rural Health Research Society; College of Family Physicians of Canada","funders":"","keywords":"Workforce; Medicine; Stakeholder; Rural health; Government (linguistics); Rural area; Nursing; Medical education; Public relations; Political science","score_opus":0.1142891979239964,"score_gpt":0.4572505747351768,"score_spread":0.3429613768111804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2580933684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92295814,0.0033761244,0.000005456395,0.054785553,0.0014696344,0.005961016,0.000034105542,0.000032775264,0.011377185],"genre_scores_gemma":[0.9857323,0.0011875267,0.000044559543,0.008920835,0.00028191847,0.0028880471,0.00020971583,0.000024739262,0.00071034755],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9959188,0.0012989877,0.001265196,0.00016541907,0.00039047337,0.0009611362],"domain_scores_gemma":[0.9962704,0.00034324054,0.0018396365,0.000618348,0.000639986,0.00028834844],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004191648,0.0002281013,0.0005730882,0.00024211194,0.0024164107,0.000025431891,0.00039348766,0.00014128862,0.000026789761],"category_scores_gemma":[0.0006264266,0.00017364729,0.00003430578,0.00036704045,0.00034391833,0.00042592315,0.00013663797,0.0005999253,0.0000051641437],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002815958,0.000094893025,0.22285861,0.0020223935,0.00006362955,0.0000020990337,0.11601548,0.000009627785,0.000056481662,0.0046372204,0.023318665,0.6306393],"study_design_scores_gemma":[0.0009866167,0.0001243663,0.5781212,0.0049197637,0.000020895692,0.0000011452554,0.4086861,0.00006425499,0.0000026806003,0.0010666869,0.005914935,0.00009135461],"about_ca_topic_score_codex":0.91224277,"about_ca_topic_score_gemma":0.90829784,"teacher_disagreement_score":0.63054794,"about_ca_system_score_codex":0.0014248191,"about_ca_system_score_gemma":0.0013781087,"threshold_uncertainty_score":0.9988823},"labels":[],"label_agreement":null},{"id":"W2581771224","doi":"","title":"Needs-Based Workforce Planning for Nurses in Ontario","year":2010,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Workforce planning; Business; Public relations; Nursing; Medical education; Medicine; Political science; Economic growth; Economics","score_opus":0.2086948163467967,"score_gpt":0.4543461187294973,"score_spread":0.2456513023827006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2581771224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919634,0.000041907842,0.00016125898,0.0024903067,0.0007125689,0.0018151938,0.0000071846575,0.00004774062,0.002760472],"genre_scores_gemma":[0.9937825,0.00001116843,0.001319852,0.00018419223,0.00010682733,0.000025146112,0.00002424891,0.000023704424,0.0045223543],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973859,0.00049098703,0.00029791016,0.0002836802,0.00050855393,0.0010329373],"domain_scores_gemma":[0.9961995,0.002468809,0.00013864254,0.0006114274,0.0003732495,0.00020835645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022806423,0.00014304387,0.0002935432,0.00040170882,0.0010745118,0.000009025502,0.0007956616,0.0002579494,0.0006142421],"category_scores_gemma":[0.0002764562,0.00012890874,0.00008927224,0.0005447449,0.0004137896,0.00018647435,0.00021300277,0.0020570417,0.00016201766],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016234277,0.00017298033,0.64990985,0.00044249895,0.00002040946,0.000025730407,0.31380317,0.00034273363,0.00051730796,0.0035755383,0.027227012,0.002339319],"study_design_scores_gemma":[0.002157405,0.00021014978,0.11987278,0.0011092525,0.000011530947,5.4716907e-7,0.19348435,0.0006919566,0.00008777266,0.0010439629,0.6811582,0.00017211612],"about_ca_topic_score_codex":0.0054378114,"about_ca_topic_score_gemma":0.027662577,"teacher_disagreement_score":0.65393114,"about_ca_system_score_codex":0.0005338127,"about_ca_system_score_gemma":0.00096399075,"threshold_uncertainty_score":0.99008006},"labels":[],"label_agreement":null},{"id":"W2582128993","doi":"10.36834/cmej.36856","title":"The influence of globalization on medical regulation: a descriptive analysis of international medical graduates registered through alternative licensure routes in Ontario","year":2016,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"The Wilson Centre; College of Physicians and Surgeons of Ontario; University of Toronto","funders":"","keywords":"Licensure; Descriptive statistics; Descriptive research; Globalization; Medicine; Medical education; Family medicine; Political science; Statistics; Mathematics; Law","score_opus":0.04522768754360293,"score_gpt":0.40779466959629074,"score_spread":0.3625669820526878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2582128993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84433526,0.00032370756,0.00037875155,0.14552228,0.0027763178,0.00042798344,0.000031518182,0.0000123080235,0.006191867],"genre_scores_gemma":[0.9897191,0.0009471707,0.000119521814,0.007510296,0.0004088075,0.0000380235,0.000032366606,0.000012906259,0.0012118064],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9935262,0.0010985286,0.0016993241,0.00028070327,0.0028521733,0.0005430419],"domain_scores_gemma":[0.99246305,0.0015616759,0.0010281515,0.00034594967,0.001646884,0.0029543051],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0036623746,0.00017775649,0.00045040934,0.0005058388,0.0003939477,0.000016090451,0.0009360413,0.0004907602,0.0198463],"category_scores_gemma":[0.051740948,0.00011014417,0.00012218123,0.0010082949,0.00050458446,0.0002565447,0.00005813117,0.0010592701,0.000023109],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037460084,0.00033004908,0.798551,0.00005548594,0.0008189826,0.00006052309,0.030010639,0.00025830272,0.0000051683332,0.076889694,0.06131332,0.031332202],"study_design_scores_gemma":[0.0017963569,0.00014688988,0.8393692,0.008261605,0.00013795505,0.000046335867,0.007475848,0.0011469498,0.000009563136,0.0069288416,0.13444646,0.00023402601],"about_ca_topic_score_codex":0.41849405,"about_ca_topic_score_gemma":0.94387496,"teacher_disagreement_score":0.5253809,"about_ca_system_score_codex":0.0029909273,"about_ca_system_score_gemma":0.057571843,"threshold_uncertainty_score":0.9810497},"labels":[],"label_agreement":null},{"id":"W2583592383","doi":"10.1056/nejmc1616421","title":"Denying Visas to Doctors in the United States","year":2017,"lang":"en","type":"letter","venue":"New England Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Family medicine","score_opus":0.09218414110588076,"score_gpt":0.46508284064686845,"score_spread":0.3728986995409877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2583592383","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05887486,0.001285428,0.00004657914,0.93123627,0.004400244,0.000636713,0.000008374521,0.000014275202,0.0034972485],"genre_scores_gemma":[0.013186393,0.0012974846,0.00017058979,0.9116966,0.06791433,0.000010340747,0.00011379443,0.00005260066,0.0055578407],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945227,0.0016976824,0.0015896584,0.00020271548,0.0011450556,0.00084222225],"domain_scores_gemma":[0.9933449,0.0036939287,0.0015995427,0.0005799288,0.00043076574,0.0003509244],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004886215,0.0003333077,0.0010167593,0.0007721069,0.00049878366,0.000019298539,0.0012006272,0.00058033026,0.00057199213],"category_scores_gemma":[0.0025501722,0.00017088221,0.000075496886,0.00038342352,0.00010312407,0.00008466454,0.00008041679,0.0070004323,0.00007254064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017304363,0.0000072927164,0.00484406,0.00025136088,0.000029759332,0.001829782,0.020168213,0.000032956006,0.0000012939302,0.000018416458,0.9676351,0.0050087296],"study_design_scores_gemma":[0.010367727,0.0005972275,0.0015981863,0.010176182,0.00008853315,0.00019189288,0.0035598525,0.0000065321683,2.9355306e-7,0.00090650364,0.9723639,0.00014319188],"about_ca_topic_score_codex":0.008493237,"about_ca_topic_score_gemma":0.0010274276,"teacher_disagreement_score":0.06351408,"about_ca_system_score_codex":0.00030650734,"about_ca_system_score_gemma":0.00059191155,"threshold_uncertainty_score":0.9981093},"labels":[],"label_agreement":null},{"id":"W2586090862","doi":"","title":"Preparing IMGs for residency training in Canada: A Novel orientation program","year":2013,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Training (meteorology); Orientation (vector space); Residency training; Computer science; Medicine; Continuing education; Mathematics; Geography","score_opus":0.08547703401123152,"score_gpt":0.45071867933196874,"score_spread":0.3652416453207372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586090862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94890887,0.000050194947,0.0006389676,0.0022412024,0.00071675854,0.007847989,0.000010192298,0.00017056886,0.03941527],"genre_scores_gemma":[0.96874917,0.0000054488382,0.022612369,0.0010011201,0.00012007283,0.0044637476,0.000027771053,0.000020947864,0.0029993502],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980343,0.0000697485,0.0006317278,0.00026156724,0.0001905643,0.0008121016],"domain_scores_gemma":[0.99888843,0.00044444154,0.00015072006,0.00017898237,0.00017678212,0.00016062087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036275512,0.00011295598,0.00020744324,0.000058506263,0.00029879122,0.000008843815,0.00011840024,0.00009438553,0.00046111242],"category_scores_gemma":[0.00030270193,0.000101503705,0.000017261606,0.0002468139,0.00001095446,0.00020520523,0.000041360017,0.00023055487,0.000040837956],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022432023,0.00020398521,0.46391186,0.002201434,0.000035018827,0.0000037888312,0.05469981,0.0001989508,0.0006322493,0.08332339,0.13664463,0.25792056],"study_design_scores_gemma":[0.0064695217,0.00049744995,0.5853638,0.0030053528,0.00002811565,0.0000036574302,0.27471194,0.01610593,0.0002805969,0.011012022,0.10158591,0.00093570043],"about_ca_topic_score_codex":0.98388326,"about_ca_topic_score_gemma":0.99653673,"teacher_disagreement_score":0.25698486,"about_ca_system_score_codex":0.0012895417,"about_ca_system_score_gemma":0.0049261027,"threshold_uncertainty_score":0.8738695},"labels":[],"label_agreement":null},{"id":"W2587127176","doi":"10.3917/rsi.127.0071","title":"Infirmières issues de minorités visibles et mobilité verticale en milieu hospitalier","year":2017,"lang":"fr","type":"article","venue":"Recherche en soins infirmiers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.22010938950642395,"score_gpt":0.5433878617307975,"score_spread":0.3232784722243735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587127176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.763308,0.032589655,0.00029882402,0.13121673,0.005711961,0.0025366836,0.00024283047,0.00044664822,0.063648656],"genre_scores_gemma":[0.64462423,0.038480703,0.08061573,0.009487843,0.0046760975,0.0005818558,0.00009838588,0.0004679872,0.22096716],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9793771,0.0132229645,0.001782814,0.0013343784,0.00091480673,0.0033679288],"domain_scores_gemma":[0.9844359,0.009271268,0.00076282845,0.0034739967,0.00045822133,0.0015977724],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.01434835,0.0010645951,0.0014563968,0.0002665598,0.0023939172,0.00031373792,0.002420434,0.0060142963,0.0026697502],"category_scores_gemma":[0.021390665,0.0011188966,0.00049768167,0.00046839542,0.0013726916,0.0012674148,0.0013624447,0.0074981274,0.0033650796],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005840102,0.0012795982,0.4489854,0.0050771963,0.0006406212,0.00025579997,0.12139132,0.00025713927,0.00038907255,0.06619083,0.163642,0.191307],"study_design_scores_gemma":[0.0018110338,0.0005464471,0.08061055,0.004203913,0.0002703403,0.00002547858,0.025495507,0.0009772945,0.0008249283,0.021180533,0.86286074,0.0011932236],"about_ca_topic_score_codex":0.068369806,"about_ca_topic_score_gemma":0.011049508,"teacher_disagreement_score":0.69921875,"about_ca_system_score_codex":0.004211617,"about_ca_system_score_gemma":0.003669719,"threshold_uncertainty_score":0.999611},"labels":[],"label_agreement":null},{"id":"W2588216381","doi":"10.1891/1939-2095.8.2.241","title":"Facilitators and Barriers to Advancing in the Nursing Profession: Voices of U.S.- and Internationally Educated Nurses","year":2015,"lang":"en","type":"article","venue":"Clinical Scholars Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Nursing; Work (physics); Qualitative research; Career development; Work environment; Psychology; Medicine; Medical education; Job satisfaction; Sociology; Social psychology","score_opus":0.13000220403271964,"score_gpt":0.5805762579446435,"score_spread":0.45057405391192384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588216381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.872773,0.098550975,0.0000047426283,0.024141569,0.0008928177,0.0018283431,0.000009022649,0.000020055728,0.001779483],"genre_scores_gemma":[0.92117494,0.049283627,0.0015913593,0.027025364,0.00019681182,0.00021148748,0.000008218497,0.000021381726,0.0004868297],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951945,0.0024300523,0.0013780447,0.0003161387,0.00032545874,0.00035583624],"domain_scores_gemma":[0.996636,0.0017717661,0.00033630992,0.00027563283,0.00029172143,0.00068859337],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0077880058,0.00013986547,0.0005691203,0.000055892313,0.00021518927,0.000010419969,0.0002766394,0.00014495302,0.00007036467],"category_scores_gemma":[0.019864654,0.000089288566,0.000046222438,0.000408095,0.00016717806,0.00023057155,0.000104614686,0.00088337285,0.00003991891],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009246769,0.00006399171,0.8138375,0.0025474918,0.000011726675,0.0000036342822,0.0063901753,8.2470586e-7,0.0000021229982,0.0010812792,0.026754636,0.14921412],"study_design_scores_gemma":[0.001145645,0.00040184346,0.3036738,0.108023815,0.00007427506,0.0000071291593,0.028231557,0.000021373451,8.63814e-7,0.0022772846,0.55588955,0.00025282256],"about_ca_topic_score_codex":0.00008638649,"about_ca_topic_score_gemma":0.00012529272,"teacher_disagreement_score":0.5291349,"about_ca_system_score_codex":0.00011153162,"about_ca_system_score_gemma":0.0006144181,"threshold_uncertainty_score":0.98839146},"labels":[],"label_agreement":null},{"id":"W2588229986","doi":"","title":"Nursing Scholarship In and For the Northern Canadian Context","year":2016,"lang":"en","type":"article","venue":"Northern review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Circumpolar star; Scholarship; Context (archaeology); Nurse education; Nursing research; Sociology; Nursing; Political science; Medicine; Geography","score_opus":0.1091589739933368,"score_gpt":0.4634813964541332,"score_spread":0.3543224224607964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588229986","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20593823,0.6559832,0.000072782816,0.12458737,0.00068316556,0.007273067,0.00008988733,0.00006711799,0.0053051934],"genre_scores_gemma":[0.9085173,0.07142078,0.00005875235,0.017114209,0.00021210675,0.00066102855,0.00000626404,0.00004953316,0.0019600235],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797845,0.000388217,0.0005262468,0.00025091216,0.00013268273,0.0007235198],"domain_scores_gemma":[0.9979107,0.0010532582,0.00016152894,0.0003862888,0.00019615021,0.00029208802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014529711,0.00015446714,0.00035328328,0.000045224646,0.0006044662,0.000006766117,0.00023791134,0.00012463186,0.00026513825],"category_scores_gemma":[0.00077231845,0.00008022917,0.000055119664,0.00018378466,0.00007930079,0.00008962447,0.00002126628,0.00029209873,0.00041995753],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009363389,0.000005453871,0.43148223,0.0008113665,0.000004853436,0.0000013955329,0.0004999491,5.2303402e-8,7.74949e-7,0.00061507843,0.0011527276,0.56541675],"study_design_scores_gemma":[0.00063821726,0.00003452657,0.07722838,0.053117894,0.000028994897,0.0000030059114,0.00068800163,0.0000029016742,4.6771007e-7,0.0013815108,0.86671996,0.00015613115],"about_ca_topic_score_codex":0.04957804,"about_ca_topic_score_gemma":0.94913995,"teacher_disagreement_score":0.89956194,"about_ca_system_score_codex":0.00066096213,"about_ca_system_score_gemma":0.0007038729,"threshold_uncertainty_score":0.9567509},"labels":[],"label_agreement":null},{"id":"W2588346885","doi":"","title":"Landmark Articles From Volumes 31-40 / Des articles-jalons tirés des volumes 31 à 40 - Considering Place in Community Health Nursing","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Conceptualization; Meaning (existential); Community health; Nursing; Power (physics); Sociology; Health care; Nursing research; Psychology; Medicine; Public health; Political science","score_opus":0.22182012493107164,"score_gpt":0.5050305602296927,"score_spread":0.2832104352986211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588346885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9673664,0.010884707,0.00009274944,0.016176067,0.00048688837,0.00065345987,0.000043627166,0.00004303995,0.0042530396],"genre_scores_gemma":[0.99486923,0.0002984268,0.003206505,0.00064833945,0.0004081501,0.000007785886,0.000010969645,0.000048309554,0.00050225895],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9897172,0.004658814,0.0014660081,0.0003239799,0.000787758,0.0030462674],"domain_scores_gemma":[0.99249244,0.0025761845,0.0004135284,0.0006297548,0.0009554741,0.002932604],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007630987,0.0003009126,0.00078289455,0.0011971786,0.00533394,0.00018593068,0.0007441901,0.00030669177,0.00019001236],"category_scores_gemma":[0.0030494912,0.00030725976,0.00011537077,0.001463788,0.0015632038,0.00056969386,0.00003781746,0.004426628,0.00007891145],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007254111,0.00040872674,0.32870924,0.00020984751,0.00003205165,0.00033567194,0.17617404,0.00034136095,0.0003127744,0.00028359873,0.10770713,0.38476014],"study_design_scores_gemma":[0.0022537098,0.0013022556,0.65300685,0.046208143,0.000028835879,0.00014689307,0.21144432,0.0018587866,0.0001301744,0.080355994,0.00284305,0.0004210023],"about_ca_topic_score_codex":0.18554065,"about_ca_topic_score_gemma":0.3998203,"teacher_disagreement_score":0.38433915,"about_ca_system_score_codex":0.01024703,"about_ca_system_score_gemma":0.009130121,"threshold_uncertainty_score":0.99993795},"labels":[],"label_agreement":null},{"id":"W2588710376","doi":"","title":"Introduction: Nursing Education in the Circumpolar North","year":2016,"lang":"en","type":"article","venue":"Northern review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Circumpolar star; Medicine; Nursing; Geography; Oceanography; Geology","score_opus":0.044363856343481736,"score_gpt":0.4521160647702276,"score_spread":0.40775220842674587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588710376","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27989137,0.34441265,0.00010517232,0.33917034,0.0033883234,0.005156843,0.00001327675,0.0001671342,0.027694881],"genre_scores_gemma":[0.5130823,0.39067584,0.00046167104,0.067641556,0.0130336145,0.0017677504,0.00011162621,0.0001295511,0.013096067],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99743545,0.0010157852,0.000609817,0.0002638002,0.00025014748,0.00042499808],"domain_scores_gemma":[0.99865985,0.0002235286,0.0002373451,0.0006278892,0.00017407336,0.00007732669],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010413569,0.0001334895,0.0002716878,0.000041459054,0.0003275518,0.0000039306774,0.00028753633,0.00007298548,0.0011964386],"category_scores_gemma":[0.00032638223,0.000068226545,0.000054855383,0.00045578604,0.000053385957,0.00012383187,0.000018052127,0.00031849553,0.0029124457],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052079636,0.00008918685,0.25667205,0.001286146,0.0000025536408,8.300563e-7,0.0010730431,1.0404706e-7,0.0000020998882,0.0013424045,0.094671756,0.6448546],"study_design_scores_gemma":[0.00012660146,0.000019169676,0.07613281,0.017394545,0.00001952572,0.0000074752948,0.0006957625,1.8026797e-7,2.7036404e-7,0.0004968235,0.9050166,0.000090221845],"about_ca_topic_score_codex":0.00014844553,"about_ca_topic_score_gemma":0.0022308836,"teacher_disagreement_score":0.8103449,"about_ca_system_score_codex":0.0004340608,"about_ca_system_score_gemma":0.00069487386,"threshold_uncertainty_score":0.9997166},"labels":[],"label_agreement":null},{"id":"W2588785237","doi":"10.11575/prism/27188","title":"Ontario Dental Hygienists’ Perceptions of the Effectiveness of Professional Development","year":2015,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perception; Psychology; Medicine; Medical education; Nursing; Family medicine","score_opus":0.019541513776394077,"score_gpt":0.32920634385315617,"score_spread":0.3096648300767621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588785237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9559984,0.00012474722,0.00020195049,0.000021826943,0.0018636984,0.001537201,0.0000052669316,0.000019484538,0.040227428],"genre_scores_gemma":[0.84922916,0.000027075734,0.005216738,0.00001577394,0.000018208626,0.000011154454,0.00066456944,0.00003130108,0.14478603],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971162,0.00095934304,0.00052392797,0.00029041187,0.0007697395,0.00034036473],"domain_scores_gemma":[0.9974219,0.0003371231,0.0009996903,0.000391704,0.00069751305,0.0001520348],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00093612034,0.00022854516,0.0006727855,0.00016786053,0.00063947844,0.0000010481517,0.0006255967,0.0006174676,0.0010300074],"category_scores_gemma":[0.00007865261,0.00021136733,0.00019585807,0.00023926518,0.00017735161,0.000092436276,0.0002643378,0.0008871438,0.000053203417],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0053104763,0.0012444922,0.7417172,0.014554659,0.00041097793,0.000012614695,0.19591413,0.0000024787892,0.0017554465,0.0026428103,0.012136097,0.024298584],"study_design_scores_gemma":[0.0011006809,0.00007442672,0.96493864,0.0052214162,0.00012250224,6.2307686e-7,0.014903245,0.000021771171,0.00018293262,0.0004239605,0.0128234485,0.00018636625],"about_ca_topic_score_codex":0.041050762,"about_ca_topic_score_gemma":0.05718705,"teacher_disagreement_score":0.22322139,"about_ca_system_score_codex":0.001199289,"about_ca_system_score_gemma":0.005442668,"threshold_uncertainty_score":0.9998832},"labels":[],"label_agreement":null},{"id":"W2588805838","doi":"","title":"Editorial: Shortage of Nurses, Shortage of Nursing","year":2000,"lang":"en","type":"editorial","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing shortage; Nursing; Medicine; Psychology; Nurse education; Philosophy","score_opus":0.11947229283918447,"score_gpt":0.5520844788269702,"score_spread":0.4326121859877857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588805838","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033335038,0.007159617,0.000006200727,0.00077060034,0.9453413,0.0011802905,0.0008093396,0.000017665527,0.04138152],"genre_scores_gemma":[0.025339602,0.0010805931,0.00019278693,0.000016621316,0.9680179,0.000015904932,0.00015918269,0.00021669232,0.0049607307],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9841396,0.0031512997,0.003686273,0.00061702763,0.005199457,0.0032063066],"domain_scores_gemma":[0.9802966,0.0052325125,0.0019908012,0.0011570214,0.0081602,0.0031628783],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008669139,0.00059538486,0.0022227783,0.0031544506,0.0013597274,0.00006377224,0.0021915068,0.0035393874,0.0016149475],"category_scores_gemma":[0.0064272727,0.000598371,0.00046744882,0.0017398004,0.0019382756,0.00032055975,0.000035142544,0.011831447,0.000058809812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00060477207,0.0001767089,0.0003778929,0.00071088725,0.000073886265,0.00013775792,0.012682765,0.000029180137,0.000028470831,0.00016551398,0.9600705,0.024941664],"study_design_scores_gemma":[0.0009654856,0.0009975949,0.00014792848,0.07396188,0.00015947757,0.000011808386,0.0122010205,0.000008865853,0.000020477932,0.0021157442,0.9090552,0.0003545555],"about_ca_topic_score_codex":0.025410106,"about_ca_topic_score_gemma":0.011136074,"teacher_disagreement_score":0.07325099,"about_ca_system_score_codex":0.009306641,"about_ca_system_score_gemma":0.048733585,"threshold_uncertainty_score":0.9999404},"labels":[],"label_agreement":null},{"id":"W2588905814","doi":"","title":"Nurse Educators Collaborate in a Pan-Territorial Approach to Develop a Community Development Learning Opportunity","year":2016,"lang":"en","type":"article","venue":"Northern review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Aurora College; Yukon University","funders":"","keywords":"Incentive; Public relations; Affect (linguistics); Nursing; Community development; Political science; Business; Sociology; Medicine","score_opus":0.09637633700567723,"score_gpt":0.4311199000615824,"score_spread":0.3347435630559052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588905814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9587026,0.00929944,0.00011872867,0.004896298,0.0020355259,0.005338314,0.000022912296,0.00026437288,0.019321783],"genre_scores_gemma":[0.94063324,0.01789055,0.008766818,0.0142419385,0.0013371076,0.0051310724,0.00020769435,0.00022957336,0.011562004],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921114,0.0046507437,0.0014300229,0.0003821845,0.00041933183,0.001006343],"domain_scores_gemma":[0.9967835,0.00059220154,0.00046046163,0.000652548,0.0008217076,0.0006896096],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004598265,0.00034645127,0.00085389544,0.0001262446,0.0010367105,0.000009724105,0.00057876064,0.00023055621,0.0003203505],"category_scores_gemma":[0.0035077464,0.00024245484,0.00004511281,0.0016804365,0.00004993311,0.00012187284,0.00024744635,0.0012054307,0.001567389],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012048089,0.0005917651,0.5997113,0.008528783,0.000038214643,0.000011376339,0.02163192,0.0000018837493,0.000012761217,0.00032177422,0.02401134,0.34501842],"study_design_scores_gemma":[0.00066129194,0.000058367128,0.040787242,0.025108447,0.000017935976,0.0000027799033,0.0047904793,4.9715794e-7,0.0000036360007,0.000036614307,0.9281657,0.00036701976],"about_ca_topic_score_codex":0.0020212848,"about_ca_topic_score_gemma":0.014369595,"teacher_disagreement_score":0.90415436,"about_ca_system_score_codex":0.001545217,"about_ca_system_score_gemma":0.005469765,"threshold_uncertainty_score":0.99921},"labels":[],"label_agreement":null},{"id":"W2588959306","doi":"","title":"Is the mHealth industry facing a skills crisis","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"mHealth; Business; Industry 4.0; Public relations; Internet privacy; Computer science; Psychological intervention; Political science; Medicine; Nursing","score_opus":0.06566816856895298,"score_gpt":0.46848018247709006,"score_spread":0.4028120139081371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588959306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59383786,0.00025390653,0.0005993195,0.29043713,0.00128497,0.001327096,0.00005233281,0.0004074031,0.11179996],"genre_scores_gemma":[0.86197865,0.00019825647,0.00037039074,0.063987695,0.0004182386,0.000106364685,0.0000011446339,0.000026342059,0.07291294],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970572,0.0005211124,0.0006370117,0.00033757577,0.00034339656,0.001103682],"domain_scores_gemma":[0.99743116,0.0011490246,0.00021388612,0.00070439896,0.00015854408,0.00034298055],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009812928,0.00018043295,0.00025546295,0.000056126686,0.0013054679,0.000008180069,0.00035502532,0.0005600412,0.012718856],"category_scores_gemma":[0.0002487405,0.000078867415,0.000065982946,0.0003101422,0.00006382545,0.00013551187,0.00018625495,0.00095960044,0.005622302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001652196,0.000031259,0.15878671,0.000090140464,0.000013562546,0.0000019893919,0.0045474945,2.4170595e-7,0.00002060602,0.008462716,0.81764764,0.010381094],"study_design_scores_gemma":[0.0009867628,0.0000800035,0.043347154,0.0011233782,0.000020561858,0.0000032166024,0.022349123,0.000011653801,0.00020883809,0.0045119687,0.9271057,0.00025162776],"about_ca_topic_score_codex":0.002210855,"about_ca_topic_score_gemma":0.00038222823,"teacher_disagreement_score":0.26814076,"about_ca_system_score_codex":0.00033641033,"about_ca_system_score_gemma":0.0003831845,"threshold_uncertainty_score":0.9999947},"labels":[],"label_agreement":null},{"id":"W2589051451","doi":"10.5539/ass.v13n3p89","title":"Economic Analysis of the Latent Factors Related to the Nursing Shortage","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Cairo University","keywords":"Cronbach's alpha; Economic shortage; Audit; Nursing; Descriptive statistics; Data collection; Nursing shortage; Work (physics); Descriptive research; Sample (material); Medicine; Business; Psychology; Nurse education; Sociology; Accounting","score_opus":0.05311863119596165,"score_gpt":0.46743650822277644,"score_spread":0.4143178770268148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589051451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78006697,0.000008916836,0.000004883568,0.013820439,0.0011062835,0.0004080454,0.00001888753,0.000017064669,0.20454852],"genre_scores_gemma":[0.99829686,0.000002948486,0.000016865788,0.00028578125,0.00006794853,0.000008836433,0.0000010270381,0.000005377318,0.0013143546],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998354,0.00017544105,0.00035519598,0.00024770174,0.00032843012,0.0005392297],"domain_scores_gemma":[0.9986219,0.00007890052,0.0004216936,0.0006703655,0.00007566414,0.00013151263],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011774498,0.000086340006,0.00022203923,0.00007688867,0.008228666,0.000041091163,0.0015069603,0.00009232924,0.00020232673],"category_scores_gemma":[0.00023761632,0.000048934002,0.00012364337,0.0007514227,0.0008939658,0.0001592819,0.00024273068,0.00027264332,0.00007654048],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008355078,0.000018928391,0.85591644,0.000006867329,0.00005710159,3.5622736e-7,0.07470516,0.000043164877,0.00009195345,0.04473226,0.0020998595,0.02231956],"study_design_scores_gemma":[0.000046741476,0.000008434305,0.986751,0.000059013804,0.00007785175,3.2538544e-8,0.0100040035,0.00009657769,0.000025595176,0.0005680059,0.0023073212,0.000055381315],"about_ca_topic_score_codex":0.0021674796,"about_ca_topic_score_gemma":0.002437632,"teacher_disagreement_score":0.2182299,"about_ca_system_score_codex":0.0005807859,"about_ca_system_score_gemma":0.00042459893,"threshold_uncertainty_score":0.9930625},"labels":[],"label_agreement":null},{"id":"W2589093237","doi":"10.24083/apjhm.v11i3.155","title":"Health Systems in Australia and Four Other Countries: choices and challenges","year":2016,"lang":"en","type":"article","venue":"Asia Pacific Journal of Health Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Life expectancy; Context (archaeology); Project commissioning; Health care; Business; Population health; Medicine; Economic growth; Environmental health; Publishing; Political science; Geography; Population; Economics","score_opus":0.11157097805569811,"score_gpt":0.41991533188660557,"score_spread":0.30834435383090747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589093237","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16903843,0.3078509,0.0005674003,0.4983721,0.0050196573,0.006587636,0.0000683141,0.0001221056,0.012373426],"genre_scores_gemma":[0.8316003,0.16313595,0.00046876125,0.0012604718,0.00028003522,0.00004987524,6.229942e-7,0.000034973276,0.003169029],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99459195,0.0013986479,0.0020247314,0.00034290476,0.0005273754,0.0011144042],"domain_scores_gemma":[0.99689656,0.00042475507,0.0017276825,0.0002972888,0.00013367675,0.0005200593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006257232,0.000259869,0.0009122199,0.00040893792,0.00043323997,0.000023394896,0.00020037581,0.00013618871,0.000067769724],"category_scores_gemma":[0.00004058079,0.0001732136,0.000037024434,0.0001743604,0.000102557584,0.0002723675,0.00009950928,0.0004086174,0.000050855142],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074247096,0.00032771402,0.3482581,0.04312034,0.00037048533,0.00021412059,0.022096666,0.000015972902,0.00000225537,0.17554532,0.09922756,0.31007898],"study_design_scores_gemma":[0.0023009114,0.000589738,0.1169167,0.009671655,0.000011282213,0.000046531586,0.028281946,0.000005637247,1.1723095e-7,0.00084132224,0.8411719,0.00016226742],"about_ca_topic_score_codex":0.0017384137,"about_ca_topic_score_gemma":0.00078572985,"teacher_disagreement_score":0.7419443,"about_ca_system_score_codex":0.00076648436,"about_ca_system_score_gemma":0.00027117154,"threshold_uncertainty_score":0.70634454},"labels":[],"label_agreement":null},{"id":"W2589804466","doi":"10.1097/phm.0000000000000732","title":"Stories of an Emigrant Physician","year":2017,"lang":"en","type":"article","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. John's Rehab Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Family medicine; University hospital; Library science; Gerontology","score_opus":0.030331949475772817,"score_gpt":0.48034826990264917,"score_spread":0.45001632042687634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589804466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99182266,0.00007115779,0.00008237314,0.0055577634,0.00059263955,0.00029573377,0.0000056194126,0.00001433235,0.0015577145],"genre_scores_gemma":[0.9953131,0.0000040653445,0.0021613592,0.00041805604,0.0020285805,0.0000105139,0.000002744061,0.000020289554,0.000041289375],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99714196,0.00068872084,0.00096751394,0.00017218755,0.00069291587,0.00033667634],"domain_scores_gemma":[0.99259895,0.0023326161,0.0030751538,0.00059055665,0.0011143866,0.00028834905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011385172,0.0001624275,0.0009159414,0.000119237564,0.0005175829,0.0000044661,0.00045244928,0.00004168495,0.000027012613],"category_scores_gemma":[0.0033891746,0.000113434544,0.00013865434,0.00019772933,0.0016548159,0.00047117786,0.000043211232,0.0005320334,0.000010110865],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070027215,0.0004259315,0.039657027,0.00033481355,0.00005062888,0.0000050915896,0.08057768,0.000033573477,0.0024541966,0.006666529,0.000840084,0.8682542],"study_design_scores_gemma":[0.0028919054,0.12509052,0.6115405,0.0053775692,0.00019873242,0.0000036889028,0.22519366,0.00038485022,0.0001002485,0.017352315,0.011579732,0.00028628577],"about_ca_topic_score_codex":0.0024026756,"about_ca_topic_score_gemma":0.00012298445,"teacher_disagreement_score":0.8679679,"about_ca_system_score_codex":0.00015855869,"about_ca_system_score_gemma":0.00021989735,"threshold_uncertainty_score":0.6097238},"labels":[],"label_agreement":null},{"id":"W2590032603","doi":"10.1186/s12960-017-0191-6","title":"Impact of the rural pipeline in medical education: practice locations of recently graduated family physicians in Ontario","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Health services research; Health administration; Social policy; Pipeline (software); Health informatics; Medicine; Family medicine; Public health; Medical education; Nursing; Political science; Engineering","score_opus":0.07149999716519226,"score_gpt":0.5018329047021448,"score_spread":0.4303329075369525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590032603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96569824,0.00039371164,0.000012492933,0.025214331,0.00040413166,0.002184457,0.000032843065,0.000017573466,0.006042241],"genre_scores_gemma":[0.99410933,0.00013614306,0.00019393914,0.0032823696,0.00015285076,0.00016344737,0.000046671623,0.000024934421,0.0018903392],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99639535,0.0007597986,0.0014322976,0.00023997108,0.00050731766,0.00066524115],"domain_scores_gemma":[0.995942,0.000528395,0.0019373134,0.000943517,0.00039624592,0.00025253926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001919143,0.0001732301,0.0005562159,0.00015096056,0.0011392472,0.000009505322,0.00075129396,0.00019543356,0.00012697218],"category_scores_gemma":[0.0020601747,0.0001326719,0.00012401826,0.0002476365,0.00023609478,0.00016395151,0.00014067271,0.00090688665,0.0000065626773],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045969055,0.0013532984,0.90555036,0.0007395517,0.000021651173,6.9610763e-7,0.040946707,0.000086568725,0.000015109646,0.0029402075,0.041318014,0.0065681483],"study_design_scores_gemma":[0.0015448086,0.00028252188,0.9456118,0.003773482,0.000011103184,0.0000011371369,0.009834732,0.00015528312,0.0000013592725,0.0007528448,0.037930574,0.000100399026],"about_ca_topic_score_codex":0.65786844,"about_ca_topic_score_gemma":0.77653104,"teacher_disagreement_score":0.118662566,"about_ca_system_score_codex":0.0014757473,"about_ca_system_score_gemma":0.009198845,"threshold_uncertainty_score":0.99641806},"labels":[],"label_agreement":null},{"id":"W2592080324","doi":"10.2147/jmdh.s126270","title":"Interprofessional education for internationally educated health professionals: an environmental scan","year":2017,"lang":"en","type":"review","venue":"Journal of Multidisciplinary Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; Provincial Health Services Authority; Alberta Health; University of Manitoba; University of Saskatchewan; Alberta Health Services","funders":"Health Canada","keywords":"Health professionals; Interprofessional education; Medicine; Medical education; Data science; Health care; Computer science; Political science","score_opus":0.19018816005693379,"score_gpt":0.5964837672729418,"score_spread":0.40629560721600805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592080324","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000591003,0.9633914,0.000056016223,0.0104043735,0.016730538,0.0072922423,0.0012628532,0.00005963682,0.00021192664],"genre_scores_gemma":[0.0008111283,0.97436106,0.006034486,0.0011921921,0.00697952,0.0011813783,0.0030155613,0.00026655867,0.006158124],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9863779,0.0039329203,0.006010179,0.0009361864,0.0012547767,0.0014880622],"domain_scores_gemma":[0.98040336,0.0014770827,0.014107139,0.0012328414,0.0009943197,0.001785237],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0047614607,0.0010208013,0.0041424707,0.0010237086,0.004148163,0.000050143295,0.0022151591,0.001348867,0.00026524428],"category_scores_gemma":[0.00048727292,0.0007824415,0.0011035071,0.00021634114,0.0001936265,0.00089104037,0.0007018079,0.0040566153,0.000121258876],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00051074225,0.001207328,0.001245684,0.047617804,0.00017456892,0.0000095773985,0.0035183697,7.7902814e-7,2.9921725e-7,0.00043702946,0.029041005,0.9162368],"study_design_scores_gemma":[0.0008613444,0.0012150751,0.0007866458,0.18120961,0.00017562405,0.00013590735,0.011361689,0.000022581284,5.2072824e-8,0.0007464847,0.80298,0.00050499727],"about_ca_topic_score_codex":0.00034284752,"about_ca_topic_score_gemma":0.0005094993,"teacher_disagreement_score":0.9157318,"about_ca_system_score_codex":0.0061922614,"about_ca_system_score_gemma":0.063081235,"threshold_uncertainty_score":0.9999476},"labels":[],"label_agreement":null},{"id":"W2592286577","doi":"","title":"Addressing Indigenous health inequities: The role of health professionals and educators in Canada and Australia","year":2016,"lang":"en","type":"article","venue":"Bond University Research Portal (Bond University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Health equity; Health professionals; Political science; Economic growth; Health care; Public relations; Sociology; Law","score_opus":0.12963226705197478,"score_gpt":0.4305194077111765,"score_spread":0.30088714065920175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592286577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98472774,0.0009096539,0.0000022625454,0.00554638,0.00012527732,0.001292956,0.0002137565,0.000021284937,0.0071606627],"genre_scores_gemma":[0.9808915,0.0009952483,0.000067031826,0.0002586509,0.000031775726,9.628734e-7,0.000012520821,0.0000146538605,0.017727608],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9953355,0.0016641435,0.0004794907,0.00045380677,0.00067665405,0.0013904009],"domain_scores_gemma":[0.99730337,0.00096696045,0.00044342893,0.0003553077,0.000280178,0.00065074465],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021504748,0.000197682,0.0005319023,0.00066415017,0.0021320728,0.000008051578,0.00045837564,0.00015713896,0.00022787895],"category_scores_gemma":[0.00011112115,0.00015384969,0.00003460997,0.0011127098,0.00049986236,0.0003417794,0.00064771133,0.00085514033,0.0000062945237],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030004742,0.00012327301,0.90880466,0.00069882936,0.000042450487,0.00015899706,0.01683331,7.7859426e-7,0.00004021064,0.03078144,0.034359753,0.00785627],"study_design_scores_gemma":[0.0016472735,0.00027937192,0.21551792,0.002795604,0.000009304592,0.0000064232004,0.5792908,0.0000029212254,0.0000243583,0.0007420101,0.19942245,0.00026153284],"about_ca_topic_score_codex":0.93021923,"about_ca_topic_score_gemma":0.9435224,"teacher_disagreement_score":0.6932867,"about_ca_system_score_codex":0.002276556,"about_ca_system_score_gemma":0.017661093,"threshold_uncertainty_score":0.999167},"labels":[],"label_agreement":null},{"id":"W2592337087","doi":"10.7939/r3n29pf7b","title":"Scoping the Literature about Internationally Educated Nurses in Canada: Mapping a Research Agenda","year":2014,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Public relations; Economic growth; Regional science; Sociology; Economics","score_opus":0.04130218386809249,"score_gpt":0.3560651689671763,"score_spread":0.31476298509908385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592337087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.877265,0.0004539271,0.0000028039644,0.016754512,0.000615659,0.0005875517,0.000008865413,0.00001825014,0.10429344],"genre_scores_gemma":[0.9481494,0.0002053075,0.0002356109,0.0015368492,0.00012135971,0.0000016224526,0.00008027255,0.000014177056,0.04965539],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99786174,0.0009242507,0.0002494379,0.00021015377,0.00029555586,0.00045886423],"domain_scores_gemma":[0.99722767,0.0021350486,0.00013332466,0.00027377985,0.000121591256,0.000108575376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003484637,0.00009278551,0.0001880158,0.00020684824,0.00055183534,0.000011486722,0.000614836,0.00010344696,0.0008781095],"category_scores_gemma":[0.00022020441,0.00008318285,0.000029900344,0.0007314772,0.000094250376,0.00037054584,0.00029558898,0.0007460452,0.00004620831],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001842231,0.000054610384,0.53921556,0.001227223,0.00003411603,0.000029124665,0.11265795,0.000050626317,0.000017710985,0.020044653,0.32493725,0.0015469329],"study_design_scores_gemma":[0.00082566094,0.000037832793,0.25293538,0.021897689,0.0000053898534,0.0000018054745,0.072886124,0.0005960707,0.000013628186,0.0008278504,0.6497804,0.00019215536],"about_ca_topic_score_codex":0.8973184,"about_ca_topic_score_gemma":0.9321213,"teacher_disagreement_score":0.32484314,"about_ca_system_score_codex":0.00034052544,"about_ca_system_score_gemma":0.0037580417,"threshold_uncertainty_score":0.9614683},"labels":[],"label_agreement":null},{"id":"W2593399534","doi":"10.5430/jnep.v7n8p27","title":"“They are friendly but they don’t want to be friends with you”: A narrative inquiry into Chinese nursing students’ learning experience in Australia","year":2017,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Narrative; Nursing; Focus group; Psychology; Nurse education; Medical education; Anxiety; Pedagogy; Medicine; Sociology","score_opus":0.17861534600666223,"score_gpt":0.5874262022600253,"score_spread":0.40881085625336305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593399534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94062644,0.00023477226,0.000103066406,0.05193704,0.0035812375,0.0004107897,7.1730875e-7,0.000014397551,0.0030915425],"genre_scores_gemma":[0.9911084,0.00014104061,0.0054253438,0.0011168824,0.00071665307,0.000028682283,0.000001859323,0.000024104187,0.0014370141],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9967766,0.0011545218,0.0007282988,0.00028321595,0.00060125167,0.00045612568],"domain_scores_gemma":[0.9955532,0.00070832914,0.0021420787,0.00033493087,0.00082970265,0.00043178318],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018514824,0.00022224904,0.000390489,0.0002492952,0.0027839602,0.00018299674,0.00040487936,0.0001533686,0.00006478745],"category_scores_gemma":[0.003970873,0.00016992542,0.000033237695,0.00017606102,0.00015677423,0.0018524787,0.000059266735,0.0013205436,0.000008953645],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012368839,0.0008301865,0.1250885,0.00004490973,0.000018152083,0.000019632374,0.8649208,0.00004465426,0.0000660244,0.00012494661,0.0016126594,0.005992665],"study_design_scores_gemma":[0.0006911404,0.0004892974,0.2255179,0.0065197838,0.000044511573,0.00028055251,0.75307447,0.0000073658466,0.0000056388712,0.00040599078,0.012804767,0.00015857155],"about_ca_topic_score_codex":0.0019216749,"about_ca_topic_score_gemma":0.0006617085,"teacher_disagreement_score":0.111846305,"about_ca_system_score_codex":0.00078538596,"about_ca_system_score_gemma":0.0007401963,"threshold_uncertainty_score":0.9985143},"labels":[],"label_agreement":null},{"id":"W2593580782","doi":"10.1016/j.jogc.2017.01.016","title":"A Competency-Based Curriculum for Training Rural Family Physicians in Operative Delivery","year":2017,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Nunavut Research Institute; The Society of Obstetricians and Gynaecologists of Canada; University of Toronto; University of Ottawa; University of Alberta; University of Saskatchewan; University of British Columbia; Bell (Canada); University of Manitoba","funders":"","keywords":"Medicine; Curriculum; Population; Rural population; Nursing; Rural area; Scopus; Family medicine; Medical education; MEDLINE; Economic growth","score_opus":0.03746510051199238,"score_gpt":0.36518949663224576,"score_spread":0.3277243961202534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593580782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9814633,0.0019657637,0.0000575874,0.0019327254,0.012130657,0.0004699432,0.000051020717,0.0000035756254,0.0019254262],"genre_scores_gemma":[0.99527395,0.00009070985,0.0019154856,0.0025031164,0.0000780057,0.00002101908,0.0000038559697,0.000012471108,0.000101401914],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982183,0.000180305,0.0007075655,0.00012457508,0.00020858513,0.00056069635],"domain_scores_gemma":[0.9948889,0.0032342586,0.0009492638,0.00016023734,0.00058541796,0.00018193357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004761787,0.0001401043,0.0005368036,0.00015187307,0.0010814609,0.000019452145,0.00031126704,0.00015978295,0.000041865103],"category_scores_gemma":[0.0033290065,0.000120381905,0.000056041677,0.00013085654,0.000081908016,0.00014437064,0.00004953481,0.00061462936,6.0436054e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031654396,0.00013022067,0.87682205,0.000249156,0.00007447393,0.0008325865,0.003018533,0.00055657554,0.000020909816,0.0025374019,0.010926906,0.10479953],"study_design_scores_gemma":[0.0063783787,0.00061937945,0.9250452,0.00025813995,0.000045393845,0.0000031469372,0.036057856,0.0033494004,0.0000035929233,0.0006302277,0.027369753,0.00023953129],"about_ca_topic_score_codex":0.08292622,"about_ca_topic_score_gemma":0.36767307,"teacher_disagreement_score":0.28474686,"about_ca_system_score_codex":0.0013275385,"about_ca_system_score_gemma":0.00687109,"threshold_uncertainty_score":0.99875903},"labels":[],"label_agreement":null},{"id":"W2594551604","doi":"10.18584/iipj.2017.8.1.5","title":"Indigenous Student Matriculation into Medical School: Policy and Progress","year":2017,"lang":"en","type":"article","venue":"International Indigenous Policy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Indigenous; Matriculation; Formative assessment; Curriculum; Medical education; Medical school; Health care; Process (computing); Medicine; Political science; Sociology; Pedagogy","score_opus":0.0366885145217996,"score_gpt":0.5214779838091099,"score_spread":0.4847894692873103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594551604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95426184,0.0011354825,0.00006734217,0.02517935,0.0018782796,0.0009722691,0.000027985783,0.000102181235,0.016375264],"genre_scores_gemma":[0.97680134,0.0022595169,0.0006720018,0.0037722655,0.012859947,0.0000802182,0.000023134739,0.0000571482,0.0034744334],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9948929,0.00038657826,0.0012399812,0.0003704009,0.0018916646,0.0012184548],"domain_scores_gemma":[0.99526525,0.00028294016,0.0014553287,0.00051426067,0.00081638945,0.00166583],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018258857,0.00032259568,0.0004141011,0.0008507621,0.0072026127,0.00048757982,0.0017375743,0.00049794104,0.0008660976],"category_scores_gemma":[0.003857086,0.00027731917,0.00011415279,0.00018967241,0.00030439178,0.0006849557,0.0007242638,0.0017201352,0.0004493612],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012377343,0.000242364,0.89893675,0.000087684595,0.00021977391,0.0003151702,0.035909906,0.000010572319,0.000010647526,0.0115979975,0.002118847,0.050426513],"study_design_scores_gemma":[0.002438739,0.0002554765,0.8709966,0.00088813156,0.00003091437,0.0011417865,0.0024547582,0.000060810078,0.000011431583,0.018597392,0.102711715,0.00041227153],"about_ca_topic_score_codex":0.013989116,"about_ca_topic_score_gemma":0.0014911548,"teacher_disagreement_score":0.10059287,"about_ca_system_score_codex":0.002750891,"about_ca_system_score_gemma":0.0070781894,"threshold_uncertainty_score":0.9999679},"labels":[],"label_agreement":null},{"id":"W2595776949","doi":"","title":"Review and comparison of public health dental, environmental, and nursing workforce enumerations in Ontario: How do we compare nationally and internationally?","year":2013,"lang":"en","type":"article","venue":"141st APHA Annual Meeting and Exposition (November 2 - November 6, 2013)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Public health; Nursing; Environmental health; Medicine; Political science","score_opus":0.0565280101165064,"score_gpt":0.3784651479450361,"score_spread":0.32193713782852973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595776949","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8904765,0.081805296,0.00010085554,0.023560371,0.0002121247,0.0016734649,0.00012987679,0.000048919243,0.0019925935],"genre_scores_gemma":[0.981557,0.012711524,0.0016013363,0.0025113916,0.00006928688,0.000182846,0.00027631913,0.000033809156,0.0010564456],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968221,0.00050076394,0.0010619691,0.00055963587,0.00039276102,0.00066275836],"domain_scores_gemma":[0.9980923,0.00042825608,0.00065987953,0.00020355542,0.00018812876,0.00042787872],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009049451,0.00033947756,0.00071353023,0.00021707808,0.0007716605,0.0001047061,0.0001157131,0.00017439645,0.00040018963],"category_scores_gemma":[0.00006540562,0.00033714724,0.00003871729,0.00018429502,0.00029702843,0.0008443905,0.00017480076,0.00060010306,0.00002255265],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031608142,0.0004769275,0.9074166,0.0014488356,0.000058356116,0.0000012657673,0.023685727,0.000010290215,0.00018547461,0.0029744273,0.05089063,0.012819906],"study_design_scores_gemma":[0.00442494,0.000643611,0.8123372,0.033347134,0.0001444149,0.00009370005,0.056731325,0.0012188506,0.000025168574,0.0018273327,0.08801974,0.0011865429],"about_ca_topic_score_codex":0.015627425,"about_ca_topic_score_gemma":0.034371354,"teacher_disagreement_score":0.09507932,"about_ca_system_score_codex":0.00042493045,"about_ca_system_score_gemma":0.00017897194,"threshold_uncertainty_score":0.99990803},"labels":[],"label_agreement":null},{"id":"W2596955077","doi":"","title":"Immigrant health issues pose unique challenges for health equity efforts","year":2015,"lang":"en","type":"article","venue":"The Nation's health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Disadvantaged; Poverty; Health equity; Ethnic group; Equity (law); Quarter (Canadian coin); Limited English proficiency; Population; Economic growth; Demographic economics; Political science; Development economics; Geography; Sociology; Health care; Demography; Economics","score_opus":0.21755959463656005,"score_gpt":0.5102718734020478,"score_spread":0.2927122787654878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2596955077","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043336693,0.07000225,0.0042127715,0.8930135,0.0062822336,0.015108989,0.0005000246,0.001138466,0.0054081483],"genre_scores_gemma":[0.6683414,0.049162865,0.014409116,0.24081993,0.007479452,0.0041034785,0.0013919657,0.00049194694,0.0137998555],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9876406,0.0038145934,0.002724775,0.0010586879,0.0013674437,0.0033938868],"domain_scores_gemma":[0.9915155,0.0013078118,0.0022874807,0.0014303881,0.0011177516,0.0023410574],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0177884,0.0006445131,0.0014813679,0.00032773524,0.004331411,0.00004680292,0.0009224994,0.00042608395,0.000087501154],"category_scores_gemma":[0.00044234237,0.0005094272,0.00020679428,0.00069885503,0.00018517034,0.0003373916,0.00039922792,0.0012993998,0.00033106728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005139379,0.0005036555,0.0015055618,0.006074243,0.000070104186,0.0000033437454,0.074930914,0.00011521597,8.2061956e-7,0.13557626,0.6548817,0.12582423],"study_design_scores_gemma":[0.002537251,0.0020686646,0.003723005,0.0013726141,0.000010336597,0.00001210078,0.018260723,0.0007546037,0.0000018679734,0.02204822,0.94877726,0.00043333488],"about_ca_topic_score_codex":0.048419937,"about_ca_topic_score_gemma":0.084756084,"teacher_disagreement_score":0.6640077,"about_ca_system_score_codex":0.0053084143,"about_ca_system_score_gemma":0.012579094,"threshold_uncertainty_score":0.9997357},"labels":[],"label_agreement":null},{"id":"W2597910152","doi":"10.1186/s12960-017-0198-z","title":"An examination of the causes, consequences, and policy responses to the migration of highly trained health personnel from the Philippines: the high cost of living/leaving—a mixed method study","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":138,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Health policy; Health services research; Economic growth; Sierra leone; Underemployment; Health care; Medicine; Business; Socioeconomics; Sociology; Economics; Geography; Unemployment","score_opus":0.10477678160008484,"score_gpt":0.47820431381139034,"score_spread":0.3734275322113055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2597910152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9010531,0.0007115535,0.00012227969,0.08978776,0.00023979986,0.00727507,0.00073951064,0.000031385473,0.000039569873],"genre_scores_gemma":[0.99347264,0.00017623279,0.0004872661,0.004573485,0.0004504057,0.00041266,0.000019315428,0.000038457627,0.00036953262],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9883506,0.008361629,0.0014922775,0.00046422007,0.0006609013,0.00067042996],"domain_scores_gemma":[0.98752946,0.0069023985,0.00300964,0.0019024455,0.00043614436,0.00021992145],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.010550221,0.00028097542,0.00075355085,0.00013168812,0.0076087504,0.000048014317,0.001456162,0.00013650442,0.000024050296],"category_scores_gemma":[0.0039413827,0.00013695599,0.00010135744,0.00033133797,0.0008425398,0.00011877286,0.0002528962,0.00045868248,0.0000010134644],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00083584967,0.000542545,0.09051991,0.0012528722,0.00012713765,3.760932e-7,0.8727744,0.00007753162,0.0005812335,0.011929542,0.006228794,0.015129786],"study_design_scores_gemma":[0.00067782495,0.0014501156,0.8490262,0.00147033,0.00004259286,0.0000010812898,0.1400741,0.00012641466,0.00003196423,0.00037964896,0.006616048,0.00010364683],"about_ca_topic_score_codex":0.21214937,"about_ca_topic_score_gemma":0.22040625,"teacher_disagreement_score":0.7585063,"about_ca_system_score_codex":0.0002948961,"about_ca_system_score_gemma":0.001151077,"threshold_uncertainty_score":0.9936832},"labels":[],"label_agreement":null},{"id":"W2598082670","doi":"","title":"Needs assessment for development of 6for6","year":2016,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Needs assessment; Medical education; Focus group; Curriculum; Program evaluation; Medicine; Psychology; Pedagogy; Sociology; Political science","score_opus":0.06296583905178786,"score_gpt":0.4025772455924908,"score_spread":0.33961140654070293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2598082670","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41460213,0.00026406627,0.0038040527,0.004121123,0.001982878,0.0031737515,0.00052135304,0.00011979097,0.57141083],"genre_scores_gemma":[0.92518437,0.000015414746,0.012354421,0.055239968,0.00048564066,0.0006022983,0.000058728558,0.00006829897,0.00599083],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979202,0.00008508458,0.00057632814,0.00021063982,0.00018909763,0.0010186323],"domain_scores_gemma":[0.9983045,0.00026779834,0.00020625528,0.00034061586,0.0002746703,0.0006061757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003460421,0.00017213845,0.00032329382,0.00022064502,0.000630054,0.0000034918803,0.000261817,0.00014803832,0.000027212553],"category_scores_gemma":[0.00002142354,0.00013235687,0.000066022374,0.0002961636,0.000057300746,0.00009223406,0.00003346927,0.0001317187,0.00021662889],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058881695,0.00007391054,0.007155373,0.00068864605,0.00011283486,0.0000030350043,0.0028837821,0.000003321795,0.00861531,0.09610579,0.27738306,0.60691607],"study_design_scores_gemma":[0.0007836039,0.000062401945,0.0198511,0.0008111523,0.000011742424,2.10209e-8,0.0042805253,0.000014404479,0.000264522,0.0014342788,0.9722835,0.00020276029],"about_ca_topic_score_codex":0.004986093,"about_ca_topic_score_gemma":0.027622946,"teacher_disagreement_score":0.69490045,"about_ca_system_score_codex":0.0014785752,"about_ca_system_score_gemma":0.0047563487,"threshold_uncertainty_score":0.9901204},"labels":[],"label_agreement":null},{"id":"W2598315535","doi":"","title":"Nurse Manager Perspectives on Internationally Educated Nurses (IENs) and Hiring Practices in Long-Term Care","year":2017,"lang":"en","type":"article","venue":"Sigma Theta Tau International's 28th International Nursing Research Congress","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity Western University","funders":"","keywords":"Nursing; Term (time); Nurse manager; Business; Nurse Administrator; Medicine; MEDLINE; Public relations; Political science","score_opus":0.10272625526508117,"score_gpt":0.5669575451712362,"score_spread":0.46423128990615503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2598315535","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7002584,0.001194065,0.00001835913,0.029297119,0.011880493,0.001512,0.00012984165,0.00012751405,0.25558224],"genre_scores_gemma":[0.96391386,0.0011221151,0.00024178319,0.00028283466,0.0015725183,0.0003375683,0.00021110113,0.000095423704,0.032222774],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99254644,0.0010261728,0.0010559852,0.0014060113,0.0026971884,0.0012682193],"domain_scores_gemma":[0.99118507,0.002040735,0.0014910281,0.0011422834,0.003753253,0.00038762484],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023385917,0.00049582747,0.00050231186,0.0015889152,0.0021575473,0.00084419653,0.00318489,0.00035827165,0.0012708624],"category_scores_gemma":[0.007303523,0.0004841206,0.00013823254,0.00025927846,0.0012587475,0.0017173035,0.0006080315,0.0023509897,0.00032234387],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027366362,0.0013653488,0.7425628,0.0003057589,0.0004454978,0.000440911,0.052404433,0.000116650095,0.000337063,0.113491975,0.013129113,0.07266383],"study_design_scores_gemma":[0.0043221205,0.0002941441,0.84502566,0.016488729,0.00003977839,0.00005334226,0.10451844,0.0013813004,0.000191478,0.0076366253,0.019269593,0.000778778],"about_ca_topic_score_codex":0.0013858953,"about_ca_topic_score_gemma":0.0013420833,"teacher_disagreement_score":0.2636555,"about_ca_system_score_codex":0.0036242502,"about_ca_system_score_gemma":0.0005609387,"threshold_uncertainty_score":0.99995065},"labels":[],"label_agreement":null},{"id":"W2599152101","doi":"","title":"Curriculum development of 6for6","year":2016,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Curriculum; Medical education; Foundation (evidence); Research program; Computer science; Phase (matter); Needs assessment; Longitudinal study; Medicine; Psychology; Sociology; Pedagogy; Political science; Pathology","score_opus":0.03804155041864346,"score_gpt":0.3559183138731977,"score_spread":0.3178767634545543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599152101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62379247,0.000321785,0.000074621676,0.0010536824,0.0008843871,0.00061850046,0.000071876595,0.00006902013,0.37311363],"genre_scores_gemma":[0.9634573,0.000018993822,0.0008631834,0.03237617,0.00030362105,0.00009106594,0.000016799895,0.000037499354,0.0028353743],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99789256,0.00011365311,0.0005355665,0.00024597478,0.00020637586,0.0010058784],"domain_scores_gemma":[0.9984585,0.00008197814,0.00018323948,0.000359899,0.00021498973,0.00070139574],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021976326,0.00016562428,0.00028715402,0.00014737579,0.0005311555,0.00000244583,0.00027830977,0.00014460077,0.000059246184],"category_scores_gemma":[0.00002628775,0.00012156579,0.000049497823,0.0003112032,0.000072408875,0.00010069682,0.000042339227,0.00016664343,0.001896477],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018283583,0.00009715382,0.066553496,0.00045359312,0.00008426577,0.000019753656,0.003274039,0.0000018286433,0.00398469,0.03274991,0.39593953,0.49682346],"study_design_scores_gemma":[0.00044704092,0.00002760951,0.024464568,0.0011401479,0.000007199356,4.474859e-8,0.005179686,0.0000056236863,0.00021126542,0.0006145998,0.96768457,0.0002176629],"about_ca_topic_score_codex":0.024649415,"about_ca_topic_score_gemma":0.08323414,"teacher_disagreement_score":0.57174504,"about_ca_system_score_codex":0.0009930239,"about_ca_system_score_gemma":0.0027850105,"threshold_uncertainty_score":0.9988807},"labels":[],"label_agreement":null},{"id":"W2599873677","doi":"","title":"The MUN Med Gateway Project","year":2015,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Refugee; Mainstream; Gateway (web page); Agency (philosophy); Interpreter; Medicine; Settlement (finance); Nursing; Health care; Call to action; Public health; Medical education; Family medicine; Political science; Sociology; Computer science; Business","score_opus":0.09720053111067954,"score_gpt":0.4022869662264364,"score_spread":0.30508643511575684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599873677","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05079688,0.0019850237,0.0000030100878,0.006711012,0.0026546891,0.0016872489,0.0000813716,0.0001676014,0.93591315],"genre_scores_gemma":[0.6090595,0.0001563595,0.00019818208,0.35163507,0.002695175,0.00070875126,0.000118746415,0.00014922161,0.035278983],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967959,0.0005245828,0.00042477014,0.0003009717,0.0003402443,0.001613529],"domain_scores_gemma":[0.99735105,0.00027840977,0.00014866928,0.0006861085,0.00034421118,0.0011915491],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007371135,0.00022033617,0.00026525673,0.000108141845,0.00189197,0.000032052518,0.0005415116,0.00018589251,0.0000052659407],"category_scores_gemma":[0.00012148261,0.00016299645,0.00006230463,0.0006015641,0.0001415213,0.0001226125,0.000060608658,0.00062830833,0.0025940738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022962371,0.000008688127,0.0005256753,0.00002683154,0.00001685527,0.000015293674,0.0017541639,0.000005445059,0.000017547924,0.008458771,0.97285104,0.016296748],"study_design_scores_gemma":[0.00039903523,0.00005461138,0.0018679112,0.00014431145,0.000010222702,1.527746e-7,0.024773898,0.00008253631,0.0000056267722,0.002021328,0.9704577,0.00018268789],"about_ca_topic_score_codex":0.22265606,"about_ca_topic_score_gemma":0.3231424,"teacher_disagreement_score":0.90063417,"about_ca_system_score_codex":0.0014682445,"about_ca_system_score_gemma":0.0060229925,"threshold_uncertainty_score":0.9996119},"labels":[],"label_agreement":null},{"id":"W2600091819","doi":"","title":"Rural Nursing: Aspects of Practice","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Nursing practice; Medicine; Psychology","score_opus":0.15236469012235376,"score_gpt":0.5749821088729303,"score_spread":0.42261741875057657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2600091819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52051675,0.001428123,0.000016623877,0.033853214,0.004164808,0.00046494603,0.000011517715,0.0000102896865,0.4395337],"genre_scores_gemma":[0.99595976,0.00004271214,0.0014391645,0.00018180795,0.0012106576,0.0000031621396,0.0000020435727,0.000034195567,0.0011265042],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9952756,0.0012521353,0.0008778633,0.00014475985,0.000957849,0.0014917536],"domain_scores_gemma":[0.9913933,0.0019330947,0.0005235176,0.00040986898,0.0037016645,0.0020385282],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0054671625,0.00012905987,0.0003641632,0.0009440508,0.0012168577,0.000032325854,0.00062747585,0.00033093806,0.0008466753],"category_scores_gemma":[0.006937168,0.00011968606,0.00008407126,0.00093161844,0.00088227604,0.00036100205,0.000012519487,0.0045255153,0.00012046118],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081622764,0.00048355357,0.018003866,0.0002865341,0.00006660779,0.00064310414,0.13041179,0.000030917912,0.005752266,0.17737724,0.48918796,0.17693993],"study_design_scores_gemma":[0.0037520567,0.002728031,0.07360793,0.054595113,0.00015007117,0.0018734201,0.4444823,0.0001239502,0.0009390611,0.117439285,0.2996485,0.0006603016],"about_ca_topic_score_codex":0.011250078,"about_ca_topic_score_gemma":0.01394602,"teacher_disagreement_score":0.47544298,"about_ca_system_score_codex":0.0018376488,"about_ca_system_score_gemma":0.011709389,"threshold_uncertainty_score":0.9977711},"labels":[],"label_agreement":null},{"id":"W2600781132","doi":"","title":"Dialogue Summary: Creating Community-based Specialty Clinics in Ontario","year":2013,"lang":"en","type":"article","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Ontario Ministry of Health and Long-Term Care; McMaster University","keywords":"Specialty; Public relations; Medical education; Medicine; Political science; Family medicine","score_opus":0.05881390003201549,"score_gpt":0.3242859344911767,"score_spread":0.26547203445916123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2600781132","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31804943,0.00001619373,0.00009561376,0.0003663004,0.00041622508,0.0009634449,0.0000130036715,0.00012667885,0.6799531],"genre_scores_gemma":[0.34302986,0.00001779386,0.0027506643,0.00365955,0.00018833106,0.000014042689,0.00014272262,0.00005218453,0.6501449],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99572355,0.002096206,0.0006148559,0.00033619933,0.00024965423,0.0009795234],"domain_scores_gemma":[0.9974067,0.0011892635,0.00031051837,0.00057340006,0.00018172424,0.00033834984],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006353236,0.00028773,0.0004974386,0.00019763279,0.0012432181,0.000025848121,0.00064005115,0.0004147761,0.17217918],"category_scores_gemma":[0.00008094362,0.00031664327,0.0001022976,0.00067824806,0.0001225204,0.00037765177,0.00040982608,0.0025192264,0.0015141744],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016805204,0.00017513632,0.9627802,0.00018588253,0.000015621714,0.000043283162,0.0058016456,0.00013729559,0.0000058367527,0.0014666436,0.006650983,0.022569424],"study_design_scores_gemma":[0.002350478,0.00014076193,0.14756264,0.0007623991,0.00002093174,3.4325885e-7,0.016294118,0.00018570645,0.0000039766564,0.0004466925,0.83192736,0.00030459417],"about_ca_topic_score_codex":0.5356508,"about_ca_topic_score_gemma":0.90025145,"teacher_disagreement_score":0.8252764,"about_ca_system_score_codex":0.0019739112,"about_ca_system_score_gemma":0.00084664044,"threshold_uncertainty_score":0.9999286},"labels":[],"label_agreement":null},{"id":"W2601772166","doi":"","title":"Panel Summary: Planning for the Future Health Workforce of Ontario","year":2016,"lang":"en","type":"other","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Government of Ontario; McMaster University","keywords":"Workforce; Environmental planning; Business; Geography; Economic growth; Economics","score_opus":0.05415618203566327,"score_gpt":0.33751466169051264,"score_spread":0.2833584796548494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2601772166","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008301583,0.004907268,0.0016311519,0.0023302906,0.0022566356,0.0028801023,0.00034950578,0.00022973302,0.985407],"genre_scores_gemma":[0.000022355409,0.000700045,0.0011468106,0.0012719457,0.0013914969,0.000015388929,0.00006905531,0.00032352222,0.9950594],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970793,0.0003716998,0.0005358993,0.0005494846,0.00033180922,0.0011317774],"domain_scores_gemma":[0.9971241,0.0005676372,0.001198098,0.0007077132,0.00011237211,0.00029009316],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034711193,0.00047898473,0.00086318253,0.00019927217,0.0007413227,0.000008539193,0.00090604456,0.0007822482,0.21278368],"category_scores_gemma":[0.00001209792,0.00034090056,0.00022668595,0.0003225752,0.0001458798,0.00007818442,0.00031308414,0.0008525736,0.0002416154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032785686,0.000023175446,0.006964746,0.00091612944,0.00013755116,0.000008972427,0.0027270464,0.000006061391,3.0676085e-7,0.005436949,0.86082065,0.122630544],"study_design_scores_gemma":[0.0015270667,0.00012452962,0.00027212247,0.0057814135,0.00008438063,8.298368e-7,0.008334932,0.0000044608873,3.4542896e-7,0.00006932888,0.98349565,0.0003049343],"about_ca_topic_score_codex":0.030499509,"about_ca_topic_score_gemma":0.20317383,"teacher_disagreement_score":0.21254206,"about_ca_system_score_codex":0.0016951129,"about_ca_system_score_gemma":0.0021792434,"threshold_uncertainty_score":0.9999043},"labels":[],"label_agreement":null},{"id":"W2601827686","doi":"10.7748/nm.24.1.19.s28","title":"Implications of Brexit for nurses","year":2017,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Brexit; MEDLINE; Nursing; Psychology; Business; Medicine; Political science; European union; International trade; Law","score_opus":0.11448836738287946,"score_gpt":0.5399573959544445,"score_spread":0.425469028571565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2601827686","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03255187,0.00018766487,0.0072522694,0.029316504,0.00502447,0.0047522364,0.00006066506,0.00016144331,0.92069286],"genre_scores_gemma":[0.9701384,0.000045656772,0.009563357,0.0004248233,0.00018060103,0.00044275998,0.000018244844,0.00002388779,0.019162314],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988525,0.0000355061,0.0003545867,0.00021282517,0.00012242519,0.00042213983],"domain_scores_gemma":[0.99835753,0.000082185565,0.00039707654,0.00095081056,0.00013090961,0.00008148108],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00026419514,0.00009367143,0.00017985188,0.00005930008,0.0017266431,0.000013218807,0.00043172904,0.000072987365,0.000104062434],"category_scores_gemma":[0.000059914677,0.00009199184,0.00005476461,0.000046237878,0.00012705431,0.000087015665,0.000063661675,0.000093557705,0.00006818356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000074999356,0.00016906948,0.009955348,0.0010113452,0.00003656118,5.087432e-7,0.0018436046,0.00002184876,0.000030165045,0.74830073,0.09359564,0.14496021],"study_design_scores_gemma":[0.0019560875,0.00013538808,0.3776527,0.00470452,0.00013718037,4.3563492e-7,0.0052673556,0.00005680507,0.00008662341,0.19141413,0.41838172,0.00020703707],"about_ca_topic_score_codex":0.00012904863,"about_ca_topic_score_gemma":0.000040247534,"teacher_disagreement_score":0.9375865,"about_ca_system_score_codex":0.0002976896,"about_ca_system_score_gemma":0.00005247661,"threshold_uncertainty_score":0.999573},"labels":[],"label_agreement":null},{"id":"W2602422599","doi":"","title":"Milestones on the social accountability journey","year":2016,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Lakehead University; University of Toronto; Laurentian University","funders":"","keywords":"Logistic regression; Medicine; Odds; Family medicine; Marital status; Rural area; Odds ratio; Northern territory; Cross-sectional study; Quarter (Canadian coin); Demography; Medical school; Northern ireland; Graduate medical education; Gerontology; Medical education; Geography; Environmental health; Population; Archaeology","score_opus":0.08783445060510436,"score_gpt":0.40462262067550103,"score_spread":0.31678817007039667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602422599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56220347,0.000115853974,0.0000034390307,0.042749006,0.0011630503,0.0007915096,0.0002476437,0.00008596226,0.39264008],"genre_scores_gemma":[0.75289744,0.000017976101,0.000006597642,0.24365413,0.0012613568,0.00010588355,0.000006061332,0.00003262468,0.0020179325],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99722326,0.0005283028,0.0003817154,0.00033259607,0.00029262324,0.0012414841],"domain_scores_gemma":[0.9978987,0.0006951815,0.00015219236,0.000529351,0.0001951121,0.00052944536],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00054436305,0.00022202262,0.00026953715,0.00008557577,0.00269215,0.0000153349,0.00047369621,0.00021129743,0.00016630822],"category_scores_gemma":[0.000081992446,0.00012605975,0.000099470984,0.0003113758,0.00021709,0.00012142457,0.00004145927,0.00049304304,0.004548715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039872342,0.000030993244,0.003164487,0.000040955547,0.000023090344,0.000006554283,0.001842631,5.0556866e-7,0.00037967123,0.05025682,0.90554726,0.038667157],"study_design_scores_gemma":[0.00034819677,0.00004136502,0.09189292,0.00043879345,0.000010730494,6.9756034e-8,0.0098684095,0.0000026777266,0.000021888374,0.0048118304,0.8923407,0.00022238832],"about_ca_topic_score_codex":0.041960847,"about_ca_topic_score_gemma":0.094695315,"teacher_disagreement_score":0.39062217,"about_ca_system_score_codex":0.0015897834,"about_ca_system_score_gemma":0.0014226876,"threshold_uncertainty_score":0.9986062},"labels":[],"label_agreement":null},{"id":"W2602894066","doi":"","title":"Discourse / Discours - Rural Clinicians as Research Collaborators: Keeping the \"Care\" in Our Career","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Psychology; Sociology; Nursing; Medicine","score_opus":0.20013693203025018,"score_gpt":0.6111164287753282,"score_spread":0.41097949674507805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602894066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8558691,0.0028762391,0.0000016955863,0.11831192,0.0038101547,0.0011480056,0.00003803427,0.0000103191205,0.017934546],"genre_scores_gemma":[0.99536777,0.000107808075,0.00010009677,0.00046672876,0.002690006,0.000042219475,0.0000065256695,0.00007089166,0.0011479432],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.98794436,0.0050310534,0.0012631824,0.0003246677,0.002026108,0.0034106078],"domain_scores_gemma":[0.9891764,0.0021619124,0.00030040112,0.0008344408,0.005202406,0.002324471],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01883159,0.00022306418,0.0005021973,0.0018662781,0.0041381833,0.00020663263,0.0017123237,0.0005178799,0.00024625353],"category_scores_gemma":[0.006901584,0.00016773962,0.000116720184,0.003317973,0.0015959253,0.00038182203,0.000083089435,0.012586624,0.0002742681],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00064637134,0.00016239543,0.2389736,0.00019887384,0.000038713613,0.0012785031,0.30671957,0.000104003644,0.00033366395,0.017001608,0.37765807,0.05688465],"study_design_scores_gemma":[0.000886217,0.0005255649,0.019130778,0.007736002,0.000012470823,0.000054678894,0.93139994,0.000022906577,0.000024410674,0.006806217,0.033212837,0.00018799746],"about_ca_topic_score_codex":0.049434848,"about_ca_topic_score_gemma":0.42408141,"teacher_disagreement_score":0.62468034,"about_ca_system_score_codex":0.004143803,"about_ca_system_score_gemma":0.026904609,"threshold_uncertainty_score":0.9996791},"labels":[],"label_agreement":null},{"id":"W2603022680","doi":"10.5539/ibr.v10n5p29","title":"Retention and Task Shifting in Human Resources for Health through Data Mining","year":2017,"lang":"en","type":"article","venue":"International Business Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Task (project management); Incentive; Bibliometrics; Field (mathematics); Human resources; Health care; Computer science; Business; Data science; Knowledge management; Economic growth; Management; Economics; Library science; Government (linguistics)","score_opus":0.4418024264959319,"score_gpt":0.6237639597525807,"score_spread":0.18196153325664882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603022680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9150364,0.0004936519,0.00038363418,0.06661259,0.000756383,0.0013921019,0.00019701438,0.000045878864,0.015082351],"genre_scores_gemma":[0.99211055,0.00038264054,0.0027288806,0.00045652568,0.0008713947,0.00017855276,0.00031800533,0.000029196304,0.002924251],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969035,0.00042740736,0.00062713504,0.00055958185,0.00071470364,0.0007676637],"domain_scores_gemma":[0.9968378,0.0009028785,0.00036249182,0.0008698055,0.00092329085,0.00010375406],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0054180403,0.000112774585,0.00023796967,0.00023452367,0.0035009268,0.0001649535,0.0014216485,0.0001368049,0.0000987227],"category_scores_gemma":[0.0045525804,0.00010896733,0.000015284335,0.00018857881,0.00021814946,0.00080628874,0.0016135614,0.0005547141,0.000020510823],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005616622,0.00014993764,0.88817716,0.0018275024,0.000044033535,0.000023473052,0.013137352,0.000021709286,0.00032725194,0.008971122,0.06354993,0.023208855],"study_design_scores_gemma":[0.0013496883,0.000050169496,0.7435263,0.0028631734,0.0000018915905,0.0000018019027,0.0033973658,0.0014723007,0.000002900577,0.004387668,0.24282655,0.00012022994],"about_ca_topic_score_codex":0.013255783,"about_ca_topic_score_gemma":0.0067748856,"teacher_disagreement_score":0.17927663,"about_ca_system_score_codex":0.00035114665,"about_ca_system_score_gemma":0.00029785864,"threshold_uncertainty_score":0.99779636},"labels":[],"label_agreement":null},{"id":"W2603643250","doi":"","title":"Predicting international medical graduate success on college certification examinations","year":2014,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"IMG; Certification; Medical education; Medicine; Graduate medical education; Family medicine; Accreditation; Political science; Computer science","score_opus":0.07705053019974575,"score_gpt":0.38612703247604424,"score_spread":0.30907650227629846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603643250","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32417348,0.000030397425,0.00008212243,0.013885032,0.0029739828,0.00065230916,0.00025130657,0.0001603966,0.65779096],"genre_scores_gemma":[0.90327394,0.000019752868,0.00005242388,0.09318255,0.0013726666,0.00016239261,0.000259014,0.0000376934,0.0016395828],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99708915,0.00043553527,0.0005336992,0.00040364524,0.0007293005,0.00080867123],"domain_scores_gemma":[0.99751395,0.0005372295,0.0001976233,0.00042225455,0.00035270676,0.00097621797],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007621031,0.00019279988,0.00023189896,0.0002815614,0.0012034152,0.000018945446,0.0005528594,0.00024241432,0.00007576385],"category_scores_gemma":[0.00043227777,0.00020114463,0.000052372856,0.000439065,0.00009033482,0.00016497605,0.000043951208,0.00070530514,0.0012621132],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056261244,0.00019621575,0.048338044,0.00018596744,0.00009496792,0.000034549026,0.002041393,0.00014542432,0.000103635226,0.2943881,0.50243586,0.15197958],"study_design_scores_gemma":[0.00075471174,0.000087829045,0.25209597,0.0008991871,0.000017964536,3.698671e-7,0.0038745252,0.014939837,0.000020139641,0.0021522036,0.7248314,0.0003258887],"about_ca_topic_score_codex":0.035353664,"about_ca_topic_score_gemma":0.06514894,"teacher_disagreement_score":0.6561514,"about_ca_system_score_codex":0.0011005839,"about_ca_system_score_gemma":0.0010926954,"threshold_uncertainty_score":0.99951553},"labels":[],"label_agreement":null},{"id":"W2603714129","doi":"","title":"Value of a regional family practice residency training program site","year":2014,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Island Health; Community Based Research Centre","funders":"","keywords":"Teamwork; Workload; Medicine; Family medicine; Focus group; Nursing; Community hospital; Residency training; Health care; Medical education; Continuing education","score_opus":0.07344109105700321,"score_gpt":0.40466614212136487,"score_spread":0.3312250510643617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603714129","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20117402,0.0011389597,0.00005150185,0.0060627614,0.0009073624,0.0019319355,0.000094806426,0.00023837687,0.7884003],"genre_scores_gemma":[0.6966717,0.000072145485,0.0079132095,0.29176435,0.0014355279,0.0003280948,0.000133341,0.00011427737,0.001567329],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957274,0.000959713,0.00079853705,0.0004986237,0.0005055235,0.0015102054],"domain_scores_gemma":[0.9962856,0.000921838,0.00051028625,0.00069783296,0.000542381,0.0010420626],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001000793,0.00029779974,0.00054969563,0.0002549337,0.0008450653,0.000017199163,0.0004115269,0.00030589965,0.000009513793],"category_scores_gemma":[0.00036683222,0.00031695346,0.00012429905,0.0007533099,0.00017431167,0.00032919852,0.00004918894,0.0008127895,0.0005552453],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019611874,0.00021237298,0.002067334,0.0007816768,0.00012513294,0.000054648528,0.015187822,0.000159113,0.0010747372,0.21808885,0.38038564,0.38166657],"study_design_scores_gemma":[0.0005933432,0.00035074333,0.025094751,0.0011236802,0.000051533814,7.756894e-7,0.019032385,0.00056350784,0.0000038136177,0.0034224098,0.9494419,0.00032111956],"about_ca_topic_score_codex":0.13865784,"about_ca_topic_score_gemma":0.042986117,"teacher_disagreement_score":0.7868329,"about_ca_system_score_codex":0.00062920444,"about_ca_system_score_gemma":0.00396483,"threshold_uncertainty_score":0.99992824},"labels":[],"label_agreement":null},{"id":"W2603973915","doi":"","title":"Long-Term Impact of Study Abroad in Undergraduate Nursing Education on RN Nursing Practice","year":2017,"lang":"en","type":"article","venue":"Sigma Theta Tau International's 28th International Nursing Research Congress","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Nursing; Term (time); Nurse education; Medicine; Study abroad; Psychology; Pedagogy","score_opus":0.12920700708178395,"score_gpt":0.6294347722906021,"score_spread":0.5002277652088181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603973915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.705226,0.0003311681,0.00011305719,0.025028564,0.012778472,0.0026999484,0.000092273825,0.00008985809,0.25364065],"genre_scores_gemma":[0.986532,0.00028428197,0.00023711388,0.00015140089,0.0013032169,0.0002639534,0.00016639706,0.00010624742,0.010955444],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897264,0.0024031708,0.0016781867,0.0011353777,0.0036362824,0.001420537],"domain_scores_gemma":[0.9886954,0.0026399626,0.0017468509,0.0016107312,0.004881965,0.00042511706],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0048046988,0.0005224069,0.0006742644,0.0018123453,0.0018694694,0.00044720244,0.0032383702,0.0003508577,0.0006858063],"category_scores_gemma":[0.0073243673,0.000497339,0.00026126354,0.00047584155,0.0011619079,0.0017890321,0.00028785577,0.0024595633,0.00023203914],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0059541217,0.016001618,0.70668495,0.00011970595,0.00058189494,0.0001405909,0.017323958,0.0007325339,0.00039717092,0.043815527,0.027681764,0.18056616],"study_design_scores_gemma":[0.0055472436,0.0013405998,0.8813419,0.04399698,0.000080452926,0.000059840557,0.01817096,0.0023553479,0.00016622781,0.044819772,0.0014278619,0.00069287315],"about_ca_topic_score_codex":0.0031133408,"about_ca_topic_score_gemma":0.00040809982,"teacher_disagreement_score":0.28130594,"about_ca_system_score_codex":0.009671013,"about_ca_system_score_gemma":0.0022961912,"threshold_uncertainty_score":0.9998418},"labels":[],"label_agreement":null},{"id":"W2604125054","doi":"","title":"Determinants of first practice location","year":2012,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Scale (ratio); Medicine; Family medicine; Medical education; Gerontology; Geography","score_opus":0.05093054628690271,"score_gpt":0.3967274079185113,"score_spread":0.3457968616316086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604125054","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40987378,0.0023387861,0.00001937574,0.0010404638,0.0019178449,0.0009813944,0.000071855546,0.000060424125,0.58369607],"genre_scores_gemma":[0.94205236,0.0000398582,0.0002608657,0.056376297,0.00058439444,0.000055295885,0.000016115542,0.000028722414,0.000586114],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980067,0.00021395755,0.0004205848,0.0001532949,0.00018618976,0.0010192506],"domain_scores_gemma":[0.99790573,0.00033079725,0.0002737151,0.00039124116,0.00036322023,0.00073527545],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004205701,0.00013738193,0.00024403923,0.00011528583,0.0005654272,0.0000036179354,0.00018877239,0.00015986763,0.00001620475],"category_scores_gemma":[0.00017793993,0.00014435117,0.000034193956,0.00045536173,0.000057729663,0.00042579923,0.000026960215,0.00027291197,0.0010475825],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009087836,0.00026110568,0.58164376,0.0014809906,0.00004915611,0.000014717978,0.010131224,0.00003490569,0.00014498249,0.01263365,0.33053142,0.06298321],"study_design_scores_gemma":[0.00021788798,0.000036351197,0.1263863,0.00051359093,0.000026702926,2.6940003e-7,0.011356505,0.00007151124,0.0000408761,0.00008516737,0.8611075,0.00015732167],"about_ca_topic_score_codex":0.11537925,"about_ca_topic_score_gemma":0.10114924,"teacher_disagreement_score":0.58311,"about_ca_system_score_codex":0.0006492106,"about_ca_system_score_gemma":0.00083125144,"threshold_uncertainty_score":0.9997302},"labels":[],"label_agreement":null},{"id":"W2604229316","doi":"10.1186/s12960-017-0201-8","title":"Internationally educated nurses in Canada: predictors of workforce integration","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec en Outaouais; Université de Montréal; Hôpital Maisonneuve-Rosemont; University of Alberta","funders":"Canadian Institutes of Health Research; Health Canada; University of Ottawa","keywords":"Workforce; Health services research; Social policy; Health administration; Nursing research; Nursing; Public health; Medicine; Political science; Economic growth; Economics","score_opus":0.06108238258101281,"score_gpt":0.45109698547431043,"score_spread":0.3900146028932976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604229316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98156154,0.00036631981,0.000025861442,0.0044534453,0.0020666553,0.0018045303,0.0001389227,0.00003970627,0.009543043],"genre_scores_gemma":[0.9910267,0.00007861536,0.00017298001,0.00093812693,0.0003715135,0.00022389469,0.00012055327,0.00003289106,0.007034706],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99713993,0.00025365292,0.0011951632,0.00031378947,0.00035881004,0.0007386787],"domain_scores_gemma":[0.99711984,0.00036983858,0.0014104642,0.00058090105,0.00026426208,0.00025467266],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00083323516,0.00018625607,0.00048784784,0.00016034662,0.0015395839,0.000016284812,0.0006294097,0.00012299081,0.00014083242],"category_scores_gemma":[0.00048444342,0.0001732085,0.00005464383,0.00009785074,0.00010269702,0.00013167702,0.00008833691,0.00043008194,0.000006693666],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022527114,0.00008619512,0.90465516,0.0007382076,0.000019384051,0.0000012929273,0.011838063,0.000039969593,0.000021999855,0.009076888,0.065470114,0.007827472],"study_design_scores_gemma":[0.001198771,0.00020734884,0.7963477,0.0028604283,0.000006909779,5.0597566e-7,0.008546484,0.0002635836,0.000012524483,0.0009097984,0.18948627,0.00015972268],"about_ca_topic_score_codex":0.9099075,"about_ca_topic_score_gemma":0.9856793,"teacher_disagreement_score":0.12401616,"about_ca_system_score_codex":0.0022085586,"about_ca_system_score_gemma":0.0035789215,"threshold_uncertainty_score":0.99976027},"labels":[],"label_agreement":null},{"id":"W2604296722","doi":"","title":"Rural family medicine training site","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Victoria General Hospital; University of Saskatchewan; Centre for Family Medicine; University of Regina","funders":"","keywords":"Thematic analysis; Christian ministry; Qualitative research; Medical education; Qualitative property; Focus group; Rural area; Training (meteorology); Medicine; Rural health; Family medicine; Nursing; Political science; Computer science; Geography; Sociology","score_opus":0.26186327417181565,"score_gpt":0.5093232246887306,"score_spread":0.24745995051691494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604296722","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40053248,0.0006125005,0.00020171396,0.008159115,0.0014541359,0.00039186186,0.0000031774578,0.0003240927,0.5883209],"genre_scores_gemma":[0.91411597,0.00004929207,0.0014658727,0.017882625,0.0011611524,0.000043728247,0.000030181269,0.000024793613,0.065226376],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99792504,0.00028019908,0.00052584877,0.00016373795,0.0003644755,0.00074070704],"domain_scores_gemma":[0.9984878,0.00029923732,0.00011666804,0.00027270484,0.00022379853,0.00059984863],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010804744,0.00013830159,0.0003121159,0.00006582693,0.00031392006,0.000002462025,0.0001505384,0.00016229444,0.002157333],"category_scores_gemma":[0.00035544176,0.000097318574,0.000023751849,0.00026204958,0.00007582654,0.00010414146,0.000076546974,0.00041319607,0.00594746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007510971,0.0000126209125,0.045570187,0.00006635957,0.000008012718,0.000010518021,0.039794456,0.000008146227,0.00010748329,0.014940097,0.8930034,0.00640362],"study_design_scores_gemma":[0.0019410611,0.0002203228,0.011689821,0.00064827886,0.000012022473,0.0000027851847,0.20763828,0.00029295197,0.000001827832,0.0028816895,0.77450764,0.00016332333],"about_ca_topic_score_codex":0.004488622,"about_ca_topic_score_gemma":0.0003821342,"teacher_disagreement_score":0.52309453,"about_ca_system_score_codex":0.00019367272,"about_ca_system_score_gemma":0.00034351007,"threshold_uncertainty_score":0.99875486},"labels":[],"label_agreement":null},{"id":"W2604348592","doi":"","title":"Practice patterns of graduates of 2- and 3-year family medicine programs","year":2009,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Specialty; Family medicine; Curriculum; Residency training; Nursing; Emergency medicine; Medical education; Psychology","score_opus":0.062330238409643836,"score_gpt":0.3938462422213521,"score_spread":0.33151600381170826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604348592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78861505,0.0023853576,0.000010522006,0.007966114,0.00034591142,0.0012888653,0.00010997678,0.00005684358,0.19922133],"genre_scores_gemma":[0.9403058,0.00033682366,0.00030145646,0.058464084,0.00025000886,0.000019909308,0.00005354121,0.000023558861,0.00024478126],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99773043,0.0002734739,0.00065860554,0.0002830744,0.0003058088,0.00074861455],"domain_scores_gemma":[0.99780124,0.00033280303,0.00042010585,0.00040402,0.00043711832,0.00060473126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004260042,0.00020622078,0.000529939,0.00018260385,0.00024281637,0.0000039011425,0.00022044052,0.00015964585,0.0000056747504],"category_scores_gemma":[0.0001364193,0.00018829535,0.000043362677,0.0004196806,0.00015409557,0.00016399672,0.000023688535,0.00037243825,0.0000272848],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003766836,0.0004955575,0.1083299,0.0024834906,0.00022860398,0.00009567105,0.016851192,0.0000112797625,0.005302676,0.104568176,0.12125561,0.6400012],"study_design_scores_gemma":[0.0024058467,0.0020840142,0.4435029,0.0057575502,0.00018416008,0.0000010279279,0.10350162,0.00006528235,0.00008366088,0.004946117,0.43691653,0.00055128615],"about_ca_topic_score_codex":0.13232435,"about_ca_topic_score_gemma":0.014306302,"teacher_disagreement_score":0.6394499,"about_ca_system_score_codex":0.00018330589,"about_ca_system_score_gemma":0.00056424225,"threshold_uncertainty_score":0.87345356},"labels":[],"label_agreement":null},{"id":"W2604612149","doi":"10.3233/978-1-61499-742-9-54","title":"Community Paramedicine Initiative: Transforming Paramedicine in British Columbia","year":2017,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Telus (Canada)","funders":"","keywords":"Transformational leadership; Medicine; Health care; Promotion (chess); Nursing; Delivery system; Health promotion; Political science; Public health; Public relations","score_opus":0.13767986831268908,"score_gpt":0.4986504642467689,"score_spread":0.3609705959340798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604612149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9692903,0.0072520208,0.00003318166,0.015863009,0.0007234859,0.0017738104,0.000022639526,0.00015319847,0.004888357],"genre_scores_gemma":[0.9650754,0.02748909,0.0011159845,0.005747835,0.0000450284,0.00029978136,0.000011494957,0.000013721447,0.00020171265],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9961043,0.00037925626,0.0021063061,0.0001398891,0.00019274258,0.0010774868],"domain_scores_gemma":[0.99735874,0.0007753722,0.00091171847,0.0006528154,0.00016337997,0.00013794593],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0037285215,0.00017524825,0.0010335972,0.0003048428,0.0047398796,0.000021363994,0.00047788632,0.00048748904,0.000027461081],"category_scores_gemma":[0.003423448,0.00022061389,0.000019434083,0.00046449737,0.0018998629,0.0003880087,0.0004568602,0.003272383,0.00001100817],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022338802,0.00005988448,0.8857884,0.004906659,0.000021452584,0.000020425417,0.041818563,0.0000018168517,6.490889e-8,0.0010954041,0.005342277,0.06092271],"study_design_scores_gemma":[0.004615968,0.0008380696,0.38905615,0.019251704,0.000010793377,0.000042355867,0.52340645,0.0003257793,5.993075e-7,0.021973362,0.040190436,0.00028835773],"about_ca_topic_score_codex":0.03772792,"about_ca_topic_score_gemma":0.40456584,"teacher_disagreement_score":0.49673226,"about_ca_system_score_codex":0.00045479267,"about_ca_system_score_gemma":0.0003049172,"threshold_uncertainty_score":0.99902713},"labels":[],"label_agreement":null},{"id":"W2604851304","doi":"","title":"What can we learn from the UK’s “natural experiments” of the benefits of regions?","year":2016,"lang":"en","type":"preprint","venue":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Competition (biology); Corporate governance; Political science; Service delivery framework; Natural (archaeology); Service (business); Public administration; Business; Public economics; Economics; Geography; Finance; Marketing","score_opus":0.11608324301650014,"score_gpt":0.4523360625685265,"score_spread":0.33625281955202635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604851304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94017494,0.0034041263,0.0000018411409,0.04931321,0.0015237372,0.0014814978,0.001722185,0.000009084508,0.0023693563],"genre_scores_gemma":[0.97920656,0.01802933,0.00041761133,0.0011175615,0.00068309536,0.000043608336,0.00001855895,0.000032863416,0.00045078955],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.990151,0.0007458544,0.0027879511,0.0015149692,0.0008189498,0.0039812615],"domain_scores_gemma":[0.9869721,0.0045230086,0.0012342243,0.0019831914,0.0016342303,0.0036532716],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008748516,0.00053618255,0.001551907,0.0005877119,0.0012970567,0.00027958656,0.0037403787,0.00057364913,0.00030786727],"category_scores_gemma":[0.005664043,0.00033564426,0.0003155925,0.0007179195,0.016308133,0.0008540251,0.0059112445,0.0024925156,0.000018179457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016042296,0.000123916,0.048116475,0.00020019205,0.000037037258,3.8448954e-7,0.0003424484,0.000062206636,0.00031274252,0.9495792,0.00023517078,0.0008298254],"study_design_scores_gemma":[0.0026991952,0.00074779685,0.24588709,0.005925558,0.00010037447,0.000010463555,0.016600877,0.004016442,0.007960963,0.7093791,0.0056914007,0.0009807431],"about_ca_topic_score_codex":0.02426652,"about_ca_topic_score_gemma":0.0032501232,"teacher_disagreement_score":0.24020007,"about_ca_system_score_codex":0.0016093662,"about_ca_system_score_gemma":0.011844059,"threshold_uncertainty_score":0.9999096},"labels":[],"label_agreement":null},{"id":"W2605068127","doi":"10.1097/aog.0000000000001984","title":"Accommodating Immigrant Women's Preferences for Female Health Care Providers","year":2017,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Capital District Health Authority; Provincial Laboratory of Public Health; University of Alberta","funders":"","keywords":"Thematic analysis; Immigration; Health care; Qualitative research; Nursing; Sympathy; Family medicine; Medicine; Psychology; Social psychology; Political science; Sociology","score_opus":0.06191991148010905,"score_gpt":0.4180995877994104,"score_spread":0.35617967631930136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605068127","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9802941,0.004530304,0.000052992655,0.0039796624,0.003303478,0.0023764672,0.000095054515,0.00007591825,0.0052920296],"genre_scores_gemma":[0.9932674,0.00071218,0.0015777854,0.0023029721,0.00012488576,0.0007393869,0.00003450725,0.000023900224,0.0012169688],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99751204,0.00023122679,0.00055391697,0.00041350376,0.00013285165,0.001156475],"domain_scores_gemma":[0.9912264,0.006944937,0.00074178627,0.00052540126,0.00024642653,0.00031509323],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00064651226,0.00018427795,0.0005077814,0.000107117514,0.004461314,0.000054560034,0.0003820642,0.00028024238,0.000101475365],"category_scores_gemma":[0.0100881765,0.00015926985,0.000041628555,0.00009505788,0.00012420534,0.00016252125,0.0002684566,0.00038002298,0.00002589837],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007247017,0.00007089299,0.51456887,0.0030240489,0.00004064982,0.000006492126,0.055637065,0.0000041553867,0.000004094059,0.0061954497,0.006161116,0.41421467],"study_design_scores_gemma":[0.003300303,0.001446287,0.18075912,0.0002997646,0.000018560866,0.0000011437763,0.16643722,0.00013911049,0.0000055080313,0.0029889042,0.6442078,0.00039629496],"about_ca_topic_score_codex":0.0011369946,"about_ca_topic_score_gemma":0.0022136003,"teacher_disagreement_score":0.6380467,"about_ca_system_score_codex":0.0005216102,"about_ca_system_score_gemma":0.0006066969,"threshold_uncertainty_score":0.99825025},"labels":[],"label_agreement":null},{"id":"W2605214304","doi":"10.1186/s12960-017-0199-y","title":"Causes, consequences, and policy responses to the migration of health workers: key findings from India","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":97,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Ottawa; Balsillie School of International Affairs","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Health policy; Health care; Medicine; Health services research; Government (linguistics); Public health; Health administration; Nursing; Environmental health; Economic growth","score_opus":0.10031665984215517,"score_gpt":0.47743226580105963,"score_spread":0.3771156059589045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605214304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8287353,0.0025187149,0.000041772753,0.16449602,0.00024021819,0.002980826,0.00054444565,0.00007328156,0.0003694466],"genre_scores_gemma":[0.9776227,0.00062642316,0.0011519635,0.016879184,0.00059382984,0.00029906345,0.00007355918,0.000047541904,0.0027057286],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952501,0.0012982517,0.0013558785,0.0005272527,0.00040549043,0.0011630052],"domain_scores_gemma":[0.99554247,0.0010103253,0.0016096279,0.0011046269,0.0001703662,0.0005625947],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0034790575,0.00027422621,0.000745126,0.00025413246,0.008561635,0.00008441978,0.0007026833,0.00021009991,0.00006165074],"category_scores_gemma":[0.0012464767,0.00021024108,0.000075031996,0.0001930973,0.00056110346,0.00014144367,0.0002535332,0.00047998148,0.000032923275],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093554147,0.000074806165,0.64763606,0.0014739836,0.000057145793,0.0000019360739,0.12575307,0.0000050141325,0.00006126204,0.014175822,0.20273672,0.00708862],"study_design_scores_gemma":[0.0007308846,0.00057590165,0.5897622,0.0017667628,0.000008018942,0.0000011274334,0.008691178,0.000006462667,0.000008959017,0.0020501884,0.39625806,0.00014028423],"about_ca_topic_score_codex":0.19689997,"about_ca_topic_score_gemma":0.07893883,"teacher_disagreement_score":0.19352132,"about_ca_system_score_codex":0.0005505516,"about_ca_system_score_gemma":0.0017770634,"threshold_uncertainty_score":0.99272907},"labels":[],"label_agreement":null},{"id":"W2605293255","doi":"","title":"Exploring Academic Mobility Across the 49th Parallel: Promoting dialogue between Canada and the US","year":2015,"lang":"en","type":"article","venue":"Canadian Society for the Study of Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Academic mobility; Regional science; Sociology; Law; Higher education","score_opus":0.1687775113887717,"score_gpt":0.436970395844275,"score_spread":0.26819288445550327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605293255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96930975,0.0016116645,0.000002145936,0.022158768,0.0017593773,0.0048887143,0.00008107544,0.000017340686,0.00017116718],"genre_scores_gemma":[0.9934351,0.00006227948,0.00003081974,0.0022132422,0.0009234806,0.0021826008,0.000022240958,0.00002266321,0.0011075897],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99784464,0.0004194521,0.0005159992,0.00024671224,0.00028620215,0.0006870221],"domain_scores_gemma":[0.99701166,0.0015583754,0.00030336494,0.00048592195,0.00027417892,0.00036651766],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028974784,0.00015757892,0.00026792526,0.000009679668,0.0027572021,0.000015400648,0.00048573854,0.00010757525,0.000009364935],"category_scores_gemma":[0.00021394817,0.00008548212,0.00007733761,0.00024114872,0.00024805334,0.00011290463,0.00008951551,0.0006742253,0.0000019852325],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000443423,0.000041147934,0.60406256,0.00017389959,0.00016027136,7.261496e-8,0.3115455,0.000059299633,2.7849993e-7,0.00088496535,0.07949266,0.003534987],"study_design_scores_gemma":[0.0011523721,0.0000580728,0.5260879,0.00007630486,0.000105767795,2.44202e-7,0.31453907,0.000031713622,6.908647e-7,0.0007670935,0.15707147,0.0001093422],"about_ca_topic_score_codex":0.98775643,"about_ca_topic_score_gemma":0.9826704,"teacher_disagreement_score":0.077974714,"about_ca_system_score_codex":0.0012006308,"about_ca_system_score_gemma":0.004626806,"threshold_uncertainty_score":0.99854106},"labels":[],"label_agreement":null},{"id":"W2605314388","doi":"10.1503/cmaj.1095407","title":"Task force tackles rural health care inequity","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Task force; Rural population; Task (project management); Health care; Rural health; Rural area; Population; Health equity; Medicine; Computer science; Economic growth; Environmental health; Political science; Public administration; Economics; Management","score_opus":0.023541918895267813,"score_gpt":0.4126536392895696,"score_spread":0.3891117203943018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605314388","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32344067,0.0034001134,0.00010362162,0.54164165,0.013035068,0.0012091665,0.00034102984,0.00013954302,0.11668914],"genre_scores_gemma":[0.9297898,0.0006286266,0.00016187206,0.058058657,0.005646785,0.000024820856,0.000045558612,0.000033224078,0.005610661],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99465495,0.000824135,0.0009815474,0.00019194852,0.0016018129,0.0017455897],"domain_scores_gemma":[0.99235123,0.0002984562,0.0013735305,0.00039384022,0.00090061995,0.00468229],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0035725264,0.00018516507,0.00045237056,0.00013095236,0.008761839,0.000128553,0.00083020236,0.0007439104,0.0049235164],"category_scores_gemma":[0.0058753775,0.00016915593,0.00011454163,0.000102026206,0.000077081066,0.00031293498,0.00009831882,0.0027385058,0.00094652263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000099532,0.000007700419,0.32474914,0.000078612575,0.000031842505,0.00007813257,0.0042826664,8.144063e-7,4.4112358e-7,0.0011917118,0.6185533,0.051015723],"study_design_scores_gemma":[0.0010552562,0.00006738603,0.1516294,0.0006911481,0.00000872873,0.000027052725,0.013042495,0.000028370696,3.8895772e-7,0.00040317426,0.8328852,0.00016140578],"about_ca_topic_score_codex":0.07083726,"about_ca_topic_score_gemma":0.51231337,"teacher_disagreement_score":0.6063491,"about_ca_system_score_codex":0.0072308644,"about_ca_system_score_gemma":0.01712206,"threshold_uncertainty_score":0.9998314},"labels":[],"label_agreement":null},{"id":"W2605338553","doi":"","title":"Les défis du recrutement et du maintien des médecins dans les communautés rurales","year":2013,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.06562937206040854,"score_gpt":0.3526967021763814,"score_spread":0.28706733011597285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605338553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57917315,0.01217247,0.00017685513,0.055445783,0.0030128937,0.0026759666,0.00086810475,0.0001956618,0.34627908],"genre_scores_gemma":[0.8713687,0.00392362,0.001920325,0.106442,0.0015396181,0.00048635717,0.00038750592,0.0002295151,0.013702372],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99105865,0.0031720852,0.0012716792,0.0007587801,0.0004975027,0.0032412952],"domain_scores_gemma":[0.9938961,0.0010056222,0.0004564591,0.0013153837,0.0006898893,0.0026365116],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010916591,0.0008458206,0.00093753234,0.00035794236,0.0041101594,0.00019049816,0.0011914952,0.00086082047,0.00075166416],"category_scores_gemma":[0.0001693326,0.0009202375,0.00029169174,0.00081318896,0.0010913557,0.00075870525,0.00029709272,0.0017574291,0.0050050593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023137032,0.00027323523,0.047928896,0.00089131383,0.00016974326,0.00007441471,0.022547785,0.00013782077,0.00014037332,0.06565752,0.61779374,0.24436203],"study_design_scores_gemma":[0.0006286676,0.00018819158,0.2832053,0.0033290684,0.00008206101,0.0000021056358,0.072690465,0.00053473626,0.00001653686,0.0043650535,0.63426775,0.0006900319],"about_ca_topic_score_codex":0.92758197,"about_ca_topic_score_gemma":0.80278313,"teacher_disagreement_score":0.33257672,"about_ca_system_score_codex":0.0065560495,"about_ca_system_score_gemma":0.0021007305,"threshold_uncertainty_score":0.9993248},"labels":[],"label_agreement":null},{"id":"W2605475259","doi":"10.1177/084456211404600406","title":"Workforce Integration of Philippine-Educated Nurses who Migrate to Canada through the Live-in Caregiver Program","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Workforce; Credential; Nursing; Political science; Sociology; Psychology; Medicine","score_opus":0.15979489642241956,"score_gpt":0.5296605545371442,"score_spread":0.36986565811472466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605475259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9364858,0.0015305885,0.000031171512,0.042506557,0.0018265446,0.0014907039,0.000016758686,0.000008699875,0.016103126],"genre_scores_gemma":[0.99524844,0.0000467729,0.00029716225,0.00060181186,0.0004577895,0.000037168087,0.000005497107,0.000028743083,0.0032765993],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950954,0.0017146502,0.0008659542,0.00020753843,0.0007661939,0.0013502805],"domain_scores_gemma":[0.9953335,0.0009754687,0.00030283324,0.00038990667,0.0020292795,0.0009690077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002329364,0.00016267561,0.00040949896,0.00045128298,0.00084239955,0.000036758367,0.0007068613,0.00016349264,0.00018593963],"category_scores_gemma":[0.001882405,0.00011913058,0.00005803819,0.0015712033,0.00034302438,0.00012580706,0.000017530498,0.0016863128,0.000016424563],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002505954,0.0000958832,0.018376265,0.00014690512,0.000018918701,0.000057209945,0.20817693,0.0007354846,0.00006388839,0.0030206547,0.35472572,0.41433156],"study_design_scores_gemma":[0.0010548413,0.0012940728,0.06052929,0.03284128,0.000029660818,0.000041007672,0.3476268,0.0005724921,0.00014090205,0.0033981805,0.5521454,0.00032600158],"about_ca_topic_score_codex":0.91920704,"about_ca_topic_score_gemma":0.9883157,"teacher_disagreement_score":0.41400555,"about_ca_system_score_codex":0.004298592,"about_ca_system_score_gemma":0.012842397,"threshold_uncertainty_score":0.99952376},"labels":[],"label_agreement":null},{"id":"W2605503445","doi":"","title":"Waiting for care","year":2013,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Health care; Immigration; Medicine; Qualitative research; Telephone interview; Nursing; Family medicine; Psychology; Gerontology","score_opus":0.045657303094958294,"score_gpt":0.3675928909493446,"score_spread":0.3219355878543863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605503445","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2540839,0.0010763176,0.00001805961,0.0023491269,0.0012348096,0.0031070516,0.00020828383,0.0001507933,0.7377717],"genre_scores_gemma":[0.78787714,0.000007415269,0.00045295956,0.20675126,0.0011046279,0.0009445057,0.00014798874,0.0000595817,0.0026545434],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978012,0.00009027477,0.00033046948,0.00028535692,0.000118329976,0.0013743679],"domain_scores_gemma":[0.9981213,0.00018771423,0.000102230944,0.00033580084,0.0004248075,0.00082810543],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009014251,0.00017495723,0.00024680473,0.00010610701,0.0013135701,0.00001907879,0.00024046408,0.00017521753,0.00005124826],"category_scores_gemma":[0.000031461266,0.00018062867,0.00007481361,0.00021579118,0.000038858347,0.00015141272,0.000024596215,0.00030351302,0.0027791713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005974562,0.0000078168305,0.0021896781,0.0005104108,0.000019161907,0.0000032243388,0.0025406366,0.000015701526,0.00029077707,0.015485518,0.85195297,0.12697813],"study_design_scores_gemma":[0.00038773398,0.00004300756,0.008447556,0.00035052313,0.000010991357,3.080057e-8,0.051971246,0.00041001514,0.000013478435,0.0017136992,0.936413,0.00023873679],"about_ca_topic_score_codex":0.17013422,"about_ca_topic_score_gemma":0.07518363,"teacher_disagreement_score":0.73511714,"about_ca_system_score_codex":0.0007306471,"about_ca_system_score_gemma":0.0011234526,"threshold_uncertainty_score":0.9999866},"labels":[],"label_agreement":null},{"id":"W2605840243","doi":"10.1017/s1049023x17002394","title":"Learning from Canadian Red Cross International Health Team Deployments: Understanding Individual and Institutional Competencies that would be Beneficial to a Canadian Domestic Response","year":2017,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Red Cross Society; McMaster University","funders":"","keywords":"Rapid response team; Psychology; Disaster response; Business; Public relations; Applied psychology; Medicine; Political science; Medical emergency; Economic growth; Economics; Emergency management","score_opus":0.11798352374894028,"score_gpt":0.4164264285594914,"score_spread":0.29844290481055114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605840243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89604473,0.00050100056,0.000057604033,0.095679216,0.0015077529,0.00066494604,0.0003302157,0.00003815721,0.0051763505],"genre_scores_gemma":[0.9879826,0.0001174781,0.00018679911,0.010371129,0.00043825383,0.000046071404,0.00019057283,0.000020636757,0.0006464977],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976288,0.0002186387,0.00044246708,0.00043196633,0.00044894463,0.0008291968],"domain_scores_gemma":[0.997302,0.0003082745,0.00022355281,0.00024796836,0.00009126137,0.0018269583],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009241023,0.0002314715,0.0003516765,0.0002771118,0.0042719264,0.000117544936,0.00032721437,0.00021578738,0.00029342956],"category_scores_gemma":[0.0012312887,0.00020008741,0.000020264695,0.0000723337,0.00042567897,0.00033511952,0.00025086864,0.0007028105,0.000018759996],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004434431,0.000013362917,0.9330056,0.000074398136,0.000044221473,0.000049265567,0.058864027,0.000016247313,0.000004364906,0.0019800353,0.0032002386,0.0023047929],"study_design_scores_gemma":[0.0019318889,0.0004594304,0.91042507,0.00142997,0.000020376858,0.000011655169,0.037509117,0.00015239908,2.934432e-7,0.0012761123,0.046570413,0.00021329707],"about_ca_topic_score_codex":0.8424084,"about_ca_topic_score_gemma":0.91509295,"teacher_disagreement_score":0.0919378,"about_ca_system_score_codex":0.0014738262,"about_ca_system_score_gemma":0.0014298157,"threshold_uncertainty_score":0.99702436},"labels":[],"label_agreement":null},{"id":"W2606164977","doi":"","title":"MEDICAL SCHOOL ADMISSION POLICY ANALYSIS: SUCCESS IN INCREASING AFRICAN AMERICANS IN MATRICULANT CLASSES","year":2016,"lang":"en","type":"article","venue":"OpenSIUC (Southern Illinois University Carbondale)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.02062629589422304,"score_gpt":0.3441611426570107,"score_spread":0.32353484676278765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606164977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96574646,0.00012464057,0.00009986263,0.010489938,0.00013183919,0.0007889381,0.00015526506,0.00013681057,0.022326227],"genre_scores_gemma":[0.99236006,0.00053185225,0.00027954546,0.00092202093,0.00019165798,0.000005655752,0.000027250286,0.000040521452,0.0056414683],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99296623,0.0030778944,0.0008803141,0.00081692805,0.0009002832,0.0013583606],"domain_scores_gemma":[0.99580234,0.0013607097,0.00047461072,0.0007015668,0.00024484098,0.0014159213],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019204163,0.00038856262,0.0010244246,0.0018848872,0.00043286025,0.000017864484,0.0008767657,0.0005608832,0.0024432822],"category_scores_gemma":[0.0022319169,0.0003052639,0.00019777163,0.0046346653,0.0002473489,0.00026826267,0.0005486863,0.0009298469,0.00041824125],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007847648,0.00009427951,0.9920112,0.00006366594,0.00008462525,0.00061607454,0.0033634403,0.00004512394,0.00015685821,0.00041834547,0.0004973974,0.0018642516],"study_design_scores_gemma":[0.007852972,0.00018316081,0.80939835,0.0037563646,0.00040785412,0.000016839213,0.07639845,0.0010507164,0.000034072087,0.00026244883,0.099281736,0.0013570163],"about_ca_topic_score_codex":0.24718623,"about_ca_topic_score_gemma":0.06920715,"teacher_disagreement_score":0.18261279,"about_ca_system_score_codex":0.0028395415,"about_ca_system_score_gemma":0.0029845156,"threshold_uncertainty_score":0.9999399},"labels":[],"label_agreement":null},{"id":"W2606746653","doi":"","title":"Practice patterns of graduates of a CCFP(EM) residency program","year":2012,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Attrition; Residency training; Medical education; Certificate; Competence (human resources); Family medicine; Psychology; Continuing education; Computer science","score_opus":0.061634734079702255,"score_gpt":0.41387763009505224,"score_spread":0.35224289601534997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606746653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76234525,0.002911274,0.000008751172,0.001978089,0.001136201,0.0022163095,0.0003018651,0.00010541277,0.22899683],"genre_scores_gemma":[0.97477096,0.00010559764,0.0010422465,0.022794431,0.00048014912,0.00016582225,0.00005234015,0.000048606307,0.000539858],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99685955,0.00048290304,0.0007416397,0.00022488523,0.00034052195,0.0013505187],"domain_scores_gemma":[0.99703133,0.00045936572,0.00056738954,0.0005780063,0.00048641118,0.000877516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005736395,0.00021381218,0.00046003822,0.00020017638,0.00030716322,0.0000052888836,0.00031474463,0.0001966414,0.000023650015],"category_scores_gemma":[0.00020332081,0.00021397827,0.00009372953,0.0005113522,0.00007431787,0.0003878673,0.000052716157,0.00046182342,0.00022825625],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019027405,0.0015602896,0.40531424,0.0050293477,0.00035671252,0.000041320738,0.031181362,0.000013407378,0.0012802853,0.07626061,0.24660389,0.23216824],"study_design_scores_gemma":[0.00077863643,0.00040241095,0.345135,0.002307454,0.00013890842,7.01601e-7,0.065875106,0.000020653106,0.00030702897,0.0012445889,0.58333015,0.00045934776],"about_ca_topic_score_codex":0.18312818,"about_ca_topic_score_gemma":0.0546661,"teacher_disagreement_score":0.33672628,"about_ca_system_score_codex":0.00039422498,"about_ca_system_score_gemma":0.0014588975,"threshold_uncertainty_score":0.9625838},"labels":[],"label_agreement":null},{"id":"W2607004725","doi":"10.1503/cmaj.1095408","title":"Budget promises more mental health and veterans’ care","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Mental health; Indigenous; Health care; Federal budget; Medicine; Mental health care; Environmental health; Gerontology; Economic growth; Business; Psychiatry; Fiscal year; Finance; Economics","score_opus":0.02315903183038976,"score_gpt":0.4073818228410183,"score_spread":0.38422279101062856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607004725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5740266,0.0032173372,0.000005185305,0.40442064,0.0038615766,0.0007528155,0.00018739863,0.000040975498,0.013487509],"genre_scores_gemma":[0.9168771,0.0020358013,0.0002857711,0.07409667,0.0033918256,0.000033581568,0.000059552374,0.000037115755,0.0031825746],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967873,0.00046102426,0.00058706565,0.00018366483,0.0009837757,0.0009971577],"domain_scores_gemma":[0.9942837,0.00013469148,0.0006687535,0.00020247146,0.0003705321,0.00433988],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015907536,0.00013571925,0.00030726218,0.000088949164,0.0066921986,0.00010237669,0.0003493932,0.00043104714,0.0018299683],"category_scores_gemma":[0.002141095,0.00012210899,0.000049385566,0.000047237765,0.000078234356,0.0002076431,0.000050867755,0.0015007518,0.00014136334],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015885302,0.0000071735953,0.53828466,0.00011438701,0.000029679202,0.00006532069,0.022572504,1.0398653e-7,3.8632786e-7,0.00020328189,0.38919994,0.049506664],"study_design_scores_gemma":[0.0013713797,0.000080033584,0.106650926,0.00075007655,0.0000050174745,0.000044574434,0.024078565,0.00002701806,2.7956597e-7,0.00007069825,0.8668055,0.000115924966],"about_ca_topic_score_codex":0.029520513,"about_ca_topic_score_gemma":0.16620725,"teacher_disagreement_score":0.47760555,"about_ca_system_score_codex":0.002871167,"about_ca_system_score_gemma":0.008875335,"threshold_uncertainty_score":0.9990825},"labels":[],"label_agreement":null},{"id":"W2609242220","doi":"10.1016/j.jogc.2017.03.044","title":"P-OBS/GYN-S-125 Understanding the Experiences of Obstetrics and Gynaecology Residents Who Take Parental Leave During Training in Canada: A Needs Assessment","year":2017,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Medicine; Grounded theory; Thematic analysis; Obstetrics and gynaecology; Demographics; Medical education; Nursing; Family medicine; Qualitative research","score_opus":0.06702658565699002,"score_gpt":0.3569204980971133,"score_spread":0.2898939124401233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609242220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.967961,0.0040534795,0.0000104519995,0.0007982238,0.024112001,0.0003945047,0.000019526273,0.0000028539337,0.0026479254],"genre_scores_gemma":[0.998749,0.0006109972,0.0000799489,0.00032345296,0.00003975075,0.00001885094,0.0000014265783,0.000018184572,0.00015838286],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99624527,0.00046446754,0.0014668847,0.00024405637,0.00067816983,0.0009011667],"domain_scores_gemma":[0.98633265,0.010559683,0.0021398263,0.00031355297,0.00027671963,0.00037754426],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0009917576,0.00024746978,0.00086298166,0.00039934117,0.0017883212,0.00003959114,0.0005860871,0.00024850396,0.00025092237],"category_scores_gemma":[0.0094405,0.00019443326,0.00004637972,0.00046850365,0.0002753005,0.00021878301,0.0002932462,0.0011967481,1.09548274e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000007684496,0.00001756869,0.97108084,0.00015713941,0.000059628244,0.001140427,0.019513285,0.000069142436,0.0000012872881,0.0006609585,0.00042750224,0.006864524],"study_design_scores_gemma":[0.0016672589,0.00012360445,0.6861828,0.000053842596,0.0000267627,0.000013764587,0.3110733,0.00011579301,0.0000029294586,0.0002152953,0.00040560123,0.00011904717],"about_ca_topic_score_codex":0.79698855,"about_ca_topic_score_gemma":0.97878176,"teacher_disagreement_score":0.29156002,"about_ca_system_score_codex":0.011885485,"about_ca_system_score_gemma":0.016861051,"threshold_uncertainty_score":0.99951124},"labels":[],"label_agreement":null},{"id":"W2609486760","doi":"10.1097/acm.0000000000001689","title":"Teaching the Social Determinants of Health: A Path to Equity or a Road to Nowhere?","year":2017,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":343,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital; St. Michael's Hospital; HIV Legal Network; Canadian Institutes of Health Research","funders":"","keywords":"Health equity; Social determinants of health; Equity (law); Social equality; Path (computing); Psychology; Sociology; Medical education; Medicine; Political science; Economic growth; Economics; Health care; Computer science","score_opus":0.2619979205828551,"score_gpt":0.604636387821824,"score_spread":0.34263846723896896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609486760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7813121,0.00047801924,0.00015093488,0.20435809,0.0015353218,0.002299244,0.000022797492,0.000071111324,0.009772376],"genre_scores_gemma":[0.950598,0.00015289678,0.00020830349,0.03677965,0.0022524602,0.00016812143,0.0000027890633,0.00003245074,0.009805326],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952088,0.000990357,0.0014984027,0.00038949447,0.000722035,0.0011909016],"domain_scores_gemma":[0.99660474,0.00067847443,0.001177937,0.00084166165,0.00014128388,0.0005559196],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007880148,0.00023602074,0.00089034333,0.0000911768,0.0042959168,0.0000044009844,0.0015129804,0.00037114433,0.00036112344],"category_scores_gemma":[0.0061634164,0.00013187743,0.000041520878,0.00015757958,0.00020411093,0.00010034186,0.0010681346,0.0020274408,0.0002513815],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000456812,0.000016052129,0.06931997,0.0012295764,0.000016824164,0.000010474192,0.21491212,4.3901318e-7,0.00019592584,0.0017253165,0.3381978,0.37391868],"study_design_scores_gemma":[0.0031737322,0.0016625708,0.32312882,0.019563105,0.00007046284,0.000014830265,0.0784472,0.00013235677,0.00002604119,0.0022990187,0.57102495,0.000456864],"about_ca_topic_score_codex":0.021708561,"about_ca_topic_score_gemma":0.002490483,"teacher_disagreement_score":0.37346184,"about_ca_system_score_codex":0.00034431144,"about_ca_system_score_gemma":0.00064522336,"threshold_uncertainty_score":0.99700034},"labels":[],"label_agreement":null},{"id":"W2609770278","doi":"10.1016/j.healthpol.2017.04.007","title":"Job Stickiness of young nurses in Ontario: Does the employer organization participation in the Nursing Graduate Guarantee initiative make a difference?","year":2017,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Nursing; Demographic economics; Business; Political science; Medicine; Economics","score_opus":0.15102377149509183,"score_gpt":0.5070960076462154,"score_spread":0.3560722361511236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609770278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94518197,0.00005859164,0.000040555307,0.04925795,0.0010243147,0.0020943284,0.000022179376,0.00003103628,0.0022890836],"genre_scores_gemma":[0.99447787,0.00016934707,0.000040528364,0.004279743,0.00025776785,0.00022747077,0.000027136277,0.000029514196,0.0004906432],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99533564,0.0018060055,0.0011474326,0.0002851521,0.0004415126,0.0009842421],"domain_scores_gemma":[0.9969872,0.0007732201,0.0010356659,0.00079355267,0.00031660023,0.00009375993],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014679969,0.00022164636,0.00047208747,0.00021019141,0.0018032374,0.00003929515,0.000584119,0.00015996362,0.00005089393],"category_scores_gemma":[0.0019070739,0.00012370352,0.000032518194,0.0005794209,0.0002743703,0.00016807848,0.00007966492,0.0009039981,0.000024917425],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056447014,0.00012505153,0.7311027,0.00016962337,0.0000039131905,0.0000022965555,0.25275004,0.000015421814,0.0000033958988,0.011859477,0.00037019054,0.0035414514],"study_design_scores_gemma":[0.00080746313,0.000086579654,0.9685735,0.0020908182,0.00000992312,0.0000018448778,0.01901778,0.00010149394,0.000006903701,0.008770694,0.0004230676,0.00010992383],"about_ca_topic_score_codex":0.63145435,"about_ca_topic_score_gemma":0.8353669,"teacher_disagreement_score":0.2374708,"about_ca_system_score_codex":0.001231626,"about_ca_system_score_gemma":0.0025416536,"threshold_uncertainty_score":0.9994963},"labels":[],"label_agreement":null},{"id":"W2611218484","doi":"10.25011/cim.v30i4.2830","title":"69. International medical graduates (IMGs) needs assessment study: A comparison between current IMG trainees and program directorss","year":2007,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Curriculum; Likert scale; Inclusion (mineral); Medical education; Scale (ratio); Specialty; Context (archaeology); Health care; Medicine; Psychology; Family medicine; Pedagogy; Political science; Computer science","score_opus":0.38677502368551603,"score_gpt":0.6038361095134158,"score_spread":0.2170610858278998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611218484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9544965,0.0014829541,0.0001537923,0.037514307,0.0021858402,0.0018515999,0.00001292786,0.00017171317,0.0021303513],"genre_scores_gemma":[0.99344665,0.0006865521,0.00070301304,0.0016457931,0.003019279,0.00012767344,0.00011765367,0.000021992366,0.00023137631],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99454623,0.0010468209,0.002251693,0.0005251763,0.0009860494,0.0006440134],"domain_scores_gemma":[0.9941152,0.0033412809,0.0004935747,0.00020858964,0.00030837592,0.0015329823],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006856396,0.0003189286,0.0010832185,0.0001807094,0.00045279975,0.000011474584,0.0002827982,0.00027491438,0.0002987285],"category_scores_gemma":[0.0043673557,0.00021144254,0.00004618319,0.0004368119,0.0054733297,0.00012082259,0.00030824778,0.0019282462,0.0000149440075],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035003424,0.0004162139,0.8207699,0.00011371702,0.00007907741,0.000007449352,0.0055578602,2.68333e-8,0.000002847997,0.0027158621,0.005634158,0.1646679],"study_design_scores_gemma":[0.0031923389,0.002074332,0.89671105,0.001965587,0.000095734955,9.4676756e-7,0.016195985,0.00013595668,0.0000039760257,0.0051349523,0.07430206,0.00018704876],"about_ca_topic_score_codex":0.0004587643,"about_ca_topic_score_gemma":0.00038088547,"teacher_disagreement_score":0.16448085,"about_ca_system_score_codex":0.00008551113,"about_ca_system_score_gemma":0.0002624395,"threshold_uncertainty_score":0.9972332},"labels":[],"label_agreement":null},{"id":"W2611287890","doi":"10.1097/01.aog.0000514344.98470.55","title":"Empathetic Yet Resistant: Accommodating Immigrant Women’s Preferences for Female Providers [36C]","year":2017,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Thematic analysis; Dilemma; Autonomy; Qualitative research; Immigration; Nursing; Health care; Preference; Family medicine; Medical education","score_opus":0.06986017944556312,"score_gpt":0.4030213144527096,"score_spread":0.3331611350071465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611287890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9857806,0.0013401908,0.000023413917,0.0015666109,0.0026688324,0.001576542,0.00008088283,0.000063410254,0.0068995473],"genre_scores_gemma":[0.9935813,0.0004318157,0.00088097894,0.0006917475,0.00008169539,0.00086412975,0.00001629253,0.000027448672,0.0034246114],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974813,0.0002347994,0.0005922277,0.00044396837,0.00015726995,0.0010904566],"domain_scores_gemma":[0.9879419,0.010293806,0.00065006886,0.00063391303,0.00022096542,0.00025934374],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00093783165,0.00020514376,0.00048705394,0.0001270622,0.0034652974,0.00007020553,0.00045776664,0.00035982684,0.00019887809],"category_scores_gemma":[0.019588286,0.00017401551,0.0000495393,0.000110802306,0.00017908221,0.00017172935,0.0002885149,0.00039313277,0.000046308098],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004183243,0.0003052604,0.69537616,0.0035297533,0.00011791067,0.0000451756,0.059074078,0.0000080881,0.00010294861,0.023844002,0.01070326,0.20647505],"study_design_scores_gemma":[0.0051568877,0.0018449455,0.32167906,0.0006067226,0.000071674636,0.0000025576546,0.082826026,0.00051306776,0.000027890594,0.027415322,0.55912596,0.00072988035],"about_ca_topic_score_codex":0.00062119955,"about_ca_topic_score_gemma":0.0015359384,"teacher_disagreement_score":0.5484227,"about_ca_system_score_codex":0.00032451932,"about_ca_system_score_gemma":0.00027936048,"threshold_uncertainty_score":0.99783206},"labels":[],"label_agreement":null},{"id":"W2615841298","doi":"10.1016/j.jogc.2017.03.106","title":"Curriculum for Training Rural Physicians","year":2017,"lang":"en","type":"letter","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Medicine; Training (meteorology); Medical education; Curriculum; Pedagogy","score_opus":0.04121507741272598,"score_gpt":0.35895531535974834,"score_spread":0.31774023794702233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615841298","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05843725,0.017437765,0.000054259253,0.66965353,0.24392273,0.0019644583,0.0005825545,0.000024200805,0.007923242],"genre_scores_gemma":[0.14110959,0.0008199204,0.0012430681,0.8338371,0.0089218095,0.00009717531,0.00015962764,0.00016121827,0.013650523],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99675596,0.0002630026,0.001177402,0.00021409355,0.00046780804,0.0011217383],"domain_scores_gemma":[0.98846054,0.006804461,0.0032040554,0.00030322743,0.001012021,0.00021566996],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00054063834,0.0003203063,0.0012020048,0.00023981479,0.0013086627,0.000025100877,0.0005922022,0.0011932543,0.00019885288],"category_scores_gemma":[0.00651842,0.00027457732,0.0001651534,0.00013430534,0.0000992433,0.00010463044,0.00008687384,0.003924767,0.0000020949149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013021339,0.000008522235,0.011633048,0.00043724602,0.00009410229,0.0016120172,0.00033059798,0.0000026830487,6.878888e-8,0.000044299202,0.96079713,0.02503901],"study_design_scores_gemma":[0.0013859939,0.00025980637,0.0041336888,0.00021914256,0.0001488526,0.000021159245,0.0035036549,0.000035598867,1.01382604e-7,0.00037568944,0.98967373,0.0002425593],"about_ca_topic_score_codex":0.054946825,"about_ca_topic_score_gemma":0.073245324,"teacher_disagreement_score":0.23500092,"about_ca_system_score_codex":0.0024408386,"about_ca_system_score_gemma":0.0074405205,"threshold_uncertainty_score":0.9999915},"labels":[],"label_agreement":null},{"id":"W2615901042","doi":"10.1016/j.jogc.2017.04.001","title":"Programme de formation des médecins pratiquant en milieu rural","year":2017,"lang":"fr","type":"letter","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Humanities; Medicine; Rural population; Population; Art","score_opus":0.04178577841247612,"score_gpt":0.3408614112050828,"score_spread":0.2990756327926067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615901042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6181829,0.069002554,0.00023012613,0.23323482,0.07361627,0.0017880934,0.00022994628,0.000018602235,0.003696669],"genre_scores_gemma":[0.7881268,0.022047661,0.01628205,0.13777399,0.00443637,0.000113608956,0.00018790073,0.0002425714,0.03078904],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99276614,0.0017973357,0.002206494,0.0002591457,0.00079363293,0.0021772543],"domain_scores_gemma":[0.9804982,0.012581859,0.0040555587,0.00043746608,0.0014088774,0.0010180551],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0024945624,0.00052794593,0.001317547,0.00043292477,0.0021811808,0.00010305801,0.00080385664,0.002265972,0.0007043757],"category_scores_gemma":[0.023528755,0.00046023016,0.00017744831,0.00030295586,0.00036676033,0.00047265147,0.00021368466,0.0055842167,0.000009039385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000019952498,0.00011588877,0.095926724,0.0032346959,0.00022734498,0.009132354,0.004039092,0.000050192677,0.0000014556379,0.00036850426,0.66067636,0.22620742],"study_design_scores_gemma":[0.0021750464,0.0009301755,0.15742506,0.0006269859,0.00023965174,0.00046354168,0.004156068,0.0002702791,0.0000034309971,0.0011673812,0.8321642,0.00037814028],"about_ca_topic_score_codex":0.15341008,"about_ca_topic_score_gemma":0.44658077,"teacher_disagreement_score":0.2931707,"about_ca_system_score_codex":0.013455332,"about_ca_system_score_gemma":0.01776761,"threshold_uncertainty_score":0.99978495},"labels":[],"label_agreement":null},{"id":"W2616450345","doi":"10.3821/1913-701x(2007)140[216b:dofops]2.0.co;2","title":"Discussions on feasibility of professional services reimbursement","year":2007,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reimbursement; Professional services; Business; Public relations; Political science; Law; Health care","score_opus":0.07439537523487094,"score_gpt":0.4345099694742456,"score_spread":0.36011459423937464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616450345","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9769561,0.00047062457,0.000030655156,0.0005586042,0.007927496,0.0013151533,0.00065735815,0.000042249958,0.012041705],"genre_scores_gemma":[0.9879747,0.0007632109,0.0002163545,0.0060882736,0.0012554869,0.000027448657,0.000058518377,0.000060792132,0.0035552408],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.993832,0.0006820205,0.0017394878,0.0005206295,0.001001246,0.0022245988],"domain_scores_gemma":[0.9927996,0.0005618542,0.00088214554,0.0004914036,0.0010756475,0.0041893898],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031134922,0.00045388224,0.00060609845,0.00046775513,0.0029888968,0.000025026993,0.0008895761,0.00018365265,0.0036956777],"category_scores_gemma":[0.00023212453,0.00038199776,0.00017392237,0.0008600575,0.00021976986,0.00027154488,0.00010689352,0.0018953183,0.000054133543],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.004253223,0.0012227875,0.40823698,0.008104505,0.00067377434,0.064129815,0.03213954,0.001609614,0.005720455,0.004012483,0.29839373,0.1715031],"study_design_scores_gemma":[0.018224634,0.00087851204,0.017898297,0.0045578475,0.00064136984,0.07693172,0.0064007104,0.0020012609,0.0055822334,0.002227643,0.8607832,0.0038725345],"about_ca_topic_score_codex":0.073304825,"about_ca_topic_score_gemma":0.5004003,"teacher_disagreement_score":0.5623895,"about_ca_system_score_codex":0.006667543,"about_ca_system_score_gemma":0.007240002,"threshold_uncertainty_score":0.9998632},"labels":[],"label_agreement":null},{"id":"W2616735131","doi":"10.15173/m.v1i27.966","title":"Children with Disabilities: The Social Determinants of Health Affecting the Life Trajectories of Children with Special Needs in Northern Ontario","year":2016,"lang":"en","type":"article","venue":"The Meducator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Social determinants of health; Population health; Psychology; Gerontology; Medicine; Public health; Developmental psychology; Environmental health; Population; Nursing","score_opus":0.03603242894836387,"score_gpt":0.36955819899291825,"score_spread":0.33352577004455436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616735131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891915,0.00020656218,0.0000023250325,0.007205239,0.0004489404,0.0024679068,0.000038935526,0.000025418121,0.00041318696],"genre_scores_gemma":[0.9971613,0.000015390911,0.00001962276,0.00035936947,0.0017651945,0.00013978836,0.0000034356046,0.00004127668,0.0004945898],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962595,0.001355326,0.00084476406,0.00023767957,0.0004904187,0.00081228913],"domain_scores_gemma":[0.9966742,0.0016294417,0.00084405235,0.00062037306,0.000115721035,0.000116226765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019463343,0.00026580918,0.0006333123,0.00006130312,0.0012615876,0.0000075879348,0.00067848456,0.00010450791,0.00016850341],"category_scores_gemma":[0.00031858374,0.000091787275,0.00007472594,0.00049356424,0.00090278557,0.000086951484,0.000112012145,0.0005763297,0.000015498836],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021564786,0.000076602715,0.783369,0.000050727915,0.000049232716,4.7160057e-8,0.21343824,0.0000010425739,0.000001167292,0.00015608242,0.00040523143,0.0022369875],"study_design_scores_gemma":[0.00083404727,0.00030026564,0.8901448,0.00064714736,0.000039135488,0.0000042666575,0.10755105,1.1900197e-7,0.000026692036,0.00010634012,0.00023206267,0.00011406957],"about_ca_topic_score_codex":0.11173219,"about_ca_topic_score_gemma":0.7743971,"teacher_disagreement_score":0.6626649,"about_ca_system_score_codex":0.00054361747,"about_ca_system_score_gemma":0.0037439817,"threshold_uncertainty_score":0.9703239},"labels":[],"label_agreement":null},{"id":"W2617481021","doi":"10.1097/01.naj.0000520234.91525.d1","title":"Canadian Nurses Caught Up in Immigration Policy Confusion","year":2017,"lang":"en","type":"article","venue":"AJN American Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Confusion; Immigration; Immigration policy; Psychology; Political science; Psychoanalysis; Law","score_opus":0.0458632822534501,"score_gpt":0.49578439040506606,"score_spread":0.44992110815161596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2617481021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9221527,0.0002104113,0.00003462937,0.058528583,0.0028057343,0.00025691796,0.000007910849,0.000010978994,0.015992152],"genre_scores_gemma":[0.9955004,0.00021270252,0.00042434828,0.0013880201,0.00089504424,0.0000032020482,0.00000285805,0.0000230108,0.0015504324],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99763274,0.00039205726,0.0007794526,0.00014417838,0.00028397192,0.0007675695],"domain_scores_gemma":[0.99707866,0.0001526955,0.0015037694,0.0003535509,0.00031654575,0.0005947559],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00062423473,0.00014817037,0.00044729223,0.0005383465,0.0013624292,0.000038763457,0.00040150186,0.00009738945,0.000115961426],"category_scores_gemma":[0.0005054191,0.00013443234,0.00006823653,0.0002750678,0.00028553623,0.00035608507,0.000018904668,0.00071870914,0.00004730147],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004269634,0.00011106487,0.2541891,0.000044178065,0.000025686679,0.00014506679,0.054336216,0.00006880423,0.00036913514,0.0032837621,0.035835605,0.6511644],"study_design_scores_gemma":[0.0025054782,0.0008455969,0.6901498,0.01262361,0.00006017114,0.00018456137,0.14957759,0.00044776328,0.00010110002,0.0032122447,0.13977462,0.00051745353],"about_ca_topic_score_codex":0.4560859,"about_ca_topic_score_gemma":0.2730367,"teacher_disagreement_score":0.650647,"about_ca_system_score_codex":0.00269531,"about_ca_system_score_gemma":0.0027164805,"threshold_uncertainty_score":0.99993765},"labels":[],"label_agreement":null},{"id":"W2617825577","doi":"10.1111/jan.13355","title":"A narrative evaluation of a community‐based nurse navigation role in an urban at‐risk community","year":2017,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Thematic analysis; Narrative; Narrative inquiry; Nursing; Psychology; Qualitative research; Medical education; Public relations; Sociology; Medicine; Political science","score_opus":0.11599141561374982,"score_gpt":0.5325631995720019,"score_spread":0.4165717839582521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2617825577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950822,0.00034912175,0.000069088965,0.00068300025,0.00070036016,0.0007200071,0.000013247076,0.000013967933,0.0023690201],"genre_scores_gemma":[0.99723613,0.000014321493,0.0024174773,0.00011268337,0.00012697361,0.000015315938,0.000027347167,0.00002318364,0.000026568185],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9878692,0.009792293,0.0011628887,0.00008300929,0.00071192224,0.00038068165],"domain_scores_gemma":[0.9924815,0.0007990927,0.0038979473,0.00087201776,0.0017542599,0.00019515688],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008394359,0.00016697156,0.0005087679,0.00020562121,0.0041818614,0.000016546248,0.0005865282,0.00018866708,0.000043783526],"category_scores_gemma":[0.0015620771,0.000159866,0.00008241091,0.00017420303,0.00024847902,0.0009799453,0.00004271575,0.0027654788,0.0000034230948],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033015222,0.0015290271,0.19831868,0.00027983368,0.000026770518,0.000003706704,0.6505286,0.015815327,0.006915689,0.00011018572,0.0004228317,0.12274784],"study_design_scores_gemma":[0.0075896494,0.0015680436,0.39963093,0.014138738,0.00013553571,0.0000074557706,0.5576962,0.0061034053,0.0016030325,0.010967234,0.000355177,0.00020456995],"about_ca_topic_score_codex":0.0008870927,"about_ca_topic_score_gemma":0.0020268995,"teacher_disagreement_score":0.20131226,"about_ca_system_score_codex":0.0021245137,"about_ca_system_score_gemma":0.000526417,"threshold_uncertainty_score":0.9995352},"labels":[],"label_agreement":null},{"id":"W2618612367","doi":"","title":"Rural Health Research: Are We Beyond the Crossroads?","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Psychology; Environmental health","score_opus":0.4852305507093123,"score_gpt":0.6190408094817114,"score_spread":0.13381025877239905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618612367","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24341375,0.028398126,0.0000143728885,0.6940883,0.0017446603,0.0012224037,0.000040184776,0.000019878682,0.031058326],"genre_scores_gemma":[0.9817271,0.0013662977,0.00032517832,0.0027460703,0.0038753825,0.000022618342,0.000003895464,0.00006116705,0.009872277],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98583734,0.006538251,0.0012173725,0.00025167412,0.0021101562,0.004045196],"domain_scores_gemma":[0.9889477,0.0026837,0.00046368936,0.0006904593,0.0035949657,0.0036195188],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.025057267,0.00018727896,0.00047163304,0.0013472529,0.009436814,0.00016711588,0.0014272695,0.00029147457,0.0010261543],"category_scores_gemma":[0.0023173515,0.00013557896,0.0001207084,0.0019935144,0.0017070214,0.00033312716,0.000064468084,0.0075168684,0.00061878393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008969562,0.000039250546,0.008761574,0.000074098876,0.000010178204,0.000065342836,0.034629557,0.000060301074,0.000006802113,0.002905996,0.86328024,0.09007697],"study_design_scores_gemma":[0.0007615407,0.0005050223,0.022469586,0.010650004,0.0000050231547,0.00013058324,0.17798054,0.000074541924,0.000008203836,0.0122987665,0.7749732,0.00014298213],"about_ca_topic_score_codex":0.016758574,"about_ca_topic_score_gemma":0.10443046,"teacher_disagreement_score":0.7383134,"about_ca_system_score_codex":0.010209958,"about_ca_system_score_gemma":0.018938249,"threshold_uncertainty_score":0.99988705},"labels":[],"label_agreement":null},{"id":"W2620332731","doi":"10.1186/s12960-017-0209-0","title":"Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina; Dalhousie University; Hôpital Maisonneuve-Rosemont; Aurora College; Laurentian University; University of Saskatchewan; Université de Montréal; University of Lethbridge; University of Northern British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Nursing; Workforce planning; Medicine; Nurse education; Nursing research; Rural area; Work (physics); Health services research; Public health; Political science","score_opus":0.13035010630808772,"score_gpt":0.4653126031845036,"score_spread":0.3349624968764159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620332731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897253,0.0011451357,0.0000015623207,0.0036427737,0.00029928677,0.0013778611,0.00017379016,0.000024777326,0.0036094962],"genre_scores_gemma":[0.9943939,0.00029200254,0.0001769065,0.0028350172,0.00013566612,0.000074726326,0.000103074504,0.000030678882,0.0019580359],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99638855,0.0011611349,0.00086826953,0.00020808159,0.00035474965,0.0010192373],"domain_scores_gemma":[0.9971258,0.00140447,0.000570932,0.00048079307,0.00015454243,0.00026348597],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029737775,0.00019165341,0.00054817944,0.0001660564,0.0032020006,0.000036533525,0.00046658103,0.00013076134,0.00006531948],"category_scores_gemma":[0.00045524992,0.00019154717,0.000023177332,0.00012191121,0.00016530999,0.000106947715,0.00017288634,0.00069225684,0.0000044592575],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024481956,0.000018468501,0.9640619,0.0004587872,0.000004317935,0.0000017683642,0.014221075,0.000012975321,6.189384e-8,0.0007838095,0.015428018,0.004764003],"study_design_scores_gemma":[0.0011840048,0.00006864396,0.9228731,0.0026114904,0.0000010545781,6.0228666e-7,0.01430886,0.00024219514,6.348784e-8,0.0009996933,0.057566267,0.00014402143],"about_ca_topic_score_codex":0.99502057,"about_ca_topic_score_gemma":0.99961245,"teacher_disagreement_score":0.04213825,"about_ca_system_score_codex":0.0021072647,"about_ca_system_score_gemma":0.0022871755,"threshold_uncertainty_score":0.9980957},"labels":[],"label_agreement":null},{"id":"W2620696160","doi":"10.46743/2160-3715/2017.2768","title":"Return to Nursing: A Meta-Synthesis of Academic Bridging Programs’ Effect on Internationally Educated Nurses","year":2017,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria; Centennial College","funders":"","keywords":"Bridging (networking); Globe; Nursing; Inclusion (mineral); Psychology; Grounded theory; Medical education; Pedagogy; Sociology; Qualitative research; Medicine; Social psychology; Social science","score_opus":0.28488952230404246,"score_gpt":0.6241984927192074,"score_spread":0.3393089704151649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620696160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92427754,0.00018968647,0.000087393986,0.025876256,0.0013611199,0.0024956302,0.000025399137,0.00011234363,0.045574598],"genre_scores_gemma":[0.9873181,0.0000123538875,0.00054909656,0.00053922343,0.0002985028,0.001822274,0.000015604986,0.000042576157,0.009402268],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9937176,0.0031567747,0.0012639464,0.0004518067,0.0007994936,0.000610342],"domain_scores_gemma":[0.9908468,0.005071769,0.0020921251,0.0011751916,0.00059818977,0.00021590487],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008888103,0.0002847346,0.00082532363,0.00012824098,0.0012557427,0.000022149723,0.00080154254,0.00018865812,0.00015722423],"category_scores_gemma":[0.014886685,0.00017502334,0.00022955888,0.00018829889,0.00038921568,0.00014542422,0.00011889899,0.00085778587,0.00017704057],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00419775,0.0008304818,0.056822993,0.0015045581,0.0040682047,0.0001836979,0.6483304,0.000019357165,0.0019937982,0.0507048,0.07878812,0.15255584],"study_design_scores_gemma":[0.0037783429,0.008325779,0.2746901,0.062056657,0.007880705,0.00036310643,0.3619684,0.00027353037,0.04193252,0.07710124,0.1583049,0.0033247327],"about_ca_topic_score_codex":0.0013461605,"about_ca_topic_score_gemma":0.000059434045,"teacher_disagreement_score":0.28636202,"about_ca_system_score_codex":0.00039952315,"about_ca_system_score_gemma":0.00042658363,"threshold_uncertainty_score":0.99341136},"labels":[],"label_agreement":null},{"id":"W2620956153","doi":"10.4172/plastic-surgery.1000261","title":"Let’s attract Americans to Canada for health care","year":2000,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Political science; Business; Law","score_opus":0.059557481023613086,"score_gpt":0.4135142550459506,"score_spread":0.3539567740223375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620956153","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.962419,0.0010871717,0.00044063793,0.01612343,0.012788434,0.001855158,0.0010193336,0.0002814087,0.003985457],"genre_scores_gemma":[0.97607666,0.000093896335,0.00063491194,0.019850763,0.000819952,0.00021561566,0.00017243643,0.00006252913,0.002073238],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966964,0.00026460283,0.0008094002,0.00039710334,0.00036186381,0.0014706446],"domain_scores_gemma":[0.9767103,0.021832116,0.00018186474,0.000328907,0.00015744822,0.0007893453],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038188693,0.00022551136,0.0006217428,0.00009007728,0.00088148983,0.0000070225824,0.0001542693,0.00009467705,0.002057714],"category_scores_gemma":[0.0021647837,0.00021829974,0.000082423394,0.0003899263,0.000025787007,0.0000370063,0.000024935509,0.00029659984,0.00039934952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025007478,0.00002352074,0.030987808,0.0005820866,0.000015474849,0.000011214922,0.0030707312,0.00033588742,0.0000010100832,0.000028912978,0.89838773,0.06630554],"study_design_scores_gemma":[0.00017917699,0.0000692785,0.03340892,0.000540998,0.000008305173,0.0000014092245,0.005415124,0.000039862884,0.0000020658915,0.000004686645,0.9601143,0.00021584763],"about_ca_topic_score_codex":0.7115468,"about_ca_topic_score_gemma":0.80107826,"teacher_disagreement_score":0.08953151,"about_ca_system_score_codex":0.0014981448,"about_ca_system_score_gemma":0.006340198,"threshold_uncertainty_score":0.9992929},"labels":[],"label_agreement":null},{"id":"W2621097585","doi":"10.1186/s12909-017-0936-x","title":"“Location is surprisingly a lot more important than you think”: a critical thematic analysis of push and pull factor messaging used on Caribbean offshore medical school websites","year":2017,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Graduation (instrument); Thematic analysis; Medical education; Economic shortage; Medicine; Public relations; Psychology; Political science; Qualitative research; Sociology; Engineering; Government (linguistics)","score_opus":0.05720718159580458,"score_gpt":0.4746210664220835,"score_spread":0.41741388482627895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621097585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9585593,0.0008534992,0.00053037755,0.03655578,0.0008707219,0.0009341658,0.00004473495,0.00009459219,0.0015568646],"genre_scores_gemma":[0.9947122,0.00017331155,0.0006770498,0.0032940148,0.00037746096,0.00012061405,0.00014851893,0.000035671685,0.00046121285],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99422044,0.00070920825,0.0015216095,0.00063321984,0.002226247,0.0006892933],"domain_scores_gemma":[0.99321663,0.0023466358,0.000862563,0.0012032703,0.00058233296,0.0017885712],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027125452,0.00031163986,0.00088669657,0.00038031323,0.0011102465,0.000065670036,0.00066750543,0.0006729148,0.0051039895],"category_scores_gemma":[0.055231474,0.00024792933,0.00015437888,0.0005233203,0.00058626954,0.0002675648,0.00019406767,0.0009930322,0.00006695952],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001003607,0.0005855021,0.96763676,0.002108676,0.00020478258,0.000005072332,0.012849278,0.0000012124414,0.000008676698,0.007112254,0.007614399,0.0017730239],"study_design_scores_gemma":[0.0012087551,0.00018072095,0.92502236,0.010023152,0.001044548,0.000008492579,0.033846904,0.024914484,0.00005652194,0.0021486776,0.0010716299,0.00047376365],"about_ca_topic_score_codex":0.0036068056,"about_ca_topic_score_gemma":0.004789592,"teacher_disagreement_score":0.05251893,"about_ca_system_score_codex":0.00031039934,"about_ca_system_score_gemma":0.00961522,"threshold_uncertainty_score":0.9999973},"labels":[],"label_agreement":null},{"id":"W2621209877","doi":"10.4337/9781784712167.00007","title":"Graduate migration in Canada","year":2017,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Bachelor; Context (archaeology); Demographic economics; Human capital; Political science; Exploratory analysis; Geography; Sociology; Economic growth; Economics; Engineering; Law","score_opus":0.09416599882933661,"score_gpt":0.36091304055217727,"score_spread":0.26674704172284064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621209877","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017151796,0.00036034844,0.0000056154636,0.004898469,0.0061059124,0.0014906254,0.00015724926,0.00017669365,0.9850899],"genre_scores_gemma":[0.039322678,0.00011795713,0.00016971037,0.0031907454,0.0017946379,0.00013450276,0.00036021514,0.00018755245,0.954722],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950239,0.00023493943,0.00140205,0.00080261903,0.0011960781,0.0013403932],"domain_scores_gemma":[0.99561936,0.0005076438,0.0014380055,0.0014299701,0.0005142666,0.0004907423],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001511328,0.0006196948,0.0009657709,0.00031094663,0.0011816007,0.00032969163,0.0012397253,0.0010989916,0.00061961624],"category_scores_gemma":[0.0008521354,0.0006278307,0.00012749567,0.00001984719,0.00008550142,0.0006494605,0.00044438918,0.0044578062,0.0003389928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006298205,0.0000054282714,0.0042328066,0.00062684633,0.000050676837,0.00019756544,0.00218455,0.000006233877,0.0000010215679,0.04799323,0.9165358,0.028102858],"study_design_scores_gemma":[0.000492666,0.000022652603,0.0016943747,0.0036844262,0.00002645714,0.000002891069,0.00036445507,0.00003732734,0.0000019314612,0.016699068,0.9764348,0.00053890713],"about_ca_topic_score_codex":0.9725918,"about_ca_topic_score_gemma":0.9984734,"teacher_disagreement_score":0.059899043,"about_ca_system_score_codex":0.004973953,"about_ca_system_score_gemma":0.01254067,"threshold_uncertainty_score":0.9996173},"labels":[],"label_agreement":null},{"id":"W2621333156","doi":"10.1097/phm.0000000000000770","title":"Comment on “Stories of an Emigrant Physician","year":2017,"lang":"en","type":"letter","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Parkwood Institute","funders":"","keywords":"Medicine; MEDLINE; Family medicine; Law","score_opus":0.029069531432637255,"score_gpt":0.4454966681456565,"score_spread":0.4164271367130193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621333156","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22468401,0.00009496712,0.000021312824,0.7714737,0.0015162061,0.0007527064,0.00004050491,0.00002379021,0.0013927716],"genre_scores_gemma":[0.44080934,0.000010424272,0.0012160827,0.5345042,0.02306039,0.000055986187,0.00009609162,0.00009968386,0.00014785356],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934276,0.0021793952,0.0017494014,0.00037024016,0.0016438178,0.0006295413],"domain_scores_gemma":[0.9832449,0.007878903,0.0061970577,0.0009751823,0.0014266095,0.00027732304],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013574298,0.00045169357,0.0022607485,0.00033444562,0.00042170275,0.000005813289,0.0007468953,0.00024706745,0.00004061103],"category_scores_gemma":[0.0023550163,0.0003156026,0.00034998645,0.00028782192,0.001857324,0.00023337845,0.00005358597,0.0036872153,0.00002619572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005604247,0.00038086003,0.00059991505,0.0011266253,0.000115522336,0.000043209948,0.03289571,0.0000145449,0.00005129572,0.0007259902,0.7528568,0.21062908],"study_design_scores_gemma":[0.0013003198,0.11760203,0.0031857314,0.012458422,0.00025636668,0.0000030528656,0.02419919,0.000038310594,0.0000071839377,0.0041998113,0.83645755,0.00029204576],"about_ca_topic_score_codex":0.002185764,"about_ca_topic_score_gemma":0.0000265934,"teacher_disagreement_score":0.23696956,"about_ca_system_score_codex":0.000597458,"about_ca_system_score_gemma":0.0004257613,"threshold_uncertainty_score":0.9999296},"labels":[],"label_agreement":null},{"id":"W2621633319","doi":"10.1177/0840470417697738","title":"Building worldly insights","year":2017,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Health care; Healthcare system; Developing country; Political science; Focus (optics); Economic growth; Business; Public relations; Economics","score_opus":0.05708816575481738,"score_gpt":0.4562555858663257,"score_spread":0.3991674201115083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621633319","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.124623165,0.0029883648,0.0015487109,0.2182303,0.010027302,0.0066733104,0.000030599444,0.0011787264,0.6346995],"genre_scores_gemma":[0.94994193,0.00080984476,0.0060006925,0.016760642,0.0005165945,0.0004513881,0.000018294724,0.00007207789,0.025428561],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99568903,0.00033774163,0.0008683447,0.00066320633,0.0005650416,0.001876652],"domain_scores_gemma":[0.9964292,0.00012682109,0.0007186326,0.0020194063,0.00018706564,0.00051889615],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006592705,0.00032624826,0.00045642743,0.0002305036,0.007936475,0.00008202787,0.0011044985,0.00037401746,0.00038485986],"category_scores_gemma":[0.00009443471,0.0003051775,0.00010430538,0.00018527808,0.00011124125,0.00039296522,0.0012079423,0.0011364182,0.0016058668],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000846634,0.000043571497,0.09988162,0.0017950964,0.000044821754,0.00009407582,0.000670051,0.0000034638178,0.0000024629078,0.7176742,0.1055076,0.07419836],"study_design_scores_gemma":[0.00091708597,0.000078221354,0.06347409,0.0015431405,0.000019903104,9.870363e-7,0.0039462917,0.0000941872,0.0000051964566,0.025200998,0.90443,0.00028995046],"about_ca_topic_score_codex":0.003007028,"about_ca_topic_score_gemma":0.0049324646,"teacher_disagreement_score":0.82531875,"about_ca_system_score_codex":0.0005544374,"about_ca_system_score_gemma":0.000117334,"threshold_uncertainty_score":0.99994004},"labels":[],"label_agreement":null},{"id":"W2621918924","doi":"10.1136/bmj.j2723","title":"A quarter of Scottish general practices report vacancies","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Action (physics); General practice; History; Family medicine; Medicine; Physics; Archaeology","score_opus":0.12407701116595117,"score_gpt":0.5400230907291271,"score_spread":0.415946079563176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621918924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72967494,0.00023426587,0.000012416262,0.019103462,0.0019146501,0.0008870266,0.0000120782315,0.000060702157,0.24810047],"genre_scores_gemma":[0.957083,0.000053673306,0.0038118602,0.00091654866,0.001408657,0.00014473373,0.000009295176,0.000018284285,0.03655394],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99797237,0.00023700834,0.00078671076,0.0002319475,0.00031040912,0.000461555],"domain_scores_gemma":[0.99480665,0.00020992142,0.003402338,0.0011594879,0.0002884844,0.00013312888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014336455,0.000107775224,0.00029601835,0.000034846842,0.001024253,0.00001972006,0.0003481334,0.00016954905,0.0007500869],"category_scores_gemma":[0.0028668398,0.00009350796,0.000053612857,0.000043890712,0.00009769142,0.00031441994,0.00015956508,0.00030365694,0.0002843965],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053669963,0.000027648357,0.55021906,0.0002559279,0.00001672692,0.00009825232,0.0010248485,9.252304e-7,0.00008463705,0.0018708332,0.44563732,0.00071013166],"study_design_scores_gemma":[0.00048561674,0.00008232059,0.4418302,0.0006656307,0.000024434712,0.000040044306,0.0019868065,0.000058749898,0.000088811525,0.00090848043,0.5536871,0.0001417991],"about_ca_topic_score_codex":0.006751873,"about_ca_topic_score_gemma":0.0020541886,"teacher_disagreement_score":0.22740808,"about_ca_system_score_codex":0.000067192625,"about_ca_system_score_gemma":0.00046904408,"threshold_uncertainty_score":0.99986225},"labels":[],"label_agreement":null},{"id":"W2623019566","doi":"10.4269/ajtmh.16-0756","title":"Nonacademic Attributes Predict Medical and Nursing Student Intentions to Emigrate or to Work Rurally: An Eight-Country Survey in Asia and Africa","year":2017,"lang":"en","type":"article","venue":"American Journal of Tropical Medicine and Hygiene","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Emigration; Odds ratio; Residence; Graduation (instrument); Medicine; Confidence interval; Rural area; Odds; Cross-sectional study; Nursing; Demography; Psychology; Family medicine; Logistic regression; Geography; Sociology","score_opus":0.08351055459253082,"score_gpt":0.4652755881325194,"score_spread":0.3817650335399886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2623019566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9454187,0.0012539712,0.00025719355,0.05200884,0.00041871212,0.0003896791,0.000015150913,0.000011963163,0.00022574967],"genre_scores_gemma":[0.9938302,0.0019363852,0.0010338675,0.0024227602,0.00063494797,0.0000133218355,0.0000034383438,0.000018582235,0.00010648322],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963558,0.0007878536,0.0010963656,0.00031909515,0.00078313577,0.00065780437],"domain_scores_gemma":[0.99583846,0.0012518925,0.00055457465,0.00028357463,0.0003049626,0.0017665094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019530404,0.00022281085,0.00094631815,0.00027590443,0.00056978565,0.000030224934,0.0004315447,0.00015277819,0.000083979954],"category_scores_gemma":[0.00521711,0.00014172698,0.000024095405,0.00041343886,0.0007745035,0.00019287817,0.0002006319,0.0011097604,0.0000033774786],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013784616,0.00009481741,0.9425443,0.000040480758,0.000028515678,0.00010325301,0.00491341,0.0000010440276,0.000024032068,0.000117969306,0.0052999463,0.045453772],"study_design_scores_gemma":[0.0015462337,0.0036574935,0.97287226,0.0060984897,0.000051038845,0.000078699246,0.010467872,0.000016167194,8.603858e-7,0.000093785995,0.004980384,0.00013669638],"about_ca_topic_score_codex":0.0010965064,"about_ca_topic_score_gemma":0.0024036742,"teacher_disagreement_score":0.049586084,"about_ca_system_score_codex":0.00016007332,"about_ca_system_score_gemma":0.00029081522,"threshold_uncertainty_score":0.6245744},"labels":[],"label_agreement":null},{"id":"W2623507600","doi":"","title":"The lived experience of internationally educated nurses with developing intercultural competence in Ontario after watching communication vignettes","year":2013,"lang":"en","type":"dissertation","venue":"York University Digital Library (York University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Intercultural competence; Competence (human resources); Intercultural communication; Lived experience; Cultural competence; Psychology; Pedagogy; Social psychology; Psychotherapist","score_opus":0.02391116932708744,"score_gpt":0.27729898873218944,"score_spread":0.253387819405102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2623507600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9178216,0.00019847426,0.000007928556,0.00032921656,0.00037058574,0.0008752646,0.00006044518,0.00012587552,0.08021063],"genre_scores_gemma":[0.8041628,0.0001975643,0.000698189,0.0000890793,0.000019860476,0.0000033402332,0.0015488851,0.00002936695,0.19325092],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99779916,0.00034866054,0.0004812449,0.00046651365,0.0003530867,0.00055134477],"domain_scores_gemma":[0.997677,0.0006866333,0.0007402335,0.0004756916,0.00025480991,0.00016562521],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005477275,0.00039068187,0.00045623563,0.0004213105,0.0009089958,0.00012517262,0.0016620925,0.00034847824,0.00034519055],"category_scores_gemma":[0.000028474195,0.00034438475,0.0001087653,0.00091458345,0.00030897273,0.0026198914,0.00042775527,0.0011630845,0.00007986815],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006660751,0.00032079857,0.70641786,0.000622458,0.0003359367,0.00016858662,0.25174263,0.00005716558,0.000029157869,0.023658264,0.007155243,0.0028311284],"study_design_scores_gemma":[0.0008925178,0.0001097818,0.1627297,0.007799006,0.000046883746,0.0000026680625,0.565995,0.00002093396,0.00003443056,0.00017274424,0.26159546,0.0006009229],"about_ca_topic_score_codex":0.023777574,"about_ca_topic_score_gemma":0.12297676,"teacher_disagreement_score":0.5436882,"about_ca_system_score_codex":0.0011888633,"about_ca_system_score_gemma":0.0018540109,"threshold_uncertainty_score":0.9999008},"labels":[],"label_agreement":null},{"id":"W2626800692","doi":"10.1016/j.colegn.2017.04.007","title":"Reducing occupational stress among registered nurses in very remote Australia: A participatory action research approach","year":2017,"lang":"en","type":"article","venue":"Collegian Journal of the Royal College of Nursing Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"Australian Research Council; Department of Health and Aged Care, Australian Government; Department of Health and Ageing, Australian Government","keywords":"Psychological intervention; Blueprint; Workforce; Context (archaeology); Workload; Participatory action research; Occupational stress; Nursing; Workforce development; Action research; Citizen journalism; Medicine; Medical education; Psychology; Political science; Engineering; Management; Geography; Sociology","score_opus":0.5181251446393581,"score_gpt":0.5681880297394842,"score_spread":0.05006288510012613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626800692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.985755,0.00009259951,0.000015217275,0.001818595,0.0069930875,0.0012123218,0.00014292535,0.0000136075405,0.0039565903],"genre_scores_gemma":[0.9530193,0.000010319062,0.0009908172,0.000013484577,0.00081711536,0.000015349857,0.0000035230664,0.000036505626,0.04509355],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9924408,0.0027133822,0.001891969,0.00039273684,0.0013904799,0.0011706381],"domain_scores_gemma":[0.9938993,0.0004823977,0.0028244308,0.0012188856,0.0011648586,0.00041016942],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0047852234,0.00030216933,0.0008042938,0.00048179505,0.0025930188,0.000057314683,0.0015207258,0.0005086273,0.00017371679],"category_scores_gemma":[0.0019111638,0.0002458405,0.00026699284,0.0005977147,0.0012616563,0.00045529671,0.00015462415,0.002596605,0.0000147264645],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060932455,0.0012178677,0.5478034,0.0014655021,0.00019739992,0.0002176892,0.012798373,0.008966244,0.00028783956,0.0016517413,0.41802868,0.0012720339],"study_design_scores_gemma":[0.0031090558,0.0004287243,0.9416657,0.024654457,0.00012947583,0.00003897337,0.02369238,0.0020048944,0.00041332116,0.0011117322,0.002432941,0.0003183107],"about_ca_topic_score_codex":0.0022805352,"about_ca_topic_score_gemma":0.00075652875,"teacher_disagreement_score":0.41559574,"about_ca_system_score_codex":0.0018727579,"about_ca_system_score_gemma":0.0012208129,"threshold_uncertainty_score":0.9999994},"labels":[],"label_agreement":null},{"id":"W2626901144","doi":"10.1186/s12960-017-0211-6","title":"Credentialing and retention of visa trainees in post-graduate medical education programs in Canada","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Health Canada; Government of Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Credentialing; IMG; Specialty; Credential; Medicine; Graduate medical education; Family medicine; Medical education; License; Accreditation; Political science","score_opus":0.1366369529693772,"score_gpt":0.46870255157667573,"score_spread":0.33206559860729856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2626901144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98810226,0.00058814837,0.0000040970567,0.008454014,0.00036881832,0.0018636629,0.000014595516,0.000017696779,0.0005867217],"genre_scores_gemma":[0.9980024,0.0001682148,0.00018349328,0.0009104248,0.00015907838,0.00021655628,0.00006929711,0.000020885642,0.00026964786],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99723125,0.0003381077,0.0010345312,0.00029329307,0.00043565175,0.00066717074],"domain_scores_gemma":[0.9983256,0.00012296157,0.000751943,0.00033119667,0.00013860746,0.00032973246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018589394,0.0001344073,0.00041881797,0.00014636724,0.0009905247,0.00001685503,0.00027963397,0.0001379849,0.000057499186],"category_scores_gemma":[0.0005395954,0.00013104692,0.0000314486,0.00008396903,0.000095709,0.00009389013,0.00007910788,0.0004148221,8.9768463e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000253329,0.00024013878,0.87748945,0.005457619,0.000011976659,0.000005010329,0.028459733,0.000004140768,0.000016791359,0.0026587094,0.0031696905,0.082233414],"study_design_scores_gemma":[0.0019138252,0.0003233276,0.95195127,0.005613688,0.000006719846,0.000002175676,0.027247615,0.0005883526,0.0000020730267,0.0010831067,0.0110984305,0.00016944144],"about_ca_topic_score_codex":0.95581514,"about_ca_topic_score_gemma":0.9936839,"teacher_disagreement_score":0.08206397,"about_ca_system_score_codex":0.00074123155,"about_ca_system_score_gemma":0.004846905,"threshold_uncertainty_score":0.8598201},"labels":[],"label_agreement":null},{"id":"W2637207576","doi":"10.5430/jnep.v7n11p51","title":"Global mobility in nursing: Why Chinese students leave to study nursing in Australia","year":2017,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Relocation; China; Nursing; Perspective (graphical); Nurse education; Preference; Focus group; Work (physics); Medicine; Psychology; Political science; Sociology","score_opus":0.1931843428397848,"score_gpt":0.6542895097806656,"score_spread":0.4611051669408808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2637207576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95043635,0.00038774687,0.00004041026,0.031755205,0.004888147,0.001040767,0.0000025968477,0.000008863262,0.011439936],"genre_scores_gemma":[0.9959126,0.000047518348,0.0021805603,0.0009711392,0.000526108,0.000015749372,0.000001259104,0.000012793806,0.0003322477],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959228,0.0017082567,0.0010645753,0.00027340458,0.00056282326,0.00046811582],"domain_scores_gemma":[0.99663645,0.0006558447,0.001322558,0.00043935425,0.0005554705,0.0003903466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004042103,0.00018930463,0.0004204641,0.00023399394,0.0010328228,0.00012847754,0.00044443263,0.00015828774,0.00005056363],"category_scores_gemma":[0.0054222825,0.00017247356,0.000037574195,0.00031948462,0.0000978968,0.0012353719,0.000042255706,0.0008586148,0.000013625694],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012824152,0.012362486,0.8180251,0.00003382777,0.000012291628,0.000015359032,0.10659203,0.000021499296,0.000006407434,0.00014742871,0.008891514,0.052609637],"study_design_scores_gemma":[0.0013707337,0.00039180293,0.8648703,0.00589696,0.000055460514,0.00013302446,0.12153039,0.0000071438785,5.132231e-7,0.0037027868,0.0019197229,0.000121147714],"about_ca_topic_score_codex":0.0020790736,"about_ca_topic_score_gemma":0.0007107282,"teacher_disagreement_score":0.05248849,"about_ca_system_score_codex":0.0026704946,"about_ca_system_score_gemma":0.0007128741,"threshold_uncertainty_score":0.79437417},"labels":[],"label_agreement":null},{"id":"W2682882715","doi":"10.12927/hcpol.2017.25100","title":"Retention Patterns of Canadians Who Studied Medicine Abroad and Other International Medical Graduates","year":2017,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Institute of Gender and Health; Canadian Medical Association; Government of Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"Immigration; Medical education; Demographic economics; Medicine; Political science; Psychology; Economics","score_opus":0.1025379321906515,"score_gpt":0.5222593000444381,"score_spread":0.4197213678537866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2682882715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51523215,0.00085336197,0.000022428125,0.45886394,0.0014371976,0.0008122472,0.0002751529,0.000065047185,0.022438476],"genre_scores_gemma":[0.9778791,0.0020776337,0.00004295618,0.014645625,0.0018476328,0.0000663862,0.00002707976,0.00003141482,0.0033821573],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99713576,0.00036978055,0.00083372043,0.000323283,0.0006391103,0.0006983656],"domain_scores_gemma":[0.9974388,0.00024370183,0.0006540107,0.000582077,0.00034387107,0.0007375588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009524178,0.00018341719,0.0004797706,0.00021853298,0.0011384839,0.000008875025,0.00047331548,0.00029570126,0.00073367107],"category_scores_gemma":[0.0019181531,0.00015259832,0.000038865546,0.00008449744,0.00027054315,0.00009609997,0.00021187194,0.0005262081,0.00003097134],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005131109,0.000019156827,0.9102228,0.00085564575,0.000037050137,0.000011755448,0.008135411,9.200929e-8,0.000003859823,0.050813112,0.013896833,0.015952963],"study_design_scores_gemma":[0.0018940894,0.00021993562,0.8120335,0.0054394267,0.000017346745,0.000009633406,0.0059657055,0.00011298098,0.0000040719733,0.0039737495,0.17014365,0.00018597124],"about_ca_topic_score_codex":0.7584258,"about_ca_topic_score_gemma":0.35195878,"teacher_disagreement_score":0.46264696,"about_ca_system_score_codex":0.00037418515,"about_ca_system_score_gemma":0.0008928695,"threshold_uncertainty_score":0.8756412},"labels":[],"label_agreement":null},{"id":"W2724425908","doi":"10.36834/cmej.36845","title":"The Canada-Guyana medical education partnership: using videoconferencing to supplement post-graduate medical education among internal medicine trainees","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Georgetown Hospital; University of Calgary","funders":"","keywords":"General partnership; Videoconferencing; Medical education; Medicine; Presentation (obstetrics); Graduate medical education; Family medicine; Political science; Multimedia","score_opus":0.07252399017293051,"score_gpt":0.47123893541067274,"score_spread":0.3987149452377422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2724425908","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27739164,0.0008397122,0.000081043305,0.6875112,0.021406503,0.0010733561,0.0000104561495,0.000028609646,0.011657501],"genre_scores_gemma":[0.825176,0.00041404087,0.00020475914,0.15822302,0.01121499,0.00022589583,0.000104942104,0.00006194903,0.004374416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9894072,0.0012847165,0.0021317233,0.00055822975,0.0046270895,0.0019910648],"domain_scores_gemma":[0.9613694,0.0007573651,0.0011649248,0.0010036936,0.0025677043,0.0331369],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007974406,0.00044627502,0.00059274054,0.00045726454,0.0069502583,0.00021876623,0.0025110587,0.00066684245,0.057985652],"category_scores_gemma":[0.14883256,0.00033283935,0.000106075044,0.00031532402,0.0006563421,0.000375321,0.00018031652,0.0035715902,0.000079743855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000033029224,0.00009762467,0.02093097,0.00008720285,0.000045053588,0.000035725425,0.0049485588,0.0000015766868,9.3953474e-7,0.0036017261,0.83345044,0.13676713],"study_design_scores_gemma":[0.0008984088,0.00012220294,0.05950782,0.009501819,0.00007492253,0.0004753587,0.06493247,0.001273138,0.0000022812378,0.0009777023,0.8617843,0.000449598],"about_ca_topic_score_codex":0.9657403,"about_ca_topic_score_gemma":0.9963666,"teacher_disagreement_score":0.62813914,"about_ca_system_score_codex":0.006196372,"about_ca_system_score_gemma":0.6343355,"threshold_uncertainty_score":0.9999124},"labels":[],"label_agreement":null},{"id":"W2725474767","doi":"10.1503/cmaj.1095419","title":"Fewer Canadian MDs heading to the US","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Heading (navigation); Medicine; Gerontology; Geography","score_opus":0.03123617434280302,"score_gpt":0.41008928228320224,"score_spread":0.3788531079403992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725474767","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18133798,0.00015608783,0.000020864007,0.68213767,0.008951868,0.00053626223,0.00007634054,0.000025179379,0.12675773],"genre_scores_gemma":[0.82840484,0.00007674215,0.00007445496,0.15310161,0.0063066506,0.000030707877,0.000006000947,0.000026286501,0.011972725],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954903,0.000582206,0.00062920403,0.00019043993,0.0012744046,0.0018334235],"domain_scores_gemma":[0.9898598,0.00033537284,0.00043718875,0.00043053486,0.00068236724,0.008254702],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0053680292,0.00014896928,0.00026134367,0.00020093097,0.011360613,0.00020211801,0.0010992413,0.00065166986,0.0129779475],"category_scores_gemma":[0.010475182,0.00011321069,0.00007913867,0.00016761861,0.000045221313,0.00017891194,0.000057091318,0.0025577748,0.004762713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000022888007,0.0000018213268,0.34260824,0.000004560196,0.00001792166,0.000110879046,0.0010741238,0.0000036119202,1.2622304e-7,0.0006568412,0.6472347,0.008284913],"study_design_scores_gemma":[0.00027353517,0.000016900914,0.19576044,0.00023994892,0.000007773413,0.000024840345,0.0011184952,0.00005661399,2.318216e-7,0.00014599196,0.8022553,0.00009995617],"about_ca_topic_score_codex":0.86478674,"about_ca_topic_score_gemma":0.9971295,"teacher_disagreement_score":0.64706683,"about_ca_system_score_codex":0.007164468,"about_ca_system_score_gemma":0.01714295,"threshold_uncertainty_score":0.99974334},"labels":[],"label_agreement":null},{"id":"W2725985406","doi":"10.1093/geroni/igx004.200","title":"FIRST-YEAR OUTCOMES OF THE MOHLTC-FUNDED COMMUNITY PARAMEDICINE DEMONSTRATION PROJECTS","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"","keywords":"Christian ministry; Variety (cybernetics); Medicine; Nursing; Community-based care; Family medicine; Health care; Political science","score_opus":0.1403887820377277,"score_gpt":0.47003027396809066,"score_spread":0.32964149193036296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725985406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97508395,0.000011350843,0.00017634816,0.0116560105,0.0007312643,0.0008913511,0.000004333776,0.00004342573,0.011401949],"genre_scores_gemma":[0.9978135,0.0000071666072,0.00054104906,0.0009967893,0.00006480677,0.000066723595,0.000009655971,0.000010901654,0.00048940553],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980409,0.00040903004,0.00087951485,0.000111829686,0.0002653225,0.00029339895],"domain_scores_gemma":[0.99732536,0.0004864937,0.0009880324,0.00084052805,0.00033720955,0.000022403992],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002018799,0.00010478235,0.00023918675,0.00014894266,0.0020599482,0.000013886685,0.00045816513,0.0001286117,0.000049397662],"category_scores_gemma":[0.0024427883,0.000075805845,0.000020592177,0.0005380607,0.00015403483,0.00020789757,0.00019412297,0.00092241546,0.000017787763],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001052879,0.00003611575,0.9729169,0.0002125798,0.000005116608,3.0496014e-7,0.0041722124,0.000026212525,0.00004096889,0.021467486,0.00063039846,0.00048118032],"study_design_scores_gemma":[0.0007897851,0.000016268217,0.98577905,0.001239106,0.000004256122,2.4603725e-7,0.005841706,0.00026435233,0.00010092393,0.0051427996,0.00075635157,0.000065157525],"about_ca_topic_score_codex":0.0054103658,"about_ca_topic_score_gemma":0.0047534746,"teacher_disagreement_score":0.022729535,"about_ca_system_score_codex":0.00017797797,"about_ca_system_score_gemma":0.00017281878,"threshold_uncertainty_score":0.9992392},"labels":[],"label_agreement":null},{"id":"W2726747821","doi":"10.36834/cmej.36769","title":"An examination of entrance criteria for international medical graduates (IMGs) into Canadian psychiatry residency programs","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Vancouver Coastal Health","funders":"","keywords":"Likert scale; Residency training; Medical education; Matching (statistics); Program director; Selection (genetic algorithm); Medicine; Set (abstract data type); Psychology; Family medicine; Computer science; Continuing education","score_opus":0.04127049759296392,"score_gpt":0.47862207236940174,"score_spread":0.4373515747764378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2726747821","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3982568,0.00086066814,0.00024511843,0.5466051,0.040095065,0.001546546,0.00007964176,0.000037199545,0.012273842],"genre_scores_gemma":[0.9745082,0.00028561553,0.0043501183,0.014266279,0.005492449,0.0001758093,0.00021289848,0.000033063283,0.0006755485],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962496,0.0004330272,0.0010469147,0.0002948162,0.0011070068,0.00086862856],"domain_scores_gemma":[0.98403305,0.00012102856,0.00062109483,0.0004770134,0.0018337762,0.012914066],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003678917,0.00017666086,0.00028092647,0.00042955586,0.002529868,0.000108286426,0.0015050729,0.00058287696,0.025880082],"category_scores_gemma":[0.027704684,0.00017155547,0.000067206915,0.00012191439,0.00028493933,0.0005021857,0.000023171247,0.0010259545,0.00004385338],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052834654,0.00026582603,0.10359829,0.00042792966,0.00005614133,0.000026131846,0.008237232,4.1892127e-7,0.000006823514,0.050880685,0.32651794,0.5099298],"study_design_scores_gemma":[0.0019748632,0.0003535826,0.3932,0.006261242,0.000045482557,0.00011870956,0.0129391765,0.0010103327,0.000010483892,0.026678134,0.5569436,0.00046436198],"about_ca_topic_score_codex":0.5764761,"about_ca_topic_score_gemma":0.9735673,"teacher_disagreement_score":0.57625145,"about_ca_system_score_codex":0.0013303694,"about_ca_system_score_gemma":0.1809108,"threshold_uncertainty_score":0.9987687},"labels":[],"label_agreement":null},{"id":"W2726881333","doi":"10.1093/geroni/igx004.214","title":"WELL-BEING IN THE LIFE AFTER SERVICE OF CANADIAN MILITARY VETERANS","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Veterans Affairs Canada","funders":"","keywords":"Military service; Veterans Affairs; Unemployment; General partnership; Military personnel; Scale (ratio); Mental health; Service member; Gerontology; Service (business); Population; Psychology; Medicine; Political science; Economic growth; Environmental health; Psychiatry; Geography; Business; Economics","score_opus":0.05418895277393337,"score_gpt":0.40717276967797766,"score_spread":0.3529838169040443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2726881333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91788274,0.000081046805,0.0000056934273,0.03272443,0.00042067716,0.00044466756,0.000005053058,0.000010932781,0.048424747],"genre_scores_gemma":[0.97820324,0.000019174491,0.0002010549,0.021232635,0.00012285063,0.00009435483,0.000012117769,0.000010615543,0.000103958686],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982522,0.00023488443,0.000759259,0.00015095127,0.00016542208,0.00043725094],"domain_scores_gemma":[0.99886096,0.00018246382,0.00020255698,0.00048767898,0.00021754025,0.000048801725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016546563,0.00008857621,0.00015488212,0.00075719313,0.00048113975,0.000009363372,0.00037167754,0.00011033528,0.00017919416],"category_scores_gemma":[0.00033856725,0.00007667646,0.000011044424,0.0013978463,0.000030327685,0.00021833937,0.000051234776,0.0005039204,0.00006146554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023703078,0.000010390318,0.9453561,0.00031320014,0.0000026989728,0.000015496316,0.046172407,0.00006394919,0.000020538408,0.0060032196,0.0013379052,0.0006804294],"study_design_scores_gemma":[0.00048002202,0.000007917878,0.9524943,0.0015486125,0.0000024271912,4.8500976e-7,0.010988405,0.00049053755,0.000007787161,0.0018271516,0.032061707,0.00009061961],"about_ca_topic_score_codex":0.6446571,"about_ca_topic_score_gemma":0.7955746,"teacher_disagreement_score":0.15091754,"about_ca_system_score_codex":0.00016325901,"about_ca_system_score_gemma":0.00037352758,"threshold_uncertainty_score":0.37005866},"labels":[],"label_agreement":null},{"id":"W2727106743","doi":"10.1007/s10903-017-0616-2","title":"Exploring Health Service Underutilization: A Process Evaluation of the Newcomer Women’s Health Clinic","year":2017,"lang":"en","type":"article","venue":"Journal of Immigrant and Minority Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"B.C. Women's Hospital & Health Centre","funders":"","keywords":"Public health; Diversity (politics); Medicine; Health services; Service (business); Perception; Nursing; Service delivery framework; Family medicine; Work (physics); Service provider; Population; Gerontology; Psychology; Environmental health; Business; Sociology","score_opus":0.3873217158071328,"score_gpt":0.5195546914983548,"score_spread":0.13223297569122194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2727106743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9010116,0.007540771,0.000042578948,0.086966164,0.0023343905,0.0017232649,0.000026225634,0.000017531469,0.00033749684],"genre_scores_gemma":[0.9806767,0.008880155,0.0002048255,0.009323219,0.0006214904,0.000067732515,0.0000043153937,0.00002367977,0.00019784376],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992242,0.0023045274,0.002739379,0.0002976417,0.0013645918,0.0010518734],"domain_scores_gemma":[0.9889264,0.00030362792,0.0075672986,0.0007279038,0.0016768788,0.0007978592],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.016241308,0.00026155513,0.0011483972,0.00017340425,0.0037136518,0.000032468506,0.0006395971,0.00013174201,0.000113360686],"category_scores_gemma":[0.00074305705,0.00018371189,0.00012408815,0.0003563518,0.0001248339,0.0006647005,0.00015299187,0.0010602755,0.000009628964],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010138935,0.0007299368,0.49359012,0.02180645,0.00018381694,0.0000024323942,0.2564061,0.00009002543,0.000007709752,0.001165435,0.012435017,0.21256906],"study_design_scores_gemma":[0.006334223,0.0015632223,0.85613036,0.008494291,0.0000640163,0.000042084834,0.108053945,0.0005511199,0.000007478156,0.0022608247,0.016208282,0.00029017447],"about_ca_topic_score_codex":0.021268811,"about_ca_topic_score_gemma":0.021266352,"teacher_disagreement_score":0.36254022,"about_ca_system_score_codex":0.0016964109,"about_ca_system_score_gemma":0.010649742,"threshold_uncertainty_score":0.9975834},"labels":[],"label_agreement":null},{"id":"W2727542897","doi":"10.1136/bmj.j2710","title":"Rethinking the right to work for refugee Syrian healthcare professionals: a call for innovation in global governance","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for International Governance Innovation","funders":"","keywords":"Refugee; Health professionals; Work (physics); Corporate governance; Health care; Syrian refugees; Public relations; Data science; Medicine; Computer science; Political science; Knowledge management; Business; Engineering","score_opus":0.09420998556591062,"score_gpt":0.5091185729271728,"score_spread":0.4149085873612621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2727542897","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28001928,0.00046625172,0.00096925435,0.68746006,0.005213505,0.019438758,0.00043110774,0.00013210095,0.0058696517],"genre_scores_gemma":[0.93901145,0.000014922193,0.012455793,0.030938845,0.0019872643,0.0070650876,0.000067860376,0.000045241963,0.008413546],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965315,0.00036935913,0.0012362708,0.00046362795,0.00039070638,0.0010085334],"domain_scores_gemma":[0.9961007,0.00087732665,0.0011868747,0.001035595,0.00065828493,0.00014118485],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0040707854,0.00021064389,0.0003905077,0.000041792842,0.0032697637,0.00004016552,0.00079550385,0.0003913008,0.00002894748],"category_scores_gemma":[0.0052957647,0.00015001603,0.00006375161,0.0004920893,0.000053903383,0.00018347142,0.0002600369,0.0005278434,0.00006413262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001400797,0.0000622378,0.089596726,0.0011110746,0.00001465979,0.00000415362,0.0057937284,0.000013489032,0.0000060007906,0.2963502,0.59306866,0.012578255],"study_design_scores_gemma":[0.0016747577,0.00014100857,0.18929142,0.0070006126,0.000009325564,9.205902e-7,0.00080915034,0.00011111575,0.000010816818,0.06295269,0.73773533,0.00026285226],"about_ca_topic_score_codex":0.0012387878,"about_ca_topic_score_gemma":0.014858509,"teacher_disagreement_score":0.6589922,"about_ca_system_score_codex":0.0010476129,"about_ca_system_score_gemma":0.00084892556,"threshold_uncertainty_score":0.99802786},"labels":[],"label_agreement":null},{"id":"W2728628692","doi":"","title":"Challenges faced by internationally educated health professionals on Prince Edward Island : stories and voices : a research report for IEHP Atlantic Connection","year":2007,"lang":"en","type":"book","venue":"OAR@UM (University of Malta)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Preamble; Immigration; Health professionals; Political science; Health care; Identification (biology); Economic growth; Public relations; Gender studies; Sociology; Engineering; Law","score_opus":0.11040518960021901,"score_gpt":0.45449719208613387,"score_spread":0.34409200248591487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2728628692","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13937247,0.01432623,0.0007419968,0.10664944,0.006023216,0.017859742,0.0015324417,0.0005427789,0.71295166],"genre_scores_gemma":[0.022422649,0.005103676,0.00070951844,0.0005415279,0.0005058109,0.000026780484,0.0018117762,0.00007590404,0.96880233],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99559206,0.0007233682,0.0006966845,0.00092467316,0.0011189535,0.0009442508],"domain_scores_gemma":[0.9937233,0.0023380236,0.0014644312,0.0005037598,0.0015742313,0.0003962939],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004221571,0.00036440667,0.00090377673,0.00061759114,0.0018402131,0.000011623965,0.00047536418,0.00075681007,0.00021178665],"category_scores_gemma":[0.00045793367,0.00040318395,0.0001094303,0.00020142918,0.00034060935,0.00018564383,0.00035156248,0.0016638258,0.00006422716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021543636,0.00036317232,0.0017298708,0.009503441,0.0002449383,0.00006653525,0.015710415,0.0000021029548,0.000014546633,0.024355225,0.93070143,0.015153929],"study_design_scores_gemma":[0.0011510887,0.0010154182,0.0051680272,0.0070504737,0.000034863042,0.00001068939,0.017334007,0.00002233835,0.0000017646444,0.0019366681,0.96596,0.00031464582],"about_ca_topic_score_codex":0.002569706,"about_ca_topic_score_gemma":0.01877711,"teacher_disagreement_score":0.25585067,"about_ca_system_score_codex":0.0015391586,"about_ca_system_score_gemma":0.0038835777,"threshold_uncertainty_score":0.999842},"labels":[],"label_agreement":null},{"id":"W2730989150","doi":"10.5072/prism/10384","title":"Doctors for the People: The History of Medical Education and the Current Role of Social Accountability","year":2008,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Public relations; Political science; Social accounting; Medicine; Medical education; Sociology; Public administration; Business; Law","score_opus":0.09307570185902025,"score_gpt":0.4937900531299824,"score_spread":0.40071435127096217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2730989150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9570041,0.009337253,0.000007888159,0.017911252,0.002077494,0.0034991456,0.000029103925,0.0000014375486,0.010132348],"genre_scores_gemma":[0.99680674,0.0004269634,0.000058218473,0.0003292132,0.00027841027,0.0003346609,0.000007873345,0.000006627398,0.0017512748],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983532,0.0004933929,0.00046823188,0.00013462381,0.00035779888,0.00019274747],"domain_scores_gemma":[0.9972805,0.0018618696,0.00033458817,0.0002803165,0.00018979891,0.0000529695],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026478022,0.000073712894,0.00022669174,0.000011322229,0.00069561496,0.00000356737,0.00062732113,0.000091622765,0.0018994892],"category_scores_gemma":[0.00064753206,0.000033254884,0.00004832974,0.00008562665,0.00058036286,0.000060367107,0.00024272184,0.0003318658,0.000012361676],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006566095,0.0003484907,0.034915403,0.00025244753,0.000031598418,3.5037846e-8,0.34630296,6.7621136e-7,0.0000042025376,0.005666943,0.15541445,0.4564062],"study_design_scores_gemma":[0.00076302706,0.000019138191,0.056152277,0.000099928184,0.00003427678,7.354555e-7,0.024727307,0.00012843551,0.0000030959025,0.0004995579,0.91753244,0.00003980071],"about_ca_topic_score_codex":0.0035221854,"about_ca_topic_score_gemma":0.0038224626,"teacher_disagreement_score":0.762118,"about_ca_system_score_codex":0.00020731916,"about_ca_system_score_gemma":0.003393831,"threshold_uncertainty_score":0.9990129},"labels":[],"label_agreement":null},{"id":"W2734233611","doi":"10.5539/gjhs.v9n9p68","title":"Physician Shortage in Canada: A Review of Contributing Factors","year":2017,"lang":"en","type":"review","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Physician supply; Workforce; Economic shortage; Government (linguistics); Medicine; Health care; Family medicine; Population; Primary care physician; MEDLINE; Primary care; Business; Nursing; Environmental health; Economic growth; Political science","score_opus":0.18513616771116273,"score_gpt":0.55121211159723,"score_spread":0.36607594388606735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734233611","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00023638783,0.99201685,0.00000499153,0.00055879756,0.0028917065,0.0020143508,0.00028468174,0.000007105043,0.0019851082],"genre_scores_gemma":[0.001327612,0.99655724,0.00010921911,0.0017508015,0.00019498167,0.000012370713,0.000010886888,0.000017844026,0.00001904186],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9873352,0.0011549565,0.0066243084,0.00047683463,0.002090623,0.0023180465],"domain_scores_gemma":[0.98035437,0.0005118268,0.016122201,0.0008488014,0.0012858307,0.00087694195],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.012844898,0.00050921674,0.0061768144,0.00025778552,0.0013128943,0.00001679683,0.0028148834,0.00020766942,0.000044580735],"category_scores_gemma":[0.002438579,0.000364637,0.00040523708,0.0017679172,0.0003565555,0.00037135917,0.00042453952,0.0018878141,0.000010749345],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000058803066,0.000031497857,0.023302943,0.2266499,0.000019695266,0.0000486081,0.000047000696,7.0909005e-7,8.899021e-9,0.0002863513,0.0052187447,0.7443887],"study_design_scores_gemma":[0.00014140818,0.00006154316,0.0039404896,0.4551758,0.000053274463,0.000029579856,0.00030057953,7.333755e-7,2.5075499e-8,0.000023551216,0.54012823,0.00014480928],"about_ca_topic_score_codex":0.6077099,"about_ca_topic_score_gemma":0.38712722,"teacher_disagreement_score":0.74424386,"about_ca_system_score_codex":0.01637272,"about_ca_system_score_gemma":0.16681677,"threshold_uncertainty_score":0.99998724},"labels":[],"label_agreement":null},{"id":"W2734580181","doi":"10.1186/s12909-017-0949-5","title":"Effectiveness of distance learning strategies for continuing professional development (CPD) for rural allied health practitioners: a systematic review","year":2017,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":106,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Distance education; Medical education; Professional development; Medicine; Continuing professional development; Grey literature; Workforce development; Faculty development; Rural health; Health care; Continuing education; Focus group; Nursing; MEDLINE; Rural area; Psychology; Pedagogy; Political science; Sociology","score_opus":0.130095322500038,"score_gpt":0.5702638024246669,"score_spread":0.44016847992462893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734580181","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000061541928,0.9486354,0.015878132,0.00024626727,0.0033634233,0.031632587,0.000038839396,0.00007002768,0.0001291877],"genre_scores_gemma":[0.00005721048,0.94735706,0.0036364808,0.00026349135,0.00032071376,0.04352665,0.0024600069,0.00007613649,0.0023022627],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98943454,0.0051384433,0.0033189785,0.00051179837,0.0008401798,0.00075608864],"domain_scores_gemma":[0.97986573,0.011597331,0.006633356,0.0005499448,0.0008935302,0.00046011154],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012806977,0.0004797936,0.0042645284,0.00012854917,0.0011907658,0.00002689515,0.0005829794,0.00061773724,0.000081313374],"category_scores_gemma":[0.025076646,0.00035361075,0.0003901838,0.00017361005,0.00009938324,0.00022760808,0.00008972932,0.00092314964,0.000030415182],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048377282,0.00015945236,0.000008199348,0.902902,0.00006651029,8.533502e-8,0.00088563113,1.385376e-7,1.1854719e-8,0.004439752,0.0035550117,0.08793485],"study_design_scores_gemma":[0.00028418892,0.000055697532,0.000007412143,0.5734178,0.0002926905,0.0000023874745,0.002615865,0.000007905751,1.7581884e-8,0.000110537825,0.4230434,0.00016209275],"about_ca_topic_score_codex":0.00006351972,"about_ca_topic_score_gemma":0.0001537914,"teacher_disagreement_score":0.4194884,"about_ca_system_score_codex":0.0012818523,"about_ca_system_score_gemma":0.060620077,"threshold_uncertainty_score":0.9998916},"labels":[],"label_agreement":null},{"id":"W2739846176","doi":"10.1037/cap0000112","title":"Clinical psychology training in Canada and expectations for mobility: Is it time for change?","year":2017,"lang":"en","type":"article","venue":"Canadian Psychology/Psychologie canadienne","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychology; Applied psychology; Training (meteorology); Cognitive psychology; Social psychology","score_opus":0.4133018953992771,"score_gpt":0.567661550075358,"score_spread":0.15435965467608093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739846176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81737864,0.00071511586,0.00008155386,0.1463042,0.009037935,0.0066959737,0.0027492389,0.00006632309,0.016971013],"genre_scores_gemma":[0.8634877,0.00028506524,0.0022521033,0.12578064,0.0009702296,0.0046685357,0.00016786424,0.00010844401,0.0022793915],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925017,0.00043343636,0.0016376264,0.0017190666,0.00012227373,0.0035859263],"domain_scores_gemma":[0.99299556,0.0015107114,0.00070626475,0.0020618332,0.0003629156,0.0023626909],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002408207,0.00050062675,0.0011260016,0.0004488032,0.002188418,0.000030995943,0.0012960479,0.0010098979,0.00071797037],"category_scores_gemma":[0.0024290346,0.00055111723,0.0001520403,0.0002403914,0.00057437434,0.00022184136,0.0000687936,0.0010474973,0.000087875334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000399171,0.00005345556,0.29988784,0.00013108634,0.00008636494,0.00009597812,0.008310071,5.51677e-7,0.000011395484,0.0009651949,0.5889157,0.101143196],"study_design_scores_gemma":[0.004714837,0.00044273929,0.4532326,0.0002363144,0.000038238908,0.000021316037,0.008811511,0.00014804493,4.6244693e-7,0.005561063,0.5262097,0.00058314746],"about_ca_topic_score_codex":0.98441976,"about_ca_topic_score_gemma":0.9999312,"teacher_disagreement_score":0.15334475,"about_ca_system_score_codex":0.0021509388,"about_ca_system_score_gemma":0.006086664,"threshold_uncertainty_score":0.99969405},"labels":[],"label_agreement":null},{"id":"W2740617092","doi":"10.1097/acm.0000000000001839","title":"The Road to Rural Primary Care: A Narrative Review of Factors That Help Develop, Recruit, and Retain Rural Primary Care Physicians","year":2017,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Incentive; Rural area; Medicine; Rural health; MEDLINE; Narrative; Nursing; Inclusion (mineral); Family medicine; Medical education; Psychology; Psychological intervention; Political science; Social psychology","score_opus":0.16880655249919624,"score_gpt":0.5025421326236634,"score_spread":0.3337355801244672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2740617092","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003149722,0.97088015,0.000003171772,0.004345872,0.0016769873,0.010563137,0.0002014405,0.000101208156,0.011913076],"genre_scores_gemma":[0.000079890975,0.98322296,0.00004167079,0.0070034144,0.0013109104,0.0010460253,0.0019114558,0.00013218433,0.005251496],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99060225,0.0027234508,0.0030778325,0.00077625655,0.0013079393,0.0015122545],"domain_scores_gemma":[0.99051297,0.0025326007,0.0038688278,0.0015761886,0.0008838915,0.0006255404],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0025917094,0.0011468331,0.005979683,0.00020450114,0.00203612,0.000008375724,0.0018287655,0.0015047789,0.000058301343],"category_scores_gemma":[0.0024454535,0.0006485664,0.00029412657,0.0006987798,0.000744231,0.00019275684,0.000893868,0.005061135,0.000057921196],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002494077,0.0000017331802,0.00033184254,0.26858512,0.000088302404,0.000004236694,0.04642353,4.797147e-9,3.199715e-7,0.000057110305,0.05764367,0.6268392],"study_design_scores_gemma":[0.00025894548,0.00011210315,0.0003145717,0.4225683,0.00048629622,0.000006721863,0.058661282,3.8520348e-8,1.5390034e-7,0.000019984089,0.5172849,0.00028671726],"about_ca_topic_score_codex":0.0009249418,"about_ca_topic_score_gemma":0.00013456088,"teacher_disagreement_score":0.62655246,"about_ca_system_score_codex":0.0023312431,"about_ca_system_score_gemma":0.0034173417,"threshold_uncertainty_score":0.9997915},"labels":[],"label_agreement":null},{"id":"W2741729745","doi":"10.4102/phcfm.v9i1.1355","title":"Determining the efficacy of national strategies aimed at addressing the challenges facing health personnel working in rural areas in KwaZulu-Natal, South Africa","year":2017,"lang":"en","type":"article","venue":"African Journal of Primary Health Care & Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Government (linguistics); Medicine; Thematic analysis; Health care; Human resources; Workforce; Rural health; Nursing; Rural area; Qualitative research; Population; Community health; Economic growth; Public health; Environmental health; Political science","score_opus":0.21592127092605126,"score_gpt":0.44364142323887823,"score_spread":0.22772015231282697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741729745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8239562,0.11047639,0.000025667656,0.052127227,0.0016692668,0.0016245944,0.000024334075,0.00003099004,0.010065315],"genre_scores_gemma":[0.98949957,0.004805825,0.00026508432,0.0043425183,0.00096947,0.00003310057,0.000011869446,0.000048656526,0.000023885106],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99130523,0.0022690515,0.0029241934,0.00037137853,0.0017003724,0.0014297761],"domain_scores_gemma":[0.98992085,0.0029193906,0.00526931,0.00068926346,0.0007236638,0.000477529],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008126981,0.00041751334,0.0015657122,0.00050911383,0.00288388,0.00003178571,0.0013090753,0.00019277578,0.000015799757],"category_scores_gemma":[0.0019420804,0.00025105686,0.00014911966,0.0004419036,0.0007022459,0.00036921512,0.0003570281,0.0022135885,0.0000046861164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009624322,0.000109185574,0.10794068,0.0018227033,0.000054695913,0.000050585662,0.82106894,0.00020828049,0.00002384004,0.00037520737,0.002949575,0.06443388],"study_design_scores_gemma":[0.0038738188,0.00065816636,0.4697584,0.013998047,0.00001585029,0.000015753452,0.50586957,0.00003824517,3.9993887e-7,0.0001124958,0.0055040326,0.00015523433],"about_ca_topic_score_codex":0.0018219341,"about_ca_topic_score_gemma":0.0033111423,"teacher_disagreement_score":0.36181772,"about_ca_system_score_codex":0.0034325405,"about_ca_system_score_gemma":0.005508379,"threshold_uncertainty_score":0.99999416},"labels":[],"label_agreement":null},{"id":"W2741907801","doi":"","title":"The proposal for a third medical school in New Zealand: a community-engaged graduate entry medical program.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Workforce; Disadvantaged; Medicine; General partnership; Economic shortage; Scope (computer science); Medical education; Medical school; Community health; Nursing; Economic growth; Public health; Political science","score_opus":0.13573885603101102,"score_gpt":0.4515635952014874,"score_spread":0.3158247391704764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741907801","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4662002,0.0006120408,0.000038962506,0.47663504,0.0043115616,0.026008233,0.000028056264,0.0007514882,0.025414398],"genre_scores_gemma":[0.9322103,0.00077778904,0.0009886548,0.0054296837,0.0020269712,0.029624177,0.000053036205,0.000076434306,0.028812926],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9867216,0.008351347,0.0010553078,0.0003245939,0.0014148473,0.0021323292],"domain_scores_gemma":[0.9876807,0.0077760974,0.00049022696,0.001360277,0.00017514438,0.0025175733],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.031584203,0.0002660864,0.00050316664,0.00007018052,0.012191604,0.000121650985,0.0022281425,0.00067890406,0.00013297964],"category_scores_gemma":[0.10156638,0.0001718558,0.00011343783,0.0001499091,0.0004358486,0.00019131652,0.0007300208,0.010941195,0.00012086311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006750479,0.0003247778,0.11980242,0.00029938863,0.000042725456,0.000030823718,0.0036645948,1.000091e-7,9.194401e-8,0.002596394,0.43879154,0.4337721],"study_design_scores_gemma":[0.0064186277,0.0001358234,0.4744792,0.0008783135,0.000025212077,0.000009934972,0.00523914,0.00023331422,0.000002510555,0.014345293,0.49796322,0.00026941887],"about_ca_topic_score_codex":0.008137486,"about_ca_topic_score_gemma":0.05566883,"teacher_disagreement_score":0.47120535,"about_ca_system_score_codex":0.00033020286,"about_ca_system_score_gemma":0.0056487876,"threshold_uncertainty_score":0.99998826},"labels":[],"label_agreement":null},{"id":"W2742678618","doi":"10.18584/iipj.2017.8.3.1","title":"The Indigenous Experience of Work in a Health Research Organisation: Are There Wider Inferences?","year":2017,"lang":"en","type":"article","venue":"International Indigenous Policy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Indigenous; Nature versus nurture; Flexibility (engineering); Attrition; Government (linguistics); Work (physics); Public relations; Qualitative research; Sociology; Nursing; Medical education; Psychology; Political science; Medicine; Management; Engineering; Social science","score_opus":0.2366033480589354,"score_gpt":0.5699387421692935,"score_spread":0.3333353941103581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2742678618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609899,0.001439951,0.00002919667,0.023162732,0.0014501985,0.0009716401,0.000026427311,0.00002336489,0.0119066],"genre_scores_gemma":[0.9910336,0.0025051665,0.00018556746,0.00092592987,0.0016157114,0.00008754395,0.000003806616,0.000031822387,0.0036108498],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9938281,0.0013057146,0.0015556465,0.00027063623,0.0015628788,0.0014770201],"domain_scores_gemma":[0.99375904,0.0014644205,0.0024290031,0.000725192,0.0012607435,0.00036159612],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0054414175,0.00020098992,0.0003726051,0.00048555195,0.009544073,0.00029755483,0.0027157732,0.0002265292,0.0004934283],"category_scores_gemma":[0.0033588982,0.00014566536,0.00007881817,0.0004073504,0.0005267292,0.00040600888,0.00035978312,0.0022371,0.00019560539],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019642712,0.00011596187,0.77426517,0.00004882778,0.000041393374,0.000045709177,0.20818202,0.000030215462,0.0000072417647,0.0036247366,0.0027609766,0.010681305],"study_design_scores_gemma":[0.0008716286,0.00017070629,0.8229869,0.0018905505,0.000001916279,0.00006570649,0.07503306,0.000008167743,0.000027569988,0.014977834,0.08379538,0.00017056995],"about_ca_topic_score_codex":0.029129203,"about_ca_topic_score_gemma":0.013982445,"teacher_disagreement_score":0.13314897,"about_ca_system_score_codex":0.0023659505,"about_ca_system_score_gemma":0.0056844973,"threshold_uncertainty_score":0.9999524},"labels":[],"label_agreement":null},{"id":"W2743448386","doi":"10.1016/j.anrea.2017.02.003","title":"Travail précaire et parcours de formation en anesthésie-réanimation : engagements ou opportunités ?","year":2017,"lang":"fr","type":"article","venue":"Anesthésie & Réanimation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hôpital Saint-Luc","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.09725577941169941,"score_gpt":0.42334585992619356,"score_spread":0.3260900805144942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2743448386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7914341,0.0043764333,0.0056107636,0.14485936,0.004207095,0.0059869946,0.00019981933,0.00079127966,0.04253413],"genre_scores_gemma":[0.9626672,0.0064891935,0.005323247,0.0029488574,0.0012309974,0.00049014087,0.0013018545,0.00019224307,0.019356238],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98796123,0.005334431,0.002257347,0.00090653595,0.0012957781,0.002244659],"domain_scores_gemma":[0.9926738,0.000859763,0.0029024032,0.0018166719,0.0008344747,0.0009128759],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009731116,0.00087441533,0.0009141285,0.00036727267,0.0050636595,0.00058722665,0.0011997792,0.0015762441,0.0014349112],"category_scores_gemma":[0.0021713034,0.001006069,0.00025738997,0.0003615955,0.00032349143,0.0060968287,0.00034149337,0.0021377308,0.0035874378],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010395034,0.0017622324,0.03726091,0.015670925,0.00025690816,0.0014317195,0.120238736,0.00087752426,0.0008567811,0.10639346,0.38097903,0.33323228],"study_design_scores_gemma":[0.006014594,0.0014199768,0.44474456,0.013295887,0.0007893728,0.001954527,0.04241541,0.04521788,0.00038155832,0.010297713,0.4310939,0.0023746346],"about_ca_topic_score_codex":0.003434524,"about_ca_topic_score_gemma":0.0018935567,"teacher_disagreement_score":0.40748364,"about_ca_system_score_codex":0.0018843027,"about_ca_system_score_gemma":0.0011873646,"threshold_uncertainty_score":0.9997199},"labels":[],"label_agreement":null},{"id":"W2743831173","doi":"10.1111/inr.12400","title":"Downward occupational mobility of baccalaureate‐prepared, internationally educated nurses to licensed practical nurses","year":2017,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Deskilling; Workforce; Nursing; Work (physics); Medicine; Qualitative research; Work abroad; Exploratory research; Medical education; Political science; Sociology","score_opus":0.11369642360889326,"score_gpt":0.5836088023565358,"score_spread":0.4699123787476425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2743831173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49127463,0.010859745,0.00097008614,0.158595,0.040289935,0.009742295,0.0010167465,0.0005138943,0.28673768],"genre_scores_gemma":[0.97575754,0.0034988904,0.005695718,0.0057788063,0.0010908947,0.00046401177,0.0003007388,0.000057688172,0.0073557207],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99585944,0.0004188587,0.0015070109,0.00060785416,0.0010672176,0.00053961866],"domain_scores_gemma":[0.9943791,0.00072035554,0.0013323431,0.0010118166,0.0021954563,0.00036091506],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010816432,0.00031199068,0.0006849065,0.00016370077,0.00071796635,0.000056543915,0.0011050674,0.00019373331,0.0037378345],"category_scores_gemma":[0.00919627,0.00028503707,0.00021240578,0.00016844847,0.00028775856,0.00051351724,0.00018043017,0.00051229645,0.0008821764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015152754,0.0022309292,0.19630392,0.0029359304,0.0002657662,0.000023223087,0.003236355,0.000022562996,0.00024713608,0.051250424,0.6766036,0.06536485],"study_design_scores_gemma":[0.0009035504,0.0001810816,0.3100028,0.0776566,0.00017392391,0.000042028252,0.00070424203,0.00015704967,0.00008150566,0.0024448533,0.6071718,0.00048060418],"about_ca_topic_score_codex":0.00061211135,"about_ca_topic_score_gemma":0.00012786203,"teacher_disagreement_score":0.48448288,"about_ca_system_score_codex":0.00092858844,"about_ca_system_score_gemma":0.0009905745,"threshold_uncertainty_score":0.9999602},"labels":[],"label_agreement":null},{"id":"W2744877955","doi":"10.1007/978-3-319-60811-2_4","title":"The Idealisation of Rural Life and Rural Health Care","year":2017,"lang":"en","type":"book-chapter","venue":"International library of ethics, law, and the new medicine/The international library of ethics, law, and the new medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Idyll; Injustice; Health care; Rural health; Framing (construction); Rural area; Economic growth; Sociology; Nursing; Psychology; Political science; Medicine; Social psychology; Geography; Law; Economics","score_opus":0.05241966473216549,"score_gpt":0.3843432110601632,"score_spread":0.33192354632799775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2744877955","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016786116,0.042513885,0.000066392015,0.5960955,0.0054834243,0.0014358037,0.00034837105,0.00006536423,0.3538234],"genre_scores_gemma":[0.2685453,0.18606333,0.00030941493,0.18393138,0.016539482,0.00006450263,0.0018050856,0.0002816805,0.34245983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99105835,0.0015718428,0.0032616935,0.00059234333,0.002893589,0.0006221985],"domain_scores_gemma":[0.9684714,0.024570545,0.004362603,0.0011669361,0.000790238,0.0006382453],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005974482,0.00081410015,0.0019437597,0.0002564957,0.0023099128,0.000099214594,0.0029206402,0.0011763766,0.0010666396],"category_scores_gemma":[0.0029160953,0.00040238656,0.00031532673,0.00008132116,0.018234383,0.0010037923,0.0013150189,0.0041789063,0.0000055559535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030445363,0.000013556116,0.00022101558,0.0007262797,0.00064132677,0.000002961288,0.034960125,0.0000040701098,0.000003301504,0.8410098,0.11791135,0.0014616641],"study_design_scores_gemma":[0.0072785835,0.00031370844,0.00016459382,0.0083719,0.00018317829,0.000023023124,0.009628346,0.00008902016,0.000008300277,0.4570901,0.5166295,0.00021970426],"about_ca_topic_score_codex":0.020178083,"about_ca_topic_score_gemma":0.0037132003,"teacher_disagreement_score":0.41216412,"about_ca_system_score_codex":0.0000709677,"about_ca_system_score_gemma":0.0026112716,"threshold_uncertainty_score":0.9998465},"labels":[],"label_agreement":null},{"id":"W2745167500","doi":"10.1007/978-3-319-60811-2_9","title":"The Big Picture: Ethics, Health Policy, Health Systems and Rural Health Care","year":2017,"lang":"en","type":"book-chapter","venue":"International library of ethics, law, and the new medicine/The international library of ethics, law, and the new medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Health care; Health policy; Nursing; Political science; Sociology; Medicine; Law","score_opus":0.06376107344154015,"score_gpt":0.407415142945609,"score_spread":0.34365406950406885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745167500","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000120557015,0.11396827,0.00013394874,0.6551314,0.0100449715,0.0023668045,0.00059120334,0.00012158649,0.21762973],"genre_scores_gemma":[0.0448887,0.2816133,0.00018581717,0.37621406,0.022465188,0.000066609486,0.001339151,0.00028363298,0.27294356],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98454493,0.004235276,0.004591803,0.0011494916,0.004222878,0.0012556129],"domain_scores_gemma":[0.9566046,0.033055503,0.006351071,0.0017766057,0.00089811883,0.0013141017],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.013933875,0.001252482,0.0030657507,0.00044109597,0.0057689464,0.00023760025,0.004094995,0.0018652561,0.0003927518],"category_scores_gemma":[0.0036016537,0.0006276822,0.0003887612,0.00014712979,0.020404043,0.0008667658,0.0018679954,0.010058917,0.00000917457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018531324,0.000017760043,0.00006631818,0.0017652602,0.00065274874,0.0000050213525,0.055606015,0.0000062581416,4.395296e-7,0.75384784,0.18372443,0.0024548008],"study_design_scores_gemma":[0.0070415735,0.0005347596,0.00006393787,0.014747752,0.000100585734,0.00006419555,0.009564188,0.00007412137,0.0000014818102,0.34019324,0.6273182,0.00029594798],"about_ca_topic_score_codex":0.10499679,"about_ca_topic_score_gemma":0.016067494,"teacher_disagreement_score":0.44359377,"about_ca_system_score_codex":0.0002627483,"about_ca_system_score_gemma":0.01167186,"threshold_uncertainty_score":0.99961746},"labels":[],"label_agreement":null},{"id":"W2745229450","doi":"10.1111/imj.13499","title":"Seven steps to redistributing doctors to meet health needs better","year":2017,"lang":"en","type":"editorial","venue":"Internal Medicine Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine","score_opus":0.04638143531977132,"score_gpt":0.49289625510945684,"score_spread":0.44651481978968555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745229450","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026156069,0.0009952934,0.0010008381,0.090836786,0.881661,0.0015745391,0.00043923815,0.00013587519,0.020740842],"genre_scores_gemma":[0.0024220548,0.00033504592,0.00074395246,0.01258779,0.94067246,0.00009012182,0.00013910378,0.00019283807,0.042816643],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9869611,0.0015146625,0.004098339,0.00079693383,0.0035768384,0.0030521082],"domain_scores_gemma":[0.98568845,0.0026937944,0.0039789374,0.0012929281,0.002056712,0.0042891824],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.008466045,0.000995853,0.002605539,0.0012099046,0.0029231259,0.00013665053,0.0029200856,0.0014655794,0.0027930804],"category_scores_gemma":[0.017066427,0.0007614614,0.0002907866,0.00047684545,0.00014815829,0.00024497227,0.0010238427,0.008477014,0.00093343976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005088971,0.000028468748,0.0019744555,0.00056777836,0.0001451189,0.00016396245,0.01019324,0.0000041132253,0.0000071583254,0.000024426072,0.98039305,0.005989344],"study_design_scores_gemma":[0.0018643247,0.002155153,0.00039001825,0.05081237,0.00008901705,0.0000865987,0.0048473915,0.0000029482742,0.0000018894119,0.00030859886,0.93892604,0.0005156583],"about_ca_topic_score_codex":0.006871977,"about_ca_topic_score_gemma":0.0021986454,"teacher_disagreement_score":0.078249,"about_ca_system_score_codex":0.004886954,"about_ca_system_score_gemma":0.0039050912,"threshold_uncertainty_score":0.99984443},"labels":[],"label_agreement":null},{"id":"W2745536240","doi":"10.12927/hcq.2017.25228","title":"Conserving Quality of Life through Community Paramedics","year":2017,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Best practice; Quality (philosophy); Nursing; Business; Medical emergency; Medicine; Public relations; Psychology; Political science","score_opus":0.23888359687546715,"score_gpt":0.5333567004518487,"score_spread":0.29447310357638157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745536240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9441202,0.0009743519,0.0001986866,0.03259266,0.0020363883,0.0013087011,0.00015517225,0.000218779,0.018395042],"genre_scores_gemma":[0.989482,0.00014871164,0.0012928132,0.00807291,0.00039075455,0.00010809262,0.000040530405,0.000041091025,0.00042312779],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99077934,0.005114771,0.0020193676,0.0003308013,0.00060442684,0.0011512659],"domain_scores_gemma":[0.9911338,0.0022234938,0.0022160725,0.003032796,0.0007748515,0.00061895215],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0038683545,0.00029133738,0.001022818,0.000051501105,0.0061807516,0.00002770999,0.0012159261,0.0005571904,0.00029142373],"category_scores_gemma":[0.0018122119,0.00027933065,0.000137396,0.000119163626,0.00049404084,0.0003792945,0.00017960212,0.0023165233,0.00028128317],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004686698,0.00024655063,0.8029815,0.009270143,0.000055262502,0.000006782613,0.090580486,5.8685964e-7,0.00003317111,0.059908323,0.016131204,0.020317316],"study_design_scores_gemma":[0.0025659145,0.0013296858,0.79831517,0.0030331714,0.00002093005,0.0000023125276,0.13276528,0.000041061943,0.000009037389,0.02615718,0.035286445,0.00047383682],"about_ca_topic_score_codex":0.22709097,"about_ca_topic_score_gemma":0.043426838,"teacher_disagreement_score":0.18366414,"about_ca_system_score_codex":0.0002559515,"about_ca_system_score_gemma":0.0017148039,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W2745684537","doi":"10.1503/cmaj.1095470","title":"Resignations raise questions about OMA finances","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Computer science; Computer security; Medicine","score_opus":0.031799135596053615,"score_gpt":0.4208043252306597,"score_spread":0.38900518963460606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745684537","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17590326,0.0014401695,0.00025655978,0.5210286,0.011341161,0.0007928904,0.00019060579,0.00013163844,0.28891516],"genre_scores_gemma":[0.9280024,0.001482181,0.0005930683,0.030405536,0.0059775277,0.00008714466,0.00002125151,0.00003715231,0.03339373],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99608785,0.0006542314,0.0007782085,0.00018743883,0.0012421091,0.0010501497],"domain_scores_gemma":[0.99464333,0.0006034492,0.0009367824,0.00034135452,0.0010193435,0.0024557568],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0034712094,0.00013753652,0.00026970342,0.00016903663,0.009719035,0.00013623147,0.0007067874,0.0007260412,0.011846527],"category_scores_gemma":[0.01589741,0.00012923886,0.00008750954,0.00013259528,0.00009879998,0.00037518545,0.000046456556,0.0021307815,0.0016796318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000480615,0.000013795391,0.2261362,0.000013617435,0.000025401476,0.00013131795,0.000716978,0.0000022498687,7.340658e-7,0.009254035,0.74543536,0.018265491],"study_design_scores_gemma":[0.0005177706,0.000018188755,0.25640842,0.0004960921,0.000009836036,0.000017048309,0.00058299926,0.00007048854,3.6116091e-7,0.0017563616,0.74002254,0.00009988539],"about_ca_topic_score_codex":0.030950677,"about_ca_topic_score_gemma":0.3444818,"teacher_disagreement_score":0.75209916,"about_ca_system_score_codex":0.002219044,"about_ca_system_score_gemma":0.009635564,"threshold_uncertainty_score":0.9990977},"labels":[],"label_agreement":null},{"id":"W2747033575","doi":"10.3126/mjsbh.v16i1.18076","title":"Medical Education in Nepal and Brain Drain","year":2017,"lang":"en","type":"article","venue":"Medical Journal of Shree Birendra Hospital","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Scholarship; Government (linguistics); Brain drain; Specialty; Medical education; Medicine; Health care; Family medicine; Political science; Economic growth","score_opus":0.017270245397408984,"score_gpt":0.43656121973087547,"score_spread":0.4192909743334665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2747033575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8510323,0.001570606,0.00006350264,0.13646534,0.0036563338,0.00027272195,0.0000031278223,0.000018055416,0.0069179726],"genre_scores_gemma":[0.9905211,0.00080366,0.0005483705,0.0050641755,0.002182797,0.000012613765,0.0000033847393,0.000025625068,0.0008383092],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99550605,0.0004329914,0.0013614072,0.00023472756,0.001784173,0.0006806509],"domain_scores_gemma":[0.9962175,0.0006928108,0.0009522507,0.000370645,0.00024990036,0.0015168901],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0039034088,0.00019793668,0.000569179,0.00020060198,0.00066542655,0.00003816821,0.0009485655,0.0006172391,0.0024108782],"category_scores_gemma":[0.016651932,0.0001548349,0.000087792876,0.0001036406,0.00052981835,0.000425128,0.00034337808,0.0020204498,0.000055118973],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013435372,0.00040266506,0.5658704,0.00017775499,0.000024181994,0.00054204086,0.0024466692,1.541053e-7,0.0000028934378,0.004795766,0.07527898,0.35032412],"study_design_scores_gemma":[0.004814051,0.00083764474,0.85884345,0.0073798457,0.000024558905,0.00020150546,0.004655726,0.0003492389,0.0000031636343,0.0058469293,0.11671742,0.00032644105],"about_ca_topic_score_codex":0.0008344094,"about_ca_topic_score_gemma":0.0020563358,"teacher_disagreement_score":0.34999767,"about_ca_system_score_codex":0.0002185806,"about_ca_system_score_gemma":0.005497111,"threshold_uncertainty_score":0.99850106},"labels":[],"label_agreement":null},{"id":"W2747901195","doi":"10.5694/mja17.00502","title":"Recruiting and retaining a rural medical workforce: the value of active community participation","year":2017,"lang":"en","type":"letter","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Workforce; Value (mathematics); Citation; Library science; Sociology; History; Political science; Law; Mathematics; Computer science; Statistics","score_opus":0.23634362343169096,"score_gpt":0.5283684771023118,"score_spread":0.29202485367062087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2747901195","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44567898,0.00027687565,0.00003096732,0.5513406,0.0013237227,0.0004504286,0.000012990017,0.000011663956,0.0008737936],"genre_scores_gemma":[0.8783506,0.0006253005,0.00007309838,0.11005666,0.0084798625,0.00003001615,0.000025269444,0.000044588567,0.002314595],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9853648,0.008545229,0.0020919312,0.00013427463,0.0029464404,0.000917346],"domain_scores_gemma":[0.9854959,0.008697339,0.003984093,0.00078216055,0.000535245,0.0005052226],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.014890415,0.00032026097,0.0010386358,0.000086401655,0.0022107651,0.000029074157,0.0021281107,0.001744939,0.0013337072],"category_scores_gemma":[0.013955152,0.00016045636,0.0002084312,0.00014182017,0.0015458472,0.00014971675,0.0005086873,0.02201128,0.000020780728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004334191,0.000057591602,0.006453432,0.0009633049,0.00034306635,0.000536512,0.02500282,0.0000050144845,0.0000031428626,0.00074263645,0.93193054,0.033528525],"study_design_scores_gemma":[0.005167503,0.0015448561,0.07812647,0.09746935,0.0016661484,0.0015595647,0.05303552,0.0006013541,0.0000420336,0.011190377,0.7487175,0.0008793401],"about_ca_topic_score_codex":0.0020820932,"about_ca_topic_score_gemma":0.00016023767,"teacher_disagreement_score":0.4412839,"about_ca_system_score_codex":0.00021438448,"about_ca_system_score_gemma":0.0012688988,"threshold_uncertainty_score":0.9995792},"labels":[],"label_agreement":null},{"id":"W2751141030","doi":"10.1186/s12960-017-0227-y","title":"Understanding the factors affecting the attraction and retention of health professionals in rural and remote areas: a mixed-method study in Niger","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cégep Marie-Victorin; Université de Montréal","funders":"Canadian Institutes of Health Research; World Health Organization","keywords":"Public health; Health services research; Rural area; Qualitative research; Health policy; Human resources; Government (linguistics); Workload; Economic growth; Business; Socioeconomics; Nursing; Medicine; Sociology; Political science; Economics","score_opus":0.23343643945317236,"score_gpt":0.5152534053141209,"score_spread":0.2818169658609485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751141030","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835535,0.00080192427,0.00034577298,0.008972827,0.0003430898,0.005789561,0.000012483465,0.000029703815,0.00015108868],"genre_scores_gemma":[0.9988068,0.0001191428,0.00019764568,0.00044154393,0.000080469785,0.000069656715,0.000008344533,0.000029388431,0.00024704955],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9934683,0.003814851,0.0012104645,0.00037359647,0.00033917322,0.0007936236],"domain_scores_gemma":[0.99522835,0.002238583,0.0018105835,0.0005226911,0.000057508383,0.00014226876],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.012385582,0.00021468333,0.0006227637,0.00018812712,0.0066013183,0.000045161083,0.00025535843,0.0001493934,0.000008482701],"category_scores_gemma":[0.0005590063,0.0001315191,0.000049003404,0.00015595974,0.00015227967,0.00016920346,0.0001857936,0.00086195674,5.1135856e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017874091,0.000113897484,0.8714452,0.0014085978,0.0000144883215,6.1309964e-7,0.119202554,0.000006087374,0.000006535358,0.0005281162,0.0003595018,0.006735678],"study_design_scores_gemma":[0.0010474256,0.00033979552,0.7010683,0.002441606,0.0000054251254,0.0000011835833,0.29302907,0.00022273263,6.6488394e-7,0.0015360678,0.00023160358,0.00007611704],"about_ca_topic_score_codex":0.019270886,"about_ca_topic_score_gemma":0.058715176,"teacher_disagreement_score":0.17382652,"about_ca_system_score_codex":0.0007014478,"about_ca_system_score_gemma":0.00020619325,"threshold_uncertainty_score":0.99469197},"labels":[],"label_agreement":null},{"id":"W2751445109","doi":"10.1097/acm.0000000000001841","title":"A Closer Look at Regional Medical Campuses","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor; Western University","funders":"","keywords":"Goodwill; Underrepresented Minority; Isolation (microbiology); Medical education; Academic medicine; New england; Class (philosophy); Psychology; Medicine; Political science; Business; Computer science; Middle class","score_opus":0.1367465338935859,"score_gpt":0.5005401032116045,"score_spread":0.36379356931801854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751445109","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025243494,0.012550815,0.000011593466,0.92155856,0.007497086,0.0015547407,0.00004452294,0.00033541417,0.053922933],"genre_scores_gemma":[0.00036480042,0.008429346,0.000017898408,0.6530886,0.06339079,0.00025281432,0.0008900058,0.00012684992,0.27343887],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890767,0.0013339176,0.002259828,0.0012257289,0.0036897191,0.0024141092],"domain_scores_gemma":[0.9904086,0.0042614816,0.0020260669,0.001894427,0.00036957717,0.0010398192],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0030724758,0.00085165194,0.0019283539,0.00030486,0.0019922876,0.0000036830777,0.0026284386,0.011411097,0.032219972],"category_scores_gemma":[0.006002428,0.00061252934,0.00015137359,0.0001738498,0.0015772432,0.00012575825,0.0009879088,0.026535116,0.0075191394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064124935,0.0000024934031,0.00693928,0.0013744185,0.000068115536,0.0011871796,0.0026244451,3.5052093e-8,0.0000019194815,0.00028213955,0.98699564,0.0004602267],"study_design_scores_gemma":[0.0018050392,0.00011236004,0.00033821305,0.019121226,0.00015978253,0.00019533542,0.00056599476,0.000008893518,6.204811e-7,0.002354536,0.974862,0.00047599277],"about_ca_topic_score_codex":0.0020546166,"about_ca_topic_score_gemma":0.00022086571,"teacher_disagreement_score":0.26846993,"about_ca_system_score_codex":0.0012005146,"about_ca_system_score_gemma":0.0021134673,"threshold_uncertainty_score":0.9996326},"labels":[],"label_agreement":null},{"id":"W2752733351","doi":"10.1016/j.socscimed.2017.08.044","title":"Care interrupted: Poverty, in-migration, and primary care in rural resource towns","year":2017,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Work & Health; University of Toronto; Public Health Ontario","funders":"Canadian Institutes of Health Research","keywords":"Poverty; Nursing; Health care; Rural area; Fieldnotes; Qualitative research; Medicine; Economic growth; Business; Sociology; Ethnography","score_opus":0.03522251743362153,"score_gpt":0.44001936128440755,"score_spread":0.404796843850786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752733351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8686273,0.0010064339,8.483378e-7,0.0139004,0.0005899161,0.0005933683,0.0000070459682,0.00003133997,0.115243345],"genre_scores_gemma":[0.99561393,0.00010724723,0.000016197188,0.0032338484,0.0005596675,0.0000346567,0.000017287466,0.000008848121,0.00040833608],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977847,0.00016236126,0.00044912915,0.0003209509,0.00056457665,0.00071829883],"domain_scores_gemma":[0.9989128,0.00011300304,0.00023688046,0.00030649515,0.00022657575,0.0002042548],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009749875,0.0001369103,0.00033347588,0.00017068312,0.0023874033,0.000022015283,0.0005526261,0.00016255368,0.00009193175],"category_scores_gemma":[0.00082903146,0.00010873869,0.00001696167,0.0003999943,0.0011851687,0.00032412919,0.00027568272,0.0005414859,0.000010335595],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004181984,0.000005832785,0.7307097,0.00015454988,5.0843914e-7,0.0000066390444,0.24796535,1.8254991e-7,0.00007139461,0.0003805729,0.0025173065,0.018146189],"study_design_scores_gemma":[0.001096644,0.0000944166,0.7321828,0.0014998931,0.0000041510693,6.184997e-7,0.24477965,0.0000071694467,0.000004302448,0.00026185796,0.019969177,0.00009933399],"about_ca_topic_score_codex":0.018537538,"about_ca_topic_score_gemma":0.054215547,"teacher_disagreement_score":0.12698661,"about_ca_system_score_codex":0.0012275169,"about_ca_system_score_gemma":0.0006002113,"threshold_uncertainty_score":0.9989114},"labels":[],"label_agreement":null},{"id":"W2754842594","doi":"10.1186/s12960-017-0242-z","title":"Physicians’ perceptions on the impact of telemedicine on recruitment and retention in underserved areas: a descriptive study in Senegal","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"Canadian Institutes of Health Research; University of Ottawa; SENSHIN Medical Research Foundation; Faculty of Graduate and Postdoctoral Studies, University of Alberta","keywords":"Telemedicine; Health administration; Medicine; Promotion (chess); Health services research; Public health; Family medicine; Nursing; Health informatics; Perception; Affect (linguistics); Health care; Psychology","score_opus":0.29319617333668385,"score_gpt":0.5194197619511017,"score_spread":0.22622358861441788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754842594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855617,0.000063770676,0.0000028343773,0.004661509,0.00009857656,0.008162773,0.000049185463,0.000024342802,0.0013752691],"genre_scores_gemma":[0.9978048,0.00006730461,0.000019919651,0.0006959755,0.00013871178,0.0008015375,0.000017339127,0.000026684786,0.00042768207],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967566,0.0010751236,0.00081509055,0.00038684945,0.00029230735,0.00067403156],"domain_scores_gemma":[0.9978391,0.00049363595,0.0007631882,0.0006797835,0.0000826876,0.0001416225],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0022123,0.00021586748,0.00054514233,0.00022214874,0.0019424147,0.000017233877,0.00026112425,0.000106697225,0.00006556081],"category_scores_gemma":[0.0002329048,0.00014550175,0.000083802195,0.00013363318,0.00015781885,0.00007217679,0.000076092576,0.00059534365,0.000006894588],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001126204,0.0010703456,0.8624386,0.00038406614,0.000037134636,0.0000031865504,0.1276998,0.00007295553,0.000043651773,0.0016275287,0.0033070396,0.0021894367],"study_design_scores_gemma":[0.002655399,0.004771869,0.87715924,0.002639012,0.000008043326,1.9944278e-7,0.11127357,0.00016161456,6.5010494e-7,0.00096619234,0.00027447275,0.00008973468],"about_ca_topic_score_codex":0.03719017,"about_ca_topic_score_gemma":0.06921437,"teacher_disagreement_score":0.032024197,"about_ca_system_score_codex":0.0012394796,"about_ca_system_score_gemma":0.00016710685,"threshold_uncertainty_score":0.9993569},"labels":[],"label_agreement":null},{"id":"W2755162971","doi":"10.7748/ns.32.3.27.s25","title":"More training places won’t fix the crisis","year":2017,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Training (meteorology); Business; Psychology; Public relations; Medical education; Computer security; Forensic engineering; Political science; Computer science; Medicine; Engineering; Geography","score_opus":0.10305074681847093,"score_gpt":0.5056056900733485,"score_spread":0.4025549432548776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755162971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53463846,0.0015961628,0.0006518399,0.19279172,0.00696434,0.0014975532,0.00020505986,0.0004593781,0.26119548],"genre_scores_gemma":[0.9916617,0.00006609616,0.0011454624,0.002353483,0.00081697386,0.000053999294,0.0000072895273,0.00004094171,0.0038540545],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975,0.00028106524,0.00042601099,0.00031929166,0.00052069256,0.00095296383],"domain_scores_gemma":[0.99778056,0.00037156141,0.00040223912,0.0010630363,0.00018631056,0.0001962919],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011173068,0.00019706762,0.0003464106,0.00004192857,0.008166962,0.00010151316,0.0006844043,0.00021737849,0.00057761435],"category_scores_gemma":[0.0005139535,0.00013626232,0.000075295255,0.00007734744,0.00036570703,0.0002090021,0.00007460532,0.00078763405,0.00013633401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004940298,0.000027582882,0.01688025,0.00013148131,0.00003042074,0.00001539112,0.13601354,0.000021856631,0.000014635551,0.007620016,0.7408849,0.097865894],"study_design_scores_gemma":[0.0014530083,0.00018275055,0.024246173,0.0041974876,0.000068498186,0.00000593997,0.23532286,0.0001542336,0.00005334852,0.009039983,0.7249416,0.00033408077],"about_ca_topic_score_codex":0.00043187017,"about_ca_topic_score_gemma":0.00023764586,"teacher_disagreement_score":0.45702323,"about_ca_system_score_codex":0.00052312494,"about_ca_system_score_gemma":0.00041473712,"threshold_uncertainty_score":0.99312425},"labels":[],"label_agreement":null},{"id":"W2755473342","doi":"10.9778/cmajo.20170075","title":"Working hard but working differently: a qualitative study of the impact of generational change on rural health care","year":2017,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"University of British Columbia; Doctors of BC","keywords":"Qualitative research; Health care; Psychology; Sociology; Economic growth; Economics; Social science","score_opus":0.3794502840896392,"score_gpt":0.5806210055370645,"score_spread":0.20117072144742532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755473342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98674774,0.00034765707,0.0000026612975,0.0017261858,0.0009708232,0.005176786,0.000077325734,0.000016179683,0.004934638],"genre_scores_gemma":[0.99761754,0.000025031499,0.00010974419,0.00046255314,0.0003977299,0.0004251258,0.000029312228,0.000029136498,0.00090379914],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99601084,0.0018634785,0.000789133,0.00028751843,0.00047120478,0.0005778484],"domain_scores_gemma":[0.9965201,0.00039661795,0.0015968824,0.0010931569,0.0002299521,0.00016329004],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010606139,0.0002233536,0.0006707852,0.00006185369,0.0025794997,0.00005444858,0.0013378117,0.00011673824,0.00018378494],"category_scores_gemma":[0.00021146145,0.00014198187,0.0001205435,0.00013527994,0.00009559485,0.00016135053,0.0009915114,0.00050927,0.00002034275],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030780808,0.00021780198,0.54174155,0.00010210647,0.0000704223,6.8697017e-7,0.4491598,0.00001742553,0.0000140107095,0.0011181589,0.0022349758,0.005015239],"study_design_scores_gemma":[0.0016507695,0.0007272989,0.697233,0.0027517923,0.000013559717,1.886963e-7,0.29685822,0.000027149355,0.000012460525,0.00016957491,0.00043092621,0.00012499398],"about_ca_topic_score_codex":0.0757567,"about_ca_topic_score_gemma":0.018425507,"teacher_disagreement_score":0.15549147,"about_ca_system_score_codex":0.0006515502,"about_ca_system_score_gemma":0.0006109043,"threshold_uncertainty_score":0.9994857},"labels":[],"label_agreement":null},{"id":"W2757062386","doi":"10.1016/j.cjca.2017.07.437","title":"THE POWER OF STORYTELLING: LISTENING AND LEARNING FOR IMPROVED STROKE CARE IN NORTHERN AND RURAL BRITISH COLUMBIA","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Medicine; Stroke (engine); Storytelling; Health care; Active listening; Population; Exploratory research; Nursing; Rural area; Gerontology; Narrative; Psychology; Economic growth","score_opus":0.016449292330648003,"score_gpt":0.32316363183364644,"score_spread":0.3067143395029984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2757062386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893189,0.0076002064,0.000033037602,0.00045776245,0.0007622296,0.00031919262,0.000030902873,0.0000019486981,0.0014758327],"genre_scores_gemma":[0.99859285,0.0003799348,0.000089221285,0.000057114514,0.00026888738,0.000007120228,0.0000017146333,0.0000134433,0.00058968156],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986363,0.00032555815,0.00044048432,0.000090736634,0.000047545884,0.00045938976],"domain_scores_gemma":[0.9981281,0.00045329655,0.0005258447,0.00014239228,0.00042908854,0.00032126287],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00094139756,0.00006373775,0.00040394536,0.00004374152,0.00186208,0.000058005546,0.00019023223,0.00017193127,0.0000037908517],"category_scores_gemma":[0.0010641405,0.000070368915,0.000058949452,0.0000187538,0.0002785533,0.00006795329,0.000027584512,0.00064815127,2.2128947e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044732948,2.0110457e-7,0.97745913,0.00005471431,0.00002576539,0.000015589827,0.0026141014,0.000059981354,0.000012584428,0.000011168433,0.00057460857,0.019127404],"study_design_scores_gemma":[0.001255323,0.00040356058,0.75238407,0.00046643094,0.000025241776,0.00007011303,0.03437681,0.000032288124,4.4154442e-7,0.00012695024,0.21077137,0.00008742719],"about_ca_topic_score_codex":0.10798167,"about_ca_topic_score_gemma":0.93135935,"teacher_disagreement_score":0.82337767,"about_ca_system_score_codex":0.00017057595,"about_ca_system_score_gemma":0.00095875066,"threshold_uncertainty_score":0.99943733},"labels":[],"label_agreement":null},{"id":"W2757195454","doi":"10.5539/mas.v11n10p152","title":"Health Care Service Quality and Availability of Skilled Health Workforce: A Panel Data Modelling of the UK, USA and Israel","year":2017,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Context (archaeology); Health care; Status quo; Quality (philosophy); Business; Service (business); Nursing; Service delivery framework; Public health; Medicine; Public relations; Economic growth; Political science; Marketing; Economics; Geography","score_opus":0.30031018462590453,"score_gpt":0.48711099828111565,"score_spread":0.18680081365521112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2757195454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9784117,0.00175426,0.0071608433,0.0069028637,0.00024272095,0.0023744,0.00029142929,0.00003237969,0.0028294346],"genre_scores_gemma":[0.99226373,0.00032698695,0.004498117,0.002726525,0.000036012367,0.0000313281,0.000010768877,0.000015053614,0.000091479655],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995549,0.0003604791,0.0012406819,0.0010045794,0.0008795814,0.0009656774],"domain_scores_gemma":[0.9933745,0.00034454002,0.0018030686,0.0036455248,0.00038343426,0.00044890892],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006483031,0.00023271037,0.0008045747,0.000059831626,0.004729983,0.000040613537,0.002204761,0.00013616533,0.000010919633],"category_scores_gemma":[0.00027005697,0.00017269058,0.000026699252,0.0003649142,0.0014280549,0.0002775531,0.0026632277,0.00054021325,0.0000046287114],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054819166,0.00022351889,0.7491266,0.012720973,0.000022557591,3.4875836e-7,0.14453322,0.002017605,0.0014327404,0.02826267,0.00048945914,0.060622122],"study_design_scores_gemma":[0.0030133869,0.00015366495,0.65112203,0.0028520867,0.000029382885,0.0000028490479,0.035500262,0.29571924,0.00013401931,0.009695017,0.0011248139,0.0006532529],"about_ca_topic_score_codex":0.030767938,"about_ca_topic_score_gemma":0.011097838,"teacher_disagreement_score":0.29370162,"about_ca_system_score_codex":0.00028028953,"about_ca_system_score_gemma":0.002418872,"threshold_uncertainty_score":0.9965657},"labels":[],"label_agreement":null},{"id":"W2758670275","doi":"10.1177/0194599817733688","title":"The Canadian Otolaryngology–Head and Neck Surgery Workforce in the Urban‐Rural Continuum: Longitudinal Data from 2002 to 2013","year":2017,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Workforce; Population; Family medicine; Rural area; Descriptive statistics; Environmental health; Surgery","score_opus":0.10399019808229791,"score_gpt":0.4056775128840532,"score_spread":0.30168731480175526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758670275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92220604,0.00407085,0.0000059215117,0.055986848,0.0020999028,0.0019824293,0.00025351244,0.000049052585,0.0133454455],"genre_scores_gemma":[0.98311394,0.0007325938,0.000191389,0.009422805,0.00092878187,0.0003798818,0.00023400232,0.000049847135,0.0049467743],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941562,0.001638516,0.0009367225,0.0008025303,0.0003015326,0.002164508],"domain_scores_gemma":[0.990996,0.0039711725,0.00048345342,0.0037420106,0.00015393052,0.0006534382],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029937183,0.00038711453,0.0007629543,0.0001709154,0.0063192635,0.00018211667,0.0030644592,0.00068149035,0.0005330616],"category_scores_gemma":[0.0019831664,0.00025968632,0.000064442545,0.00022899357,0.0006517436,0.0004068186,0.0010945384,0.00164252,0.0014486968],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010481426,0.000014349311,0.6595843,0.000017805294,0.000017695296,0.00012295322,0.00079462875,3.7880125e-7,0.0000017493168,0.0008410186,0.33771658,0.0007837147],"study_design_scores_gemma":[0.00038741765,0.000036936617,0.61423093,0.00024891258,0.000017080749,0.000023376602,0.000485015,0.00008068664,3.575058e-7,0.00030463442,0.3840191,0.0001655464],"about_ca_topic_score_codex":0.71975595,"about_ca_topic_score_gemma":0.98586166,"teacher_disagreement_score":0.2661057,"about_ca_system_score_codex":0.00025024585,"about_ca_system_score_gemma":0.0008538127,"threshold_uncertainty_score":0.9999855},"labels":[],"label_agreement":null},{"id":"W2759553954","doi":"10.1016/j.healthpol.2017.07.001","title":"A government policy on full-time nursing employment in Ontario, Canada: An evaluation","year":2017,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; McMaster University","funders":"","keywords":"Government (linguistics); Nursing; Political science; Public administration; Medicine","score_opus":0.11215612603651297,"score_gpt":0.5106951029920697,"score_spread":0.3985389769555567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2759553954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72058904,0.00012866278,0.0000037169114,0.17390428,0.0010175081,0.0037824083,0.00009350779,0.000080773905,0.100400075],"genre_scores_gemma":[0.9533084,0.000062934516,0.00022680087,0.036151186,0.0015825334,0.000440224,0.000061349565,0.00006475084,0.008101793],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99304336,0.0013630892,0.0011912863,0.00061499316,0.0016750395,0.0021122207],"domain_scores_gemma":[0.9960285,0.00019519919,0.0010268688,0.0015024989,0.00015276599,0.0010941818],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002464287,0.00035029824,0.0006123745,0.0002056061,0.0030280508,0.00003708711,0.0005531404,0.00023647508,0.0009321795],"category_scores_gemma":[0.0008437295,0.00035263502,0.000046262103,0.00021377143,0.00007882926,0.00023958323,0.00012892699,0.0009958855,0.00027015744],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0017485993,0.0017183999,0.23707986,0.0008207025,0.000055779867,0.000046039157,0.07732936,0.0010208618,0.000057593592,0.08681538,0.295544,0.29776344],"study_design_scores_gemma":[0.0028317096,0.00085712067,0.7937385,0.0030959463,0.000008910471,0.0000040550253,0.002341156,0.001067791,0.000005557077,0.002084892,0.19358131,0.00038308438],"about_ca_topic_score_codex":0.9994642,"about_ca_topic_score_gemma":0.9994454,"teacher_disagreement_score":0.5566586,"about_ca_system_score_codex":0.08669005,"about_ca_system_score_gemma":0.07309247,"threshold_uncertainty_score":0.9999811},"labels":[],"label_agreement":null},{"id":"W2759565084","doi":"10.1186/s12960-017-0243-y","title":"Human resources for health in Peru: recent trends (2007–2013) in the labour market for physicians, nurses and midwives","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Medical Research Council; Inter-American Institute for Global Change Research; Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica; National Science Foundation; Blum Center for Developing Economies, University of California Berkeley; Grand Challenges Canada; Wellcome Trust; Fogarty International Center; National Institute of Mental Health; National Heart, Lung, and Blood Institute; Alliance for Health Policy and Systems Research; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; World Bank Group","keywords":"Economic shortage; Human resources; Christian ministry; Medicine; Health administration; Nursing; Healthcare system; Health care; Family medicine; Public health; Government (linguistics); Political science","score_opus":0.06915801463312637,"score_gpt":0.47358529865965515,"score_spread":0.4044272840265288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2759565084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83967966,0.006687347,0.000015955982,0.13830446,0.00089028664,0.0095598055,0.0011551072,0.00013843531,0.003568932],"genre_scores_gemma":[0.8668769,0.006086245,0.0027502023,0.054982267,0.0048108418,0.009274362,0.00050694804,0.00041706534,0.054295182],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924755,0.001411374,0.0019047282,0.0010657113,0.00043233662,0.0027103422],"domain_scores_gemma":[0.99432087,0.0017327968,0.0019625926,0.0013240303,0.00021023647,0.00044948736],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0062167947,0.0005690266,0.0013742544,0.00046920148,0.00955707,0.00015970354,0.0012052861,0.00036188282,0.00014226316],"category_scores_gemma":[0.0005402919,0.00047025166,0.00019377828,0.0002724045,0.00038640667,0.00020636394,0.00017072869,0.00085580396,0.000005103833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019259398,0.0008010017,0.050274383,0.009237876,0.00005405408,0.0000031879938,0.15289639,0.000014569783,0.000008989841,0.012970934,0.67248935,0.09932333],"study_design_scores_gemma":[0.003611763,0.0012916952,0.28883943,0.0018073769,0.0000114910645,0.0000011387588,0.01904258,0.000116246185,4.9190805e-7,0.0028761046,0.6821123,0.00028939723],"about_ca_topic_score_codex":0.013262106,"about_ca_topic_score_gemma":0.1131706,"teacher_disagreement_score":0.23856504,"about_ca_system_score_codex":0.0007691951,"about_ca_system_score_gemma":0.00032547297,"threshold_uncertainty_score":0.99977493},"labels":[],"label_agreement":null},{"id":"W2762139921","doi":"","title":"FROM BRAIN DRAIN TO BRAIN TRAIN – A TRANSNATIONAL CASE ANALYSIS OF NIGERIAN MIGRANT HEALTH CARE WORKERS","year":2017,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Health care; Migrant workers; Medicine; Political science; Psychology; Economic growth; Economics","score_opus":0.03171413552008462,"score_gpt":0.3667015744349319,"score_spread":0.3349874389148473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762139921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8868497,0.00019971274,0.000733032,0.098436356,0.00048344495,0.0014093918,0.004495451,0.00013936943,0.0072535463],"genre_scores_gemma":[0.9883967,0.0000058488727,0.0030753103,0.0039648227,0.00010951601,0.000012141006,0.00058289606,0.00004910225,0.003803687],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99428093,0.0021733253,0.00089991285,0.0008451322,0.0006419552,0.0011587437],"domain_scores_gemma":[0.99437815,0.0013025859,0.0008336567,0.0018645419,0.00046630864,0.0011547294],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0015010507,0.00042606625,0.0011607332,0.0016032791,0.0047444007,0.00008043413,0.0014237079,0.00041264974,0.00084719673],"category_scores_gemma":[0.0005631128,0.00049072446,0.0004816583,0.0021388251,0.00030995594,0.00064566964,0.00036487053,0.0012225441,0.00003725789],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023105762,0.0005436899,0.59190553,0.00052154664,0.0039669173,0.003881975,0.22016807,0.0010158324,0.00030612395,0.054252796,0.10637869,0.014748223],"study_design_scores_gemma":[0.0037033265,0.00027974776,0.13960163,0.0005663757,0.00067508785,0.000009390587,0.12860852,0.00018022011,0.000019966108,0.00038366707,0.7252212,0.0007508392],"about_ca_topic_score_codex":0.028446253,"about_ca_topic_score_gemma":0.28198865,"teacher_disagreement_score":0.61884254,"about_ca_system_score_codex":0.0012248815,"about_ca_system_score_gemma":0.0015524516,"threshold_uncertainty_score":0.9997544},"labels":[],"label_agreement":null},{"id":"W2763239193","doi":"10.1093/pch/8.suppl_b.27bc","title":"Long Term Consequences of 9-11 on the Training of International Medical Graduates in a Canadian Pediatric Program","year":2003,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Term (time); Training (meteorology); Medical education; Medicine; Pediatric research; Family medicine; Pediatrics; Geography","score_opus":0.05583548134031496,"score_gpt":0.40921049099983514,"score_spread":0.3533750096595202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763239193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94080824,0.0030619702,0.0000066037915,0.04078495,0.0014210703,0.0022694862,0.000094294905,0.000056939843,0.011496457],"genre_scores_gemma":[0.9904216,0.004771279,0.00036224705,0.0037845955,0.00042134675,0.00014654531,0.00003631806,0.000025108699,0.000030953823],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9946763,0.0012094823,0.0015403028,0.00034149195,0.0009533339,0.0012790959],"domain_scores_gemma":[0.99605083,0.0017827385,0.00081821927,0.0003167174,0.00021490149,0.00081658113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00488501,0.0002180582,0.000538296,0.000613411,0.00048671072,0.0000067008623,0.0005469722,0.00028281796,0.00045694687],"category_scores_gemma":[0.0032753828,0.00016392878,0.00008947923,0.0012960836,0.00019024078,0.000060403596,0.00004634617,0.0011190785,0.000023382947],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014450618,0.0001305251,0.9627564,0.0003911551,0.0000065151776,0.0000096729245,0.003851703,0.0000070977935,7.6086266e-8,0.028028464,0.0014797136,0.003324254],"study_design_scores_gemma":[0.0014748423,0.00043585734,0.97773623,0.0011589016,0.000021907104,0.000011376175,0.0039222073,0.00008027569,0.000005413287,0.0015752887,0.013307177,0.0002704939],"about_ca_topic_score_codex":0.14856423,"about_ca_topic_score_gemma":0.35004473,"teacher_disagreement_score":0.20148051,"about_ca_system_score_codex":0.00060193543,"about_ca_system_score_gemma":0.008649198,"threshold_uncertainty_score":0.99697083},"labels":[],"label_agreement":null},{"id":"W2763878139","doi":"10.1136/bmj.j4581","title":"Two thirds of Europe’s psychiatric trainees are looking to migrate","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Economic shortage; Psychiatry; Face (sociological concept); Psychology; Medicine; Political science; Geography; Sociology; Social science","score_opus":0.0717955016962986,"score_gpt":0.4868850335913426,"score_spread":0.415089531895044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763878139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76870525,0.00041312134,0.00006729905,0.027000787,0.0024441974,0.0016054516,0.000047969203,0.00012722734,0.19958869],"genre_scores_gemma":[0.98144525,0.000056852434,0.003265271,0.0028522331,0.001147723,0.00008204469,0.0000035680368,0.000036580896,0.01111046],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978898,0.0002674349,0.00068603805,0.0002676637,0.00028627316,0.00060276524],"domain_scores_gemma":[0.99757385,0.00014868242,0.0007607665,0.0009905562,0.00027718872,0.00024897218],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009051734,0.00015801506,0.00035644797,0.00010245456,0.0010908922,0.000016415133,0.0005856459,0.00011187719,0.00025468017],"category_scores_gemma":[0.0009609868,0.0001355628,0.000063799795,0.0001997607,0.00005116017,0.00010036551,0.00020820429,0.0003466533,0.0009881103],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015060502,0.000063286774,0.5731098,0.0006254273,0.000020293344,0.000016268103,0.00479225,0.000045728408,0.00012738658,0.0057473183,0.41163504,0.003666572],"study_design_scores_gemma":[0.0014404192,0.00017276195,0.6077249,0.0020665808,0.00003628245,0.0000032912174,0.0047341236,0.000085979664,0.000064791064,0.0010244854,0.38231543,0.0003309705],"about_ca_topic_score_codex":0.0016174816,"about_ca_topic_score_gemma":0.002450253,"teacher_disagreement_score":0.21274,"about_ca_system_score_codex":0.00005285857,"about_ca_system_score_gemma":0.00020832005,"threshold_uncertainty_score":0.9997897},"labels":[],"label_agreement":null},{"id":"W2765630539","doi":"10.1093/eurpub/ckx189.270","title":"Social determinants in dental health of young Chinese immigrant children in British Columbia, Canada","year":2017,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Social determinants of health; Medicine; Political science; Demography; Gerontology; Sociology; Public health; Nursing","score_opus":0.04256872949713184,"score_gpt":0.3923194006800574,"score_spread":0.3497506711829255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765630539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9863039,0.0009946858,0.000014107988,0.009692709,0.0012568552,0.0007318304,0.00010437418,0.0000113801825,0.0008901061],"genre_scores_gemma":[0.99611443,0.0005796298,0.00014693278,0.0021358142,0.0006031404,0.00000384692,0.000010561744,0.00005731087,0.00034830192],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9861853,0.0075781946,0.003443204,0.00030703095,0.0008259399,0.0016603132],"domain_scores_gemma":[0.99366933,0.00013442147,0.004535039,0.000415963,0.0002978566,0.00094741676],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.017593672,0.00019606628,0.0011901389,0.00020399681,0.0016421486,0.00012254974,0.0011286215,0.00007730716,0.00011691638],"category_scores_gemma":[0.0010815853,0.00025258827,0.000111574416,0.00033845642,0.00013762177,0.00045643054,0.00026648332,0.0015111503,0.000008082466],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011670016,0.00013952186,0.93206036,0.00024867908,0.000010578834,0.00029878292,0.0037071435,7.942923e-7,5.5712445e-7,0.0000050737503,0.009888485,0.053628337],"study_design_scores_gemma":[0.00286885,0.00029811377,0.9887589,0.001527534,0.000001593355,0.00018113347,0.0035562967,0.000010247979,6.438391e-8,0.000018458217,0.0026261006,0.00015271171],"about_ca_topic_score_codex":0.9806839,"about_ca_topic_score_gemma":0.9990419,"teacher_disagreement_score":0.05669852,"about_ca_system_score_codex":0.002321669,"about_ca_system_score_gemma":0.01151848,"threshold_uncertainty_score":0.9999926},"labels":[],"label_agreement":null},{"id":"W2765995486","doi":"10.3352/jeehp.2017.14.25","title":"Evaluation of a course to prepare international students for the United States Medical Licensing Examination step 2 clinical skills exam","year":2017,"lang":"en","type":"article","venue":"Journal of Educational Evaluation for Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Johns Hopkins University","keywords":"Medical education; Competence (human resources); United States Medical Licensing Examination; Test (biology); Medicine; Medical school; Educational measurement; Psychology; Family medicine; Curriculum; Pedagogy; Social psychology","score_opus":0.2861969031259385,"score_gpt":0.6857632889006259,"score_spread":0.3995663857746874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765995486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64926404,0.0007351867,0.0070725395,0.3080633,0.01900786,0.015112573,0.0002664405,0.000017285394,0.00046078098],"genre_scores_gemma":[0.9802041,0.00050104986,0.006301468,0.005912164,0.0032025208,0.0019511147,0.0005659847,0.00005175749,0.001309839],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98434824,0.0051201982,0.0037058187,0.00038582404,0.005836429,0.0006035185],"domain_scores_gemma":[0.9552526,0.013076415,0.0064880443,0.0007063758,0.023841077,0.00063550874],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.091508135,0.00023224196,0.00061300356,0.0003859866,0.0034816903,0.000053495387,0.0013386208,0.00033521475,0.001226943],"category_scores_gemma":[0.073002495,0.00016958923,0.0002347319,0.00028103543,0.00018651184,0.0004382929,0.00022041742,0.00067340856,0.00001758287],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001380184,0.00465508,0.21125035,0.0008445294,0.0009675675,2.7059448e-7,0.024796218,0.004971455,0.000006780984,0.005926468,0.52223104,0.22297004],"study_design_scores_gemma":[0.009111443,0.0009547315,0.8020566,0.0059408266,0.000772158,0.0000063842085,0.017431505,0.08463353,0.0000037099715,0.0060384325,0.072820954,0.00022972803],"about_ca_topic_score_codex":0.00019661721,"about_ca_topic_score_gemma":0.0008193238,"teacher_disagreement_score":0.59080625,"about_ca_system_score_codex":0.0017374661,"about_ca_system_score_gemma":0.019602316,"threshold_uncertainty_score":0.99968606},"labels":[],"label_agreement":null},{"id":"W2766404896","doi":"10.1097/hjh.0000000000001501","title":"Hypertension in US-born vs. foreign-born African-Americans","year":2017,"lang":"en","type":"letter","venue":"Journal of Hypertension","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"","keywords":"Medicine; Demography; Residence; Socioeconomic status; Ethnic group; Blood pressure; Behavioral Risk Factor Surveillance System; Foreign born; Gerontology; Population; Environmental health; Internal medicine","score_opus":0.0921663860131658,"score_gpt":0.38467844900766085,"score_spread":0.29251206299449506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766404896","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1111742,0.0047853007,0.00005027554,0.8558695,0.008877117,0.0019339827,0.00008651454,0.00012062207,0.017102506],"genre_scores_gemma":[0.13720737,0.004229293,0.0032246367,0.83099043,0.015631653,0.000053344993,0.00013875846,0.00037820337,0.008146334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99027485,0.0015005489,0.0033559466,0.00080943503,0.0018936418,0.0021656086],"domain_scores_gemma":[0.98872256,0.0015674097,0.005390317,0.0016648947,0.0021364004,0.00051843363],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0020516964,0.00094632193,0.0033292854,0.0011507933,0.0012373616,0.00005670371,0.0015675611,0.0027845455,0.00049284974],"category_scores_gemma":[0.0018300951,0.00071243435,0.00065328646,0.00048941287,0.00029959832,0.00049373275,0.00043857255,0.011408796,0.00052216137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005024158,0.000111932764,0.007623968,0.0005066653,0.00007408465,0.013780018,0.00027402618,0.000018344435,0.00015908535,0.000010366421,0.974505,0.0024340765],"study_design_scores_gemma":[0.0026369179,0.0008246752,0.011033629,0.008953412,0.0002738006,0.0014741438,0.0009386706,0.00021999517,0.000011250646,0.000566835,0.97238576,0.00068089785],"about_ca_topic_score_codex":0.0027747687,"about_ca_topic_score_gemma":0.00022854368,"teacher_disagreement_score":0.026033165,"about_ca_system_score_codex":0.0012159024,"about_ca_system_score_gemma":0.0017190668,"threshold_uncertainty_score":0.9995327},"labels":[],"label_agreement":null},{"id":"W2766452419","doi":"10.1007/978-3-319-64786-9_19","title":"Rural Development, Employment, Chronic Health, and Economic Conditions in Canada","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Economic growth; Rural area; Geography; Health care; Service provider; Rehabilitation; Business; Socioeconomics; Service (business); Medicine; Sociology; Economics; Marketing","score_opus":0.05041683944049129,"score_gpt":0.3909118561216467,"score_spread":0.3404950166811554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766452419","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009059552,0.0051229238,0.0000015655252,0.004036471,0.002016718,0.002536537,0.00038930023,0.00009273318,0.9767442],"genre_scores_gemma":[0.020609872,0.003155292,0.00009515299,0.0051632277,0.00038646813,0.00019027953,0.00055502105,0.00010004656,0.9697446],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99684596,0.00008213886,0.0013001747,0.0004729748,0.00019583927,0.0011029207],"domain_scores_gemma":[0.9972245,0.00022534397,0.0012125705,0.0006028173,0.000048715967,0.00068605435],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002907188,0.00044963587,0.0008804119,0.00015998805,0.0015037301,0.00001560105,0.00032698925,0.00039134972,0.006809689],"category_scores_gemma":[0.000020013009,0.00045736012,0.000037007652,0.0000079020265,0.00009500292,0.00010998662,0.00025790036,0.0010871756,0.00093364564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000055484485,0.000013099786,0.07575179,0.0023031768,0.00015021498,0.00007084573,0.0016287874,0.000010961919,3.0742328e-7,0.19401439,0.70831776,0.017683206],"study_design_scores_gemma":[0.0007541041,0.00003861168,0.008549983,0.003414435,0.000006475394,0.0000042689,0.00061161263,0.000009582089,2.7129113e-7,0.0025014523,0.98370016,0.00040902346],"about_ca_topic_score_codex":0.9525709,"about_ca_topic_score_gemma":0.9995399,"teacher_disagreement_score":0.27538243,"about_ca_system_score_codex":0.01771219,"about_ca_system_score_gemma":0.048574153,"threshold_uncertainty_score":0.99984425},"labels":[],"label_agreement":null},{"id":"W2766813362","doi":"","title":"A Bridge to Where? An Analysis of the Effectiveness of the Bridging Programs for Internationally Trained Professionals in Toronto","year":2017,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Bridge (graph theory); Engineering; Engineering management; Computer science; Medicine; Computer security","score_opus":0.03452344175393715,"score_gpt":0.42329475457297516,"score_spread":0.388771312819038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766813362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9745266,0.00045571913,0.000088349836,0.00052470894,0.0008390332,0.0046710344,0.00021675491,0.000020128255,0.01865766],"genre_scores_gemma":[0.9851227,0.000041361778,0.00028683798,0.000024317862,0.000040478935,0.000034715533,0.00024873074,0.00002449212,0.014176364],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99701357,0.0011888325,0.00043464964,0.00040696564,0.0005666696,0.00038933218],"domain_scores_gemma":[0.9960723,0.000523789,0.0015645915,0.00087790523,0.0008475354,0.000113886155],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016249444,0.00024282816,0.0009498449,0.00008761256,0.0005804085,0.0000054812876,0.0014419662,0.00039284155,0.001407666],"category_scores_gemma":[0.00029118458,0.00019972418,0.00046239854,0.00020851128,0.00009032946,0.00033895922,0.00017983987,0.00026487286,9.1464807e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016836511,0.0020590627,0.41908216,0.020387303,0.0036337143,0.0000042930474,0.42371768,0.00037484497,0.0030028687,0.01246296,0.0019524412,0.09648616],"study_design_scores_gemma":[0.00091177475,0.00012706174,0.91660476,0.0063732993,0.0005119143,6.1267045e-8,0.07448467,0.00043517142,0.00004448871,0.000027436694,0.00032520707,0.00015418313],"about_ca_topic_score_codex":0.6668138,"about_ca_topic_score_gemma":0.9681625,"teacher_disagreement_score":0.49752256,"about_ca_system_score_codex":0.0018541989,"about_ca_system_score_gemma":0.0007790453,"threshold_uncertainty_score":0.99950516},"labels":[],"label_agreement":null},{"id":"W2766851266","doi":"10.1186/s12960-017-0249-5","title":"Is there a financial incentive to immigrate? Examining of the health worker salary gap between India and popular destination countries","year":2017,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Incentive; Health administration; Work (physics); Health care; Purchasing power parity; Purchasing power; Business; Demographic economics; Economic growth; Economics; Finance; Exchange rate","score_opus":0.10076290096282883,"score_gpt":0.44743940607582244,"score_spread":0.34667650511299364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766851266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98005104,0.0025151654,0.000056691835,0.012706715,0.00029065867,0.0035124891,0.00037903493,0.00005523149,0.00043295659],"genre_scores_gemma":[0.9899847,0.00023959394,0.00057849643,0.0073000807,0.00044519396,0.00019390245,0.00003348673,0.00004971613,0.0011748561],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99616146,0.00071220583,0.0011066092,0.00048573082,0.00045091865,0.0010830619],"domain_scores_gemma":[0.9962141,0.0003883249,0.0019311624,0.00080431666,0.00024139528,0.0004207343],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024292367,0.0002745821,0.00073384395,0.0001290641,0.007993655,0.000051805706,0.00059489865,0.00023821217,0.000038004302],"category_scores_gemma":[0.00049678236,0.0002151822,0.00007285945,0.00016912077,0.0002599364,0.00014964142,0.00037485015,0.000558727,0.000013707935],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013522027,0.000026153903,0.9277206,0.0014700162,0.000016261401,5.248423e-7,0.045009695,0.0000012762663,0.0000019560532,0.0026597271,0.016936902,0.0060216878],"study_design_scores_gemma":[0.0007957677,0.0006012101,0.8744438,0.0033991798,0.000013128818,4.215279e-7,0.002855679,0.000006624472,0.000006526492,0.0016469698,0.11608286,0.00014778333],"about_ca_topic_score_codex":0.0055964002,"about_ca_topic_score_gemma":0.0049278378,"teacher_disagreement_score":0.099145964,"about_ca_system_score_codex":0.00047703524,"about_ca_system_score_gemma":0.00081312546,"threshold_uncertainty_score":0.9932978},"labels":[],"label_agreement":null},{"id":"W2767043590","doi":"10.1016/j.socscimed.2017.10.019","title":"Determining geographic accessibility of family physician and nurse practitioner services in relation to the distribution of seniors within two Canadian Prairie Provinces","year":2017,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":60,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Workforce; Geospatial analysis; Population; Distribution (mathematics); Census; Catchment area; Medicine; Geography; Health care; Nursing; Rural area; Environmental health; Economic growth","score_opus":0.0338159013772504,"score_gpt":0.43998357788057896,"score_spread":0.4061676765033286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767043590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98237395,0.000043880962,0.00000984699,0.011710701,0.00039977182,0.00080695335,0.000027699078,0.000009585193,0.0046176347],"genre_scores_gemma":[0.99891865,0.0000052941136,0.000022147255,0.000803379,0.00018746627,0.000031021507,0.00001163068,0.0000037201296,0.000016666672],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99819475,0.00021731196,0.00047606777,0.00025310807,0.00047259516,0.0003861584],"domain_scores_gemma":[0.99830306,0.00014038682,0.0007823369,0.00026665893,0.00032563243,0.00018191065],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003136921,0.000088602,0.0002308085,0.000106699445,0.0023519828,0.000014140001,0.0004046221,0.000075947704,0.000004647047],"category_scores_gemma":[0.0007177572,0.00005928149,0.000014278192,0.00058922684,0.001173405,0.0005676737,0.000057061963,0.00025837234,0.0000012230377],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027839882,0.000012788057,0.957197,0.000109298475,0.0000016618703,6.691501e-7,0.034393564,0.0000063764132,0.00026785504,0.0018561298,0.00006520696,0.0060616224],"study_design_scores_gemma":[0.00030779303,0.000065046544,0.96517384,0.0008025685,0.000011808754,1.1348576e-7,0.031807553,0.00023201758,0.000022256405,0.0010739655,0.00045199008,0.00005104923],"about_ca_topic_score_codex":0.32732266,"about_ca_topic_score_gemma":0.47678962,"teacher_disagreement_score":0.14946696,"about_ca_system_score_codex":0.00027523655,"about_ca_system_score_gemma":0.0010310292,"threshold_uncertainty_score":0.99894685},"labels":[],"label_agreement":null},{"id":"W2767289697","doi":"10.1186/s12909-017-1050-9","title":"Decentralised training for medical students: a scoping review","year":2017,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":106,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; Universiteit Stellenbosch; U.S. President’s Emergency Plan for AIDS Relief","keywords":"Medical education; MEDLINE; Terminology; Training (meteorology); Thematic analysis; Developing country; Medicine; Political science; Qualitative research; Geography; Sociology","score_opus":0.40850317377948614,"score_gpt":0.6795566958612438,"score_spread":0.27105352208175765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767289697","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[9.64275e-7,0.97219217,0.0003902549,0.0026765382,0.007909747,0.014648082,0.000023031984,0.00014344662,0.0020157893],"genre_scores_gemma":[2.2539058e-7,0.96856487,0.0012316353,0.011678031,0.004122841,0.010968633,0.0010283862,0.00010694846,0.0022984212],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889186,0.0023711063,0.0033648123,0.00085010816,0.0031683273,0.0013270591],"domain_scores_gemma":[0.9878501,0.0058981245,0.002345938,0.0012182158,0.00040529398,0.0022823082],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010711381,0.0005742509,0.00357797,0.0001527071,0.0012398233,0.000046879602,0.002717522,0.001847631,0.008576785],"category_scores_gemma":[0.08807024,0.00044801377,0.0005920094,0.00026092067,0.00017058126,0.00013246543,0.0003590512,0.0017735081,0.00064240844],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004050111,0.000086414475,0.00002924958,0.39379013,0.000020224043,0.0000011618489,0.0001533934,1.4634961e-9,6.626328e-11,0.00024856915,0.06705486,0.53861195],"study_design_scores_gemma":[0.0002884013,0.000017436727,0.0000027058863,0.49626613,0.0003024849,0.000008468968,0.00014390882,0.000002469353,4.779093e-10,0.00003223527,0.50275636,0.00017940585],"about_ca_topic_score_codex":0.00013100353,"about_ca_topic_score_gemma":0.0009687532,"teacher_disagreement_score":0.53843254,"about_ca_system_score_codex":0.0008242046,"about_ca_system_score_gemma":0.12269256,"threshold_uncertainty_score":0.99979717},"labels":[],"label_agreement":null},{"id":"W2767458235","doi":"10.1136/bmj.j5176","title":"David Gwyn Seymour","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Obituary; Senior registrar; History; Gerontology; Management; Medicine; Family medicine; Archaeology","score_opus":0.1275184876054863,"score_gpt":0.5457450965376793,"score_spread":0.418226608932193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767458235","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2745587,0.00017598996,0.000030538904,0.043191034,0.002985171,0.0012255913,0.000017831284,0.00019683417,0.6776183],"genre_scores_gemma":[0.8770337,0.000046904217,0.001238672,0.0034528153,0.0018654097,0.00015533615,0.000007942356,0.000025860385,0.11617336],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99836725,0.00018064032,0.00039399572,0.00021469663,0.00022476549,0.00061866996],"domain_scores_gemma":[0.9979595,0.00014117039,0.00036380056,0.001216515,0.00010719753,0.00021180557],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008009986,0.00010941889,0.0001994014,0.00002527464,0.0025591156,0.000021357211,0.00047694054,0.00018713485,0.0016792633],"category_scores_gemma":[0.00067479745,0.00009452081,0.00004225119,0.000032733275,0.00005759536,0.00014479051,0.00025816762,0.0003962619,0.0077182897],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036574133,0.000019438028,0.18961084,0.00013112329,0.000010598173,0.000023434737,0.0011523744,0.0000019958168,0.000021673417,0.0072106225,0.7959883,0.0057930043],"study_design_scores_gemma":[0.0004607906,0.000026868136,0.15873866,0.00036968457,0.000007959471,0.0000019623076,0.00084023544,0.000059898604,0.000011953308,0.0013686073,0.83799946,0.00011389027],"about_ca_topic_score_codex":0.0018156377,"about_ca_topic_score_gemma":0.00044580924,"teacher_disagreement_score":0.60247505,"about_ca_system_score_codex":0.00010177899,"about_ca_system_score_gemma":0.0002188305,"threshold_uncertainty_score":0.99923337},"labels":[],"label_agreement":null},{"id":"W2767666035","doi":"10.17269/cjph.108.5864","title":"A strategic approach to workforce development for local public health","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Population health; Workforce development; Workforce planning; Public health; Human resources; Population; Business; Public relations; Psychological intervention; Knowledge management; Medicine; Nursing; Economic growth; Political science; Environmental health; Management; Economics; Computer science","score_opus":0.362918708581495,"score_gpt":0.46124059400860595,"score_spread":0.09832188542711096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767666035","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0932155,0.0059605488,0.23357041,0.58597726,0.00592033,0.008140126,0.00026941986,0.00013346989,0.06681292],"genre_scores_gemma":[0.9327678,0.000112564594,0.029984847,0.0318491,0.0012167012,0.00020055598,0.000062908206,0.00009852557,0.0037069619],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99014825,0.0011391139,0.002669601,0.00050921703,0.00066169415,0.0048721456],"domain_scores_gemma":[0.97757024,0.00028782224,0.0027450148,0.00097422034,0.001479835,0.016942874],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.016108464,0.0004073785,0.0011838838,0.0008931914,0.008222056,0.00038025845,0.0017999454,0.00034739508,0.00014102635],"category_scores_gemma":[0.0017982076,0.0003740701,0.00017001848,0.00048582334,0.00023969388,0.0006686303,0.00009022278,0.0013576237,0.00011666155],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000052891275,0.00022374297,0.042429987,0.001929759,0.00013854122,0.000024495283,0.040911205,0.00009437545,2.7751992e-7,0.2474857,0.25959647,0.40711257],"study_design_scores_gemma":[0.0013277452,0.0005528055,0.015998878,0.0007422998,0.0000035115881,0.000042788335,0.024873236,0.00017725906,1.7756705e-7,0.0006888895,0.95529044,0.00030197413],"about_ca_topic_score_codex":0.030400263,"about_ca_topic_score_gemma":0.21396506,"teacher_disagreement_score":0.83955234,"about_ca_system_score_codex":0.00862076,"about_ca_system_score_gemma":0.15302292,"threshold_uncertainty_score":0.99987113},"labels":[],"label_agreement":null},{"id":"W2767772648","doi":"10.1111/jan.13496","title":"Challenging rules, creating values: Park's sweet spot theory‐driven central‐‘optimum nurse staffing zone’","year":2017,"lang":"en","type":"editorial","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Staffing; Nursing shortage; Medicine; Workload; Salary; Population; Health care; Nurse education; Political science; Environmental health","score_opus":0.02383233346722849,"score_gpt":0.4237389421819863,"score_spread":0.3999066087147578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767772648","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008898738,0.012527154,0.0032127171,0.00066234986,0.9559459,0.0012359808,0.00018062405,0.00020082037,0.017135719],"genre_scores_gemma":[0.013821927,0.0072996113,0.02452081,0.00009105834,0.9489773,0.000032025546,0.00017760436,0.00044976847,0.0046298974],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9885933,0.0017557777,0.0034251437,0.0008472161,0.002378554,0.0030000545],"domain_scores_gemma":[0.9792221,0.007361656,0.0091015175,0.0012443532,0.0020066882,0.0010636915],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0037459529,0.0010848613,0.0026049167,0.0006490811,0.0042933454,0.00016307847,0.0017292779,0.0020098954,0.0002216027],"category_scores_gemma":[0.008799781,0.0010133208,0.00062779983,0.00023352228,0.00034274175,0.0012894783,0.00015241577,0.008087228,0.00007354166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027190507,0.00035768497,0.0002049644,0.0019911653,0.0003128219,0.00044979274,0.025866054,0.009413591,0.000112172784,0.00078200677,0.8781628,0.07962791],"study_design_scores_gemma":[0.004331485,0.00076317874,0.000192741,0.12700568,0.00059558894,0.000038429385,0.053802773,0.0004235505,0.00002402992,0.004322195,0.80737746,0.0011228907],"about_ca_topic_score_codex":0.000056760655,"about_ca_topic_score_gemma":0.000026106853,"teacher_disagreement_score":0.12501451,"about_ca_system_score_codex":0.004540759,"about_ca_system_score_gemma":0.0027291214,"threshold_uncertainty_score":0.9995495},"labels":[],"label_agreement":null},{"id":"W2768144927","doi":"10.1097/acm.0000000000001980","title":"In Reply to Hyder","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network; Sunnybrook Health Science Centre; Health Sciences Centre; Mount Sinai Hospital","funders":"","keywords":"Graduation (instrument); Discipline; Workload; Cohort; Subject (documents); Psychology; Medical education; Medicine; Political science; Law; Management; Pathology","score_opus":0.12210094105318653,"score_gpt":0.5216107750470268,"score_spread":0.39950983399384027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2768144927","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00089954294,0.0020845411,0.000010417641,0.8931302,0.0065376875,0.002099758,0.000018199196,0.00012254559,0.0950971],"genre_scores_gemma":[0.00043950512,0.00067704415,0.000038958795,0.71255946,0.034645252,0.00032983144,0.00011922572,0.00008326633,0.25110748],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99368566,0.000746155,0.0018089679,0.000924976,0.0009561899,0.0018780457],"domain_scores_gemma":[0.9952126,0.0015250948,0.0009438815,0.0017183209,0.00017555094,0.00042454267],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0025264346,0.0005166751,0.0014012057,0.00051593635,0.00052759104,0.0000025534343,0.001535741,0.0038491604,0.0047763693],"category_scores_gemma":[0.004496014,0.00040444313,0.000049065024,0.0002990081,0.00020649616,0.00012537054,0.00039979295,0.01985454,0.005913168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027642422,9.3988285e-7,0.0021924237,0.00074792304,0.000009726917,0.00054855744,0.0062041883,2.3525975e-7,0.0000048172637,0.00013042334,0.98988426,0.0002488926],"study_design_scores_gemma":[0.0009029627,0.00010275682,0.00047787972,0.013754774,0.000034290348,0.000013526114,0.0007997922,0.000002583172,0.0000010257713,0.003158511,0.98043716,0.0003147354],"about_ca_topic_score_codex":0.0071682776,"about_ca_topic_score_gemma":0.000099970945,"teacher_disagreement_score":0.18057077,"about_ca_system_score_codex":0.0007503952,"about_ca_system_score_gemma":0.00052385184,"threshold_uncertainty_score":0.99984074},"labels":[],"label_agreement":null},{"id":"W2768569406","doi":"10.5539/gjhs.v10n1p1","title":"The Attrition and Migration Behaviour among Hungarian Radiographers","year":2017,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Attrition; Descriptive statistics; Test (biology); Sample (material); Psychology; Health care; Analysis of variance; Medicine; Nursing; Family medicine; Medical education; Statistics; Political science","score_opus":0.05076724443507205,"score_gpt":0.4543080407179878,"score_spread":0.4035407962829157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2768569406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718403,0.002600344,0.00012749278,0.021089783,0.0024611272,0.00051662663,0.000008086104,0.000016522665,0.0013397204],"genre_scores_gemma":[0.9959874,0.0022011893,0.0008456241,0.0006693103,0.0002180654,0.000006384203,5.792488e-7,0.000005048802,0.000066389235],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967069,0.00030141682,0.0010553448,0.0002186106,0.00082907395,0.00088865584],"domain_scores_gemma":[0.9958085,0.000119500844,0.0023806894,0.0004520908,0.00064802857,0.00059119327],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007181806,0.00012801298,0.0002914028,0.000084691725,0.013329499,0.00020894755,0.00093712297,0.00009400065,0.000010053302],"category_scores_gemma":[0.00055746967,0.00008596356,0.00006384595,0.00035260993,0.0013896188,0.0009611763,0.00014635801,0.00050420203,0.000008297096],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003736207,0.000015413938,0.9760096,0.000034261204,0.0000032133994,0.000004644806,0.0002631708,0.0000025367383,0.000007262258,0.0017688954,0.0051503195,0.016703317],"study_design_scores_gemma":[0.000516604,0.00022831035,0.9889826,0.0005725643,0.000009246652,0.000058171387,0.002836802,0.000069032016,0.0000032877656,0.0014009282,0.0052506747,0.00007174692],"about_ca_topic_score_codex":0.003965124,"about_ca_topic_score_gemma":0.0033935385,"teacher_disagreement_score":0.024147112,"about_ca_system_score_codex":0.0005794539,"about_ca_system_score_gemma":0.0015107598,"threshold_uncertainty_score":0.98795503},"labels":[],"label_agreement":null},{"id":"W2768728664","doi":"10.1503/cmaj.170791","title":"What to do about the Canadian Resident Matching Service","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"The Wilson Centre; Engineers Without Borders Canada; Queen's University","funders":"","keywords":"Matching (statistics); Key (lock); Service (business); Medical record; Computer science; Medicine; Family medicine; Medical education; Data science; Surgery; Pathology; Business; Computer security","score_opus":0.03462947633120119,"score_gpt":0.41127756431630974,"score_spread":0.37664808798510857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2768728664","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23532562,0.0004204175,0.0000044018866,0.7315602,0.009210713,0.0005186129,0.000029414989,0.000017894015,0.022912754],"genre_scores_gemma":[0.70624787,0.0004459234,0.000062725616,0.28031534,0.0051677707,0.00004098603,0.0000064020323,0.00003296725,0.00768006],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99484646,0.000781496,0.00073851284,0.00021602538,0.001730618,0.0016868955],"domain_scores_gemma":[0.9899536,0.00059693126,0.0006081084,0.00051696115,0.0010856548,0.0072387764],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006841331,0.00016466042,0.00026979798,0.00018478835,0.014659238,0.0009892979,0.0013755059,0.00070418365,0.009484146],"category_scores_gemma":[0.005995205,0.00012684973,0.000068295645,0.00019658844,0.000036314977,0.0005422683,0.00009020446,0.00290492,0.0037802167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000075955586,0.0000034241332,0.19973959,0.000027656208,0.0000456351,0.0002677375,0.016084516,0.000012177772,2.7681136e-7,0.003109824,0.765685,0.015016519],"study_design_scores_gemma":[0.0002777731,0.000010263431,0.24882787,0.0010164693,0.0000092987675,0.00002416397,0.01206959,0.000017364548,1.7549372e-7,0.00096949236,0.7366664,0.00011114988],"about_ca_topic_score_codex":0.94560397,"about_ca_topic_score_gemma":0.9995178,"teacher_disagreement_score":0.47092223,"about_ca_system_score_codex":0.00818403,"about_ca_system_score_gemma":0.020634089,"threshold_uncertainty_score":0.99939543},"labels":[],"label_agreement":null},{"id":"W2768866310","doi":"10.1097/acm.0000000000002000","title":"International Medical Graduates Who Have Been Disciplined: Further Causes and Methods to Improve Quality of Care","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Affect (linguistics); Discipline; Workload; Socioeconomic status; Psychology; Medical education; Quality (philosophy); IMG; Medicine; Environmental health; Sociology; Social science; Population","score_opus":0.12046662507833783,"score_gpt":0.5759599464384896,"score_spread":0.45549332136015175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2768866310","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008299793,0.0051516355,0.00038861702,0.9691445,0.004395933,0.001756221,0.00032997818,0.000082700906,0.010450615],"genre_scores_gemma":[0.0114472415,0.0075445124,0.002394072,0.8832076,0.043150865,0.00057477603,0.0011952019,0.00021619485,0.050269525],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99205965,0.0018315556,0.002340308,0.00092143135,0.0018581823,0.0009888979],"domain_scores_gemma":[0.9913896,0.0045157056,0.001763486,0.001012527,0.0006781118,0.0006406231],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004729833,0.0005618456,0.0019553143,0.00030480593,0.00043431105,0.0000055094997,0.0015808254,0.0034517087,0.0014707309],"category_scores_gemma":[0.0114905,0.00040029353,0.0000940333,0.00010836282,0.00077361934,0.00011038033,0.001133681,0.008175357,0.00004848121],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009767998,0.000002849361,0.019307537,0.002736413,0.00012020933,0.000034298042,0.030844918,9.13406e-8,0.000058644215,0.00018277045,0.93775475,0.008859843],"study_design_scores_gemma":[0.0013965882,0.00021310723,0.004361758,0.010734431,0.00014024305,0.0000059524805,0.012029945,0.000018011366,0.00004405906,0.0017461786,0.96893644,0.00037326908],"about_ca_topic_score_codex":0.005017163,"about_ca_topic_score_gemma":0.0003564381,"teacher_disagreement_score":0.0859369,"about_ca_system_score_codex":0.0003292837,"about_ca_system_score_gemma":0.00053060736,"threshold_uncertainty_score":0.9998449},"labels":[],"label_agreement":null},{"id":"W2769000533","doi":"10.1503/cmaj.170498","title":"Delivering more equitable primary health care in Northern Canada","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Institute for Circumpolar Health Research; Public Health Ontario; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Primary care; Primary health care; Key (lock); Sustainability; Political science; Health care; Health care reform; Medicine; Public administration; Health policy; Family medicine; Computer science; Law; Computer security","score_opus":0.01691711770775559,"score_gpt":0.36246829178717127,"score_spread":0.34555117407941566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769000533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7315227,0.0027243842,0.000009254905,0.22458102,0.0041690506,0.0005446098,0.00010882807,0.000025910223,0.03631423],"genre_scores_gemma":[0.9089174,0.00040469842,0.00012092817,0.087017715,0.0023506284,0.000024221017,0.000038048485,0.000035254976,0.0010910732],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953101,0.00043095913,0.0008309875,0.00019222501,0.0014656532,0.0017700647],"domain_scores_gemma":[0.9953242,0.00020866779,0.00080109225,0.00027375622,0.00056033494,0.0028319526],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0025219151,0.00014450062,0.00038452883,0.00011006993,0.0041814987,0.00005418579,0.0006106479,0.00039983002,0.0011962266],"category_scores_gemma":[0.0021391206,0.00014457082,0.000042903408,0.00010808862,0.000029675295,0.00019587907,0.00008963822,0.0022147486,0.0000855852],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000067494666,0.000004074469,0.8327356,0.000078577395,0.000012485325,0.00028025525,0.0024063878,0.00001323159,8.805876e-8,0.000040999545,0.14249063,0.021930894],"study_design_scores_gemma":[0.00072937016,0.000020192496,0.43601778,0.00052746246,0.0000026991972,0.000011757542,0.005708395,0.000027253782,9.106516e-8,0.000019276866,0.5568274,0.00010831052],"about_ca_topic_score_codex":0.9898522,"about_ca_topic_score_gemma":0.9999544,"teacher_disagreement_score":0.41433677,"about_ca_system_score_codex":0.032042757,"about_ca_system_score_gemma":0.075731985,"threshold_uncertainty_score":0.9997168},"labels":[],"label_agreement":null},{"id":"W2769062486","doi":"10.1186/s12909-017-1071-4","title":"“We have been forced to move away from home”: print news coverage of Canadians studying abroad at Caribbean offshore medical schools","year":2017,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Workforce; Medical education; Economic shortage; Medicine; Physician supply; Political science; Family medicine; Public relations; Health care; Government (linguistics); Law","score_opus":0.049014278999780676,"score_gpt":0.44554948829071306,"score_spread":0.3965352092909324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769062486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.938744,0.00036243055,0.0006982288,0.04130815,0.0035808855,0.0022715025,0.00011684606,0.0000697135,0.012848242],"genre_scores_gemma":[0.9824528,0.00040945684,0.0012207862,0.0072954004,0.0016644723,0.00044086747,0.00024168313,0.000053099964,0.006221428],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9944555,0.00067665696,0.00132133,0.0006561444,0.0019006904,0.000989684],"domain_scores_gemma":[0.99317896,0.0010329931,0.000715016,0.001414242,0.0003392204,0.003319559],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013990001,0.0003032316,0.00072159397,0.00014945708,0.001384365,0.000032625438,0.0011799866,0.0007756338,0.0060878373],"category_scores_gemma":[0.015512215,0.00027351937,0.00011307737,0.00014016629,0.00015657411,0.00016676623,0.0005833989,0.001167016,0.00046022213],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018520061,0.00026139602,0.7823873,0.00054762466,0.00004927104,0.000011239693,0.019176126,0.0000102177155,0.000011340362,0.001409539,0.118534155,0.0774166],"study_design_scores_gemma":[0.0026607919,0.00017753291,0.7953217,0.007888697,0.000085254615,0.000004274813,0.049420312,0.00079066004,0.00004642019,0.0015118459,0.1415239,0.0005685907],"about_ca_topic_score_codex":0.29927376,"about_ca_topic_score_gemma":0.5069488,"teacher_disagreement_score":0.20767505,"about_ca_system_score_codex":0.0016397607,"about_ca_system_score_gemma":0.017517373,"threshold_uncertainty_score":0.9999717},"labels":[],"label_agreement":null},{"id":"W2769344251","doi":"10.22605/rrh4285","title":"Understanding how emergency medicine physicians survive and thrive in rural practice: a theoretical model","year":2017,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute of Health Services and Policy Research; University of British Columbia Hospital","funders":"University of British Columbia; Doctors of BC","keywords":"Medicine; Failure to thrive; Family medicine; Psychology; Medical education; Nursing; Pediatrics","score_opus":0.13586052359385367,"score_gpt":0.47314794491592715,"score_spread":0.33728742132207346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769344251","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38464028,0.005229266,0.0046602758,0.5604335,0.001965508,0.002484727,0.00004301529,0.0001377905,0.040405672],"genre_scores_gemma":[0.96782535,0.027401973,0.0007142864,0.0023986339,0.00039081258,0.0000059265653,0.000012768137,0.000027190288,0.0012230541],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99703455,0.0006425738,0.0005942697,0.00031773487,0.00032179637,0.0010890658],"domain_scores_gemma":[0.99796605,0.00041482225,0.000659656,0.00040101944,0.00011221117,0.00044623564],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016118609,0.00025244072,0.0006050071,0.00008248587,0.0026619039,0.000017887742,0.00018387084,0.0002207456,0.000066689914],"category_scores_gemma":[0.0006951263,0.00018354948,0.00003235986,0.00011148883,0.00059314957,0.0003803114,0.00020382443,0.0008629674,0.000008272086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008576805,0.00011459364,0.030545805,0.0022008824,0.00005421972,0.000026332824,0.062036343,0.000019312603,0.00004862216,0.8378098,0.017480658,0.048805725],"study_design_scores_gemma":[0.0057548233,0.0012838314,0.060289193,0.012479775,0.00007539553,0.000035267178,0.34324792,0.13357799,0.0000014728911,0.4381,0.004290364,0.0008639499],"about_ca_topic_score_codex":0.0074072285,"about_ca_topic_score_gemma":0.0038002185,"teacher_disagreement_score":0.5831851,"about_ca_system_score_codex":0.0004218422,"about_ca_system_score_gemma":0.00025575116,"threshold_uncertainty_score":0.99920255},"labels":[],"label_agreement":null},{"id":"W2769987345","doi":"10.5430/jha.v6n6p42","title":"The role and value of nurses in care provision: Views and expectations of Emirati Nationals in the western region of Abu Dhabi, United Arab Emirates","year":2017,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Competence (human resources); Abu dhabi; Compassion; Workforce; Health care; Service (business); Psychology; Medicine; Medical education; Political science; Business; Marketing","score_opus":0.03740628724865519,"score_gpt":0.4223223034721627,"score_spread":0.3849160162235075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769987345","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927138,0.0029169295,0.000005922059,0.002799108,0.00020445514,0.0006710998,0.000013464974,0.000001731574,0.0006734969],"genre_scores_gemma":[0.999191,0.0005037975,0.00012195975,0.000031893327,0.000058515205,0.000020555623,0.000008492547,0.000005842384,0.00005796539],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99793226,0.00036917557,0.0011411889,0.00009655062,0.0003231064,0.00013775149],"domain_scores_gemma":[0.9963938,0.0006581517,0.002094239,0.00021609817,0.00059339945,0.00004432035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069668284,0.00009841293,0.00028295116,0.0001266087,0.00033540218,0.000024424171,0.00022658896,0.000104100094,0.0000021598432],"category_scores_gemma":[0.00066995603,0.000060046128,0.00003790456,0.00014799566,0.00018640916,0.0003204116,0.000029708768,0.00026844617,2.3072283e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025212776,0.00022566425,0.93985903,0.00030745481,0.000013260001,0.00000800453,0.054085843,0.000026671642,0.00014480055,0.0029933439,0.00020356342,0.00188026],"study_design_scores_gemma":[0.0011498157,0.0033516334,0.8282544,0.002298131,0.000028254217,0.000017504402,0.16021335,0.00015540823,0.00068991474,0.0027885938,0.00095781306,0.00009519587],"about_ca_topic_score_codex":0.00016235707,"about_ca_topic_score_gemma":0.0010884859,"teacher_disagreement_score":0.11160463,"about_ca_system_score_codex":0.000045454322,"about_ca_system_score_gemma":0.0003156504,"threshold_uncertainty_score":0.25796762},"labels":[],"label_agreement":null},{"id":"W2770077985","doi":"10.1503/cmaj.171234","title":"Healing racism in Canadian health care","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Indigenous; Racism; Sterilization (economics); Medicine; Health care; Family medicine; Nursing; Political science; Sociology; Gender studies; Business; Law","score_opus":0.027127854973896453,"score_gpt":0.4278750554017217,"score_spread":0.40074720042782525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770077985","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24444984,0.0038007358,0.000011968049,0.64175075,0.010333781,0.0010790577,0.0002329258,0.000052067353,0.09828887],"genre_scores_gemma":[0.9222342,0.00052923436,0.0001423084,0.07285764,0.002763711,0.000019803338,0.000032586715,0.000029861238,0.0013906852],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940803,0.0008700708,0.0010458984,0.00023394827,0.0011573815,0.0026123964],"domain_scores_gemma":[0.98885083,0.0002449643,0.0008164954,0.00033768904,0.00055103604,0.009198969],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00574151,0.0001666245,0.00043268412,0.00041488034,0.006582985,0.000108194996,0.0006979935,0.00084294775,0.0048052995],"category_scores_gemma":[0.005801877,0.00017058646,0.00007297135,0.00016406376,0.00004387314,0.00023677871,0.000036486035,0.003327289,0.00076003635],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000004416981,0.0000043797672,0.6950694,0.000044004195,0.000012452416,0.00034983698,0.006143719,0.0000039430156,4.2623412e-8,0.0008388379,0.26102096,0.036508024],"study_design_scores_gemma":[0.0007832667,0.000024436875,0.27079278,0.0007062059,0.0000024166368,0.00001980332,0.0059081665,0.000058038746,7.5437335e-8,0.00014744824,0.7214352,0.00012213],"about_ca_topic_score_codex":0.9818713,"about_ca_topic_score_gemma":0.99959195,"teacher_disagreement_score":0.6777843,"about_ca_system_score_codex":0.022485424,"about_ca_system_score_gemma":0.06215462,"threshold_uncertainty_score":0.99897206},"labels":[],"label_agreement":null},{"id":"W2770204264","doi":"10.1080/09687599.2017.1401330","title":"The guide to assisting students with disabilities. Equal access in health sciences and professional education","year":2017,"lang":"en","type":"article","venue":"Disability & Society","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Task (project management); Medical education; Psychology; Higher education; Special education; Learning disability; Pedagogy; Professional development; Medicine; Political science; Developmental psychology; Management","score_opus":0.10535951800651397,"score_gpt":0.5758736731326308,"score_spread":0.47051415512611683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770204264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.952557,0.00022633011,0.000021112182,0.04156217,0.0008074669,0.0023253807,0.000017339291,0.000048256123,0.0024349466],"genre_scores_gemma":[0.9929606,0.00009187833,0.0011008916,0.0033942051,0.00022190293,0.0006006367,0.0000071115924,0.000015211154,0.0016075857],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99607664,0.0007516829,0.00084061257,0.00063016225,0.0007591418,0.00094173534],"domain_scores_gemma":[0.99615884,0.0020231518,0.00047154413,0.000833359,0.00017811969,0.0003349994],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006662487,0.00020217177,0.00032755217,0.000010927903,0.010521872,0.00026754074,0.001213588,0.00012121212,0.00004457437],"category_scores_gemma":[0.002467779,0.00012553296,0.000056863217,0.00022312866,0.0017231139,0.000507425,0.0010682981,0.0005713364,0.000012894455],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040619267,0.00021625953,0.96627486,0.00042975767,0.000005717599,3.795307e-8,0.0137286335,0.0000059632384,5.8684526e-7,0.0017145657,0.009717364,0.007865623],"study_design_scores_gemma":[0.00038002979,0.0000911371,0.8676623,0.0010939192,0.0000032391374,2.8085898e-7,0.11808257,0.000059807182,6.855683e-7,0.0013979174,0.011098744,0.00012935021],"about_ca_topic_score_codex":0.01461882,"about_ca_topic_score_gemma":0.019732095,"teacher_disagreement_score":0.104353935,"about_ca_system_score_codex":0.001267404,"about_ca_system_score_gemma":0.0019897548,"threshold_uncertainty_score":0.99815524},"labels":[],"label_agreement":null},{"id":"W2772178170","doi":"","title":"La formation professionnelle en santé d'étudiantes issues des communautés d'immigrants francophones s'intégrant à la minorité francophone nationale au Canada","year":2010,"lang":"fr","type":"article","venue":"Aporia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; French; Political science; INT; Humanities; Art; Law; Computer science","score_opus":0.014941998966976898,"score_gpt":0.3464040730422983,"score_spread":0.3314620740753214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772178170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90964043,0.021207128,0.00015695173,0.013229795,0.03981996,0.0020212887,0.0005537434,0.00021436742,0.01315631],"genre_scores_gemma":[0.9702015,0.004539795,0.0047042584,0.00091414445,0.004089026,0.00034191535,0.000303618,0.00013085027,0.01477488],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99004173,0.0044380743,0.0018175194,0.0006711486,0.0011224945,0.0019090439],"domain_scores_gemma":[0.9890973,0.007555158,0.0007913418,0.0010210976,0.0007930902,0.00074203924],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0039577237,0.00078384095,0.0010402859,0.00023136666,0.003407669,0.000062656916,0.00089724833,0.0017493395,0.005941795],"category_scores_gemma":[0.0021833365,0.0007600466,0.00018706975,0.0013475941,0.0006865558,0.00095922546,0.00038479568,0.0044333297,0.001165907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039814634,0.00094462774,0.08792914,0.0071990443,0.00019151009,0.00021669113,0.18119176,0.000037750666,0.0018276577,0.008600764,0.618847,0.09261589],"study_design_scores_gemma":[0.0025535366,0.00011084828,0.23072535,0.005533253,0.000066448694,0.000087040426,0.08939602,0.0006485644,0.0007403535,0.0042602383,0.66504455,0.0008337773],"about_ca_topic_score_codex":0.90965307,"about_ca_topic_score_gemma":0.9855947,"teacher_disagreement_score":0.1427962,"about_ca_system_score_codex":0.0011789921,"about_ca_system_score_gemma":0.005458729,"threshold_uncertainty_score":0.9996118},"labels":[],"label_agreement":null},{"id":"W2772990304","doi":"10.1016/j.jogc.2017.10.020","title":"No 282-Soins de maternité en région rurale","year":2017,"lang":"fr","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Sudbury; Assembly of First Nations","funders":"","keywords":"Humanities; Political science; Medicine; Philosophy","score_opus":0.02474210242866766,"score_gpt":0.34017500436619136,"score_spread":0.3154329019375237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772990304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8029439,0.0317099,0.000020337737,0.026578808,0.12101627,0.0003485321,0.000112735914,0.000006893173,0.017262641],"genre_scores_gemma":[0.9558865,0.0062660556,0.0011003565,0.0023573753,0.0005621691,0.0000039054503,0.0000033644694,0.000034906305,0.033785407],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99634457,0.0007467844,0.0011488881,0.00020461617,0.00041935322,0.0011358166],"domain_scores_gemma":[0.9904782,0.0052732956,0.0020480945,0.00042554346,0.00084713136,0.0009277342],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012937009,0.00026310622,0.00071682176,0.00017907935,0.001591237,0.000074513504,0.00067623565,0.0007817645,0.002112352],"category_scores_gemma":[0.014110616,0.00024739237,0.000090472575,0.00013265625,0.00020960711,0.0003540616,0.00026584402,0.0017334834,0.000046205012],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020622994,0.00011176963,0.75892454,0.00085310044,0.00013740033,0.0059506986,0.0007045897,0.000035501056,0.0000049905607,0.0033746492,0.13326785,0.09661429],"study_design_scores_gemma":[0.0013050423,0.0003246648,0.4675632,0.000159792,0.00008251728,0.000079232894,0.0006840912,0.00012914788,0.00000411236,0.00059897214,0.5289203,0.00014892752],"about_ca_topic_score_codex":0.40470812,"about_ca_topic_score_gemma":0.36237365,"teacher_disagreement_score":0.39565244,"about_ca_system_score_codex":0.0047564465,"about_ca_system_score_gemma":0.009715565,"threshold_uncertainty_score":0.99999785},"labels":[],"label_agreement":null},{"id":"W27734787","doi":"10.12927/hcpap.2016.24771","title":"关于GSM手机“自动呼叫限制”功能的分析","year":2008,"lang":"en","type":"article","venue":"电子质量","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Business","score_opus":0.11557685387234203,"score_gpt":0.4848366210466743,"score_spread":0.3692597671743323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W27734787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66693926,0.000731328,0.00009879509,0.0029737572,0.0021537296,0.0006850391,0.000013222133,0.0004509637,0.3259539],"genre_scores_gemma":[0.93257093,0.00034339612,0.0011484817,0.0060238834,0.0008523504,0.00009746678,0.000018425406,0.000035904788,0.058909163],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99792635,0.00025074955,0.00045451653,0.000261354,0.0002799679,0.00082704995],"domain_scores_gemma":[0.99873865,0.00027223764,0.00013128735,0.0004469887,0.0001276851,0.00028315172],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00027270216,0.00014531902,0.00025694104,0.000058007554,0.001181314,0.000002393686,0.00022481379,0.00022996985,0.0036498741],"category_scores_gemma":[0.00015825851,0.00013272262,0.000057158224,0.00027254413,0.00011307115,0.000096550735,0.00010782309,0.000547303,0.012158451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007008246,0.000077827084,0.21484046,0.00020170464,0.00001515592,0.00009645353,0.005992106,0.00000852848,0.00008175934,0.012603933,0.76379806,0.0022139251],"study_design_scores_gemma":[0.0006743322,0.00006476111,0.047764886,0.0002194044,0.0000069301236,0.000008158382,0.0011853977,0.00004805917,0.000042680556,0.0012620087,0.94853276,0.00019062337],"about_ca_topic_score_codex":0.0006239692,"about_ca_topic_score_gemma":0.00012850953,"teacher_disagreement_score":0.26704472,"about_ca_system_score_codex":0.000184501,"about_ca_system_score_gemma":0.00026956596,"threshold_uncertainty_score":0.9972609},"labels":[],"label_agreement":null},{"id":"W2773527330","doi":"10.1016/j.jogc.2017.10.019","title":"No. 282-Rural Maternity Care","year":2017,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Sudbury; Assembly of First Nations","funders":"","keywords":"Medicine; Maternity care; Nursing; Quality (philosophy); MEDLINE; Rural area; Service delivery framework; Service (business); Family medicine; Health care; Economic growth; Business","score_opus":0.02536070211034531,"score_gpt":0.35341512752568616,"score_spread":0.32805442541534086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2773527330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9248871,0.0041505145,0.0000016835968,0.0007162726,0.04656529,0.00018109793,0.00003640183,0.0000052693877,0.023456346],"genre_scores_gemma":[0.9959736,0.00030484184,0.00019474453,0.00097389007,0.00015612127,0.0000029349433,0.0000020932894,0.000011905342,0.0023798756],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983086,0.00016492126,0.0006304032,0.000101226986,0.00029101217,0.0005038218],"domain_scores_gemma":[0.9955856,0.0015297168,0.0011493572,0.00029632568,0.0010671072,0.0003718984],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00031829736,0.00012718515,0.00040129112,0.000085841566,0.0015961367,0.000025142615,0.00042437497,0.00021505874,0.0007476144],"category_scores_gemma":[0.0063456898,0.000102541206,0.000039433307,0.000060380786,0.00007746108,0.00013912073,0.00016767836,0.00075660925,0.000017343376],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062363247,0.000009690627,0.95968413,0.00017369124,0.000024496505,0.0006288277,0.00029362342,0.0000034743684,9.0730794e-7,0.00013607279,0.02079073,0.018248128],"study_design_scores_gemma":[0.00107105,0.00013792189,0.7567112,0.00003478312,0.000021788745,0.0000070805154,0.0025750431,0.000008820715,0.0000015687488,0.000079755526,0.23926644,0.00008457424],"about_ca_topic_score_codex":0.16770452,"about_ca_topic_score_gemma":0.24227318,"teacher_disagreement_score":0.21847571,"about_ca_system_score_codex":0.0015983606,"about_ca_system_score_gemma":0.002769385,"threshold_uncertainty_score":0.99970365},"labels":[],"label_agreement":null},{"id":"W2774605089","doi":"10.13162/hro-ors.v5i3.3154","title":"Americanizing Canadian Nursing: Nursing Regulation Drift","year":2017,"lang":"fr","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Moncton Hospital; Dalhousie University","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.09005436934762093,"score_gpt":0.4374565724143338,"score_spread":0.3474022030667129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2774605089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.624342,0.070394166,0.00081713457,0.16939259,0.016374385,0.005643547,0.0008018161,0.00082712155,0.11140724],"genre_scores_gemma":[0.9123093,0.01686253,0.023645597,0.016691398,0.0037310105,0.00021628509,0.00053669786,0.0005423179,0.02546489],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98267156,0.001948692,0.003404521,0.0016948148,0.0012848316,0.0089956075],"domain_scores_gemma":[0.9851176,0.00041623978,0.0035759255,0.0038244985,0.0010534397,0.0060122986],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.004307006,0.0015033977,0.0022581113,0.0005103861,0.022640817,0.00059059303,0.0023582364,0.0021842422,0.0013683523],"category_scores_gemma":[0.0010211682,0.0015837761,0.0005534021,0.0010753294,0.0030587,0.003933053,0.00029828207,0.0034995226,0.0012159571],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00024385352,0.00036052905,0.2661708,0.0044158925,0.000103657985,0.00010203058,0.029021509,0.000053652457,0.000007424598,0.022002116,0.038749453,0.6387691],"study_design_scores_gemma":[0.0015018486,0.00054669764,0.6862729,0.03822156,0.0001158466,0.000119108256,0.01737051,0.005917074,0.000019238096,0.0110154655,0.2377472,0.0011525253],"about_ca_topic_score_codex":0.737897,"about_ca_topic_score_gemma":0.5745451,"teacher_disagreement_score":0.6376166,"about_ca_system_score_codex":0.062367164,"about_ca_system_score_gemma":0.01702604,"threshold_uncertainty_score":0.9997715},"labels":[],"label_agreement":null},{"id":"W2775350262","doi":"","title":"Are Canadian Indigenous Students Feeling Ready for Registered Nursing Practice","year":2018,"lang":"en","type":"article","venue":"Nursing Education Research Conference 2018 (NERC18)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Feeling; Indigenous; Nursing; Nursing practice; Medicine; Psychology; Social psychology","score_opus":0.4456192833413236,"score_gpt":0.6459770664446542,"score_spread":0.20035778310333063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2775350262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.661727,0.0015364774,0.001076684,0.0720121,0.017854633,0.012871399,0.0002461895,0.00041913433,0.2322564],"genre_scores_gemma":[0.96765375,0.00014975929,0.0039716116,0.002853088,0.003276681,0.0009178466,0.00021933056,0.00010206851,0.020855846],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99201965,0.0020488014,0.0008969646,0.00089774665,0.0014563721,0.0026804744],"domain_scores_gemma":[0.9860651,0.0015148293,0.00072888413,0.0011938879,0.0091023985,0.0013949047],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0056956057,0.0003144093,0.0004383077,0.0008515468,0.005876431,0.00029038597,0.0011020616,0.0005662629,0.0005457391],"category_scores_gemma":[0.006303202,0.00033111678,0.000055324614,0.00095610454,0.0008332287,0.0005830218,0.00006195237,0.0015042671,0.0014602587],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0006884743,0.0014509872,0.017224234,0.0004808214,0.000048117792,0.000006198261,0.12477621,0.0000014436982,0.00020620991,0.011776079,0.73380524,0.10953599],"study_design_scores_gemma":[0.0011762142,0.00092381577,0.035501964,0.019330502,0.00006644678,0.000021860675,0.33302772,0.00021323108,0.000079688674,0.015223241,0.59379244,0.000642866],"about_ca_topic_score_codex":0.10375664,"about_ca_topic_score_gemma":0.07794563,"teacher_disagreement_score":0.3059268,"about_ca_system_score_codex":0.006997865,"about_ca_system_score_gemma":0.018151455,"threshold_uncertainty_score":0.9999141},"labels":[],"label_agreement":null},{"id":"W2775455985","doi":"10.14574/ojrnhc.v17i2.450","title":"Rural and Remote Continuing Nursing Education: An Integrative Literature Review","year":2017,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Polytechnic","funders":"","keywords":"Nursing; Specialty; Continuing education; Autonomy; Rural area; Medicine; Economic shortage; Health care; Medical education; Family medicine; Political science","score_opus":0.03160007725808478,"score_gpt":0.5042887201767838,"score_spread":0.47268864291869905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2775455985","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1774297,0.7391189,0.000026076992,0.07836799,0.0027789185,0.0007009176,0.00004607684,0.000029511533,0.0015019351],"genre_scores_gemma":[0.33400413,0.6404832,0.013195415,0.0077064354,0.0035837453,0.0000034984896,0.0001511917,0.000052843974,0.0008195778],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99722517,0.00056125084,0.001128239,0.00017626575,0.00030686913,0.00060220447],"domain_scores_gemma":[0.9955864,0.000090729765,0.0019727177,0.00038754402,0.0012109734,0.0007516567],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00089302135,0.0002780371,0.0008756201,0.00013858416,0.0022587373,0.00010651901,0.0002688138,0.00020570587,0.00001653964],"category_scores_gemma":[0.0002564956,0.00020818255,0.0000849097,0.00011916708,0.00024038047,0.0006955013,0.000032860466,0.0015422613,0.0000013822876],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011161004,0.00007252602,0.0022294282,0.0027287388,0.0000080565305,0.0000047580525,0.03171217,1.2558151e-7,0.0000046572754,0.0003670199,0.01309484,0.9496661],"study_design_scores_gemma":[0.0009008267,0.0009816531,0.029064998,0.8032643,0.00007689491,0.0004733389,0.14816836,0.00003249668,0.0000011725355,0.0011168362,0.01570646,0.0002126118],"about_ca_topic_score_codex":0.0002348471,"about_ca_topic_score_gemma":0.00021535564,"teacher_disagreement_score":0.9494535,"about_ca_system_score_codex":0.00067765,"about_ca_system_score_gemma":0.0010396073,"threshold_uncertainty_score":0.9990402},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W2775494493","doi":"","title":"AWC 2018 Victoria Conference Announcement and Call for Papers","year":2017,"lang":"en","type":"paratext","venue":"Canadian acoustics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Telecommunications; Computer science","score_opus":0.06826462274105433,"score_gpt":0.41311936468399296,"score_spread":0.34485474194293864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2775494493","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011119258,0.0048771338,0.00070677174,0.0050376654,0.04817201,0.006503096,0.025471605,0.00007309378,0.9080467],"genre_scores_gemma":[0.03520467,0.005886313,0.0011348068,0.006543716,0.0048729633,0.0006106474,0.0027886142,0.0001519619,0.9428063],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99646634,0.00013329467,0.00067904504,0.00063368207,0.00027152864,0.0018161304],"domain_scores_gemma":[0.9955947,0.0003937408,0.0005688736,0.0009055316,0.0006770079,0.0018601456],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00041640736,0.000500466,0.000778486,0.00017205018,0.002508171,0.00008038238,0.0006039165,0.0014254756,0.0037034338],"category_scores_gemma":[0.00044675247,0.00050968095,0.00006492599,0.00006320535,0.00023951629,0.000058749116,0.00010887453,0.0010686073,0.00291825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002477647,0.000005219275,0.00016446903,0.0015541589,0.00004156079,0.000011697773,0.0007158809,0.000014238587,0.000039192128,0.00052232237,0.9960975,0.0008089926],"study_design_scores_gemma":[0.00058600894,0.00012408473,0.00067762384,0.0017104081,0.00010944502,0.0000014681624,0.00072262716,0.00023073965,2.8105032e-7,0.00013010963,0.9952257,0.0004814669],"about_ca_topic_score_codex":0.1415382,"about_ca_topic_score_gemma":0.27129048,"teacher_disagreement_score":0.12975228,"about_ca_system_score_codex":0.0022429454,"about_ca_system_score_gemma":0.010571192,"threshold_uncertainty_score":0.9998709},"labels":[],"label_agreement":null},{"id":"W2775568464","doi":"","title":"Factors Influencing Family Medicine Resident Retention and Newly Graduated Physicians’ First Practice Location","year":2017,"lang":"en","type":"article","venue":"Journal of New Brunswick Studies / Revue d’études sur le Nouveau-Brunswick","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Dalhousie University; University of New Brunswick","funders":"","keywords":"Economic shortage; Medical practice; Family medicine; Medicine; Medical education; Government (linguistics)","score_opus":0.14767791081009557,"score_gpt":0.4100565719337234,"score_spread":0.26237866112362784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2775568464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91915476,0.015893688,0.00014025612,0.05754873,0.004088478,0.0013027088,0.0000031212942,0.000116475596,0.0017518054],"genre_scores_gemma":[0.97009045,0.020223444,0.0012462516,0.0023301914,0.0029657246,0.000009583407,0.000012005725,0.00011835526,0.0030039973],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99259734,0.00087324926,0.0032872064,0.0007528621,0.0012379726,0.0012513665],"domain_scores_gemma":[0.98365897,0.0025299536,0.007597401,0.0011855013,0.004376875,0.0006513253],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003224284,0.0007753434,0.002038143,0.00042952504,0.0045697885,0.00011944996,0.0009966136,0.00041529193,0.000020617017],"category_scores_gemma":[0.011480985,0.00064339704,0.0002638303,0.00049871206,0.0005409077,0.0024895584,0.00055702595,0.0019484716,0.00003684807],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002145439,0.00062633783,0.5868028,0.0062585026,0.002613953,0.00043237352,0.2059185,0.0008746094,0.00089876103,0.010474413,0.17813954,0.0048147747],"study_design_scores_gemma":[0.0054488853,0.0012533522,0.7047258,0.015343037,0.00067415275,0.000080279846,0.1472969,0.000094216586,0.000041624506,0.0006702835,0.12370178,0.00066969614],"about_ca_topic_score_codex":0.09492723,"about_ca_topic_score_gemma":0.104131766,"teacher_disagreement_score":0.117923,"about_ca_system_score_codex":0.001557273,"about_ca_system_score_gemma":0.005483403,"threshold_uncertainty_score":0.9996017},"labels":[],"label_agreement":null},{"id":"W2776534354","doi":"10.7939/r3g15tc47","title":"Optimizing hospital and community based maternity care for immigrant and minority women in Alberta","year":2012,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Medicine; Maternity care; Nursing; Political science; Economic growth; Health care; Economics","score_opus":0.016235093489315417,"score_gpt":0.2758805487832627,"score_spread":0.2596454552939473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2776534354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910633,0.0002954608,0.0000061404503,0.0010508401,0.00011118256,0.00071395846,0.00003889424,0.000023539265,0.0066966936],"genre_scores_gemma":[0.9949121,0.00006792078,0.0022498195,0.00026979903,0.000029471246,0.0000033250217,0.00008365104,0.00001364833,0.0023702611],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99838054,0.0005529762,0.00020078148,0.00015203423,0.00007528715,0.0006383931],"domain_scores_gemma":[0.9975139,0.0017334796,0.00013925793,0.0002479919,0.000032090345,0.00033330443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027440084,0.00014544874,0.0003398388,0.00009851113,0.00080518425,0.000005973318,0.00019914925,0.00019566475,0.00017826926],"category_scores_gemma":[0.00006772501,0.00016265028,0.00003454172,0.00011210402,0.00013835961,0.00072629406,0.00032722353,0.0004443782,0.000006242662],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026262476,0.00011182017,0.80808574,0.0013561412,0.000010378626,8.0195304e-7,0.18905678,0.0000019898723,0.0000028168818,0.0003478207,0.0006125491,0.00015053582],"study_design_scores_gemma":[0.00419166,0.0004636562,0.58212686,0.00074791664,0.00003701569,8.098963e-7,0.34005418,0.000315294,0.00004647454,0.00019924877,0.07140015,0.00041671775],"about_ca_topic_score_codex":0.1083276,"about_ca_topic_score_gemma":0.014847966,"teacher_disagreement_score":0.22595887,"about_ca_system_score_codex":0.000110552275,"about_ca_system_score_gemma":0.00010813272,"threshold_uncertainty_score":0.8976101},"labels":[],"label_agreement":null},{"id":"W2778836915","doi":"10.18584/iipj.2017.8.4.9","title":"Indigenous Methodology in Understanding Indigenous Nurse Graduate Transition to Practice","year":2017,"lang":"en","type":"article","venue":"International Indigenous Policy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Thompson Rivers University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Thompson Rivers University","keywords":"Indigenous; Cultural safety; Health care; Nursing; Sociology; Political science; Medicine; Medical education; Law","score_opus":0.37120993416461157,"score_gpt":0.578544306136528,"score_spread":0.2073343719719164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2778836915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90144694,0.00030560084,0.01927272,0.036893595,0.007576417,0.002659568,0.00015863852,0.00014617997,0.031540364],"genre_scores_gemma":[0.9746893,0.00086086435,0.007686308,0.010959731,0.00406148,0.00012639156,0.000036621186,0.000103552666,0.0014757729],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99268293,0.0018611302,0.0016708403,0.000541078,0.001154638,0.002089375],"domain_scores_gemma":[0.9943089,0.0016237654,0.0017586602,0.00068259327,0.0008387081,0.0007873924],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005357805,0.00043420366,0.0006723917,0.0016589181,0.006225243,0.0002986748,0.0018224354,0.0005241575,0.00027778232],"category_scores_gemma":[0.004464818,0.00043709564,0.00017839245,0.00039249225,0.00016457461,0.0012060355,0.00018659516,0.002766865,0.00066122785],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002003971,0.00073448784,0.040364455,0.00012087677,0.00044619586,0.0019067654,0.9109388,0.0011826996,0.00030154272,0.016268007,0.0030679319,0.022664282],"study_design_scores_gemma":[0.013531125,0.0029820001,0.2098797,0.00453101,0.00030714314,0.00864801,0.28636292,0.00018259065,0.00031430362,0.25881648,0.21144238,0.0030023423],"about_ca_topic_score_codex":0.031464953,"about_ca_topic_score_gemma":0.007785573,"teacher_disagreement_score":0.62457585,"about_ca_system_score_codex":0.007962934,"about_ca_system_score_gemma":0.0033662638,"threshold_uncertainty_score":0.9998081},"labels":[],"label_agreement":null},{"id":"W2779969193","doi":"10.7939/r34b2x47n","title":"Transitioning of Internationally Educated Nurses (IENs) into the Alberta Health System","year":2010,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Medicine","score_opus":0.011486202355780656,"score_gpt":0.2990880117004162,"score_spread":0.28760180934463553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2779969193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8742902,0.00009078866,0.000026313535,0.024161674,0.0010695886,0.0005754385,0.0000117690315,0.000053867687,0.099720314],"genre_scores_gemma":[0.97202015,0.000045437762,0.0013877279,0.000726078,0.00010004863,0.0000010766855,0.00009878599,0.000019283847,0.025601432],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99844843,0.00035189473,0.00043058628,0.00021920899,0.00022091594,0.00032897288],"domain_scores_gemma":[0.9975443,0.0012927364,0.00048506842,0.0003768004,0.00011935553,0.00018175901],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020175453,0.00013297258,0.00031996885,0.00013110011,0.00071172114,0.000005178126,0.000593597,0.0001606947,0.0014556053],"category_scores_gemma":[0.000064142194,0.0001185598,0.00009484109,0.0003202442,0.00022533762,0.00044522,0.00013315413,0.0005151909,0.00010160896],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057075254,0.00029402386,0.11762861,0.0021907098,0.00017906485,0.000005674578,0.42388883,0.000046481367,0.00033456014,0.36815044,0.08408116,0.002629694],"study_design_scores_gemma":[0.0023042578,0.00033013115,0.057615306,0.0045463475,0.00008814963,0.000012955418,0.26263052,0.0012651951,0.000284967,0.0008926669,0.669586,0.00044351874],"about_ca_topic_score_codex":0.09573298,"about_ca_topic_score_gemma":0.035813224,"teacher_disagreement_score":0.58550483,"about_ca_system_score_codex":0.000071942726,"about_ca_system_score_gemma":0.00095669343,"threshold_uncertainty_score":0.9994572},"labels":[],"label_agreement":null},{"id":"W2780798649","doi":"10.1111/jonm.12573","title":"Factors in the drop in the migration of Spanish-trained nurses: 1999-2007","year":2017,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Unemployment; Nursing; Demographic economics; Nursing management; Business; Drop out; Medicine; Psychology; Economics; Economic growth","score_opus":0.12327648596796893,"score_gpt":0.4885298906081393,"score_spread":0.36525340464017036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2780798649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9507456,0.0002507698,0.00010706187,0.017206822,0.0019186311,0.00096102204,0.000002228826,0.0000052771634,0.028802598],"genre_scores_gemma":[0.9981974,0.00018614069,0.00025838413,0.00073366426,0.00024616855,0.000009425291,0.0000020454308,0.000009827412,0.00035699128],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99728876,0.00069072936,0.00092516077,0.00010878674,0.0005979231,0.00038860837],"domain_scores_gemma":[0.99783665,0.00029668253,0.0012296841,0.0004974548,0.000092592054,0.00004693791],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028252113,0.0001302008,0.00028730577,0.0001977234,0.0005390039,0.000041977797,0.00090916565,0.00008569027,0.0000452471],"category_scores_gemma":[0.0001561167,0.00007038391,0.00008397427,0.00018101362,0.00010241302,0.0002258708,0.000031529868,0.0005977501,0.0000067789383],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007137608,0.0022040717,0.45704004,0.0009515439,0.00011473694,0.00024869322,0.27495226,0.00038912607,0.00008527389,0.039723262,0.17753197,0.04604525],"study_design_scores_gemma":[0.0010195221,0.00020720203,0.8212646,0.00375075,0.000056949433,0.0000039499005,0.12114784,0.000106569336,0.0000061159917,0.003439305,0.048918765,0.00007837744],"about_ca_topic_score_codex":0.00042948456,"about_ca_topic_score_gemma":0.00060641055,"teacher_disagreement_score":0.3642246,"about_ca_system_score_codex":0.00035809845,"about_ca_system_score_gemma":0.0000601733,"threshold_uncertainty_score":0.41456363},"labels":[],"label_agreement":null},{"id":"W2785003319","doi":"10.2196/resprot.7551","title":"Integrated Decentralized Training for Health Professions Education at the University of KwaZulu-Natal, South Africa: Protocol for the I-DecT Project","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Staffing; Context (archaeology); Medical education; Medicine; Health care; Resource (disambiguation); Capacity building; Nursing; Political science; Geography; Computer science","score_opus":0.5844565181315196,"score_gpt":0.6704194636651919,"score_spread":0.08596294553367234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785003319","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021517761,0.000008581856,0.0010291032,0.00942052,0.000059235706,0.9871411,0.0002685753,0.0001271548,0.0017305989],"genre_scores_gemma":[0.0009959022,0.0000014220852,0.0024369974,0.00032786772,0.0003454852,0.9798162,0.00004944528,0.000061066276,0.015965637],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99196774,0.0037302254,0.00087517936,0.0006148015,0.0008319331,0.001980145],"domain_scores_gemma":[0.9917191,0.0035789849,0.0007562318,0.0010608559,0.0025750555,0.00030974238],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00823321,0.00028063447,0.00049574056,0.00021086184,0.008483253,0.000035276676,0.0012163818,0.00030469298,0.0004811187],"category_scores_gemma":[0.0016987462,0.00015976193,0.00017614204,0.0014177322,0.0009979515,0.00016982315,0.00048016667,0.001160768,0.00011459391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010516918,0.00052025187,0.00091410073,0.004497987,0.000042691103,3.0294703e-7,0.0989639,9.790118e-7,0.00013159036,0.003005872,0.86497027,0.016435139],"study_design_scores_gemma":[0.0041363663,0.0019256592,0.0004681295,0.0072477954,0.000004666481,7.1033844e-7,0.07679138,0.000274327,0.00011107728,0.00071587815,0.90818346,0.0001405315],"about_ca_topic_score_codex":0.00061278953,"about_ca_topic_score_gemma":0.0017545377,"teacher_disagreement_score":0.04321321,"about_ca_system_score_codex":0.0012005358,"about_ca_system_score_gemma":0.013090887,"threshold_uncertainty_score":0.99280757},"labels":[],"label_agreement":null},{"id":"W2787855309","doi":"","title":"Assessment struikelblok voor buitenlandse artsen","year":2017,"lang":"nl","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Political science","score_opus":0.05943746424234641,"score_gpt":0.42734213409543464,"score_spread":0.36790466985308823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787855309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8784965,0.005095652,0.00072651723,0.0063803615,0.0063294964,0.002814665,0.0065092375,0.0004170293,0.09323049],"genre_scores_gemma":[0.97011757,0.0085247895,0.003760114,0.0018590778,0.0037084552,0.00006313088,0.004255417,0.00014846183,0.0075629773],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9916201,0.0015822216,0.0015098149,0.001954496,0.00080909685,0.0025242239],"domain_scores_gemma":[0.98827195,0.001464596,0.0016291918,0.007225052,0.00013960918,0.001269606],"candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.003149672,0.0009056207,0.0012469547,0.00014596405,0.008945285,0.00079143455,0.0056308527,0.0005313563,0.00059726374],"category_scores_gemma":[0.00010710603,0.00080447673,0.00011165534,0.00018837841,0.0004826761,0.0013116547,0.007864781,0.0021337143,0.00053384755],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041796625,0.0003303192,0.89116895,0.006684706,0.00039769715,0.00019011114,0.012825506,0.00018747374,0.00006114017,0.0019997638,0.038612794,0.0471236],"study_design_scores_gemma":[0.0017842331,0.00021185874,0.640678,0.009791612,0.00033072123,0.000021498829,0.011196316,0.1609415,0.0000013252144,0.0011814616,0.17298232,0.0008791603],"about_ca_topic_score_codex":0.015369548,"about_ca_topic_score_gemma":0.027338304,"teacher_disagreement_score":0.25049093,"about_ca_system_score_codex":0.00014156979,"about_ca_system_score_gemma":0.00047547722,"threshold_uncertainty_score":0.9997492},"labels":[],"label_agreement":null},{"id":"W2788513123","doi":"10.3390/admsci8010002","title":"Workplace Integration: Key Considerations for Internationally Educated Nurses and Employers","year":2018,"lang":"en","type":"article","venue":"Administrative Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Focus group; Thematic analysis; Credibility; Context (archaeology); Qualitative research; Public relations; Sociology; Psychology; Political science; Social science","score_opus":0.17870738546303172,"score_gpt":0.5301725853504041,"score_spread":0.3514651998873724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788513123","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8407592,0.00025245745,0.0012385037,0.038685415,0.003631617,0.0021052624,0.000105420295,0.0001689843,0.11305313],"genre_scores_gemma":[0.97007287,0.000018781515,0.01816555,0.0025072407,0.00042786985,0.00022622259,0.000013469884,0.000007904742,0.00856011],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9983073,0.00023126762,0.00042333227,0.00039195266,0.0002372501,0.00040892637],"domain_scores_gemma":[0.99648017,0.002346764,0.00022694298,0.00012094623,0.00068351004,0.0001416843],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007357681,0.0001434144,0.00017588517,0.00009470264,0.0025035953,0.00007443255,0.00016315255,0.00009380986,0.00077824196],"category_scores_gemma":[0.0017991508,0.00011720227,0.000027213238,0.00031935808,0.0014234984,0.00033232156,0.00004006276,0.00016550728,0.00008298814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016128934,0.000122058045,0.0603798,0.000060456347,0.0000385252,0.0000021090082,0.042605355,0.0000020194034,0.0004627397,0.7142297,0.1795866,0.0023493313],"study_design_scores_gemma":[0.0028063827,0.0074781557,0.097457565,0.0027723946,0.00009673092,0.00005095803,0.31652555,0.0021043904,0.0046173725,0.26996076,0.29483753,0.0012921958],"about_ca_topic_score_codex":0.00010659973,"about_ca_topic_score_gemma":0.0034112206,"teacher_disagreement_score":0.44426897,"about_ca_system_score_codex":0.00007940868,"about_ca_system_score_gemma":0.001221191,"threshold_uncertainty_score":0.99879503},"labels":[],"label_agreement":null},{"id":"W2788813215","doi":"","title":"La rétention des médecins en milieu rural ou en région éloignée : synthèse d'une recension sélective des écrits (Australie, Canada, États-Unis)","year":2003,"lang":"fr","type":"article","venue":"EspaceINRS (National Institute for Scientific Research (Canada))","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.07700002183338034,"score_gpt":0.4099751723799096,"score_spread":0.33297515054652926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788813215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78153133,0.008020542,0.0015071541,0.15551414,0.02517307,0.0076539097,0.0057329773,0.00012715727,0.014739712],"genre_scores_gemma":[0.8590058,0.0012644109,0.007102256,0.00043858503,0.00062489155,0.00051149144,0.001469671,0.000118557095,0.12946433],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.980724,0.006399884,0.0015385911,0.001557793,0.006100492,0.0036792462],"domain_scores_gemma":[0.98277915,0.005996461,0.00046305076,0.00084059656,0.008073712,0.001847026],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.014691585,0.0007341445,0.0007601537,0.0007871067,0.0128442,0.00039204885,0.0010789451,0.0008275487,0.0006160564],"category_scores_gemma":[0.016989049,0.00077365077,0.00019398199,0.004361698,0.0036987409,0.0014677957,0.00033418828,0.0026374601,0.000065229506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005317379,0.00051734777,0.0033847548,0.0028541896,0.00020868043,0.00021556499,0.0036733488,0.0079455385,0.00085563277,0.25380632,0.71282023,0.013186654],"study_design_scores_gemma":[0.0015551439,0.00019986831,0.018423874,0.0038456514,0.000056149805,0.00006665131,0.012388001,0.0014440415,0.0013254667,0.0156053305,0.9443709,0.0007188666],"about_ca_topic_score_codex":0.9936628,"about_ca_topic_score_gemma":0.9999722,"teacher_disagreement_score":0.23820099,"about_ca_system_score_codex":0.026260564,"about_ca_system_score_gemma":0.080894835,"threshold_uncertainty_score":0.9996635},"labels":[],"label_agreement":null},{"id":"W2788842257","doi":"","title":"Selection for family medicine residency training in Canada: How consistently are the same students ranked by different programs?","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services; University of Alberta; University of Calgary","funders":"","keywords":"Ranking (information retrieval); Consistency (knowledge bases); United States Medical Licensing Examination; Matching (statistics); Rank (graph theory); Intraclass correlation; Descriptive statistics; Medicine; Medical education; Family medicine; Medical school; Computer science; Statistics; Information retrieval; Mathematics; Artificial intelligence","score_opus":0.12940288970147404,"score_gpt":0.38996491340333644,"score_spread":0.26056202370186243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788842257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9565726,0.0006446263,0.000023157243,0.031416662,0.0017683798,0.008422202,0.000028494544,0.000082470884,0.0010414066],"genre_scores_gemma":[0.9814849,0.000066858476,0.000027966795,0.004152752,0.0006224347,0.011110958,0.0000346953,0.000032113658,0.0024673417],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963756,0.0006005216,0.0006413804,0.00038017993,0.00064600905,0.0013562633],"domain_scores_gemma":[0.9980132,0.0007285408,0.00040711928,0.00026330375,0.00029972583,0.0002881416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012991127,0.00022686369,0.00048625108,0.000068335445,0.0007840462,0.000017838147,0.00037356405,0.00014176869,0.000020906127],"category_scores_gemma":[0.00074446807,0.00014605257,0.000037130863,0.00037590635,0.00014122632,0.00007026701,0.00007017196,0.00046134795,0.0000031500902],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027991264,0.00004464159,0.8608158,0.000208377,0.000053789823,0.0000018114505,0.004821676,2.0821874e-7,0.0000088034,0.00020144794,0.10056599,0.03299754],"study_design_scores_gemma":[0.0024516152,0.00011759586,0.9043836,0.0004891083,0.000040357096,9.950412e-7,0.059238475,0.00004510058,0.0000075927296,0.0004292684,0.032639455,0.00015680838],"about_ca_topic_score_codex":0.54262275,"about_ca_topic_score_gemma":0.97544336,"teacher_disagreement_score":0.4328206,"about_ca_system_score_codex":0.0018518426,"about_ca_system_score_gemma":0.0008638061,"threshold_uncertainty_score":0.6030328},"labels":[],"label_agreement":null},{"id":"W2788956296","doi":"10.5430/jnep.v8n7p60","title":"Developing a measure for health professionals’ attitudes toward veterans","year":2018,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Delphi method; Scale (ratio); Confirmatory factor analysis; Health care; Workforce; Nursing; Exploratory factor analysis; Psychology; Veterans Affairs; Delphi; Test (biology); Quality (philosophy); Medicine; Population; Medical education; Psychometrics; Structural equation modeling; Clinical psychology; Political science; Environmental health","score_opus":0.34813261213670893,"score_gpt":0.6325198708206777,"score_spread":0.2843872586839688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788956296","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07656966,0.010119461,0.022481896,0.85728484,0.017821752,0.0016956369,0.000007857228,0.0000533903,0.013965477],"genre_scores_gemma":[0.778503,0.0005978286,0.17019473,0.04498842,0.0041440167,0.00004115968,0.0000065497793,0.000033867516,0.0014904065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975044,0.0009861686,0.00074293197,0.00013678483,0.00028763045,0.00034204786],"domain_scores_gemma":[0.9942391,0.0019090187,0.0012901307,0.00010819711,0.0022075784,0.00024596846],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0034996488,0.00010985436,0.00026291618,0.00013298087,0.0015616688,0.000022365468,0.00011299542,0.000116261144,0.000049290138],"category_scores_gemma":[0.003360767,0.00009038726,0.000039685772,0.00018995476,0.00006396524,0.0005879154,0.000016456468,0.00044094172,0.000012737841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023505862,0.0013285419,0.0031135748,0.0011739343,0.00008111361,9.4328306e-7,0.19537145,5.3966505e-7,0.0000757468,0.012875476,0.44103763,0.34259048],"study_design_scores_gemma":[0.0009086582,0.0007640601,0.013909138,0.013574257,0.00006459175,0.0003665957,0.07352238,0.000009821358,0.000015264137,0.0023412108,0.894377,0.00014701438],"about_ca_topic_score_codex":0.000047801186,"about_ca_topic_score_gemma":0.000019509675,"teacher_disagreement_score":0.81229645,"about_ca_system_score_codex":0.00065245444,"about_ca_system_score_gemma":0.0053551295,"threshold_uncertainty_score":0.99973816},"labels":[],"label_agreement":null},{"id":"W2789377018","doi":"10.1503/cmaj.109-5570","title":"Quebec medical residents threaten strike over hours and pay","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Medicine; Family medicine; Political science; Law","score_opus":0.018750883476704585,"score_gpt":0.38235424170983173,"score_spread":0.36360335823312717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789377018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8215076,0.00048335726,0.000035601068,0.15786976,0.004777798,0.0003636362,0.000045323,0.00006655343,0.014850383],"genre_scores_gemma":[0.89363265,0.0009448873,0.00010043788,0.076579206,0.012610149,0.000018445848,0.000019531995,0.000046496825,0.01604818],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.993953,0.0009626005,0.0008579377,0.00024198182,0.0026941446,0.0012903712],"domain_scores_gemma":[0.992485,0.0006771066,0.0004053502,0.00015505441,0.00066044176,0.0056170854],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0046778014,0.00016917876,0.00033976886,0.00018476008,0.0015788428,0.00005288824,0.0003610975,0.0012531742,0.040496286],"category_scores_gemma":[0.006816467,0.00012616937,0.00005670468,0.00029312223,0.00015837558,0.00018553092,0.00006828491,0.0026141412,0.0010026377],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010856892,0.000007164865,0.52517873,0.000010835326,0.00003127743,0.0001559471,0.00076188677,2.7079198e-8,1.7563056e-7,0.00053148466,0.45667964,0.016631978],"study_design_scores_gemma":[0.0010895303,0.00005471237,0.60424066,0.00064142834,0.000014967017,0.000051874245,0.0011967425,0.000052953324,5.054163e-7,0.00048553039,0.39204642,0.00012468232],"about_ca_topic_score_codex":0.2930555,"about_ca_topic_score_gemma":0.9033531,"teacher_disagreement_score":0.6102976,"about_ca_system_score_codex":0.002752016,"about_ca_system_score_gemma":0.013182104,"threshold_uncertainty_score":0.9997752},"labels":[],"label_agreement":null},{"id":"W2789473529","doi":"10.1177/0022146518765174","title":"Dual Autonomies, Divergent Approaches: How Stratification in Medical Education Shapes Approaches to Patient Care","year":2018,"lang":"en","type":"article","venue":"Journal of Health and Social Behavior","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Directorate for Social, Behavioral and Economic Sciences; Temple University","keywords":"Staffing; Autonomy; Economic shortage; Stratification (seeds); Medical school; Medical education; Community hospital; Hospital medicine; Medicine; Psychology; Family medicine; Nursing; Political science; Government (linguistics)","score_opus":0.21469604745382784,"score_gpt":0.4312634466803267,"score_spread":0.21656739922649884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789473529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96723175,0.0016661097,0.000044424352,0.028320914,0.0011001745,0.001259772,0.000015027958,0.000016011252,0.00034582894],"genre_scores_gemma":[0.99477446,0.00010963644,0.0012194422,0.0025682854,0.0010345856,0.00015773503,0.00003109406,0.000016506385,0.000088253415],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99673605,0.000749793,0.0011588207,0.00022819178,0.0005777237,0.00054944586],"domain_scores_gemma":[0.99805886,0.00007256607,0.00080193457,0.00009586049,0.0002832,0.0006875734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011722749,0.00016096426,0.00045835238,0.000192324,0.00097650714,0.000022735314,0.00014711007,0.0002953044,0.00011726775],"category_scores_gemma":[0.00017911334,0.00013993634,0.000057314362,0.0002179279,0.00010020743,0.00016598894,0.00006979061,0.00063943176,0.000010249395],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017353875,0.0004980717,0.15417999,0.0005022335,0.000008063691,0.0000041746525,0.17740183,5.9774266e-7,0.000002640448,0.0033257685,0.007660334,0.6562428],"study_design_scores_gemma":[0.0014870939,0.0032440748,0.34349248,0.001046226,0.00004812932,0.000020185083,0.58955795,0.00006284544,0.000007557274,0.00024569413,0.060438596,0.0003491568],"about_ca_topic_score_codex":0.00040858288,"about_ca_topic_score_gemma":0.0011880368,"teacher_disagreement_score":0.6558936,"about_ca_system_score_codex":0.0009974445,"about_ca_system_score_gemma":0.0058697085,"threshold_uncertainty_score":0.9997661},"labels":[],"label_agreement":null},{"id":"W2789550771","doi":"10.18192/riss-ijhs.v7i1.1942","title":"Reducing Interprofessional Conflicts in Order to Facilitate Better Rural Care: A Report From a 2016 Rural Surgical Network Invitational Meeting","year":2018,"lang":"en","type":"article","venue":"Revue interdisciplinaire des sciences de la santé - Interdisciplinary Journal of Health Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Doctors of BC","keywords":"Medicine; Order (exchange); Nursing; Medical education; Health care; Political science","score_opus":0.07161592579825363,"score_gpt":0.4867447237109884,"score_spread":0.4151287979127348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789550771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9631091,0.0040482157,0.0018415033,0.014814472,0.0048377384,0.0008861204,0.000040099538,0.00006632067,0.010356463],"genre_scores_gemma":[0.9634735,0.00012600397,0.0321857,0.0012562539,0.0025725425,0.00007065529,0.000014975949,0.000036627483,0.00026374846],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98643637,0.004231555,0.00443265,0.00095747295,0.0014382855,0.0025036908],"domain_scores_gemma":[0.9904915,0.0040658526,0.002574578,0.0004477735,0.0014979041,0.0009223677],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.019151904,0.00058492937,0.0013846294,0.0009756289,0.0071035535,0.0002035983,0.0020425469,0.00035657044,0.00043442752],"category_scores_gemma":[0.0013890595,0.00044310535,0.00027121408,0.0038040173,0.0057211905,0.0013366463,0.0028122386,0.0017005594,0.000108083834],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016793363,0.00024481092,0.518788,0.00063938776,0.00006694359,0.0009338094,0.40145597,0.0058303946,0.00015209081,0.000296938,0.02680134,0.04311098],"study_design_scores_gemma":[0.0033828958,0.008450548,0.3276562,0.12882417,0.00006374048,0.00458854,0.43670094,0.009576477,0.000044842964,0.07407414,0.0049976474,0.0016398423],"about_ca_topic_score_codex":0.0018317848,"about_ca_topic_score_gemma":0.0034949589,"teacher_disagreement_score":0.1911318,"about_ca_system_score_codex":0.0023662793,"about_ca_system_score_gemma":0.0052377977,"threshold_uncertainty_score":0.99980205},"labels":[],"label_agreement":null},{"id":"W2789824280","doi":"10.22605/rrh4427","title":"From pipelines to pathways: the Memorial experience in educating doctors for rural generalist practice","year":2018,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; Memorial University of Newfoundland","funders":"","keywords":"Vocational education; Context (archaeology); Medical education; Rurality; Mandate; Workforce; Medicine; Career Pathways; Rural area; Psychology; Political science; Pedagogy","score_opus":0.08763776905260157,"score_gpt":0.4797813983010072,"score_spread":0.3921436292484056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789824280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89108366,0.0009792678,0.00025922546,0.09677085,0.006466566,0.0031508433,0.000056617322,0.00006769164,0.0011652611],"genre_scores_gemma":[0.8938788,0.00084603304,0.030370863,0.05943359,0.013558905,0.00017237048,0.00007179183,0.000051599647,0.0016160043],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99669445,0.00075677264,0.00093065895,0.00036093523,0.00023517481,0.0010219974],"domain_scores_gemma":[0.9971287,0.0013398428,0.0004140335,0.00039431924,0.00027340234,0.00044968398],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014992043,0.00022106688,0.00041451148,0.000055849396,0.0020294131,0.000054024502,0.00042195703,0.00015016213,0.000070592774],"category_scores_gemma":[0.0012135947,0.00014116873,0.000036256275,0.0003577138,0.00014442609,0.00024872104,0.00029061135,0.00040884595,0.000057750007],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023202237,0.00017752814,0.0053858114,0.0005686915,0.000023181876,0.0000037673155,0.43424562,0.000009717375,0.00059916143,0.005400545,0.14267191,0.40859383],"study_design_scores_gemma":[0.0018981381,0.0007487028,0.00838167,0.0023947724,0.000013075472,0.000010653027,0.32331893,0.0013678668,0.000052549305,0.004908121,0.65649825,0.00040725956],"about_ca_topic_score_codex":0.13755561,"about_ca_topic_score_gemma":0.009630182,"teacher_disagreement_score":0.5138264,"about_ca_system_score_codex":0.0003243385,"about_ca_system_score_gemma":0.0007811725,"threshold_uncertainty_score":0.9992698},"labels":[],"label_agreement":null},{"id":"W2790027524","doi":"10.1503/cmaj.109-5581","title":"Most Quebec medical residents show signs of burnout","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Burnout; Medicine; Family medicine; Clinical psychology","score_opus":0.021598936402167906,"score_gpt":0.3829271780185981,"score_spread":0.3613282416164302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790027524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59671104,0.00083467667,0.00032987705,0.2603458,0.012247626,0.00087782077,0.00013685763,0.000113789785,0.12840255],"genre_scores_gemma":[0.91647285,0.0003235802,0.00016418252,0.05731775,0.010520104,0.000016675547,0.000025629612,0.00004257914,0.01511664],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921897,0.0012157402,0.0013904371,0.00021132735,0.0036975113,0.0012952969],"domain_scores_gemma":[0.99116796,0.0009419362,0.00075209496,0.0002062883,0.0019985614,0.004933141],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0059729973,0.00016581547,0.000444087,0.00024137541,0.001207484,0.000022710992,0.00062877877,0.001357091,0.06856199],"category_scores_gemma":[0.017375559,0.00014741553,0.00008087763,0.00058521837,0.00018730965,0.00015364803,0.00006465486,0.0024269095,0.001567773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018025285,0.00002247555,0.24615861,0.000037208123,0.000051949348,0.00016100841,0.0015970824,2.401821e-7,0.000004096243,0.001254889,0.7392593,0.01143509],"study_design_scores_gemma":[0.0016518078,0.00019061302,0.0840833,0.0018928705,0.000027451299,0.00006404242,0.0039417353,0.00018425996,0.000010441208,0.000794111,0.9069336,0.00022575795],"about_ca_topic_score_codex":0.2764843,"about_ca_topic_score_gemma":0.89108914,"teacher_disagreement_score":0.61460483,"about_ca_system_score_codex":0.0031653882,"about_ca_system_score_gemma":0.030066755,"threshold_uncertainty_score":0.9999394},"labels":[],"label_agreement":null},{"id":"W2790338191","doi":"10.1038/d41586-018-02831-3","title":"Academics should build rapport with government’s policy analysts","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Government of Canada","funders":"","keywords":"Government (linguistics); Business; Public relations; Computer science; Public administration; Political science; Linguistics; Philosophy","score_opus":0.05419258756891235,"score_gpt":0.45517643273809927,"score_spread":0.40098384516918695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790338191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5387014,0.0017077825,0.00014634889,0.06294223,0.0023552438,0.0019157133,0.00018543114,0.0005893234,0.3914565],"genre_scores_gemma":[0.91800725,0.00012787638,0.0012352896,0.05016237,0.0036902633,0.000046194215,0.000023402943,0.000049612227,0.026657723],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971015,0.00019550034,0.00042422093,0.00040875658,0.0009095384,0.0009605195],"domain_scores_gemma":[0.99838495,0.00015876257,0.00028979307,0.0005400982,0.0002610392,0.00036535444],"candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00057652825,0.0002438186,0.00033157787,0.00007567591,0.00070197345,0.000008077638,0.00040898807,0.003362024,0.0005999605],"category_scores_gemma":[0.00028397373,0.00017746445,0.00005264165,0.00087377033,0.00014584757,0.00013211809,0.00015505568,0.0069772596,0.00045453888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034524468,0.0000406895,0.26345477,0.00016002766,0.00006317562,0.000016261327,0.0016007505,0.0000022216104,0.000082838225,0.015823757,0.7158813,0.0025289957],"study_design_scores_gemma":[0.0006755855,0.00017682055,0.024643904,0.00035955827,0.00003590224,0.0000048037414,0.001453496,0.00005110207,0.00013220572,0.00058414764,0.9716626,0.00021986461],"about_ca_topic_score_codex":0.00029283552,"about_ca_topic_score_gemma":0.0005747211,"teacher_disagreement_score":0.37930584,"about_ca_system_score_codex":0.0006369502,"about_ca_system_score_gemma":0.00074604875,"threshold_uncertainty_score":0.99793184},"labels":[],"label_agreement":null},{"id":"W2790479916","doi":"10.22605/rrh4426","title":"Does rural generalist focused medical school and family medicine training make a difference? Memorial University of Newfoundland outcomes","year":2018,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; Memorial University of Newfoundland","funders":"","keywords":"Generalist and specialist species; Training (meteorology); Medical education; Medical school; Medicine; Family medicine; Gerontology; Geography","score_opus":0.05092446872718406,"score_gpt":0.3793785481293825,"score_spread":0.32845407940219845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790479916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9461883,0.00088430237,0.00020858644,0.0483445,0.002220318,0.0006918663,0.000034117053,0.0000958806,0.0013321686],"genre_scores_gemma":[0.97987366,0.0052051493,0.001409629,0.006943936,0.0021866497,8.23868e-7,0.000032395594,0.000023700833,0.00432403],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99699473,0.0006166466,0.00070881663,0.0003050288,0.0005514587,0.00082330575],"domain_scores_gemma":[0.99741936,0.00040497628,0.00037849887,0.00025521358,0.00016017923,0.0013817624],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010496527,0.00025554036,0.00089485076,0.00010263829,0.0013112954,0.0000070785486,0.0002063122,0.0003231658,0.00053378707],"category_scores_gemma":[0.0003514332,0.00014286856,0.000046586454,0.0001962291,0.0009540541,0.00006772239,0.00018045955,0.00058433285,0.000013934712],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014170742,0.00007048119,0.428104,0.0016789802,0.00012692258,0.000035427514,0.03959067,2.4661614e-7,0.00017751529,0.004181268,0.010012451,0.5146049],"study_design_scores_gemma":[0.009136046,0.0013639102,0.8960718,0.004734148,0.000058182624,0.000019878631,0.040978473,0.0011958784,9.921711e-7,0.004415176,0.04161503,0.0004105015],"about_ca_topic_score_codex":0.076200105,"about_ca_topic_score_gemma":0.034579583,"teacher_disagreement_score":0.5141944,"about_ca_system_score_codex":0.00018529447,"about_ca_system_score_gemma":0.0010371672,"threshold_uncertainty_score":0.99998885},"labels":[],"label_agreement":null},{"id":"W2790504517","doi":"10.1136/bmj.331.7524.sgp196-c","title":"What is the procedure for overseas doctors wanting to work in Canada?","year":2005,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Advice (programming); Work (physics); Point (geometry); Selection (genetic algorithm); Psychology; Public relations; Political science; Computer science; Engineering; Mathematics; Artificial intelligence","score_opus":0.05166623384585081,"score_gpt":0.44391804281246755,"score_spread":0.3922518089666167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790504517","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69778144,0.000790962,0.000008265722,0.28705204,0.0020030206,0.0054584853,0.000019321848,0.000050254203,0.0068362486],"genre_scores_gemma":[0.92405736,0.000055043936,0.0011122862,0.062314156,0.0011965126,0.00077612995,0.000005413117,0.00002838621,0.010454724],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980429,0.00011812668,0.00051588827,0.00023123833,0.00026209137,0.0008297514],"domain_scores_gemma":[0.998712,0.00056304125,0.00014238933,0.00029884436,0.0000957459,0.00018794625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069621985,0.00012489157,0.00019070398,0.000036530644,0.00048323913,0.000016779286,0.00022409482,0.00009384534,0.0003136701],"category_scores_gemma":[0.00035648714,0.00008962325,0.00003230245,0.00039665124,0.0000105895715,0.00014774592,0.0000814014,0.0003107349,0.00012813412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010754438,0.000008803662,0.118731104,0.00016106475,0.000004873693,0.0000018233851,0.007765936,0.00017363914,0.0000012102153,0.0005936798,0.86523324,0.0072170743],"study_design_scores_gemma":[0.00032539843,0.000013290273,0.041646466,0.0014655463,0.000004709127,4.5235603e-7,0.027153814,0.00013991067,0.000013152775,0.000064414104,0.9290548,0.000118077594],"about_ca_topic_score_codex":0.38964215,"about_ca_topic_score_gemma":0.9503674,"teacher_disagreement_score":0.5607253,"about_ca_system_score_codex":0.0011116425,"about_ca_system_score_gemma":0.0022617856,"threshold_uncertainty_score":0.61442226},"labels":[],"label_agreement":null},{"id":"W2790846241","doi":"10.1503/cmaj.68737","title":"Unmatched Canadian medical graduates","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; NOSM University; Canadian Medical Association","funders":"","keywords":"Medical education; Medical practice; Medical school; Family medicine; Medicine; Data science; Computer science","score_opus":0.027154891984372414,"score_gpt":0.3698298158843412,"score_spread":0.3426749238999688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790846241","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013230247,0.0004837536,0.000004940505,0.92832094,0.014809122,0.00062221946,0.0003639567,0.0000963372,0.053975694],"genre_scores_gemma":[0.0009634643,0.0006287954,0.0000735856,0.88510925,0.0866459,0.00006136485,0.00043434004,0.00013865119,0.025944673],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9813054,0.0030610794,0.0023382253,0.0006255776,0.0078307595,0.004838964],"domain_scores_gemma":[0.97572,0.0018427501,0.0012801244,0.0004951767,0.0026077293,0.018054202],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.009126,0.0006379213,0.0011905913,0.0009975319,0.0034324934,0.00012617238,0.001802307,0.014500396,0.24455874],"category_scores_gemma":[0.019569963,0.00059338147,0.0003171121,0.0007423565,0.00022339415,0.00017354653,0.00008768824,0.028479422,0.020890059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000030941208,0.000005273399,0.011947285,0.00010798638,0.00014957038,0.0059236838,0.0006292706,6.637943e-8,1.557268e-8,0.00006529388,0.9778991,0.0032693716],"study_design_scores_gemma":[0.0007990582,0.00007333124,0.0009669797,0.0021802306,0.000058776488,0.00029435547,0.0007576225,0.000052305848,1.0220552e-7,0.0006018134,0.99369353,0.0005218974],"about_ca_topic_score_codex":0.76954955,"about_ca_topic_score_gemma":0.9850232,"teacher_disagreement_score":0.22366868,"about_ca_system_score_codex":0.018290412,"about_ca_system_score_gemma":0.14740226,"threshold_uncertainty_score":0.99965173},"labels":[],"label_agreement":null},{"id":"W2791184253","doi":"10.1503/cmaj.109-5559","title":"More supports for unmatched medical students coming soon","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Computer science; Medicine; Data science","score_opus":0.024907076518299927,"score_gpt":0.44276060088507985,"score_spread":0.4178535243667799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791184253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75379705,0.00017601854,0.0006034458,0.22452135,0.010943605,0.0012432828,0.000093621224,0.00010803519,0.008513582],"genre_scores_gemma":[0.822634,0.00014905898,0.0005922841,0.15272462,0.016664919,0.000101638296,0.0000647747,0.00006779505,0.0070009367],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99224585,0.0006112878,0.0011825123,0.0002468791,0.004097107,0.001616339],"domain_scores_gemma":[0.9915861,0.001063494,0.0005734799,0.0001694571,0.001276861,0.005330596],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00958807,0.00018101525,0.0004218701,0.00017714266,0.0021431253,0.000055739903,0.00079967896,0.0012779038,0.027665578],"category_scores_gemma":[0.0103352005,0.00016368073,0.00011278545,0.00027324836,0.00010544439,0.00013282908,0.00008071934,0.001960633,0.00086063246],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020553434,0.000024519952,0.3363491,0.00003638062,0.000055343222,0.00011792306,0.0023140083,1.1631995e-7,5.0353555e-7,0.00026773603,0.65182406,0.008989785],"study_design_scores_gemma":[0.0022868286,0.00015950965,0.03423381,0.00081449334,0.000027787137,0.00006575404,0.0056926063,0.00035225094,0.0000021753963,0.00058869424,0.955583,0.00019314169],"about_ca_topic_score_codex":0.006277335,"about_ca_topic_score_gemma":0.13249265,"teacher_disagreement_score":0.30375892,"about_ca_system_score_codex":0.003129982,"about_ca_system_score_gemma":0.011313575,"threshold_uncertainty_score":0.9999173},"labels":[],"label_agreement":null},{"id":"W2791331021","doi":"10.1002/emt.30382","title":"Review fall international student enrollment trends","year":2018,"lang":"en","type":"article","venue":"Enrollment Management Report","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Political science; Kingdom; Demographic economics; Law; Economics","score_opus":0.045131643747413505,"score_gpt":0.49033092034417064,"score_spread":0.4451992765967571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791331021","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011350989,0.003911336,0.00030609232,0.012867674,0.0071738856,0.0027088232,0.000010127243,0.00046290748,0.96120816],"genre_scores_gemma":[0.26871568,0.028210321,0.0034797033,0.050750572,0.0032179684,0.0026569772,0.0005326263,0.00012546651,0.6423107],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945853,0.00030911158,0.0019432073,0.0009003009,0.0012109982,0.0010511137],"domain_scores_gemma":[0.9970643,0.00006601106,0.0009084731,0.0012843349,0.00034854765,0.00032834843],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024776782,0.00041012466,0.000575317,0.0003083641,0.0007174125,0.000029632749,0.00078741787,0.00013015665,0.011044256],"category_scores_gemma":[0.0000595454,0.0003580785,0.00019345946,0.0005844413,0.0000920334,0.00019052326,0.0009807267,0.00039486605,0.0032081518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071537506,0.0003962497,0.08819638,0.0011905715,0.00043691054,0.00062334555,0.0006604192,0.0000036944023,0.0000037090495,0.0050432286,0.87351185,0.029862123],"study_design_scores_gemma":[0.0010592432,0.00016076154,0.033134382,0.0034223897,0.00012924497,0.000024366596,0.000778487,0.000015392989,0.0000037620173,0.00017487878,0.96079546,0.00030162602],"about_ca_topic_score_codex":0.00019227032,"about_ca_topic_score_gemma":0.00014054132,"teacher_disagreement_score":0.3188975,"about_ca_system_score_codex":0.0010366411,"about_ca_system_score_gemma":0.000079961384,"threshold_uncertainty_score":0.9998871},"labels":[],"label_agreement":null},{"id":"W2791383299","doi":"10.4300/jgme-d-17-00580.1","title":"International Medical Graduates in the US Physician Workforce and Graduate Medical Education: Current and Historical Trends","year":2018,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":115,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Workforce; Graduate medical education; Family medicine; Representation (politics); Quarter (Canadian coin); Medicine; Physician assistants; Medical education; Psychology; Health care; Nurse practitioners; Accreditation; Political science","score_opus":0.09912633972048959,"score_gpt":0.4771917506874323,"score_spread":0.3780654109669427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791383299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6219313,0.0045621865,0.000095166004,0.3520386,0.014605104,0.00030902337,0.0000021039548,0.000027122436,0.006429407],"genre_scores_gemma":[0.9552766,0.010311212,0.0003432323,0.02154288,0.011526137,0.00008559641,0.000036661106,0.00003513259,0.00084251456],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920226,0.0012127344,0.0017784353,0.00037206357,0.0039968663,0.0006173281],"domain_scores_gemma":[0.9956234,0.000867921,0.0008733825,0.00028126917,0.0008976717,0.001456342],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005281353,0.00029665336,0.00056825916,0.00047740844,0.00050584733,0.00004198501,0.00086123287,0.00039443048,0.0009104314],"category_scores_gemma":[0.007451813,0.00019838018,0.000103915394,0.00079221645,0.0005738642,0.00031928238,0.00017312799,0.0027010585,0.000035270594],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107746135,0.00091010885,0.022414716,0.000095633186,0.000021289805,0.000014525006,0.006110241,8.614347e-8,4.1050916e-7,0.0033018866,0.25561622,0.7114071],"study_design_scores_gemma":[0.0020294143,0.00047203669,0.09720623,0.0056292624,0.00008456983,0.00041780403,0.0066887946,0.0011409485,0.0000016770567,0.008707145,0.8772843,0.00033785775],"about_ca_topic_score_codex":0.00056778087,"about_ca_topic_score_gemma":0.00042449028,"teacher_disagreement_score":0.7110693,"about_ca_system_score_codex":0.000806015,"about_ca_system_score_gemma":0.0072011673,"threshold_uncertainty_score":0.99959975},"labels":[],"label_agreement":null},{"id":"W2791498323","doi":"10.1111/1475-6773.12847","title":"Development of Enriched Core Competencies for Health Services and Policy Research","year":2018,"lang":"en","type":"review","venue":"Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; St. Michael's Hospital; University of Toronto; Newfoundland and Labrador Centre for Applied Health Research; McGill University Health Centre; Canadian Institutes of Health Research; Institute of Health Services and Policy Research; Memorial University of Newfoundland","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research; Mitacs; H2020 Marie Skłodowska-Curie Actions; University of Toronto; European Commission","keywords":"Stakeholder; Medical education; Variety (cybernetics); Core competency; Medicine; Preparedness; Career development; Health services research; Knowledge management; Nursing; Public health; Public relations; Political science; Management; Computer science","score_opus":0.4738108870895233,"score_gpt":0.6644932240453594,"score_spread":0.19068233695583608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791498323","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005240659,0.9764264,0.000010151344,0.002193423,0.0004600294,0.018507395,0.0005215157,0.00016661287,0.0011903554],"genre_scores_gemma":[0.000084098094,0.97784173,0.010453886,0.002154571,0.0019694795,0.004141156,0.0010929549,0.00026949603,0.0019926257],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9730664,0.008930121,0.0055503026,0.0019599753,0.0036351534,0.0068580816],"domain_scores_gemma":[0.9784545,0.008742725,0.003321316,0.0019397901,0.0051103556,0.0024313293],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.038781807,0.00096656685,0.005132812,0.0033972585,0.009219952,0.00008790848,0.002598134,0.0014188703,0.00017145505],"category_scores_gemma":[0.00025626417,0.0008012363,0.00027053393,0.0054221866,0.0008289462,0.00022609497,0.0028917792,0.004384438,0.00063437916],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00012816397,0.00013201524,0.00009742428,0.65718985,0.000089478526,0.0000014346004,0.040845502,6.47025e-8,3.0522378e-7,0.0035518205,0.0043450766,0.2936189],"study_design_scores_gemma":[0.0006309952,0.0008087805,0.00019779529,0.14183019,0.000015540989,0.000005180077,0.027460115,0.000049311697,1.9056212e-7,0.0007759833,0.8278783,0.00034762116],"about_ca_topic_score_codex":0.02678628,"about_ca_topic_score_gemma":0.037122615,"teacher_disagreement_score":0.82353324,"about_ca_system_score_codex":0.0048477515,"about_ca_system_score_gemma":0.044698145,"threshold_uncertainty_score":0.9998775},"labels":[],"label_agreement":null},{"id":"W2791545329","doi":"","title":"Offering pre-admission pathway programs for aboriginal youth: What benefits is the Faculty of Medicine really reaping?","year":2017,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical education; Public relations; Business; Medicine; Political science","score_opus":0.04989029222148715,"score_gpt":0.37537267821202014,"score_spread":0.325482385990533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791545329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9856418,0.0006229486,0.0021422587,0.008363874,0.0014571488,0.0008412272,0.000115628434,0.000016344638,0.0007987689],"genre_scores_gemma":[0.9936416,0.0032179672,0.0005390602,0.000099763136,0.00088998605,5.2077337e-7,0.000055026845,0.000018101196,0.001537934],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968311,0.00054462283,0.0010473953,0.00022696104,0.0008544917,0.00049538387],"domain_scores_gemma":[0.992352,0.00067311595,0.0043619093,0.00092709216,0.0014497353,0.00023613567],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035759443,0.0002546412,0.0010977786,0.0002363528,0.0022973414,0.00003192795,0.001824403,0.00022731462,0.0001499356],"category_scores_gemma":[0.00031823778,0.00015015405,0.00051295216,0.00043425107,0.00056660065,0.0005088136,0.0002198381,0.0006115269,0.0000026542514],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.06047627,0.0011011369,0.363876,0.0028185954,0.016590826,0.000079384234,0.36097923,0.012666217,0.0028107485,0.0075783324,0.011769603,0.15925366],"study_design_scores_gemma":[0.037095375,0.0066279797,0.38207352,0.019824727,0.038123585,0.00006107517,0.35660392,0.025856549,0.00010464978,0.006344332,0.12576213,0.0015221492],"about_ca_topic_score_codex":0.019055432,"about_ca_topic_score_gemma":0.01671362,"teacher_disagreement_score":0.15773152,"about_ca_system_score_codex":0.00034623232,"about_ca_system_score_gemma":0.00051169423,"threshold_uncertainty_score":0.9990015},"labels":[],"label_agreement":null},{"id":"W2791791058","doi":"10.1093/jcag/gwy009.206","title":"A206 STATE OF THE NATION: ADULT GASTROENTEROLOGY TRAINING IN CANADA","year":2018,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; McMaster University","funders":"","keywords":"Medicine; Certification; Graduate medical education; Family medicine; Medical education; Accreditation","score_opus":0.02136911517510006,"score_gpt":0.30941407220708544,"score_spread":0.2880449570319854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791791058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9571935,0.0000081773815,0.000008002454,0.038590506,0.0032964202,0.00027414208,0.00008547134,0.0000016744564,0.00054213376],"genre_scores_gemma":[0.9906274,0.000011076528,0.00007579131,0.008653357,0.00023985152,0.000004531546,0.0000013442469,0.000012025448,0.00037458926],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953584,0.0018384462,0.0014175265,0.00010994113,0.00048221232,0.0007934441],"domain_scores_gemma":[0.99464476,0.00025802318,0.0032963648,0.00023029058,0.0013526604,0.00021787395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016911015,0.00012340087,0.0005065909,0.00019837904,0.0002866846,0.000002836318,0.00063069083,0.00012487012,0.000120539975],"category_scores_gemma":[0.0011467439,0.00008720784,0.0001173162,0.00025964595,0.00012462582,0.00007048836,0.00007024011,0.00080784864,0.0000022737518],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002542652,0.000009053163,0.9840689,0.000022278278,0.000054569933,0.0000024225424,0.0022418697,0.00016868698,0.000019908557,0.00007773957,0.012962672,0.00011766454],"study_design_scores_gemma":[0.0017331825,0.0004597055,0.9913905,0.00033689846,0.000028471784,0.00001813111,0.001759777,0.00010268907,0.000019632145,0.0004185104,0.0036958728,0.000036600148],"about_ca_topic_score_codex":0.8918615,"about_ca_topic_score_gemma":0.9999277,"teacher_disagreement_score":0.10806616,"about_ca_system_score_codex":0.0063822516,"about_ca_system_score_gemma":0.0071973535,"threshold_uncertainty_score":0.9984309},"labels":[],"label_agreement":null},{"id":"W2792906316","doi":"","title":"Pathways to rural family practice at Memorial University of Newfoundland.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Family medicine; Medical school; Gerontology; Medical education","score_opus":0.059035565049379485,"score_gpt":0.3521731357905596,"score_spread":0.2931375707411801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792906316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8295457,0.00008105818,0.00007514546,0.003453972,0.003733472,0.0019749408,0.00004146528,0.00012548699,0.1609688],"genre_scores_gemma":[0.98454726,0.00005197638,0.00089145364,0.0028462445,0.0015707236,0.00006321598,0.00001184971,0.000018142106,0.00999916],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99792516,0.00043724442,0.00030511554,0.00021663861,0.00031579938,0.00080004527],"domain_scores_gemma":[0.99796826,0.00053022214,0.00025195285,0.00036777687,0.0004480138,0.00043379178],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000887264,0.000118095224,0.00025070994,0.00006451106,0.00069960527,0.0000039385855,0.00027960405,0.00017384632,0.000303717],"category_scores_gemma":[0.00071786344,0.00011806286,0.00004480737,0.00032650572,0.00009599137,0.00018157161,0.00033552348,0.00022460318,0.0013396415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007861175,0.00023372626,0.10798753,0.0003180648,0.00010537719,0.000042398915,0.028474905,0.0000075687003,0.00024014193,0.008040842,0.7684076,0.078280665],"study_design_scores_gemma":[0.00095177727,0.000086724154,0.2359059,0.000049747254,0.000026351432,0.0000012786223,0.008343299,0.000005126092,0.000012898784,0.00012336882,0.7543857,0.00010783151],"about_ca_topic_score_codex":0.0074876617,"about_ca_topic_score_gemma":0.0036968412,"teacher_disagreement_score":0.15500158,"about_ca_system_score_codex":0.0007254554,"about_ca_system_score_gemma":0.00018539245,"threshold_uncertainty_score":0.9994379},"labels":[],"label_agreement":null},{"id":"W2792935807","doi":"10.1503/cmaj.109-5574","title":"Deans of medicine urge provincial action on residency mismatch","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Medicine; Family medicine; Medical education; Alternative medicine; Pathology","score_opus":0.0405517114128909,"score_gpt":0.4200006147740451,"score_spread":0.3794489033611542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792935807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54447454,0.00019793578,0.00007729762,0.27745265,0.01016814,0.0007140035,0.000050054663,0.00006882412,0.16679655],"genre_scores_gemma":[0.9443421,0.00020038277,0.00011499286,0.028858244,0.017247103,0.000016406426,0.0000129021055,0.000030120385,0.009177786],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953663,0.0007085919,0.001066947,0.00017386705,0.0018226766,0.000861641],"domain_scores_gemma":[0.99509287,0.00067921367,0.0007951877,0.00015957242,0.0012782803,0.0019948678],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0036016013,0.00013694794,0.00035090733,0.00027224285,0.0011431414,0.000006789912,0.00027453393,0.0007336943,0.021381577],"category_scores_gemma":[0.007408627,0.00011322858,0.00005906185,0.00039483153,0.00013881165,0.000107219006,0.000017307537,0.001652571,0.0008270835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007308254,0.000025413787,0.10203633,0.0000645925,0.000039890747,0.000057199348,0.0033454718,4.895229e-7,0.000017462304,0.0069985953,0.8742827,0.013058735],"study_design_scores_gemma":[0.0017713698,0.0005964756,0.06484985,0.0017488757,0.000030884155,0.000033154392,0.006440715,0.00007719053,0.000023706552,0.004203702,0.92006695,0.00015713346],"about_ca_topic_score_codex":0.038167104,"about_ca_topic_score_gemma":0.38010693,"teacher_disagreement_score":0.3998675,"about_ca_system_score_codex":0.002761395,"about_ca_system_score_gemma":0.007776448,"threshold_uncertainty_score":0.9999509},"labels":[],"label_agreement":null},{"id":"W2793127534","doi":"10.1080/10872981.2018.1438719","title":"The challenges of implementing advanced access for residents in family medicine in Quebec. Do promising strategies exist?","year":2018,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"École Nationale d'Administration Publique; Hôpital Charles-Le Moyne; Université de Sherbrooke","funders":"Fonds de Recherche du Québec - Santé; Réseau de recherche portant sur les interventions en sciences infirmières du Québec","keywords":"Medicine; Family medicine; Medical education","score_opus":0.12454129887407918,"score_gpt":0.5750712432050565,"score_spread":0.45052994433097737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793127534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92482615,0.0076144272,0.000043398322,0.056474086,0.0015645478,0.0017098325,0.000008414762,0.00003235286,0.0077268127],"genre_scores_gemma":[0.99228567,0.0028145027,0.0008445416,0.0015434021,0.0012864816,0.00039214554,0.000061677034,0.000022820363,0.000748756],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99691457,0.00039503622,0.0012797825,0.00027899534,0.00051102816,0.00062061386],"domain_scores_gemma":[0.9974242,0.0012390838,0.0004413715,0.0002937088,0.0004308257,0.00017083224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002736287,0.00013420341,0.00032974474,0.00015731793,0.00034309886,0.00001105545,0.00047353725,0.00016916251,0.00018837262],"category_scores_gemma":[0.004667919,0.00009272503,0.00002152697,0.00038751526,0.00025475453,0.00023049512,0.00013163012,0.00038603885,0.0000043381733],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070432905,0.0012340725,0.063709214,0.0028662125,0.000020094825,0.000001919718,0.041491598,0.0000043218115,0.00012246249,0.10146844,0.01903868,0.76933867],"study_design_scores_gemma":[0.003754557,0.00032062162,0.5081504,0.015299552,0.000012069557,5.9619884e-7,0.34023935,0.0003399649,0.000020324613,0.040220536,0.09143612,0.0002059343],"about_ca_topic_score_codex":0.030395973,"about_ca_topic_score_gemma":0.36195967,"teacher_disagreement_score":0.76913273,"about_ca_system_score_codex":0.0002754373,"about_ca_system_score_gemma":0.003713461,"threshold_uncertainty_score":0.9760607},"labels":[],"label_agreement":null},{"id":"W2793351244","doi":"10.6000/1929-6029.2018.07.01.2","title":"The Trend of the Bibliographical Output from Libyan Engineering Schools: A 30-Year Review From 1984-2013","year":2018,"lang":"en","type":"review","venue":"International Journal of Statistics in Medical Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Productivity; Standardization; Population; Gross domestic product; China; Political science; Library science; Geography; Economic growth; Demography; Sociology; Economics; Computer science; Law","score_opus":0.17775483981713933,"score_gpt":0.5795258249668963,"score_spread":0.40177098514975695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793351244","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000043458975,0.9874748,0.0004299516,0.0056483457,0.003330743,0.00082010496,0.0018605201,0.0000073773617,0.000384707],"genre_scores_gemma":[0.00008728587,0.9946389,0.0018337453,0.00030754844,0.00272243,0.00006776465,0.00009124986,0.000051623894,0.00019943861],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9837966,0.004064418,0.0037272954,0.00033133937,0.007295103,0.0007852575],"domain_scores_gemma":[0.9673021,0.027363928,0.0016822822,0.0006142032,0.0024280085,0.0006094918],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012405662,0.00030759405,0.0015276525,0.0013972906,0.0002855035,0.00005899317,0.0044023246,0.0006528027,0.0026435005],"category_scores_gemma":[0.03918178,0.00016136935,0.00039844002,0.0023472628,0.0006089793,0.00007872819,0.0010672491,0.00869096,0.0001728365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006823189,0.00010123063,0.00062017224,0.005648912,0.00047577143,0.00018651308,0.00014003494,7.429803e-7,4.4105978e-8,0.0035099573,0.50311434,0.48613405],"study_design_scores_gemma":[0.00034613,0.00006535649,0.00037679097,0.22737496,0.00008373957,0.000007899028,0.00012323499,0.00008903698,3.758608e-8,0.003581969,0.7678598,0.00009102969],"about_ca_topic_score_codex":0.001900456,"about_ca_topic_score_gemma":0.0008417643,"teacher_disagreement_score":0.486043,"about_ca_system_score_codex":0.000624558,"about_ca_system_score_gemma":0.003596402,"threshold_uncertainty_score":0.99826825},"labels":[],"label_agreement":null},{"id":"W2793996126","doi":"10.1111/inr.12430","title":"Internationally educated nurses in Canada: perceived benefits of bridging programme participation","year":2018,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec en Outaouais; Université du Québec à Montréal; University of Alberta","funders":"University of Ottawa","keywords":"Bridging (networking); Workforce; Nursing; Perception; Medicine; Psychology; Political science","score_opus":0.07380475305700443,"score_gpt":0.47042593306390307,"score_spread":0.3966211800068986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793996126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93890876,0.0115546435,0.000026674577,0.01904979,0.0078871185,0.0014821354,0.000056979465,0.00005589058,0.02097801],"genre_scores_gemma":[0.9927235,0.0029833033,0.00033876544,0.0023907279,0.00046685195,0.0001354816,0.00011583948,0.00002089168,0.0008246189],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9973367,0.0002408976,0.0011062894,0.00027103716,0.0005629082,0.00048215696],"domain_scores_gemma":[0.9978887,0.00023376592,0.00051557267,0.00019960254,0.0010351681,0.00012723563],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004897198,0.00015565331,0.00036562636,0.000128229,0.00012618376,0.0000064818296,0.00035349862,0.000059895527,0.0009491347],"category_scores_gemma":[0.0010373724,0.0001508541,0.00004897611,0.00035247268,0.00009147317,0.00015053515,0.000037370766,0.00025982398,0.00008340001],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013673476,0.00041886928,0.44114476,0.0019742919,0.00007221392,0.000005521282,0.0041058445,0.00005134116,0.00009094669,0.00971232,0.060538817,0.48174834],"study_design_scores_gemma":[0.000572599,0.00008184306,0.7879181,0.13734533,0.00004821973,0.000007466379,0.00095587445,0.0013445949,0.000039149338,0.0003624307,0.07106717,0.00025722373],"about_ca_topic_score_codex":0.39414623,"about_ca_topic_score_gemma":0.6413762,"teacher_disagreement_score":0.48149112,"about_ca_system_score_codex":0.0025957848,"about_ca_system_score_gemma":0.0018704918,"threshold_uncertainty_score":0.9999641},"labels":[],"label_agreement":null},{"id":"W2794471615","doi":"10.36834/cmej.42151","title":"Community engagement: A central feature of NOSM’s socially accountable distributed medical education","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":78,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; Laurentian University; NOSM University","funders":"","keywords":"Indigenous; Community engagement; Tracking (education); Accountability; Community health; Social accounting; Medical education; Public relations; Political science; Medicine; Sociology; Public health; Nursing; Pedagogy; Ecology","score_opus":0.04105730645025937,"score_gpt":0.4352934402674056,"score_spread":0.3942361338171462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794471615","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41501904,0.0016696696,0.00029101485,0.4923229,0.026764708,0.0014301679,0.00019716685,0.00009410609,0.06221124],"genre_scores_gemma":[0.8850648,0.00033835694,0.0007360269,0.102375574,0.00747189,0.00006415194,0.0004254785,0.00003819745,0.0034855378],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99411434,0.002260536,0.0009110718,0.00017818388,0.0013895609,0.0011463201],"domain_scores_gemma":[0.9854463,0.00029331312,0.00050888024,0.000384743,0.0017707178,0.011596097],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040143062,0.00019509874,0.00035376268,0.00025109763,0.0031446754,0.00003321159,0.0008910486,0.0008083169,0.090880364],"category_scores_gemma":[0.03389353,0.00018205112,0.00008298459,0.00060054567,0.00041775478,0.00021384122,0.00007800191,0.0045011784,0.00021646204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025859043,0.0002933432,0.016704572,0.0001328907,0.000026897127,0.0000037143272,0.007572187,1.5877752e-7,0.0000014777088,0.0036886483,0.9455612,0.02598907],"study_design_scores_gemma":[0.0006305347,0.00009966162,0.04213634,0.0020847046,0.000033805925,0.00007450891,0.026335021,0.000058824673,0.0000036637455,0.00198301,0.9263853,0.00017461846],"about_ca_topic_score_codex":0.09358758,"about_ca_topic_score_gemma":0.2928258,"teacher_disagreement_score":0.47004578,"about_ca_system_score_codex":0.002285626,"about_ca_system_score_gemma":0.35268798,"threshold_uncertainty_score":0.9981531},"labels":[],"label_agreement":null},{"id":"W2794661653","doi":"10.36834/cmej.42015","title":"Impacts of studying in a regional medical campus on practice location","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"French; Medical practice; Medical school; Medical education; Library science; Geography; Medicine; Archaeology; Computer science","score_opus":0.049244007255851624,"score_gpt":0.48464877522264677,"score_spread":0.43540476796679517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794661653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6029824,0.0014712116,0.0000576604,0.36007217,0.0069816113,0.0007557031,0.0000035982534,0.000023342023,0.027652286],"genre_scores_gemma":[0.8816368,0.00032263677,0.0003100095,0.11469376,0.0027583344,0.000026462561,0.00000870849,0.000016489708,0.00022678442],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954827,0.0010477817,0.00099065,0.00019642345,0.0015685576,0.0007139118],"domain_scores_gemma":[0.9878733,0.0009343911,0.0005127365,0.00023554022,0.0015441553,0.008899864],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045890952,0.00012603663,0.00024252485,0.00049745874,0.0005737717,0.000010720262,0.00036673588,0.00046968067,0.023554647],"category_scores_gemma":[0.082931794,0.000111828645,0.00003115317,0.00072478864,0.00022376422,0.00019482628,0.00002156753,0.0019088816,0.00033750813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023474771,0.00054827565,0.06439743,0.00019434147,0.00003418124,0.000113678405,0.02217615,0.0000034748468,0.0000016094662,0.011240861,0.7966146,0.10444069],"study_design_scores_gemma":[0.001747294,0.00048933114,0.06582097,0.009104414,0.000020750138,0.00054839975,0.046473734,0.00028408912,0.0000024032197,0.0011010196,0.8741814,0.00022618244],"about_ca_topic_score_codex":0.09451507,"about_ca_topic_score_gemma":0.3017302,"teacher_disagreement_score":0.2786544,"about_ca_system_score_codex":0.0017677789,"about_ca_system_score_gemma":0.15870564,"threshold_uncertainty_score":0.97733796},"labels":[],"label_agreement":null},{"id":"W2795183057","doi":"10.5430/jnep.v8n8p66","title":"The education and training needs of advanced clinical practitioners: An exploratory, qualitative study","year":2018,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Menzies Centre for Australian Studies, King's College London, University of London; King's College London","keywords":"Thematic analysis; Focus group; Medical education; Variety (cybernetics); Flexibility (engineering); Exploratory research; Qualitative research; Data collection; Health care; Service delivery framework; Qualitative property; Medicine; Clinical Practice; Best practice; Nursing; Service (business); Psychology; Political science; Sociology; Business; Management","score_opus":0.35625281267496667,"score_gpt":0.66823824069538,"score_spread":0.3119854280204133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795183057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96091324,0.0018829072,0.00009447687,0.021832844,0.0054080565,0.00048574564,0.0000010474206,0.000009446779,0.009372222],"genre_scores_gemma":[0.9902337,0.00077571283,0.0057686674,0.0013632796,0.0014157401,0.000016936248,0.00000198549,0.000012535702,0.00041140756],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99302787,0.0054324646,0.0010049882,0.000106298874,0.00025132965,0.00017707185],"domain_scores_gemma":[0.98870534,0.0063977474,0.002292925,0.0001743484,0.0021987443,0.0002308919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0086415475,0.00009286002,0.00023136403,0.00013322601,0.00125247,0.000032837906,0.00009696615,0.000087909655,0.00001970502],"category_scores_gemma":[0.007851172,0.00006917149,0.000023310367,0.00027604663,0.00024676623,0.0015979501,0.000016115926,0.0005669877,0.0000036112153],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072880054,0.0017714967,0.00063570886,0.000021067555,0.000024936333,1.2031362e-7,0.7565688,1.9762818e-7,0.000021074411,0.0017432212,0.006081258,0.23240334],"study_design_scores_gemma":[0.00048449557,0.0017029548,0.0042822454,0.00079598796,0.00010291751,0.0000671712,0.8990546,0.00000384705,0.0000021707483,0.0018902541,0.091554865,0.00005848513],"about_ca_topic_score_codex":0.00004030439,"about_ca_topic_score_gemma":0.000032913733,"teacher_disagreement_score":0.23234485,"about_ca_system_score_codex":0.0001328984,"about_ca_system_score_gemma":0.002585647,"threshold_uncertainty_score":0.9633113},"labels":[],"label_agreement":null},{"id":"W2795233863","doi":"10.36834/cmej.42937","title":"Physician perceptions of recruitment and retention factors in an area with a regional medical campus","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université du Québec à Chicoutimi; Université Laval; Réseau Technoscience Saguenay–Lac-Saint-Jean; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"","keywords":"Workforce; Family medicine; Medical education; Quality (philosophy); Perception; Work (physics); Psychology; Nursing; Medicine; Political science","score_opus":0.08324779206364599,"score_gpt":0.4465797587608975,"score_spread":0.36333196669725154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795233863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727107,0.00012724606,0.000034693723,0.023692057,0.00087737956,0.0004309894,0.0000068313143,0.000010114254,0.0021099437],"genre_scores_gemma":[0.9816495,0.00016899688,0.000282141,0.016503112,0.0010179176,0.000051282983,0.000044427525,0.000015211886,0.00026740943],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99737084,0.0005017216,0.0005824031,0.00020278161,0.0008275635,0.0005146717],"domain_scores_gemma":[0.9921953,0.00010880396,0.00023175559,0.00016690373,0.0005135399,0.0067836596],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010419359,0.0001234098,0.00022823087,0.00031766083,0.000601941,0.000010997444,0.00019809706,0.00032651777,0.017470337],"category_scores_gemma":[0.0018233778,0.000095838,0.000025887548,0.00032416033,0.0003932377,0.00017008351,0.000014354083,0.0010033755,0.000020516274],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011327481,0.00038003566,0.76743275,0.0001372968,0.000031014286,0.000037193236,0.033402838,9.1659706e-7,0.000014241876,0.0029520772,0.11320241,0.08229595],"study_design_scores_gemma":[0.0015021432,0.00082184817,0.7627361,0.0055041634,0.0000316194,0.00021120021,0.09577014,0.00038520852,0.0000022761183,0.0014105899,0.13133875,0.00028599903],"about_ca_topic_score_codex":0.027236711,"about_ca_topic_score_gemma":0.47882754,"teacher_disagreement_score":0.45159084,"about_ca_system_score_codex":0.00074997003,"about_ca_system_score_gemma":0.03969205,"threshold_uncertainty_score":0.9834278},"labels":[],"label_agreement":null},{"id":"W2795320866","doi":"10.1136/bmj.k641","title":"EU doctors make up 9% of the UK medical workforce","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Family medicine; Register (sociolinguistics); Medicine; State (computer science); Eu countries; Political science; Nursing; Medical education; European union; Business; Law; Geography","score_opus":0.07380474730966095,"score_gpt":0.4815869410125474,"score_spread":0.40778219370288643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795320866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6712858,0.00025336738,0.000047618778,0.029176855,0.008076476,0.0015310254,0.000015481608,0.000113081514,0.2895003],"genre_scores_gemma":[0.948656,0.000034626024,0.00025751756,0.009260232,0.002015936,0.000068498855,0.00000349753,0.00002130741,0.03968238],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99709845,0.0005201229,0.0007903288,0.00020627254,0.0007440937,0.00064075016],"domain_scores_gemma":[0.9979998,0.00048271392,0.00033196507,0.0006964617,0.00022326976,0.00026581262],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013984215,0.0001306035,0.00026248983,0.000033815926,0.00055960816,0.0000029670466,0.000552309,0.00034349784,0.007131281],"category_scores_gemma":[0.0012924585,0.000081227714,0.00008021902,0.0004008707,0.00033613056,0.000024101666,0.0003170501,0.0005385097,0.0011033856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098598,0.000021342063,0.24997343,0.00014538925,0.000014535769,0.0000031656282,0.003274267,8.2908747e-7,0.000011366688,0.021495553,0.71805143,0.0069100927],"study_design_scores_gemma":[0.0007281902,0.00008139911,0.073938616,0.0018158775,0.000014745274,0.0000046898467,0.0019453401,0.00008078103,0.00009959888,0.0010699114,0.9200873,0.00013355007],"about_ca_topic_score_codex":0.0006888518,"about_ca_topic_score_gemma":0.0017458237,"teacher_disagreement_score":0.2773702,"about_ca_system_score_codex":0.00009943915,"about_ca_system_score_gemma":0.000606037,"threshold_uncertainty_score":0.9996744},"labels":[],"label_agreement":null},{"id":"W2795329514","doi":"","title":"PROMOTING GLOBAL HEALTH: THE WORLD ASSOCIATION OF MEDICAL EDITORS POSITION ON EDITORS’ RESPONSIBILITY","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medical journal; Medicine; Position (finance); Association (psychology); Position paper; Family medicine; Pathology; Business; Epistemology","score_opus":0.2855906975247192,"score_gpt":0.6533271258572999,"score_spread":0.3677364283325807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795329514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8610503,0.005162158,0.00005361108,0.08176054,0.035024714,0.0038627884,0.00021318944,0.00016220329,0.0127104875],"genre_scores_gemma":[0.97047484,0.0010454349,0.00015441186,0.004402188,0.02268277,0.00014553599,0.00004835854,0.00006029422,0.0009861902],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9849484,0.006255071,0.0027274291,0.0005658755,0.0044401763,0.0010630273],"domain_scores_gemma":[0.98843616,0.0039366004,0.0041907397,0.00076453155,0.0015861288,0.0010858284],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.027236097,0.00036629295,0.0011622781,0.00040541668,0.0010865614,0.0001983786,0.0028733695,0.00050176843,0.0032349175],"category_scores_gemma":[0.009452398,0.0002734322,0.00019628138,0.0021984638,0.00016790297,0.0011521642,0.0011811682,0.0018309553,0.00007224976],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005196643,0.00024497663,0.38593322,0.00019334676,0.000054392363,0.000004749099,0.0010437581,0.0000166647,0.00003772896,0.00028088328,0.6086867,0.0029839308],"study_design_scores_gemma":[0.0018864678,0.00013796886,0.7001471,0.0070756376,0.00007563228,0.0000043070036,0.0014320961,0.00022083794,0.0003792136,0.01816362,0.27006128,0.0004158827],"about_ca_topic_score_codex":0.0069455206,"about_ca_topic_score_gemma":0.0023233192,"teacher_disagreement_score":0.3386254,"about_ca_system_score_codex":0.0038467667,"about_ca_system_score_gemma":0.0036825654,"threshold_uncertainty_score":0.9999773},"labels":[],"label_agreement":null},{"id":"W2795353137","doi":"","title":"An examination of communication barriers between rural family physicians and urban consultants in Newfoundland and Labrador","year":2017,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Geography; Family medicine; Medicine","score_opus":0.017949638267794027,"score_gpt":0.32511000788256467,"score_spread":0.30716036961477067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795353137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99790764,0.00025101524,0.00033470895,0.000485814,0.00014401351,0.000239713,0.000058512946,0.000005835413,0.0005727687],"genre_scores_gemma":[0.99800825,0.0014268158,0.0002160525,0.000024915586,0.00013044073,1.0404993e-7,0.000022159955,0.000008314117,0.00016297017],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973859,0.0012792058,0.00062578236,0.00012600771,0.00033471477,0.00024834537],"domain_scores_gemma":[0.9958977,0.00075011817,0.0021091637,0.00056150515,0.0005256911,0.00015580952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022711495,0.00014656657,0.00075853436,0.0003216423,0.0010810707,0.00002031377,0.0007268361,0.00015766127,0.000028615872],"category_scores_gemma":[0.00022679046,0.00012662075,0.00008130715,0.00039306935,0.0006433501,0.0005167909,0.0001703254,0.0004540637,8.943474e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006584487,0.000035096058,0.97936976,0.000055776756,0.00040195105,0.0000041401236,0.014130889,0.00022576645,0.00036927577,0.00024520155,0.00004737093,0.0044563464],"study_design_scores_gemma":[0.002712023,0.00019107433,0.9588138,0.0002885127,0.0011598694,0.0000017233872,0.032971285,0.0033617413,8.6927383e-7,0.00026275843,0.00013294311,0.00010339448],"about_ca_topic_score_codex":0.04679688,"about_ca_topic_score_gemma":0.08945978,"teacher_disagreement_score":0.042662892,"about_ca_system_score_codex":0.00029940196,"about_ca_system_score_gemma":0.0001923933,"threshold_uncertainty_score":0.95955056},"labels":[],"label_agreement":null},{"id":"W2795694291","doi":"10.1016/s2155-8256(18)30053-x","title":"Education Program Standards of Canadian Practical Nurse Programs","year":2018,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College & Association of Registered Nurses of Alberta; University of Alberta","funders":"","keywords":"Scope (computer science); Legislation; Transferability; Scope of practice; Professional standards; Political science; Public relations; Business; Public administration; Economic growth; Health care; Management; Law; Economics","score_opus":0.08717570039494196,"score_gpt":0.5407058613841467,"score_spread":0.45353016098920473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795694291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8777597,0.00043704052,0.00086450035,0.023464058,0.007735113,0.0029346852,0.00001134026,0.00007386827,0.086719714],"genre_scores_gemma":[0.9715026,0.00001696288,0.026129758,0.00012559502,0.0015675855,0.000017597884,0.000013252909,0.000020432353,0.00060624094],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975649,0.00033601566,0.00092867814,0.0001118177,0.00063702546,0.0004215471],"domain_scores_gemma":[0.99473006,0.000091765876,0.0011601158,0.00018883312,0.0034297311,0.00039949527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013996533,0.00010568336,0.00025919525,0.0005750909,0.0003878838,0.000015619731,0.00010028416,0.00021901472,0.00024906703],"category_scores_gemma":[0.00050164846,0.00009234973,0.00006421437,0.0007881522,0.0002009771,0.00033555215,0.000004407599,0.00038222238,0.000018318226],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043541557,0.00066731626,0.019058546,0.00012887239,0.000022437995,0.0000021319431,0.007775505,0.0000067959095,0.00011396541,0.0061633335,0.08840625,0.87721944],"study_design_scores_gemma":[0.0012661996,0.0035530552,0.16536899,0.013783155,0.00018518408,0.000150063,0.018746218,0.0007682894,0.00027028896,0.0095123695,0.7861537,0.00024253964],"about_ca_topic_score_codex":0.0035767155,"about_ca_topic_score_gemma":0.0068701957,"teacher_disagreement_score":0.8769769,"about_ca_system_score_codex":0.0017350704,"about_ca_system_score_gemma":0.0063978476,"threshold_uncertainty_score":0.999235},"labels":[],"label_agreement":null},{"id":"W2796088402","doi":"10.1177/1715163518767837","title":"Mapping our profession’s future","year":2018,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06327207253319153,"score_gpt":0.4041548185147121,"score_spread":0.3408827459815206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796088402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92179096,0.0020414116,0.000110650064,0.005118309,0.044604145,0.001793488,0.0005801017,0.00018998008,0.023770977],"genre_scores_gemma":[0.94758064,0.0026224144,0.00052489946,0.018824566,0.020042604,0.0000659736,0.000038386184,0.000113963884,0.010186577],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99321043,0.0009392126,0.0013507701,0.0006124897,0.0007400973,0.003146974],"domain_scores_gemma":[0.99151355,0.0001343885,0.00068512646,0.00048803235,0.0018670518,0.005311844],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015701526,0.00056946615,0.0006243341,0.0005617603,0.0071174973,0.000088552006,0.0011348042,0.00027115498,0.004473081],"category_scores_gemma":[0.0002901051,0.0005516283,0.00015590705,0.001338747,0.00017207372,0.0004936526,0.00013509984,0.002588546,0.0005029502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001537573,0.000030362648,0.014516023,0.00059391564,0.00012878403,0.022690188,0.012531551,0.000022064152,0.0004700378,0.00019128455,0.8862956,0.062376387],"study_design_scores_gemma":[0.0019851173,0.000058370373,0.00015821356,0.00028012696,0.000050436447,0.06840592,0.0022064033,0.00058882777,0.00016292447,0.00015333625,0.9252386,0.0007117065],"about_ca_topic_score_codex":0.06269134,"about_ca_topic_score_gemma":0.4245918,"teacher_disagreement_score":0.36190045,"about_ca_system_score_codex":0.007970892,"about_ca_system_score_gemma":0.015670422,"threshold_uncertainty_score":0.9997125},"labels":[],"label_agreement":null},{"id":"W2796676530","doi":"10.1177/0706743717752913","title":"International Medical Graduates in Psychiatry: Cultural Issues in Training and Continuing Professional Development","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Manitoba; Toronto Western Hospital; University of Toronto; University Health Network; McGill University; Jewish General Hospital","funders":"","keywords":"Medical education; Occupational training; Continuing professional development; Professional development; Psychology; Training (meteorology); Continuing medical education; Psychiatry; Continuing education; Medicine; Humanities","score_opus":0.04396516437698347,"score_gpt":0.41734291246650523,"score_spread":0.37337774808952173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796676530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85479015,0.002108938,0.0000023916725,0.12492179,0.015234818,0.00023746051,0.0000037122309,0.0000071181435,0.0026936363],"genre_scores_gemma":[0.9882622,0.00009615818,0.0057825297,0.0029316144,0.0022870456,0.0000119114,0.0000041303038,0.000017453529,0.00060697016],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971952,0.00041314328,0.0011051237,0.00016096586,0.00047091083,0.00065467926],"domain_scores_gemma":[0.9985249,0.00013638943,0.0004058814,0.00010983587,0.00024234422,0.0005806556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025002116,0.00015892109,0.00031140944,0.00033853375,0.0005578971,0.000027566597,0.00049876363,0.0002173478,0.0008943516],"category_scores_gemma":[0.00036081078,0.000107337815,0.000036349345,0.00029651064,0.00025713534,0.00017837728,0.000044222903,0.0012589062,0.000028535635],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006196603,0.00002496854,0.9128164,0.000038769253,0.000019351879,0.00001656131,0.042318165,0.0000013354314,0.0000011272705,0.009095508,0.02796297,0.0076428615],"study_design_scores_gemma":[0.002566701,0.00013449897,0.7214055,0.009921072,0.00001129165,0.00012502338,0.069302425,0.000121953075,0.0000019650302,0.015539804,0.18060394,0.0002658385],"about_ca_topic_score_codex":0.010674064,"about_ca_topic_score_gemma":0.82520986,"teacher_disagreement_score":0.8145358,"about_ca_system_score_codex":0.0003410707,"about_ca_system_score_gemma":0.00650522,"threshold_uncertainty_score":0.999127},"labels":[],"label_agreement":null},{"id":"W2797644767","doi":"10.1186/s12960-018-0276-x","title":"Understanding nurses’ dual practice: a scoping review of what we know and what we still need to ask on nurses holding multiple jobs","year":2018,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ask price; Health administration; Health services research; Nursing research; Dual (grammatical number); Nursing; Social policy; Medicine; Health informatics; Medical education; Public health; Business; Political science","score_opus":0.2998956580206135,"score_gpt":0.551494031930863,"score_spread":0.2515983739102495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797644767","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007650286,0.96319884,0.000050342547,0.0088403765,0.0032836236,0.023727814,0.00014597362,0.00023032162,0.0004462173],"genre_scores_gemma":[0.000022891933,0.9877821,0.0009614525,0.007033363,0.0012513276,0.0014450224,0.00017117911,0.0003129372,0.0010197104],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98701227,0.0035119546,0.0043218625,0.001616376,0.001119661,0.0024178496],"domain_scores_gemma":[0.9822877,0.009198379,0.0052839555,0.001384789,0.0005162453,0.0013288987],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0053796414,0.0012238754,0.005428791,0.000887998,0.0029123945,0.00032551945,0.0006860767,0.0009066845,0.0001946],"category_scores_gemma":[0.0027546703,0.0010580363,0.0005611926,0.0010392695,0.00031018627,0.0013161042,0.00050274044,0.00173489,0.00013701925],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013523734,0.00010855901,0.0000068256613,0.6663809,0.0000970599,0.0000051197376,0.012597025,8.7366857e-7,6.1166304e-8,0.001177128,0.0271115,0.2923797],"study_design_scores_gemma":[0.00046432318,0.00085217884,7.736921e-7,0.48573112,0.0002477471,0.000010435817,0.025597295,0.0000029994792,7.352518e-8,0.00008086575,0.48664162,0.00037056906],"about_ca_topic_score_codex":0.0003065864,"about_ca_topic_score_gemma":0.00075737596,"teacher_disagreement_score":0.45953012,"about_ca_system_score_codex":0.0029658321,"about_ca_system_score_gemma":0.0019876536,"threshold_uncertainty_score":0.999187},"labels":[],"label_agreement":null},{"id":"W2798139691","doi":"10.1186/s12913-018-3059-0","title":"Retention of medical doctors at the district level: a qualitative study of experiences from Tanzania","year":2018,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"African Population and Health Research Center; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Tanzania; Incentive; Qualitative research; Medicine; Focus group; Health administration; Nursing research; Health facility; Community health; Public health; Health care; Population; Nursing; Socioeconomics; Environmental health; Economic growth; Business; Marketing; Health services; Sociology","score_opus":0.29432565671549915,"score_gpt":0.6159531792274784,"score_spread":0.32162752251197924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2798139691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99296916,0.0011854629,0.00003129881,0.0011472392,0.0005136063,0.0030948499,0.00015003854,0.000040881656,0.0008674915],"genre_scores_gemma":[0.99757177,0.00024490597,0.00014957278,0.00037964902,0.00040899383,0.0005226412,0.00005440208,0.000025899464,0.00064219703],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97746265,0.014192683,0.0019770828,0.00059444795,0.0044937,0.0012794664],"domain_scores_gemma":[0.9897113,0.0063549615,0.00088462554,0.0009666464,0.0014779066,0.0006045553],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.015802978,0.00020101183,0.00066213444,0.00020652122,0.0021482643,0.000012577391,0.0014214782,0.00030412668,0.0047314074],"category_scores_gemma":[0.0005358856,0.00012992523,0.00006631117,0.0016465102,0.00077283115,0.00014023182,0.0010846466,0.00094182725,0.00029882125],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065749884,0.00038233204,0.08474069,0.0017285293,0.000026597338,0.0000014340432,0.9093155,4.59361e-7,0.000013048663,0.00031362814,0.0016563447,0.0011639333],"study_design_scores_gemma":[0.0010015356,0.0016018065,0.1639716,0.0014328923,0.000005017103,2.6380286e-7,0.828023,0.00029106528,0.000031634412,0.00020390008,0.003358261,0.00007899133],"about_ca_topic_score_codex":0.1696502,"about_ca_topic_score_gemma":0.13677353,"teacher_disagreement_score":0.08129248,"about_ca_system_score_codex":0.00054913934,"about_ca_system_score_gemma":0.0020412973,"threshold_uncertainty_score":0.9991508},"labels":[],"label_agreement":null},{"id":"W2799341982","doi":"10.5206/uwomj.v86i2.2003","title":"The ethical concerns of physician recruitment from Africa to the global North","year":2017,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Economic growth; Global health; Business; Quality (philosophy); Political science; Human resources; Health care; Economics; Law","score_opus":0.12575693981645222,"score_gpt":0.4189386278826854,"score_spread":0.2931816880662331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799341982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9232091,0.000101128084,0.0005409993,0.06308421,0.0012159792,0.00053553353,0.00006554642,0.000011952613,0.011235562],"genre_scores_gemma":[0.99446976,0.00020569714,0.00023854445,0.0023396988,0.00053991243,8.212275e-7,0.000004034665,0.0000063479424,0.0021951639],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971971,0.000549738,0.00044336077,0.00017072231,0.0011432063,0.0004959104],"domain_scores_gemma":[0.99709034,0.00060395437,0.00077017123,0.00059590046,0.00030105512,0.00063855684],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010454912,0.00012696878,0.0003466204,0.000015908694,0.0033529068,0.000022056514,0.0019229073,0.00029339583,0.00060097384],"category_scores_gemma":[0.00034227542,0.000078894634,0.00012786977,0.000059467904,0.0005307109,0.00008082616,0.0006446494,0.002034634,0.00009635545],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005355151,0.000078430334,0.9207068,0.000014903506,0.00012693276,0.00008665009,0.027535075,0.0000061838555,7.6526027e-7,0.00070647866,0.025146434,0.025055798],"study_design_scores_gemma":[0.00069410395,0.00013087939,0.48161364,0.0004745079,0.000040532203,0.0000024852475,0.0050062314,0.0000071440286,4.350213e-7,0.00033684768,0.5116404,0.00005275042],"about_ca_topic_score_codex":0.14831132,"about_ca_topic_score_gemma":0.8458863,"teacher_disagreement_score":0.697575,"about_ca_system_score_codex":0.00086292403,"about_ca_system_score_gemma":0.0018761554,"threshold_uncertainty_score":0.9979446},"labels":[],"label_agreement":null},{"id":"W2799622163","doi":"10.1503/cmaj.109-5598","title":"Making the best of Canada’s worsening residency mismatch","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Medical school; Residency training; Medicine; Computer science; Family medicine","score_opus":0.04084071459535112,"score_gpt":0.3967714899817302,"score_spread":0.3559307753863791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799622163","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39732522,0.0011555206,0.000058560214,0.40135148,0.00882049,0.00052812806,0.000043845717,0.000027544873,0.1906892],"genre_scores_gemma":[0.9622468,0.000057442874,0.00018222955,0.026295986,0.0045762793,0.000006637144,0.0000017636858,0.000017334602,0.0066155423],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99555945,0.0007957796,0.0008680882,0.00011778647,0.0016346037,0.0010242844],"domain_scores_gemma":[0.9959477,0.0008959434,0.0006675632,0.00016099252,0.0011154902,0.0012123212],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035904765,0.00010363988,0.00023145066,0.00008431542,0.002340049,0.000016100998,0.0004176051,0.0003714692,0.008959603],"category_scores_gemma":[0.0058011278,0.00007701681,0.00004484165,0.0003269331,0.00007207183,0.000068270885,0.000034316683,0.0016462296,0.00016462055],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007099599,0.0000037638138,0.16050868,0.000020984764,0.00002849097,0.000062066196,0.0029145929,0.0000013037089,8.3702645e-7,0.0013066664,0.8319149,0.003230603],"study_design_scores_gemma":[0.00035058713,0.000040141415,0.029544817,0.0011847067,0.000016923239,0.000043645836,0.022355948,0.000118775235,0.0000026668938,0.00076106034,0.9454743,0.000106384905],"about_ca_topic_score_codex":0.8179981,"about_ca_topic_score_gemma":0.9971187,"teacher_disagreement_score":0.56492156,"about_ca_system_score_codex":0.003224281,"about_ca_system_score_gemma":0.04394504,"threshold_uncertainty_score":0.99895877},"labels":[],"label_agreement":null},{"id":"W2800350130","doi":"10.1503/cmaj.109-5599","title":"Outdated contract for rural doctors is affecting patient care","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural health; Rural area; Medicine; Business; Family medicine; Patient care; Rural population; Nursing; Medical emergency; Pathology","score_opus":0.018366013538705164,"score_gpt":0.3903240450181826,"score_spread":0.3719580314794774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800350130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9582196,0.00033199516,0.000057545436,0.023996145,0.0074989656,0.0009331074,0.00018963512,0.00006061099,0.008712385],"genre_scores_gemma":[0.95877546,0.000032755866,0.00015921704,0.03611477,0.0043445867,0.0000308574,0.000035925576,0.000025764826,0.0004806794],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99626434,0.00050504535,0.0008256111,0.00016070879,0.0009589981,0.0012853072],"domain_scores_gemma":[0.9941964,0.00081841095,0.0005886023,0.000116196104,0.0019014798,0.0023789161],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001680615,0.00015069108,0.00029811374,0.00013384115,0.0023201508,0.000038558537,0.0002087132,0.0007032844,0.009695156],"category_scores_gemma":[0.0046321787,0.00013360556,0.00010884749,0.00022647,0.000040819614,0.00012563587,0.000020458707,0.0013053698,0.00055469497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003588487,0.000011400218,0.2963646,0.00005436073,0.00006816465,0.00002765735,0.021359755,4.758151e-7,0.0000034004804,0.00013891057,0.61126864,0.07066678],"study_design_scores_gemma":[0.0014967755,0.00033742673,0.02818733,0.0006192421,0.000025722362,0.000016447573,0.029036162,0.00016415033,0.000012389151,0.00011412875,0.93980926,0.00018098568],"about_ca_topic_score_codex":0.015716054,"about_ca_topic_score_gemma":0.12142464,"teacher_disagreement_score":0.32854062,"about_ca_system_score_codex":0.0041347477,"about_ca_system_score_gemma":0.004658601,"threshold_uncertainty_score":0.9996882},"labels":[],"label_agreement":null},{"id":"W2800609526","doi":"10.1093/eurpub/cky049.007","title":"L1-3Evidence based guidelines for newly arrived migrant and building migrant health networks","year":2018,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"","keywords":"Migrant workers; Environmental health; Economic growth; Medicine; Economics","score_opus":0.26857067991142985,"score_gpt":0.4905001347717808,"score_spread":0.22192945486035093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2800609526","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056574594,0.013829334,0.6294394,0.29457286,0.0032537372,0.001848657,0.000044259326,0.00014346781,0.00029366574],"genre_scores_gemma":[0.64424396,0.0028248099,0.21576753,0.1268168,0.009478566,0.000025253568,0.000024029694,0.00021836915,0.0006006889],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98207766,0.010096569,0.0041999067,0.0005434676,0.00071784714,0.0023645638],"domain_scores_gemma":[0.98851424,0.0013114271,0.0037011744,0.00055253913,0.0033362303,0.0025843633],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.047604274,0.00042219125,0.001148733,0.00044368667,0.0023418043,0.00008926361,0.00075487915,0.00011132046,0.00011968105],"category_scores_gemma":[0.0045240493,0.00034012043,0.00021010084,0.0006641673,0.00025728848,0.00043395103,0.0001609444,0.0011426922,0.000034676756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003242154,0.00017878406,0.01328241,0.0017016255,0.00008861366,0.000048368554,0.011650314,0.00025377102,0.0000556603,0.0010602876,0.58553493,0.38582098],"study_design_scores_gemma":[0.0035580052,0.0034731575,0.017472712,0.0052571036,0.000016429241,0.00006836771,0.0028784492,0.013548298,0.0000018247764,0.00009953609,0.95330656,0.00031958905],"about_ca_topic_score_codex":0.0007727237,"about_ca_topic_score_gemma":0.0005963537,"teacher_disagreement_score":0.5876694,"about_ca_system_score_codex":0.00066019566,"about_ca_system_score_gemma":0.0044711656,"threshold_uncertainty_score":0.9999051},"labels":[],"label_agreement":null},{"id":"W2801784079","doi":"10.18741/jpcoe35","title":"New Immigrant Health Professional’s Individual, Societal and Economic Impact of Ryerson University’s Internationally Trained Medical Doctors (ITMDs) Bridging Program: Results from a Pilot Bridge Training Program at the Chang School of Continuing Education","year":2018,"lang":"en","type":"article","venue":"Journal of Professional Continuing and Online Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Workforce; Health care; Medical education; Bridging (networking); Public relations; Psychology; Business; Medicine; Political science; Economic growth; Economics","score_opus":0.05111169211479821,"score_gpt":0.45439129735594347,"score_spread":0.40327960524114526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801784079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98423654,0.0016695575,0.000030178493,0.009470432,0.0028033745,0.0014586007,0.00022273643,0.000034799923,0.00007378549],"genre_scores_gemma":[0.9899289,0.0003922721,0.0045581046,0.0002960516,0.002420908,0.000017042243,0.0003511858,0.000029388137,0.002006142],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9956983,0.000889367,0.0018102787,0.0003615955,0.0007483043,0.00049218733],"domain_scores_gemma":[0.9937822,0.00095744955,0.0035526853,0.00019759256,0.00089309923,0.00061696453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029502937,0.00027928533,0.00069797225,0.00031074783,0.0005311806,0.000027843673,0.00037690866,0.0002310063,0.00022907744],"category_scores_gemma":[0.0009975728,0.00020234182,0.00017274867,0.0002490243,0.0002744184,0.0004069082,0.00021212065,0.0009944406,0.0000030174242],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002515153,0.0010869828,0.07482425,0.00029657036,0.00023646468,0.0000016099083,0.0893478,0.0000029584405,0.00039517615,0.00017951558,0.030454108,0.8006594],"study_design_scores_gemma":[0.0045204326,0.0021547626,0.877719,0.019967701,0.00012998139,0.000047454436,0.08884273,0.0006651803,0.000028368597,0.00023037691,0.0054334523,0.00026056744],"about_ca_topic_score_codex":0.007219885,"about_ca_topic_score_gemma":0.0025052477,"teacher_disagreement_score":0.8028948,"about_ca_system_score_codex":0.00084058405,"about_ca_system_score_gemma":0.011373095,"threshold_uncertainty_score":0.99939114},"labels":[],"label_agreement":null},{"id":"W2802178548","doi":"10.1093/eurpub/cky048.108","title":"3.10-P12Immigration and dental health care-lessons learned from new Chinese immigrant families with young children (ages 0-6) in British Columbia, Canada","year":2018,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Learning Partnership; University of British Columbia Hospital","funders":"","keywords":"Immigration; Dental care; Dental health; Medicine; Family medicine; Gerontology; History; Archaeology","score_opus":0.033781075531061265,"score_gpt":0.3411703253213391,"score_spread":0.3073892497902779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802178548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718639,0.0069018877,0.00018668319,0.018533489,0.0006122177,0.0007527159,0.000216903,0.00004758527,0.0008846106],"genre_scores_gemma":[0.98902965,0.0025567997,0.0012833432,0.0041182274,0.0013245669,0.00000396359,0.00015841033,0.00008156022,0.001443473],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9894322,0.0060570342,0.0018943896,0.0004710368,0.0007921541,0.0013531982],"domain_scores_gemma":[0.99561375,0.00021552399,0.0016385943,0.00034609632,0.00050375616,0.0016822597],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0050248564,0.00026683116,0.00086486764,0.00015997872,0.0013196081,0.00021692768,0.0004460856,0.0000735355,0.0005440825],"category_scores_gemma":[0.00043505224,0.00029507882,0.000055152683,0.0006708995,0.00016234431,0.00046005793,0.00013910324,0.001145079,0.000037808775],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052393807,0.0000613681,0.78667206,0.000111390174,0.000042892796,0.0000913067,0.022669839,0.0000023472376,0.0000013345351,0.0000057731822,0.051496908,0.13879241],"study_design_scores_gemma":[0.002802937,0.0013326006,0.93053097,0.0013088823,0.0000071189093,0.00013629018,0.03531173,0.000008170462,1.3314484e-7,0.000016743646,0.028324086,0.00022034047],"about_ca_topic_score_codex":0.98894405,"about_ca_topic_score_gemma":0.9992962,"teacher_disagreement_score":0.14385894,"about_ca_system_score_codex":0.001699516,"about_ca_system_score_gemma":0.012036762,"threshold_uncertainty_score":0.9999805},"labels":[],"label_agreement":null},{"id":"W2802806685","doi":"10.1037/trm0000159","title":"Contexts precipitating help-seeking among partners of veterans with posttraumatic stress disorder: A qualitative exploration.","year":2018,"lang":"en","type":"article","venue":"Traumatology An International Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Posttraumatic stress; Psychology; Qualitative research; Posttraumatic growth; Clinical psychology; Help-seeking; Moral injury; Psychiatry; Occupational safety and health; Suicide prevention; Human factors and ergonomics; Injury prevention; Poison control; Medicine; Mental health; Psychotherapist; Medical emergency; Sociology","score_opus":0.10287396236020464,"score_gpt":0.5135162998684283,"score_spread":0.41064233750822365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802806685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97939223,0.00008859991,0.013422577,0.00121768,0.0012110632,0.0004773499,0.00003543981,0.000066464636,0.004088607],"genre_scores_gemma":[0.99477625,0.000053679585,0.004088224,0.00038579784,0.0003882187,0.000068613306,0.00004971468,0.000034452867,0.00015506391],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99547404,0.0017911501,0.0012892153,0.00028632596,0.00059507263,0.00056420296],"domain_scores_gemma":[0.99561036,0.0010341231,0.0012284088,0.00021475695,0.0016735904,0.00023875856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001151782,0.00023317905,0.00047060588,0.00026911154,0.0008117864,0.00003493331,0.0005551687,0.00019894887,0.00064904895],"category_scores_gemma":[0.0003466003,0.0001922044,0.00007324885,0.00017927276,0.0006053547,0.001144819,0.0000512648,0.00075306674,0.000061929015],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013830495,0.00032990586,0.49516404,0.00015077076,0.0003904994,0.00005278946,0.47854882,0.00016849813,0.000051523926,0.017895732,0.00041088488,0.0054534883],"study_design_scores_gemma":[0.007755825,0.0036058184,0.16350989,0.007248625,0.00011737266,0.0003704386,0.80085695,0.0038873304,0.00028189144,0.010219806,0.0014409018,0.0007051735],"about_ca_topic_score_codex":0.0006833783,"about_ca_topic_score_gemma":0.0067986273,"teacher_disagreement_score":0.33165416,"about_ca_system_score_codex":0.0001595999,"about_ca_system_score_gemma":0.0002861313,"threshold_uncertainty_score":0.78378683},"labels":[],"label_agreement":null},{"id":"W2803163617","doi":"10.3390/healthcare6020050","title":"Under the Same Sky: Connecting Students and Cultures through Circumpolar Nursing Education","year":2018,"lang":"en","type":"article","venue":"Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"University of the Arctic","keywords":"Circumpolar star; Enabling; Indigenous; Photovoice; Sociology; Nursing; Psychology; Medicine; Economic growth; Ecology","score_opus":0.11110728654956521,"score_gpt":0.5507871857578124,"score_spread":0.4396798992082472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803163617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91338617,0.0072035585,0.00012238762,0.06294871,0.0032239608,0.0017448876,0.00002095273,0.0002251876,0.011124194],"genre_scores_gemma":[0.96785927,0.00046013913,0.0005891456,0.027983073,0.002098003,0.00008854128,0.000028002341,0.000040939845,0.000852909],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99687564,0.0009163977,0.00054383563,0.00041316447,0.00041898104,0.00083197176],"domain_scores_gemma":[0.9981411,0.00039044346,0.00028792568,0.00045619803,0.00047638174,0.0002479551],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006822916,0.00020502352,0.00026741187,0.00004225751,0.0040072827,0.000041553812,0.00029049962,0.0002835827,0.00017098713],"category_scores_gemma":[0.0001647866,0.00014841223,0.00003376822,0.0003055146,0.00021880846,0.00018884377,0.000113668655,0.0007718735,0.00029526258],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014517357,0.00019289287,0.5831412,0.0012675527,0.00004286254,0.0000016434536,0.19208805,0.0000021230417,0.00005591377,0.1043699,0.080175415,0.038517274],"study_design_scores_gemma":[0.0006678226,0.00024735797,0.2609185,0.0046975627,0.000035325942,0.000023326289,0.43463108,0.000022614538,0.000023701636,0.0351513,0.26327258,0.00030883626],"about_ca_topic_score_codex":0.005372533,"about_ca_topic_score_gemma":0.0020764268,"teacher_disagreement_score":0.3222227,"about_ca_system_score_codex":0.0005632193,"about_ca_system_score_gemma":0.0006137936,"threshold_uncertainty_score":0.99728936},"labels":[],"label_agreement":null},{"id":"W2803580761","doi":"","title":"Effective communication with patients, families & colleagues: Evaluation of an online program for international medical graduates (IMGS) in Newfoundland and Labrador (NL)","year":2017,"lang":"en","type":"article","venue":"Medical Education Scholarship Forum Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medical education; Family medicine; Medicine; Geography; Psychology","score_opus":0.057823772526882554,"score_gpt":0.4853183420303299,"score_spread":0.4274945695034474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803580761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97803974,0.00033326118,0.0000064080036,0.015334719,0.0006017373,0.004660822,0.00003402415,0.00005747618,0.00093181926],"genre_scores_gemma":[0.991205,0.00039488962,0.003364199,0.0011930777,0.00024438865,0.0028567184,0.00060812285,0.00003235927,0.000101294994],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99596214,0.00030334856,0.0008553281,0.0004419977,0.0019804682,0.00045669047],"domain_scores_gemma":[0.99366575,0.00051952945,0.00086358783,0.00033108253,0.004135054,0.00048499007],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006105141,0.0002152631,0.00038621883,0.00023690707,0.0009561698,0.00009296264,0.00083145325,0.00044155528,0.00016703042],"category_scores_gemma":[0.02740563,0.00017558534,0.000030170353,0.0002156237,0.0004305638,0.0012480963,0.00021084055,0.00086333684,0.0000038919197],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000310558,0.0010011307,0.6571437,0.00024507032,0.000018583129,8.488564e-8,0.0025266507,8.806397e-8,0.0000016418061,0.0019119199,0.0005125637,0.33632797],"study_design_scores_gemma":[0.0060222372,0.0007023823,0.9629069,0.0039540757,0.00005685437,0.000002238103,0.011643864,0.0022034715,0.000017251827,0.0041809957,0.0081095705,0.00020017542],"about_ca_topic_score_codex":0.0029332514,"about_ca_topic_score_gemma":0.018811388,"teacher_disagreement_score":0.3361278,"about_ca_system_score_codex":0.00058620767,"about_ca_system_score_gemma":0.0022231515,"threshold_uncertainty_score":0.99909276},"labels":[],"label_agreement":null},{"id":"W2803760686","doi":"10.7748/ns.18.28.24.s38","title":"Nurses' support is giving junior doctors relief from long hours","year":2004,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Hippocratic Oath; Harm; Medicine; Oath; Sleep deprivation; Working hours; Nursing; Family medicine; Psychology; Psychiatry; Law; Social psychology; Political science","score_opus":0.031025159527407038,"score_gpt":0.436363057909724,"score_spread":0.405337898382317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803760686","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91985536,0.00090295734,0.0015327845,0.012030303,0.010114694,0.0012821349,0.0006715569,0.0008015766,0.052808635],"genre_scores_gemma":[0.9847747,0.00014388391,0.0041349446,0.003464014,0.0011451319,0.000044100732,0.00010797339,0.0001243376,0.0060609155],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99558103,0.0002759905,0.0009473842,0.00069413224,0.0009234111,0.0015780602],"domain_scores_gemma":[0.99767995,0.0002412337,0.0003833941,0.000795887,0.00032365645,0.0005759089],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00062340306,0.000394205,0.0006420675,0.00016788064,0.0014941667,0.000047149915,0.0003982383,0.0004951332,0.0037835035],"category_scores_gemma":[0.0002113037,0.00038828468,0.00014768282,0.000477167,0.00026110015,0.00029536057,0.00005930894,0.0011332813,0.00093498995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013082394,0.00043280094,0.27227548,0.0003663295,0.000115117626,0.00023559578,0.12620018,0.00013692609,0.00014348459,0.0058455057,0.4885678,0.10437253],"study_design_scores_gemma":[0.009369897,0.0013446326,0.13914534,0.027547324,0.00028420213,0.000022700413,0.041083667,0.000019788184,0.0014668561,0.027422175,0.7505239,0.0017695192],"about_ca_topic_score_codex":0.0019595965,"about_ca_topic_score_gemma":0.00050026283,"teacher_disagreement_score":0.2619561,"about_ca_system_score_codex":0.0030277655,"about_ca_system_score_gemma":0.0012781675,"threshold_uncertainty_score":0.9998569},"labels":[],"label_agreement":null},{"id":"W2805298014","doi":"10.1080/13576280500289330","title":"Combined research and clinical learning make rural summer studentship program a successful model","year":2005,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Medical education; Medical school; Rural health; Rural area; Psychology; Medicine","score_opus":0.27025233398664783,"score_gpt":0.6562497304798273,"score_spread":0.38599739649317943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2805298014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9215687,0.0009884627,0.0001304738,0.064510696,0.0012062998,0.0070334286,0.000013634703,0.00028130057,0.0042670304],"genre_scores_gemma":[0.9548499,0.000842237,0.009544571,0.0056186114,0.0013374098,0.0019286324,0.00017504659,0.000057663616,0.025645921],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948625,0.001434949,0.0012815036,0.00047178532,0.0005395295,0.0014097302],"domain_scores_gemma":[0.99626356,0.0012920437,0.00040300805,0.00037144448,0.00085232983,0.0008176233],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007147558,0.00018245615,0.00043071256,0.00020070554,0.0025520017,0.000044631972,0.00028409332,0.00026830606,0.00009996685],"category_scores_gemma":[0.00076819956,0.00017374817,0.000059680842,0.0004202476,0.00016899339,0.00016096942,0.00014078959,0.0015576205,0.00019134626],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003622055,0.0016826586,0.66139764,0.0008240088,0.000016680315,7.6427185e-8,0.0065445816,0.000043328902,3.7248333e-7,0.014262727,0.11329639,0.2015693],"study_design_scores_gemma":[0.0036841761,0.0033363658,0.16294913,0.0012715409,0.000018223336,0.0000014351078,0.044815656,0.01694001,8.815251e-7,0.005306162,0.76130617,0.000370229],"about_ca_topic_score_codex":0.0012155875,"about_ca_topic_score_gemma":0.002108912,"teacher_disagreement_score":0.6480098,"about_ca_system_score_codex":0.00076873146,"about_ca_system_score_gemma":0.004321625,"threshold_uncertainty_score":0.9987465},"labels":[],"label_agreement":null},{"id":"W2806826046","doi":"10.1017/s0963180117000871","title":"A Closer Look at the Junior Doctor Crisis in the United Kingdom’s National Health Services: Is Emigration Justifiable?","year":2018,"lang":"en","type":"article","venue":"Cambridge Quarterly of Healthcare Ethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Kingdom; Political science; Developed country; Service (business); Health services; Developing country; Economic growth; Law; Medicine; Economics; Population; Economy; Environmental health","score_opus":0.123903005848977,"score_gpt":0.4739608438402552,"score_spread":0.3500578379912782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806826046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67849386,0.0009596972,0.00009353254,0.31399956,0.0017295874,0.0030726274,0.0005245702,0.00012427672,0.0010023138],"genre_scores_gemma":[0.860266,0.00022867462,0.00021903633,0.13621013,0.0010271948,0.00029261707,0.00041660178,0.00005658449,0.0012832],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9877541,0.006007239,0.0021588057,0.0007186852,0.0019091754,0.0014519923],"domain_scores_gemma":[0.9908311,0.003455286,0.001280313,0.0012081618,0.0028821486,0.00034300203],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009751506,0.0004340459,0.0006686859,0.0003879798,0.0034257171,0.000041050374,0.0009929286,0.0009155153,0.00019360209],"category_scores_gemma":[0.00022168054,0.00029414418,0.00014414883,0.0018935776,0.00049488293,0.0002506367,0.00010688137,0.0033759093,0.0004965351],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005668864,0.00021877434,0.024091156,0.009430599,0.000049261773,0.0000073206447,0.43177348,0.000011278651,0.000020893334,0.10268457,0.42967358,0.0014721936],"study_design_scores_gemma":[0.0026805294,0.0039708265,0.04476005,0.00633399,0.000053088348,0.00004089395,0.31361145,0.0012108012,0.000039918727,0.0028663853,0.6236893,0.0007427892],"about_ca_topic_score_codex":0.12427075,"about_ca_topic_score_gemma":0.11878387,"teacher_disagreement_score":0.19401573,"about_ca_system_score_codex":0.0014029577,"about_ca_system_score_gemma":0.0037820966,"threshold_uncertainty_score":0.99995106},"labels":[],"label_agreement":null},{"id":"W2806957519","doi":"10.7748/ns.22.52.26.s24","title":"Nurses must advocate for global healthcare equality","year":2008,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Health care; Business; Big business; Public relations; Economic growth; Economics; Political science; Market economy","score_opus":0.12509789132829505,"score_gpt":0.5182332001540553,"score_spread":0.3931353088257602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806957519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7176058,0.0074418564,0.022806555,0.06392459,0.023122204,0.009739415,0.004182066,0.0023371137,0.14884038],"genre_scores_gemma":[0.98537576,0.00017983893,0.0062319967,0.0033171612,0.000983164,0.00023406281,0.00012781192,0.000057907015,0.003492296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957688,0.0005581285,0.00090819,0.0005673965,0.0006174198,0.0015800677],"domain_scores_gemma":[0.9974275,0.00038141324,0.00034477032,0.0005685334,0.00075949903,0.0005182419],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007997112,0.000309477,0.0006333095,0.00005453869,0.0029513878,0.000011426431,0.00028449655,0.00039872745,0.0001742988],"category_scores_gemma":[0.0003563728,0.00029837666,0.00014940371,0.00041523142,0.00032128053,0.00015223099,0.000034718167,0.0004969669,0.00011876508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0042694304,0.00029979608,0.1403323,0.0020133592,0.000053569776,0.00002883859,0.027590824,0.000030255085,0.000015822015,0.14589691,0.5752005,0.104268394],"study_design_scores_gemma":[0.0042701415,0.0011112258,0.029602068,0.0052243504,0.0000630183,0.000036444308,0.016043149,0.00009672705,0.00006323283,0.03429756,0.9085021,0.0006900135],"about_ca_topic_score_codex":0.0007113935,"about_ca_topic_score_gemma":0.0005166284,"teacher_disagreement_score":0.33330157,"about_ca_system_score_codex":0.0028662013,"about_ca_system_score_gemma":0.0015960152,"threshold_uncertainty_score":0.99994683},"labels":[],"label_agreement":null},{"id":"W2806983082","doi":"10.1503/cmaj.109-5606","title":"Residency mismatch: Canada’s crisis is America’s status quo","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Status quo; Medical school; Medical education; Medicine; Political science; Family medicine; Law","score_opus":0.02024833383686099,"score_gpt":0.36976068856043365,"score_spread":0.34951235472357267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806983082","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11634773,0.0010783039,0.00005950425,0.75956196,0.010826864,0.0005641913,0.00033415033,0.00008681375,0.11114047],"genre_scores_gemma":[0.4910486,0.0009513524,0.0006331772,0.4767825,0.01123049,0.000028459248,0.000029828743,0.00006706198,0.019228524],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931278,0.0009053989,0.0011067697,0.00027011658,0.00242563,0.0021642789],"domain_scores_gemma":[0.99103755,0.00053184765,0.00066200027,0.00024874962,0.0015863882,0.005933474],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016208809,0.00019932305,0.0003938047,0.00017487083,0.0023613684,0.00003879396,0.00042410294,0.00064809824,0.06374184],"category_scores_gemma":[0.003991106,0.00018817234,0.00007443746,0.0004899081,0.00006667854,0.00014385601,0.00004097845,0.002224515,0.0019984187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000080255195,0.000005624804,0.092660956,0.000014562919,0.00003580645,0.00012009687,0.0031117639,1.7360101e-7,3.1969074e-7,0.00016224399,0.899604,0.0042764186],"study_design_scores_gemma":[0.00049401657,0.000055399505,0.028546616,0.00021360486,0.00001678733,0.000020863274,0.016334109,0.000043532586,0.000001826345,0.0004921587,0.9536047,0.00017637039],"about_ca_topic_score_codex":0.9840333,"about_ca_topic_score_gemma":0.99839336,"teacher_disagreement_score":0.37470087,"about_ca_system_score_codex":0.010225156,"about_ca_system_score_gemma":0.08241255,"threshold_uncertainty_score":0.9989374},"labels":[],"label_agreement":null},{"id":"W2807812498","doi":"","title":"Needs of the many: Northern Ontario School of Medicine students' experience of generalism and rural practice.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University; NOSM University","funders":"","keywords":"Context (archaeology); Specialty; Medical education; Rural area; Scope (computer science); Generalist and specialist species; Scope of practice; Rural health; Nursing; Health care; Medicine; Sociology; Political science; Geography; Family medicine; Ecology","score_opus":0.0467567164205999,"score_gpt":0.40023500026005787,"score_spread":0.35347828383945795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807812498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871607,0.0003754888,0.0000057784264,0.0028817703,0.0007658874,0.0014319958,0.0000045895786,0.000012451546,0.0073613594],"genre_scores_gemma":[0.9931418,0.000054875305,0.00009798915,0.0010406256,0.00024132493,0.00033528032,0.0000013642364,0.000011604954,0.0050751865],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99783754,0.00033250064,0.0007693581,0.00011226654,0.0005311403,0.00041719756],"domain_scores_gemma":[0.997831,0.00025144927,0.000779919,0.0004600065,0.00049187423,0.00018577359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095175917,0.00011597926,0.0003598733,0.00007054892,0.00018972182,0.0000020013208,0.00040600623,0.00011200345,0.00028209],"category_scores_gemma":[0.00084830204,0.00007319864,0.000031351286,0.0003083638,0.0005706588,0.0001293986,0.00027405852,0.00026982187,0.0000066683424],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015302398,0.000050865765,0.9394879,0.00011729,0.000026378657,3.3095745e-7,0.05621977,4.2576102e-7,0.00008424977,0.0005287599,0.0017426525,0.0015883647],"study_design_scores_gemma":[0.000980765,0.00008888152,0.94622445,0.00028545316,0.000041357274,0.0000018770284,0.035713516,0.00000134888,0.00019333907,0.00015310946,0.016256921,0.00005899917],"about_ca_topic_score_codex":0.09472295,"about_ca_topic_score_gemma":0.065204605,"teacher_disagreement_score":0.029518347,"about_ca_system_score_codex":0.00017434153,"about_ca_system_score_gemma":0.00018695625,"threshold_uncertainty_score":0.951853},"labels":[],"label_agreement":null},{"id":"W2807954680","doi":"10.1017/s1744133118000014","title":"Canadian medicare: historical reflections, future directions","year":2018,"lang":"en","type":"editorial","venue":"Health Economics Policy and Law","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Associated Medical Services; University of Toronto; University of Ottawa","funders":"","keywords":"Content (measure theory); Action (physics); Computer science; Advertising; Business; Mathematics; Physics","score_opus":0.034261820208522815,"score_gpt":0.42807413527106397,"score_spread":0.39381231506254116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807954680","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000032477496,0.008567627,0.0000019102183,0.10602101,0.8012206,0.0010401683,0.0014580757,0.00020006204,0.08145808],"genre_scores_gemma":[0.00005240621,0.06636286,0.00025494417,0.025272971,0.8799477,0.0002990954,0.0007735688,0.00012428175,0.026912136],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99431694,0.0007645435,0.0015864348,0.0009265577,0.00023227386,0.0021732503],"domain_scores_gemma":[0.9937435,0.0012856153,0.0008537586,0.00079327053,0.00033414777,0.0029897047],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0015343115,0.00053502707,0.0011739478,0.0005824976,0.0056571392,0.000040140512,0.00037890856,0.0030583697,0.0004930667],"category_scores_gemma":[0.0006680198,0.0005747248,0.00012372439,0.00036691,0.00019132358,0.00014194008,0.00013959892,0.0032825768,0.0005078572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000028620503,0.0000149651305,0.000025854677,0.0005998301,0.000030522173,0.0000015406076,0.001737091,2.237109e-7,4.564602e-9,0.051372863,0.9444343,0.0017541846],"study_design_scores_gemma":[0.00044671513,0.00020659479,0.0000190101,0.0004125245,0.000022769256,0.000004278005,0.00042870932,0.00000590391,2.3976607e-8,0.0029594295,0.995114,0.00038000953],"about_ca_topic_score_codex":0.9577575,"about_ca_topic_score_gemma":0.9850141,"teacher_disagreement_score":0.08074804,"about_ca_system_score_codex":0.03347194,"about_ca_system_score_gemma":0.031105148,"threshold_uncertainty_score":0.99967045},"labels":[],"label_agreement":null},{"id":"W2808958449","doi":"10.1503/cmaj.109-5616","title":"Residency programs grapple with new Indigenous cultural safety training requirement","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Medical education; Training (meteorology); Cultural safety; Residency training; Culturally appropriate; Medicine; Family medicine; Geography; Continuing education","score_opus":0.05532034393886455,"score_gpt":0.3908011516632004,"score_spread":0.33548080772433586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808958449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7790909,0.0007855974,0.0006255641,0.1418471,0.0055141044,0.002360379,0.00003972208,0.00025183393,0.069484815],"genre_scores_gemma":[0.91664916,0.00043410336,0.003499486,0.03982562,0.019938538,0.00006966773,0.00009186132,0.000083656596,0.019407932],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99484384,0.0004963133,0.0009165494,0.0002334934,0.0018266159,0.0016831602],"domain_scores_gemma":[0.99404687,0.00017520852,0.00058176054,0.00015354074,0.0009680108,0.0040746033],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003084131,0.00018479482,0.0003288887,0.00013397456,0.0027894715,0.00005872987,0.00034833886,0.00057983637,0.007849908],"category_scores_gemma":[0.0011158215,0.00014028659,0.00006191464,0.00051862095,0.000090807225,0.0002282081,0.000024126704,0.001809278,0.00065814494],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008957346,0.000025472082,0.41817182,0.000032411674,0.00012344209,0.00019362972,0.057732258,8.5055814e-7,0.000001521761,0.0012057591,0.374456,0.14796726],"study_design_scores_gemma":[0.0015322788,0.0004522606,0.042166296,0.0010184404,0.000026173688,0.00010877106,0.02241167,0.000013718106,0.0000010898846,0.00081578526,0.93123525,0.000218278],"about_ca_topic_score_codex":0.052960478,"about_ca_topic_score_gemma":0.63378674,"teacher_disagreement_score":0.5808263,"about_ca_system_score_codex":0.004099112,"about_ca_system_score_gemma":0.022769775,"threshold_uncertainty_score":0.999724},"labels":[],"label_agreement":null},{"id":"W2809248276","doi":"10.5539/ass.v14n7p1","title":"The Policy Development of Social Welfare for Elderly Health Care in the Community: A Case Study of Phitsanulok Municipality, Thailand","year":2018,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Commission on Higher Education","keywords":"Welfare; Social Welfare; Health care; Social policy; Elderly people; Gerontology; Sample (material); Psychology; Medicine; Environmental health; Economic growth; Political science; Economics","score_opus":0.0980065502793771,"score_gpt":0.5127550987150455,"score_spread":0.41474854843566844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809248276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9583876,0.00006008075,0.0000057341476,0.012686452,0.00019017498,0.002659534,0.000033575823,0.000017738692,0.025959104],"genre_scores_gemma":[0.99873894,0.000002144546,0.00014021892,0.0006260945,0.0002400281,0.0001966582,0.000003594296,0.000009590567,0.00004270055],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99534285,0.0020835772,0.0008443792,0.00019719088,0.000644298,0.0008877301],"domain_scores_gemma":[0.99797165,0.000451539,0.00056780654,0.00039012742,0.0005234814,0.00009540481],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006483617,0.00013540611,0.00033501151,0.00010778951,0.018286504,0.000020978569,0.0011862218,0.00010041579,0.000007892763],"category_scores_gemma":[0.00030602273,0.00008765563,0.000044333814,0.0015486684,0.0011925498,0.00009088195,0.00037300453,0.0005190158,0.0000020672642],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005258129,0.00016008827,0.003917028,0.00013702872,0.0000056045537,0.0000016132639,0.89691883,2.753503e-8,0.0000014795992,0.012299607,0.00033424905,0.08617184],"study_design_scores_gemma":[0.00072697294,0.0006823413,0.06796478,0.000050038023,0.00000517847,0.0000023345174,0.9079084,0.0000012141575,0.000003168576,0.00032716722,0.0222569,0.000071532566],"about_ca_topic_score_codex":0.03721681,"about_ca_topic_score_gemma":0.2983258,"teacher_disagreement_score":0.261109,"about_ca_system_score_codex":0.00058572635,"about_ca_system_score_gemma":0.0030170113,"threshold_uncertainty_score":0.9829916},"labels":[],"label_agreement":null},{"id":"W2809552284","doi":"","title":"‘Children of a Common Mother’: Strengthening Health Workforce Migration to Australia and Canada","year":2018,"lang":"en","type":"article","venue":"XIX ISA World Congress of Sociology (July 15-21, 2018)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic growth; Political science; Economics","score_opus":0.047703733054704184,"score_gpt":0.406473018137621,"score_spread":0.35876928508291683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809552284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870256,0.00077749765,0.000023725514,0.0076443227,0.0014892609,0.0013692488,0.0003037398,0.00006826878,0.001298319],"genre_scores_gemma":[0.98655653,0.00009806227,0.0012451353,0.0035230026,0.0005541188,0.00006924443,0.00008864206,0.00004623318,0.007819046],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99544716,0.0009674714,0.0015081818,0.0005441031,0.00036051933,0.001172553],"domain_scores_gemma":[0.9964806,0.00075788086,0.0012312249,0.0006472706,0.0004000537,0.00048299198],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00096758886,0.00037427785,0.0010794656,0.00021762551,0.00072139484,0.0000067302512,0.00048256235,0.0003593244,0.0004982446],"category_scores_gemma":[0.00018270734,0.00035522494,0.000074581694,0.00031973355,0.0008682338,0.00011261405,0.00022944208,0.00073355646,0.0000715479],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002254521,0.00006246905,0.62474656,0.00025809786,0.00010343361,0.000001763292,0.007096295,0.000020814285,0.00006249217,0.0031603272,0.3621984,0.002063851],"study_design_scores_gemma":[0.0033363502,0.0016646858,0.7993126,0.003631475,0.00012236091,0.0000086519385,0.0075954427,0.00017586541,0.0006334447,0.0022619984,0.18024959,0.001007533],"about_ca_topic_score_codex":0.6282563,"about_ca_topic_score_gemma":0.88518226,"teacher_disagreement_score":0.25692597,"about_ca_system_score_codex":0.00041549714,"about_ca_system_score_gemma":0.0009301145,"threshold_uncertainty_score":0.99988997},"labels":[],"label_agreement":null},{"id":"W2809562150","doi":"","title":"Geographic variation in FP and GP scope of practice in Ontario: Comparative provincial study.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Global Positioning System; Medicine; Geography; Clinical Practice; Rural area; Scope of practice; Scope (computer science); Demography; Family medicine; Health care; Computer science; Telecommunications; Political science; Sociology","score_opus":0.06548286108393281,"score_gpt":0.41010390662040475,"score_spread":0.34462104553647194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809562150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708369,0.00016530129,0.0000037320067,0.00041145008,0.00035637448,0.005385576,0.0000036082054,0.000020599295,0.022816503],"genre_scores_gemma":[0.99725,0.000019343503,0.00023926937,0.00030032755,0.00008486404,0.0018116572,0.0000029764822,0.00000763888,0.00028387853],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99737626,0.00095313846,0.0006525874,0.00026653195,0.0002366747,0.0005147954],"domain_scores_gemma":[0.99850845,0.00061821844,0.00035427877,0.00018470571,0.00022930889,0.000105006584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002116025,0.00011170235,0.00032870693,0.0002224068,0.00016027017,0.0000065375316,0.00010470835,0.00012653283,0.000046729125],"category_scores_gemma":[0.0006148823,0.00010518037,0.000011865288,0.0004886344,0.000082914376,0.00029165338,0.00010230358,0.0004958801,0.000015876074],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045507585,0.00037014188,0.9499896,0.00004556788,0.000010693021,0.0000034359305,0.046358608,0.0000018576936,0.0000015599578,0.00038548434,0.00016244383,0.0022154932],"study_design_scores_gemma":[0.0016371926,0.00018460517,0.98754275,0.00010398051,0.000013709969,4.11286e-7,0.006318608,0.000012063079,0.000002704428,0.00025111288,0.0038515339,0.000081357364],"about_ca_topic_score_codex":0.47121477,"about_ca_topic_score_gemma":0.9405682,"teacher_disagreement_score":0.46935347,"about_ca_system_score_codex":0.00036734925,"about_ca_system_score_gemma":0.00034543284,"threshold_uncertainty_score":0.53230643},"labels":[],"label_agreement":null},{"id":"W2809664602","doi":"10.1097/ogx.0000000000000573","title":"Within Country Inequalities in Cesarean Section Rates: Observational Study of 72 Low and Middle Income Countries","year":2018,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Observational study; Obstetrics; Cesarean delivery; Section (typography); Population; Inequality; Developed country; Pregnancy; Environmental health","score_opus":0.20587720610248117,"score_gpt":0.431523438679496,"score_spread":0.22564623257701483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809664602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99552274,0.00036868022,0.000007762936,0.00016177785,0.001507931,0.0013821444,0.00013026755,0.00008915344,0.00082956895],"genre_scores_gemma":[0.9978684,0.00006805004,0.00015345195,0.00072616176,0.00019210893,0.00013246681,0.00007888043,0.0000190056,0.00076143956],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992903,0.0035713215,0.0015914923,0.00051829667,0.0006290427,0.00078688207],"domain_scores_gemma":[0.97918355,0.018955752,0.0005248165,0.00028495674,0.0008145317,0.00023636907],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0033702387,0.0002727506,0.00077402405,0.00020549625,0.0006395773,0.000023740473,0.00026247927,0.00052859174,0.0008328499],"category_scores_gemma":[0.01611136,0.00021112442,0.000029293082,0.0016979754,0.00037092224,0.00021457976,0.00030004076,0.0007578873,0.00006728647],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003499017,0.0005134502,0.9937481,0.00029497154,0.00001605254,0.000008595786,0.0034875942,0.000016180818,0.000002135295,0.001152796,0.00036878177,0.000041385294],"study_design_scores_gemma":[0.0017509103,0.0017767234,0.9846578,0.0003401723,0.000008733266,5.839728e-7,0.009189086,0.00024540332,0.000004107807,0.0004936537,0.0013209671,0.0002118594],"about_ca_topic_score_codex":0.007858262,"about_ca_topic_score_gemma":0.029773287,"teacher_disagreement_score":0.021915024,"about_ca_system_score_codex":0.0004966758,"about_ca_system_score_gemma":0.00027012106,"threshold_uncertainty_score":0.9987485},"labels":[],"label_agreement":null},{"id":"W2809921700","doi":"10.1108/jica-02-2018-0009","title":"Study of the Local Health Integration Network: impact of Ontario’s Regionalization Policy","year":2018,"lang":"en","type":"article","venue":"Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Context (archaeology); Corporate governance; Health care; Government (linguistics); Integrated care; Legitimacy; Health policy; Business; Healthcare system; Process management; Public administration; Political science; Economic growth; Geography; Economics; Politics","score_opus":0.05116553886365182,"score_gpt":0.4611739506603707,"score_spread":0.4100084117967189,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809921700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99391943,0.00050535,0.0011550917,0.00070932024,0.0010402394,0.00089206925,0.000020744934,0.000012168847,0.0017456126],"genre_scores_gemma":[0.9982167,0.000046367026,0.00019894824,0.0004284026,0.0006297054,0.000005708433,0.000015760681,0.000020160334,0.0004382633],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959468,0.0011443096,0.0017656863,0.00013169953,0.0005818826,0.00042958467],"domain_scores_gemma":[0.9921728,0.00013216137,0.002811816,0.0003449785,0.004361759,0.00017651735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095894985,0.00019075886,0.0006119209,0.0002126384,0.00041476448,0.0000058399423,0.0003863921,0.00019083938,0.00022928305],"category_scores_gemma":[0.00034353702,0.00010431763,0.00022101116,0.0011303102,0.00014629011,0.00013927347,0.00006667328,0.00093826844,0.000004504636],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0011920603,0.00036428997,0.74672437,0.0001683357,0.0002110067,0.000003777239,0.17692046,0.0032940435,0.000042499687,0.0017105959,0.057503078,0.011865505],"study_design_scores_gemma":[0.0040183757,0.015582841,0.55278224,0.010363723,0.0001349989,0.000050021543,0.40341264,0.00030519854,0.0001776351,0.0011877064,0.011724354,0.00026024415],"about_ca_topic_score_codex":0.2525265,"about_ca_topic_score_gemma":0.33558774,"teacher_disagreement_score":0.22649218,"about_ca_system_score_codex":0.006476716,"about_ca_system_score_gemma":0.014484513,"threshold_uncertainty_score":0.9973372},"labels":[],"label_agreement":null},{"id":"W2810224168","doi":"10.24926/jrmc.v1i3.1158","title":"Regional Medical Campuses in Canada and the United States: A Systematic Review","year":2018,"lang":"en","type":"review","venue":"Journal of Regional Medical Campuses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; University of Northern British Columbia","funders":"Association of American Medical Colleges","keywords":"PsycINFO; CINAHL; MEDLINE; Inclusion (mineral); Medical education; Curriculum; Economic shortage; Health care; Medicine; Family medicine; Psychology; Political science; Pedagogy","score_opus":0.09198334723990113,"score_gpt":0.45302214133934365,"score_spread":0.3610387940994425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810224168","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010514918,0.97030765,0.000012172093,0.025152562,0.0013756803,0.002933274,0.000026640177,0.00001893594,0.00006793529],"genre_scores_gemma":[0.000009593771,0.9519003,0.000045419503,0.045938674,0.0014284699,0.00027264707,0.000083049505,0.00007260452,0.0002492244],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9761013,0.009470196,0.0067933598,0.00047829805,0.006052694,0.0011041589],"domain_scores_gemma":[0.9623478,0.027800774,0.0059199845,0.0006913571,0.0012384023,0.0020016658],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012377575,0.00077776005,0.0070666373,0.00049034203,0.00046619063,0.000018338924,0.0019176408,0.0010501457,0.0010029589],"category_scores_gemma":[0.026032815,0.0003801284,0.0006139187,0.0013419292,0.0012743452,0.00011562734,0.0003768952,0.0051984387,0.000052836363],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008322277,0.000041868476,0.00010128441,0.6750747,0.00030711526,0.0007513403,0.00028730067,1.8740083e-7,7.534236e-11,0.0006379971,0.31974325,0.0029717337],"study_design_scores_gemma":[0.00081643526,0.000049518712,0.0000039373404,0.5005834,0.00071110507,0.0017612755,0.00062321784,0.000013363522,3.4040729e-10,0.00017770771,0.49508873,0.00017128958],"about_ca_topic_score_codex":0.34510085,"about_ca_topic_score_gemma":0.5905732,"teacher_disagreement_score":0.24547236,"about_ca_system_score_codex":0.0022162027,"about_ca_system_score_gemma":0.047287554,"threshold_uncertainty_score":0.99991024},"labels":[],"label_agreement":null},{"id":"W2810578300","doi":"10.12927/hcpap.2018.25508","title":"The Challenge of Rural and Northern Health Systems","year":2018,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Public Health Ontario","funders":"","keywords":"Indigenous; Context (archaeology); Rural health; Rural area; Geography; Northern territory; Health services; Healthcare system; Environmental planning; Economic growth; Political science; Health care; Environmental health; Medicine; Archaeology; Ecology; Population; Economics","score_opus":0.06485567361294287,"score_gpt":0.4097328638636834,"score_spread":0.34487719025074054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810578300","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4854049,0.003996907,0.000040778094,0.5020327,0.0018117484,0.003108858,0.00010699117,0.00024916796,0.0032479446],"genre_scores_gemma":[0.41131642,0.0032550897,0.00014360508,0.582104,0.00022049318,0.00062895444,0.000040890936,0.00012986158,0.002160637],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99109626,0.0018942712,0.0023412348,0.000845618,0.00096211734,0.002860473],"domain_scores_gemma":[0.9925889,0.002363067,0.0012920259,0.0015185358,0.0006621304,0.001575364],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037721966,0.0006596342,0.0013463171,0.00022385409,0.0045536226,0.000047739926,0.0007424443,0.000452998,0.00012074007],"category_scores_gemma":[0.0005025982,0.0004872071,0.00015426498,0.00081145164,0.00024106223,0.00015380945,0.0006077643,0.0010425961,0.0010689471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025726976,0.00029676154,0.028897224,0.0016267321,0.000110429035,0.0000068820023,0.07960964,0.00000777472,0.00003278437,0.014847531,0.8530133,0.018978246],"study_design_scores_gemma":[0.0019874107,0.004681884,0.011896291,0.000047327045,0.000026484791,0.00001648826,0.01969257,0.00042070073,0.000004349076,0.00019883008,0.9605048,0.00052287715],"about_ca_topic_score_codex":0.016772246,"about_ca_topic_score_gemma":0.052027036,"teacher_disagreement_score":0.107491486,"about_ca_system_score_codex":0.0017790394,"about_ca_system_score_gemma":0.001262942,"threshold_uncertainty_score":0.99975795},"labels":[],"label_agreement":null},{"id":"W2810778234","doi":"10.1007/s10903-018-0778-6","title":"Bibliometrics of Fifty Most-Cited Articles on the Mental Health of Immigrants Living in the United States","year":2018,"lang":"en","type":"review","venue":"Journal of Immigrant and Minority Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver General Hospital; Government of British Columbia","funders":"","keywords":"Immigration; Bibliometrics; Public health; Mental health; Gerontology; Medicine; Family medicine; Psychiatry; Political science; Library science; Nursing","score_opus":0.1253326284011553,"score_gpt":0.4620407421870014,"score_spread":0.3367081137858461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810778234","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08869835,0.90270776,0.00000623307,0.0053141834,0.0005864871,0.0022853545,0.0003486463,0.000008950493,0.000044048033],"genre_scores_gemma":[0.007057742,0.9896171,0.0001345751,0.0027283565,0.00029792142,0.000019610503,0.00005511738,0.000031693166,0.000057845686],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872049,0.0056346445,0.004656588,0.00029613642,0.0011554412,0.0010522845],"domain_scores_gemma":[0.9845124,0.0069098957,0.0070407237,0.00053360284,0.0006149135,0.00038849175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014840027,0.0004774943,0.002935688,0.0058599506,0.00085569726,0.000021638265,0.00080631394,0.000344632,0.00004412059],"category_scores_gemma":[0.0011867562,0.0002447382,0.00036052414,0.013950895,0.0002786773,0.00011795741,0.00014217276,0.0021013806,0.0000067586916],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005689514,0.0018220741,0.021330552,0.11790594,0.000431354,0.000020184763,0.08253672,0.000003613512,5.8172577e-7,0.0014577004,0.17972139,0.59420097],"study_design_scores_gemma":[0.0010055092,0.0031203693,0.007672135,0.11230851,0.00013909655,0.000070748276,0.032324713,0.00005534435,5.355949e-7,0.00015140235,0.84286904,0.0002825793],"about_ca_topic_score_codex":0.036035527,"about_ca_topic_score_gemma":0.006083815,"teacher_disagreement_score":0.6631477,"about_ca_system_score_codex":0.00048749283,"about_ca_system_score_gemma":0.0022722569,"threshold_uncertainty_score":0.9980135},"labels":[],"label_agreement":null},{"id":"W2810780135","doi":"10.1136/bmj.k2832","title":"Recruiting doctors from countries that have a much more desperate need","year":2018,"lang":"en","type":"letter","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Political science; Medical education; Public relations; Medicine","score_opus":0.13539962688082172,"score_gpt":0.46946653321614007,"score_spread":0.3340669063353183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810780135","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05290558,0.0010408801,0.000022275872,0.9012234,0.007503217,0.0043265224,0.0010587681,0.0006055862,0.031313736],"genre_scores_gemma":[0.0031130142,0.00022209244,0.001608008,0.8787978,0.04410591,0.0008510166,0.0020107194,0.00023795177,0.06905345],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99296844,0.0013703184,0.0015235235,0.00097343535,0.0010531066,0.0021111888],"domain_scores_gemma":[0.9942873,0.0022659115,0.0013350437,0.0012286195,0.0006061252,0.00027697548],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0010853984,0.00076599023,0.0012170981,0.00021284862,0.0016157127,0.00008996006,0.00075874757,0.0030969703,0.0069260485],"category_scores_gemma":[0.00060431234,0.00067569147,0.00019546054,0.00021656168,0.00030703263,0.00019261138,0.00039383606,0.0047090687,0.005696933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007344469,0.00000620684,0.022084353,0.0006393324,0.00007461508,0.00028306522,0.0073565347,4.1122746e-7,0.0000018525449,0.000027891909,0.9692908,0.00016152463],"study_design_scores_gemma":[0.0006187695,0.00005372849,0.0010312432,0.005450765,0.00009148966,0.0000053857098,0.0077147973,0.000044008157,0.000027337337,0.0005703676,0.9837419,0.0006502291],"about_ca_topic_score_codex":0.012674701,"about_ca_topic_score_gemma":0.0014861153,"teacher_disagreement_score":0.049792565,"about_ca_system_score_codex":0.00092414435,"about_ca_system_score_gemma":0.0010712587,"threshold_uncertainty_score":0.99968404},"labels":[],"label_agreement":null},{"id":"W2810825170","doi":"10.1503/cmaj.109-5622","title":"Medical school admission requirements lock out many Indigenous students","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Outreach; Lock (firearm); Medical education; Medicine; Computer science; Political science; Engineering","score_opus":0.034402619712928996,"score_gpt":0.4387917570408956,"score_spread":0.4043891373279666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810825170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8639018,0.0005808404,0.00019792626,0.07478949,0.016095094,0.0012454349,0.000059431866,0.00015993361,0.04297004],"genre_scores_gemma":[0.80730975,0.0006971049,0.00023085142,0.14757638,0.019480268,0.000052777486,0.00004423096,0.000079981786,0.024528686],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9881036,0.0013779027,0.0015149802,0.00033653996,0.0066238297,0.0020430966],"domain_scores_gemma":[0.9825394,0.00036286257,0.00072884763,0.0002674602,0.0012909827,0.014810405],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007974171,0.00024676538,0.00044801715,0.00029143962,0.0030246908,0.00007466569,0.0011350769,0.001655188,0.13026829],"category_scores_gemma":[0.017006401,0.00021767868,0.00010287409,0.0003704785,0.00009293544,0.00022537181,0.00015626677,0.0036430655,0.012969339],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020466072,0.00004398575,0.50719565,0.000021832735,0.00006191174,0.000300694,0.00214105,6.6058014e-8,9.116829e-7,0.00004250825,0.47763628,0.012534628],"study_design_scores_gemma":[0.0020234184,0.00019307212,0.09662651,0.0013790404,0.000021705167,0.000060327708,0.0022972955,0.000054391967,0.0000022533868,0.0002856809,0.8968294,0.0002268768],"about_ca_topic_score_codex":0.00866031,"about_ca_topic_score_gemma":0.12486655,"teacher_disagreement_score":0.41919315,"about_ca_system_score_codex":0.007100085,"about_ca_system_score_gemma":0.02614034,"threshold_uncertainty_score":0.9996409},"labels":[],"label_agreement":null},{"id":"W2818016551","doi":"10.12927/hcq.2018.25525","title":"The Mobility Volunteer Program: Stepping into the Future of Senior Friendly Care","year":2018,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Volunteer; Delirium; Best practice; Nursing; Medicine; Business; Psychology; Medical emergency; Intensive care medicine; Political science","score_opus":0.01992233654983218,"score_gpt":0.41305896508888573,"score_spread":0.39313662853905357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2818016551","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90726244,0.020993127,0.0000622077,0.051479157,0.0076917643,0.008414976,0.00008005575,0.00056324195,0.0034530452],"genre_scores_gemma":[0.99189115,0.00017432545,0.0009654513,0.001886583,0.0032789556,0.0009850556,0.00002824537,0.00005595571,0.00073429325],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99371845,0.002045765,0.0014235895,0.0005838435,0.00072349276,0.0015048521],"domain_scores_gemma":[0.99429244,0.0008413059,0.000662632,0.0016653414,0.0021556504,0.0003826558],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012538751,0.00035039507,0.0005024857,0.000060801023,0.0046099382,0.000035624675,0.00082666916,0.00046598457,0.00010896403],"category_scores_gemma":[0.000087303604,0.00019753788,0.00016180387,0.0006944904,0.00067173527,0.0001518971,0.0000994259,0.0013240139,0.0003010823],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031249135,0.000080066464,0.02710947,0.001797101,0.00003115336,0.000002592964,0.23222399,1.6387182e-7,0.000013833448,0.0065167844,0.018414192,0.7134982],"study_design_scores_gemma":[0.00037171514,0.0024589768,0.01854348,0.0004852862,0.000016028282,0.0000021470473,0.40241116,0.000033393422,0.000008324296,0.00089663785,0.57461375,0.00015911028],"about_ca_topic_score_codex":0.01342411,"about_ca_topic_score_gemma":0.10459809,"teacher_disagreement_score":0.71333903,"about_ca_system_score_codex":0.00054778834,"about_ca_system_score_gemma":0.0012436698,"threshold_uncertainty_score":0.9966859},"labels":[],"label_agreement":null},{"id":"W2867105549","doi":"10.1038/d41586-018-05646-4","title":"Lab heads should learn to talk about racism","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Directorate for Biological Sciences; University of Alberta","keywords":"Racism; Sociology; Psychology; Public relations; Political science; Gender studies","score_opus":0.046763804974951355,"score_gpt":0.4750974784669405,"score_spread":0.42833367349198914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2867105549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6890456,0.005107447,0.00009962821,0.053710673,0.009161793,0.0021866893,0.00008864573,0.000784575,0.23981494],"genre_scores_gemma":[0.8526665,0.000068537476,0.0017215207,0.0786876,0.0030278636,0.000074115655,0.000025434956,0.000051335333,0.063677065],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99719846,0.00029128924,0.00041935,0.000438358,0.00048219183,0.0011703721],"domain_scores_gemma":[0.99804974,0.00022919774,0.000120379336,0.0006116037,0.00047662415,0.0005124499],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0006934684,0.00021950582,0.00031973855,0.00011110389,0.0009559518,0.000013630809,0.0004040309,0.0029562379,0.0038414146],"category_scores_gemma":[0.00064403523,0.00018444266,0.000060525548,0.0006208831,0.00006867261,0.00010522962,0.00022988433,0.005646804,0.008679951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017664846,0.00003790311,0.009078882,0.00015786404,0.000011859424,0.000016912714,0.0037835822,0.000002224468,0.00027332237,0.0069898795,0.9660366,0.013434333],"study_design_scores_gemma":[0.00041659005,0.00016787676,0.01912483,0.00046766174,0.000008111129,0.00000236248,0.0008577827,0.000019332992,0.00018826577,0.00071819534,0.9778429,0.0001860941],"about_ca_topic_score_codex":0.00033229467,"about_ca_topic_score_gemma":0.001517316,"teacher_disagreement_score":0.17613788,"about_ca_system_score_codex":0.0002866596,"about_ca_system_score_gemma":0.00024983342,"threshold_uncertainty_score":0.99833816},"labels":[],"label_agreement":null},{"id":"W2867723998","doi":"10.29375/01237047.3244","title":"Experiencia en el programa: Las mejores prácticas de las organizaciones más destacadas (BPSO) en Australia","year":2017,"lang":"es","type":"article","venue":"Medunab","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.06190634382564239,"score_gpt":0.5078390193097808,"score_spread":0.4459326754841384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2867723998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9671051,0.0016254584,0.000035828707,0.018145505,0.0037284647,0.0030486018,0.00010677628,0.000512469,0.005691812],"genre_scores_gemma":[0.9685064,0.00087929325,0.0031868012,0.0007305731,0.002847094,0.00054250524,0.000058653848,0.00021789245,0.023030775],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99088234,0.0020592734,0.0015156147,0.0012001856,0.0011001036,0.0032424708],"domain_scores_gemma":[0.9932785,0.0010541748,0.0011591794,0.0024005654,0.0006249319,0.0014826698],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022581758,0.0009346501,0.0012041396,0.00021845875,0.004578514,0.000542846,0.0021658395,0.0017985258,0.0028218876],"category_scores_gemma":[0.005365562,0.0008637773,0.00022574059,0.00042052107,0.0007478348,0.0007585987,0.0010966075,0.0021563012,0.0039191116],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000360798,0.0008340271,0.8100784,0.0026764835,0.00020763822,0.00048933737,0.07995869,0.0000058812348,0.00071439863,0.04660958,0.05231648,0.0057483204],"study_design_scores_gemma":[0.0019253774,0.0006065846,0.481323,0.00331376,0.00029956,0.00007800673,0.025824677,0.00006596672,0.002827417,0.0028453656,0.4797519,0.0011383537],"about_ca_topic_score_codex":0.009355605,"about_ca_topic_score_gemma":0.0015539046,"teacher_disagreement_score":0.42743543,"about_ca_system_score_codex":0.0013647127,"about_ca_system_score_gemma":0.0016700416,"threshold_uncertainty_score":0.99949735},"labels":[],"label_agreement":null},{"id":"W2869272251","doi":"10.1503/cmaj.109-5626","title":"Medical students risk disappointment when applying to both Canada and US for residency","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Disappointment; Medical education; Matching (statistics); Medical school; Computer science; Medicine; Psychology; Pathology","score_opus":0.017600841204341727,"score_gpt":0.3873975866975369,"score_spread":0.36979674549319513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2869272251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8439174,0.00031381738,0.0005377004,0.14442727,0.0053727203,0.0019524063,0.00020738409,0.000036796813,0.0032345033],"genre_scores_gemma":[0.75391835,0.0005632501,0.0021471991,0.22154334,0.01432924,0.00051079656,0.000030999374,0.000082511135,0.0068742926],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99323887,0.00068342494,0.0009256343,0.00027048562,0.0035826114,0.0012989554],"domain_scores_gemma":[0.99115956,0.0010794249,0.0004167321,0.00014987386,0.00060841354,0.006585973],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006719933,0.00016590602,0.00034252187,0.00011951035,0.0022679558,0.00005551137,0.0005500319,0.0005236168,0.006476493],"category_scores_gemma":[0.011443164,0.00014762444,0.000042690455,0.00017373127,0.000048206755,0.00007869074,0.00010290056,0.0013495192,0.0001240829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015634812,0.00000727777,0.4848641,0.00001853512,0.000036441565,0.000039935432,0.00094594347,1.804257e-7,8.117838e-8,0.00013843564,0.50255686,0.011376611],"study_design_scores_gemma":[0.0011643101,0.00013267768,0.17067537,0.0005469738,0.000024425806,0.000019066732,0.0020001144,0.00009038939,4.16739e-7,0.00089953694,0.8242987,0.00014804564],"about_ca_topic_score_codex":0.90656507,"about_ca_topic_score_gemma":0.99862295,"teacher_disagreement_score":0.32174182,"about_ca_system_score_codex":0.005520199,"about_ca_system_score_gemma":0.024141058,"threshold_uncertainty_score":0.99903095},"labels":[],"label_agreement":null},{"id":"W2884351366","doi":"10.25071/ryr.v2i0.40397","title":"Understanding Canada's Physician Supply Through the Lens of Distribution, Gender, and Age","year":2015,"lang":"en","type":"article","venue":"Revue YOUR Review (York Online Undergraduate Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Physician supply; Population; Health care; Population ageing; Per capita; Mainstream; Public health; Medicine; Economic growth; Political science; Family medicine; Nursing; Economics; Environmental health; Law","score_opus":0.5248786095925978,"score_gpt":0.5011221429851513,"score_spread":0.023756466607446458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884351366","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0061622015,0.50244844,0.0017905787,0.4386123,0.001102737,0.009377558,0.0025373083,0.00023537394,0.037733477],"genre_scores_gemma":[0.72736657,0.26357913,0.00037386062,0.0041669067,0.0006997776,0.000099301105,0.0011076062,0.00009525055,0.002511589],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925739,0.002963707,0.0012341345,0.0005298522,0.0012673849,0.0014310215],"domain_scores_gemma":[0.99594206,0.0012874776,0.0005240445,0.0009572629,0.00080963725,0.00047953334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034400283,0.0003297663,0.00094610715,0.000060064434,0.0012541778,0.000023064806,0.0006438889,0.00016147697,0.0000290581],"category_scores_gemma":[0.0015449532,0.00023865698,0.00011582951,0.0014325969,0.0004499696,0.0001673734,0.0004666393,0.0016313563,0.000050179005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058640704,0.00015016731,0.0018272746,0.01280312,0.00010026994,0.00005563959,0.0013019204,0.000034979093,0.0000047930184,0.23385581,0.7476747,0.0021326495],"study_design_scores_gemma":[0.0007383651,0.00014897973,0.0010079584,0.017303726,0.000094712916,0.000016612374,0.011399859,0.00018387755,0.000002121688,0.063656926,0.9051542,0.00029262502],"about_ca_topic_score_codex":0.14233102,"about_ca_topic_score_gemma":0.21594161,"teacher_disagreement_score":0.72120434,"about_ca_system_score_codex":0.0022787412,"about_ca_system_score_gemma":0.0027891214,"threshold_uncertainty_score":0.9732149},"labels":[],"label_agreement":null},{"id":"W2885082234","doi":"10.1108/ijmhsc-07-2017-0029","title":"Internationally educated nurses’ competency assessment and registration outcomes","year":2018,"lang":"en","type":"article","venue":"International Journal of Migration Health and Social Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; College & Association of Registered Nurses of Alberta; Ambrose University","funders":"","keywords":"Odds; Bivariate analysis; Univariate; Medicine; Accountability; Competence (human resources); Nursing; Medical education; Multivariate analysis; Psychology; Multivariate statistics; Social psychology; Logistic regression","score_opus":0.042838483885420046,"score_gpt":0.5085632487434437,"score_spread":0.46572476485802367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885082234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9153834,0.0008962975,0.0003893064,0.07646585,0.0039061292,0.00038905253,0.000040233648,0.000027155578,0.0025025501],"genre_scores_gemma":[0.98780113,0.0005456969,0.00171521,0.007694409,0.0017518395,0.000012013038,0.00010913635,0.0000123624095,0.0003582038],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975484,0.00035136982,0.0010319301,0.00016142326,0.00065795565,0.00024890812],"domain_scores_gemma":[0.9955821,0.00019955849,0.0011435961,0.000062794235,0.0027857553,0.0002261646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056273135,0.00013646045,0.0002983854,0.0001915596,0.00073126686,0.000046953886,0.00018019744,0.00012680225,0.000107074935],"category_scores_gemma":[0.0001467043,0.000119688746,0.000060266186,0.000082328705,0.00012561724,0.00028928157,0.00004294919,0.00038790522,0.000008202708],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003136576,0.00009814063,0.79688984,0.00020308289,0.00012464223,0.0000076186925,0.09713065,9.586151e-7,0.00004451812,0.047285814,0.024990348,0.032910705],"study_design_scores_gemma":[0.0023570845,0.00076686137,0.7366121,0.0006385541,0.000025133078,0.00003652985,0.11690079,0.00011742836,0.0000054708553,0.00304393,0.13928124,0.00021492197],"about_ca_topic_score_codex":0.0007024602,"about_ca_topic_score_gemma":0.0028406207,"teacher_disagreement_score":0.11429089,"about_ca_system_score_codex":0.0006813122,"about_ca_system_score_gemma":0.0019917937,"threshold_uncertainty_score":0.5624388},"labels":[],"label_agreement":null},{"id":"W2885262872","doi":"10.1016/j.ijnurstu.2018.07.018","title":"Perceptions of sense of community and community engagement among rural nurses: Results of a national survey","year":2018,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; University of Saskatchewan; University of Lethbridge","funders":"Canadian Institutes of Health Research","keywords":"Perception; Sense of community; Community engagement; Rural community; Psychology; Sense of place; Nursing; Social psychology; Medicine; Sociology; Public relations; Political science; Socioeconomics","score_opus":0.3257689846963157,"score_gpt":0.5712700041509102,"score_spread":0.24550101945459452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885262872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936756,0.00032405922,0.00004292207,0.00089917134,0.0016068874,0.0001840206,0.00029788437,0.0000072467906,0.002962229],"genre_scores_gemma":[0.99859524,0.0003647212,0.0005905071,0.00009013651,0.000202529,0.000002486497,0.000020844622,0.000009461838,0.00012406596],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99228483,0.0051559526,0.0015305654,0.000054750162,0.00078724395,0.00018664195],"domain_scores_gemma":[0.9849626,0.004872304,0.0018534942,0.00018300065,0.008059483,0.000069153866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007114341,0.0001298645,0.0005040602,0.00029070352,0.0008098213,0.0000046328237,0.00034877862,0.00008355348,0.000026771193],"category_scores_gemma":[0.004947705,0.000111780355,0.000100295976,0.00018165985,0.0013741766,0.0001729909,0.00018246568,0.0010974514,0.0000015903322],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031824012,0.0022085754,0.4362286,0.0003317867,0.0015906455,0.000002756497,0.5166875,0.000083011146,0.0013402839,0.0010951305,0.031390738,0.00585855],"study_design_scores_gemma":[0.0014942035,0.0007178442,0.7415275,0.004895671,0.000049186292,0.000013046167,0.24861333,0.000023118675,0.00016985634,0.0022804802,0.00014894774,0.000066821194],"about_ca_topic_score_codex":0.0028172103,"about_ca_topic_score_gemma":0.0016244098,"teacher_disagreement_score":0.3052989,"about_ca_system_score_codex":0.00040931598,"about_ca_system_score_gemma":0.00019957982,"threshold_uncertainty_score":0.6228572},"labels":[],"label_agreement":null},{"id":"W2885903379","doi":"10.1186/s12909-018-1287-y","title":"The impact of rural outreach programs on medical students’ future rural intentions and working locations: a systematic review","year":2018,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Context (archaeology); Medicine; Outreach; Rural area; Medical education; MEDLINE; Rural health; Systematic review; Grey literature; Curriculum; Thematic analysis; Family medicine; Nursing; Psychology; Qualitative research; Political science; Geography","score_opus":0.09070880451457886,"score_gpt":0.5487589357301234,"score_spread":0.4580501312155445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885903379","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008947516,0.98440635,0.0000264642,0.0015754766,0.0028637766,0.010451003,0.000007542982,0.00008301331,0.0004968662],"genre_scores_gemma":[0.00017877904,0.98967403,0.00005945219,0.0006872968,0.0020785881,0.005868613,0.00046566632,0.000059729868,0.0009278434],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98767084,0.0046073385,0.0033714983,0.0003626978,0.003216252,0.0007713841],"domain_scores_gemma":[0.99124736,0.003619103,0.0022920177,0.0011391959,0.00064117264,0.0010611268],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007926492,0.00055638456,0.00258244,0.00017391957,0.000947844,0.000054351618,0.0015464788,0.0010569285,0.00056777947],"category_scores_gemma":[0.015889185,0.0002830632,0.0006151314,0.00087377214,0.00041394014,0.000068397516,0.00032706666,0.0018199715,0.00027053134],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008753173,0.00040788445,0.00080209045,0.7138032,0.00016502744,3.9106516e-7,0.0004931372,4.8047655e-9,3.3935377e-10,0.0008982587,0.024497671,0.25892362],"study_design_scores_gemma":[0.00018218347,0.00015284312,0.00011394878,0.8664938,0.00096432405,0.00003646765,0.0060364106,0.0000079788215,5.717964e-10,0.00006850397,0.12575294,0.00019058833],"about_ca_topic_score_codex":0.0004062726,"about_ca_topic_score_gemma":0.00062760734,"teacher_disagreement_score":0.25873303,"about_ca_system_score_codex":0.0009886447,"about_ca_system_score_gemma":0.017444368,"threshold_uncertainty_score":0.99996215},"labels":[],"label_agreement":null},{"id":"W2886303135","doi":"10.3138/ptc.2017-10.e","title":"Variation in the Geographic Distribution of Physiotherapy Student Clinical Placements in Rural Saskatchewan","year":2018,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Economic shortage; Geospatial analysis; Rural area; Work (physics); Distribution (mathematics); Geography; Medicine; Physical therapy; Cartography","score_opus":0.02335886211211168,"score_gpt":0.4538557296199733,"score_spread":0.4304968675078616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886303135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99579877,0.00015971204,0.000055827782,0.0014876514,0.0008598761,0.0012693118,0.00005666313,0.000016622422,0.00029559332],"genre_scores_gemma":[0.99525046,0.00022915847,0.00003787522,0.0036896316,0.00045579046,0.00012582856,0.00006109757,0.000020358788,0.00012979808],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961737,0.001253028,0.0010550945,0.00027372583,0.0006332745,0.0006111957],"domain_scores_gemma":[0.99837667,0.0005068055,0.00041605788,0.00046137488,0.00015359833,0.00008551426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203377,0.00019320648,0.00041015926,0.00007651341,0.00025637043,0.0000068337454,0.00042173106,0.00013519508,0.00024630793],"category_scores_gemma":[0.00002574794,0.0001461095,0.0000623401,0.0008280697,0.00010809559,0.00009096257,0.000032573662,0.00043739512,0.000008509721],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059875316,0.0005424361,0.9734584,0.000114267845,0.000049095557,0.000002864226,0.012079013,0.000035509904,0.0007036286,0.0006410617,0.007530876,0.004244095],"study_design_scores_gemma":[0.0022732147,0.00027021277,0.97752064,0.00033493427,0.00000418938,1.2309792e-7,0.010032223,0.0002487201,0.000016710026,0.00046954677,0.008692833,0.00013665344],"about_ca_topic_score_codex":0.8776126,"about_ca_topic_score_gemma":0.95438176,"teacher_disagreement_score":0.07676917,"about_ca_system_score_codex":0.0006198818,"about_ca_system_score_gemma":0.0012227418,"threshold_uncertainty_score":0.5958172},"labels":[],"label_agreement":null},{"id":"W2886925563","doi":"10.36834/cmej.43301","title":"Trajectories of physicians in Manitoba, Canada: the influence of contact points of rural-focused professional learning","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"Cerebra; University of Manitoba","keywords":"Medical education; Gerontology; Medicine; Psychology","score_opus":0.018821836543783544,"score_gpt":0.3637455534251692,"score_spread":0.3449237168813856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886925563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798185,0.00019634432,0.0000015593961,0.016919011,0.0018452889,0.00029975313,0.00001293707,0.000002731206,0.0009038666],"genre_scores_gemma":[0.99327195,0.00004722942,0.000045260702,0.005887674,0.0004953263,0.000015322887,0.000005211573,0.000010422834,0.00022161358],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970766,0.00070033566,0.0009551406,0.000080299134,0.00072483404,0.00046283784],"domain_scores_gemma":[0.99657315,0.00046801256,0.0006956499,0.00015583802,0.001036227,0.0010711395],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011913036,0.000100612386,0.00030592247,0.00015445045,0.0004122984,0.0000024803126,0.0003735544,0.00016258137,0.0030909972],"category_scores_gemma":[0.007672144,0.00007457865,0.000034307763,0.00042591753,0.0002691899,0.000088863875,0.00002001424,0.0011569886,0.0000053349295],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001321944,0.00015149404,0.8223909,0.00045683462,0.000044866876,0.000011512803,0.0347395,0.00004212813,0.00020252743,0.0039917473,0.116371974,0.021464322],"study_design_scores_gemma":[0.0005379677,0.00012376763,0.873878,0.005313881,0.000011787872,0.0000146210305,0.084319375,0.000029804778,0.000065664746,0.00033382012,0.035278752,0.000092546456],"about_ca_topic_score_codex":0.9385191,"about_ca_topic_score_gemma":0.99113196,"teacher_disagreement_score":0.115539156,"about_ca_system_score_codex":0.0008381149,"about_ca_system_score_gemma":0.11637727,"threshold_uncertainty_score":0.9978203},"labels":[],"label_agreement":null},{"id":"W2887598245","doi":"","title":"Employment in Education and Healthcare Services","year":2013,"lang":"en","type":"article","venue":"Economic Trends","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; Labour economics; Health care; Economic growth; Demographic economics; Economics; Geography","score_opus":0.028336639258807444,"score_gpt":0.40720800881984526,"score_spread":0.37887136956103784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887598245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9577109,0.0014373242,1.0044849e-7,0.014466945,0.00092840544,0.0002993449,0.000008888149,0.0000541645,0.025093893],"genre_scores_gemma":[0.98496217,0.00022414212,0.00015896346,0.0031374977,0.00023717123,0.00035097217,0.00003718321,0.000015171349,0.010876741],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99876475,0.00012848889,0.0004347574,0.00023990897,0.00003509305,0.0003969855],"domain_scores_gemma":[0.999397,0.00006939021,0.00012931408,0.00020309488,0.000020592239,0.00018061457],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001566007,0.000106279855,0.00018875094,0.00015252599,0.00017065094,0.000011431601,0.0000935644,0.0001172836,0.0025566004],"category_scores_gemma":[0.0000022369454,0.000105007835,0.000014952802,0.00007180435,0.000015856242,0.00019758964,0.000046756686,0.00020023767,0.0015258983],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068081213,0.000036112855,0.8126238,0.00020763793,0.0000036465897,2.123672e-7,0.0046251616,0.0000056656622,0.0000029136208,0.0037199373,0.017592356,0.16117574],"study_design_scores_gemma":[0.00041005993,0.00004235788,0.8152852,0.0002974211,0.0000021967983,0.0000010502912,0.0075903856,0.00019759663,0.0000024396993,0.0014011862,0.1746512,0.00011888531],"about_ca_topic_score_codex":0.04455729,"about_ca_topic_score_gemma":0.02729864,"teacher_disagreement_score":0.16105685,"about_ca_system_score_codex":0.00051299395,"about_ca_system_score_gemma":0.00019583832,"threshold_uncertainty_score":0.99925154},"labels":[],"label_agreement":null},{"id":"W2888194912","doi":"10.1111/medu.13672","title":"Fomenting indigenous health curricula: external directives for institutional capacity","year":2018,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Indigenous; Transformational leadership; Declaration; Curriculum; Political science; Capacity building; Medicine; Medical education; Nursing; Public relations; Law","score_opus":0.04525269634450811,"score_gpt":0.48276550523405826,"score_spread":0.43751280888955013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888194912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9642746,0.0010368734,0.010010256,0.009822943,0.00721362,0.0017983571,0.000017664323,0.00014550987,0.005680183],"genre_scores_gemma":[0.9688207,0.000087340915,0.0055671213,0.01904608,0.004639935,0.00075339107,0.00007573526,0.000018558385,0.000991144],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975499,0.00032574078,0.0005872593,0.00029923374,0.0005359735,0.0007019125],"domain_scores_gemma":[0.9984354,0.00025766407,0.00029640633,0.00017843026,0.0004170771,0.00041503157],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015616387,0.00012750161,0.00022742996,0.000089908455,0.0021563682,0.000008545384,0.00019249543,0.0001938808,0.0009552787],"category_scores_gemma":[0.0021395665,0.000111740475,0.000047098703,0.00024114565,0.00023732739,0.00012866201,0.000041173458,0.00039657028,0.00022030022],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011112811,0.0012304656,0.20687547,0.0012261608,0.000029786874,7.8921624e-7,0.047948226,0.0000012077038,0.0000212993,0.034448016,0.13831674,0.5697907],"study_design_scores_gemma":[0.0013324964,0.00047721056,0.23086067,0.004333268,0.000017864279,0.000016095355,0.0058902637,0.00050149043,0.000047311387,0.011019775,0.74518037,0.0003231805],"about_ca_topic_score_codex":0.0024084747,"about_ca_topic_score_gemma":0.0009658626,"teacher_disagreement_score":0.6068636,"about_ca_system_score_codex":0.0009033727,"about_ca_system_score_gemma":0.006880685,"threshold_uncertainty_score":0.999958},"labels":[],"label_agreement":null},{"id":"W2888296656","doi":"10.36834/cmej.42169","title":"“They don’t have the history and the stature:” examining perceptions of Caribbean offshore medical schools held by Canadian medical education stakeholders","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Workforce; Medical education; Thematic analysis; Political science; Perception; Public relations; Medicine; Psychology; Sociology; Qualitative research; Social science; Law","score_opus":0.04355098723566171,"score_gpt":0.3762690795469775,"score_spread":0.3327180923113158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888296656","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22925746,0.0091779195,0.000045947567,0.71235067,0.015522298,0.0015210755,0.00009054554,0.000036396137,0.03199768],"genre_scores_gemma":[0.80826414,0.001179071,0.00010761393,0.18144909,0.004125332,0.00013846683,0.000088704255,0.000046345496,0.0046012346],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928238,0.001998895,0.0012331743,0.00036561352,0.0023448481,0.0012337068],"domain_scores_gemma":[0.97565,0.0007152761,0.00046192648,0.0005561397,0.0011798932,0.021436775],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006681023,0.00027926583,0.0004366211,0.00038411908,0.0024985133,0.00004450388,0.0010705707,0.0010314201,0.120990165],"category_scores_gemma":[0.034762,0.00018334664,0.00008268303,0.00027884945,0.0018721326,0.00017858447,0.000059871654,0.00471734,0.000108628155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000024128798,0.000042412783,0.013231437,0.000043261556,0.00003216901,0.000007116592,0.018856732,1.2900509e-7,3.8581894e-7,0.002189951,0.93351966,0.032052618],"study_design_scores_gemma":[0.0008944724,0.00007247769,0.00845446,0.0013439922,0.00005009413,0.00025484487,0.1423339,0.00017726,1.887195e-7,0.0004254861,0.845812,0.00018082757],"about_ca_topic_score_codex":0.76346433,"about_ca_topic_score_gemma":0.97924954,"teacher_disagreement_score":0.5790067,"about_ca_system_score_codex":0.0038500102,"about_ca_system_score_gemma":0.37731805,"threshold_uncertainty_score":0.999974},"labels":[],"label_agreement":null},{"id":"W2889529833","doi":"10.25336/csp29417","title":"Handbook of Migration and Health","year":2018,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Publishing; Regional science; Sociology; Political science; Library science; Economic history; History; Computer science; Law","score_opus":0.17653298489684816,"score_gpt":0.5176175092055678,"score_spread":0.34108452430871966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889529833","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98114574,0.010212139,0.000015291418,0.0043158997,0.00091688655,0.0007929346,0.000016486385,0.000021326145,0.0025632672],"genre_scores_gemma":[0.99671525,0.0009038568,0.0004693971,0.001396041,0.00017080967,0.00002708572,0.000021606527,0.000007195274,0.00028878386],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988715,0.00014241428,0.00043670702,0.00013362775,0.00007860767,0.00033714098],"domain_scores_gemma":[0.9993644,0.00006339527,0.00015911972,0.00011428191,0.00014479696,0.00015400276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048254346,0.00006891837,0.00021264674,0.00017681251,0.0004401426,0.0000012170395,0.000034739827,0.00007329602,0.00003566147],"category_scores_gemma":[0.00012972078,0.00006759563,0.000008594576,0.00020874717,0.00009836053,0.00006158122,0.000019762962,0.000100754776,0.000015851707],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008710886,0.0000024191384,0.96662277,0.00019647204,0.0000056111717,4.884251e-7,0.010808082,0.0000016756482,0.0000013664677,0.0028148773,0.012980626,0.0065569063],"study_design_scores_gemma":[0.00034206524,0.0001449282,0.96659416,0.0016984019,0.000003837692,5.536969e-7,0.00763762,0.00015629303,0.0000034934465,0.0026986932,0.02063739,0.00008257255],"about_ca_topic_score_codex":0.58818066,"about_ca_topic_score_gemma":0.98195934,"teacher_disagreement_score":0.39377865,"about_ca_system_score_codex":0.0008377125,"about_ca_system_score_gemma":0.00024045706,"threshold_uncertainty_score":0.41456166},"labels":[],"label_agreement":null},{"id":"W2889563138","doi":"10.3138/jmvfh.2017-0030","title":"Identifying military family cultural competencies: experiences of military and Veteran families in Canadian health care","year":2018,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University; Kingston Health Sciences Centre; Institute of Health Services and Policy Research; Queen's University","funders":"","keywords":"Health care; Spouse; Context (archaeology); Military personnel; Nursing; Psychological intervention; Qualitative research; Medicine; Psychology; Political science; Sociology; Geography","score_opus":0.060164225557513405,"score_gpt":0.40580489471716796,"score_spread":0.3456406691596546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889563138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6728588,0.3233343,0.000010494627,0.0011786292,0.0014103934,0.00077099056,0.0001363297,0.00002061122,0.00027949986],"genre_scores_gemma":[0.9042315,0.080194816,0.0045136614,0.010470041,0.00046331942,0.000023939418,0.000037454352,0.000038307997,0.00002695558],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99174625,0.0017498278,0.0032598262,0.00061537063,0.0007244101,0.0019043088],"domain_scores_gemma":[0.9958769,0.00047289394,0.0005962359,0.00045745308,0.00070291554,0.0018935829],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0028185132,0.0005241499,0.0016930291,0.00092012295,0.0015289406,0.000005608972,0.0004894072,0.00029788996,0.0000411033],"category_scores_gemma":[0.0001795295,0.00044638594,0.00017853214,0.000612667,0.0008803541,0.0007039689,0.00014717493,0.0012143216,0.000008003562],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008136396,0.00009205643,0.05866419,0.003736862,0.00006369781,0.00007804567,0.9058164,0.000009606666,0.00021345027,0.00005534862,0.015143875,0.015312839],"study_design_scores_gemma":[0.0018744768,0.0032402521,0.26391092,0.004098334,0.000013892396,0.000060813858,0.71470284,0.00016637382,0.0000029122887,0.00007863218,0.011544889,0.00030569962],"about_ca_topic_score_codex":0.69797254,"about_ca_topic_score_gemma":0.52442825,"teacher_disagreement_score":0.24313948,"about_ca_system_score_codex":0.0012792707,"about_ca_system_score_gemma":0.0037244447,"threshold_uncertainty_score":0.9997988},"labels":[],"label_agreement":null},{"id":"W2890104010","doi":"10.4079/dnp2018.016","title":"Nurse Managers and Hospital Nurse Educators’ Views related to the Knowledge, Skill and Attitude Requirements of Newly Licensed Nurses in the Las Vegas and Salt Lake Valleys","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Las vegas; Nursing; Salt lake; Quarter (Canadian coin); Health care; Nurse manager; Position (finance); Nurse practitioners; Psychology; Registered nurse; Medicine; Business; Political science; Geography","score_opus":0.024043602690906208,"score_gpt":0.4331632052099858,"score_spread":0.4091196025190796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890104010","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8939233,0.0049963975,5.8147964e-7,0.0028700733,0.00407037,0.005063864,0.00003281605,0.00005885447,0.08898377],"genre_scores_gemma":[0.8908185,0.0033530009,0.0004572605,0.0018717923,0.0004092057,0.00071446126,0.00046626286,0.0001456222,0.10176389],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9956868,0.0010244126,0.0012781156,0.0007577614,0.0004225382,0.000830326],"domain_scores_gemma":[0.997271,0.0006807137,0.0006484043,0.0007542339,0.00033032012,0.00031530144],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014043766,0.0005505497,0.00079918595,0.00028036142,0.0007680134,0.000044049753,0.000490414,0.00066213094,0.00030270548],"category_scores_gemma":[0.0003805496,0.0003431422,0.00006911062,0.000642744,0.00025807126,0.00016432257,0.00007752062,0.00091706787,0.00016632557],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064337626,0.0009736428,0.06762976,0.003641439,0.00024781955,0.000015332322,0.59919286,0.0000012838652,0.00001703858,0.012605311,0.29697913,0.018053036],"study_design_scores_gemma":[0.002193601,0.0008105939,0.38363296,0.007173014,0.0003034375,0.0000045914367,0.33155093,0.000021758135,0.000010727385,0.0011982056,0.27242702,0.0006731731],"about_ca_topic_score_codex":0.0012377705,"about_ca_topic_score_gemma":0.059857257,"teacher_disagreement_score":0.3160032,"about_ca_system_score_codex":0.0001251079,"about_ca_system_score_gemma":0.00037301678,"threshold_uncertainty_score":0.99990207},"labels":[],"label_agreement":null},{"id":"W2890201344","doi":"10.22605/rrh4514","title":"Scope of practice of family medicine graduates who completed a rural versus urban program","year":2018,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Foothills Medical Centre; University of Alberta; University of Calgary","funders":"","keywords":"Scope of practice; Family medicine; Medicine; Rural area; Economic shortage; Scope (computer science); Population; Workforce; Health care; Medical education; Environmental health","score_opus":0.0911619842068354,"score_gpt":0.4813902658820129,"score_spread":0.3902282816751775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890201344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88755023,0.022774708,0.0000825243,0.048822854,0.002693649,0.004760342,0.00006755311,0.00031666746,0.032931447],"genre_scores_gemma":[0.9755539,0.011792976,0.00675675,0.0039739236,0.0009707937,0.000012338661,0.000072919975,0.000042231164,0.0008242218],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962012,0.00086156273,0.0013141411,0.00024845946,0.00048169814,0.00089289615],"domain_scores_gemma":[0.9963715,0.0009304531,0.0011054071,0.0003824118,0.0007367885,0.00047343265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012435679,0.0002464656,0.00089807675,0.00012479261,0.0006875623,0.0000035765522,0.00018310014,0.00018745393,0.000074649135],"category_scores_gemma":[0.0005305087,0.0001737643,0.0000507436,0.0005890142,0.00073906383,0.0001416858,0.00013121417,0.0004950797,0.00003585754],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007597444,0.00044710064,0.008030672,0.008203425,0.00019886266,0.000007729765,0.030917555,9.714803e-7,0.0006142293,0.010430538,0.15172206,0.7818294],"study_design_scores_gemma":[0.01740945,0.03247526,0.11197062,0.03195197,0.00021331995,0.000033823635,0.091421805,0.003066573,0.000100067984,0.0017416971,0.7088049,0.0008104952],"about_ca_topic_score_codex":0.032340594,"about_ca_topic_score_gemma":0.0006654267,"teacher_disagreement_score":0.7810189,"about_ca_system_score_codex":0.00014402726,"about_ca_system_score_gemma":0.00047550237,"threshold_uncertainty_score":0.97410315},"labels":[],"label_agreement":null},{"id":"W2890365491","doi":"","title":"","year":2018,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural population; Humanities; Political science; Population; Library science; Medicine; Computer science; Environmental health; Art","score_opus":0.08239939402988733,"score_gpt":0.4035293969927536,"score_spread":0.32113000296286626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890365491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5808698,0.03011308,0.00024072362,0.27525875,0.046726003,0.012732734,0.0001560674,0.0006746876,0.05322817],"genre_scores_gemma":[0.77721053,0.0018846556,0.0015644556,0.03637582,0.020647857,0.014901889,0.000022379007,0.0001588342,0.14723359],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.977259,0.006383727,0.0029349115,0.0016495402,0.0012022986,0.010570524],"domain_scores_gemma":[0.9878901,0.0026753347,0.0011594128,0.0020566252,0.0017937915,0.0044247173],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.008444204,0.00096325675,0.0013415631,0.00033069536,0.004753025,0.00010140714,0.0013646578,0.002448693,0.0020598997],"category_scores_gemma":[0.0045429175,0.0010389119,0.0003055202,0.002446479,0.0030693524,0.0013102278,0.0010959961,0.0030568822,0.0037268207],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007418487,0.0004341148,0.1425844,0.0014554206,0.00010340785,0.000064490916,0.014361266,0.0000029432251,0.0000010234304,0.026196392,0.18449524,0.62955946],"study_design_scores_gemma":[0.0019791399,0.00022746512,0.47297987,0.000841525,0.00010605385,0.000021671121,0.0067938124,0.000067931374,0.00005624066,0.0057637533,0.5106332,0.0005293514],"about_ca_topic_score_codex":0.016307322,"about_ca_topic_score_gemma":0.015247778,"teacher_disagreement_score":0.6290301,"about_ca_system_score_codex":0.0026474227,"about_ca_system_score_gemma":0.0006801287,"threshold_uncertainty_score":0.99964374},"labels":[],"label_agreement":null},{"id":"W2890793236","doi":"","title":"Educating Canadian Undergraduate Nursing Students Abroad","year":2018,"lang":"en","type":"article","venue":"Leadership Connection 2018 (15-18 September)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of the Rockies","funders":"","keywords":"Study abroad; Nursing; Medical education; Nurse education; Pedagogy; Psychology; Medicine","score_opus":0.1556386597508099,"score_gpt":0.4771981713888575,"score_spread":0.32155951163804763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890793236","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3793703,0.0006750125,0.0002843437,0.01950996,0.016802762,0.0022351714,0.000028887694,0.00079417013,0.5802994],"genre_scores_gemma":[0.9113415,0.000016984202,0.00045054982,0.015588078,0.003772422,0.00014488187,0.000050945106,0.00012087345,0.06851379],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937379,0.0010936958,0.0010724866,0.0008901823,0.00072051893,0.002485246],"domain_scores_gemma":[0.9962046,0.0005650846,0.00052899565,0.0008265778,0.0006023954,0.0012723024],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012160798,0.0005002687,0.00053642155,0.00048677577,0.003425897,0.0000927441,0.00061330356,0.0006559713,0.011416259],"category_scores_gemma":[0.00045359373,0.00053441443,0.00013710573,0.0009904957,0.00041251435,0.00042236448,0.00007365126,0.0012404455,0.02096998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008306517,0.0001291797,0.1757159,0.0002563023,0.00006896662,0.00000777556,0.010638725,0.0000064845526,0.00004934627,0.0012751536,0.808736,0.0030330848],"study_design_scores_gemma":[0.0025073746,0.0005403486,0.07895788,0.006277895,0.0001552704,0.000055277244,0.13836645,0.0004011424,0.0002033917,0.0040884214,0.767113,0.0013335777],"about_ca_topic_score_codex":0.059525777,"about_ca_topic_score_gemma":0.33766308,"teacher_disagreement_score":0.53197116,"about_ca_system_score_codex":0.0028234157,"about_ca_system_score_gemma":0.0014580126,"threshold_uncertainty_score":0.99971074},"labels":[],"label_agreement":null},{"id":"W2890833721","doi":"10.23889/ijpds.v3i4.965","title":"Attending Nurse Practitioners in Long-Term Care Homes Evaluation","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Long-term care; Health care; Emergency department; Christian ministry; Hospital bed; Family medicine; Medical emergency; Nursing; Emergency medicine","score_opus":0.15273481656580906,"score_gpt":0.5851314133005386,"score_spread":0.4323965967347296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890833721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974486,0.00021325528,0.0031617638,0.002966563,0.01505604,0.0012533714,0.00024371603,0.000046531295,0.0025727637],"genre_scores_gemma":[0.9930405,0.000061353734,0.0029801773,0.0004573241,0.0017324892,0.000041509178,0.0014883761,0.000012941619,0.00018533629],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965955,0.00020113491,0.00074318785,0.0004326938,0.0015480843,0.0004794239],"domain_scores_gemma":[0.9959105,0.00020436019,0.00063476694,0.0004072202,0.0026752818,0.00016783873],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0037870836,0.00011634525,0.00013690392,0.00058759016,0.0013983496,0.00013764942,0.001428557,0.00008267811,0.00061418914],"category_scores_gemma":[0.002087992,0.000108332715,0.00002943724,0.00051678566,0.00017703288,0.0037099235,0.00022495084,0.000326468,0.00010346515],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015149853,0.000040049516,0.9511869,0.000037301623,0.000011293858,0.00000515294,0.0024693736,0.00017078673,0.00014280649,0.0030938492,0.0039867517,0.03870426],"study_design_scores_gemma":[0.0014418846,0.00007819771,0.9691681,0.0010267037,0.000020333115,0.000032571217,0.0052561103,0.013441398,0.000022615863,0.0013115131,0.008027221,0.00017333981],"about_ca_topic_score_codex":0.00045050602,"about_ca_topic_score_gemma":0.002163463,"teacher_disagreement_score":0.038530923,"about_ca_system_score_codex":0.0018400605,"about_ca_system_score_gemma":0.0008308085,"threshold_uncertainty_score":0.9999017},"labels":[],"label_agreement":null},{"id":"W2891409064","doi":"10.2196/11354","title":"Conurbation, Urban, and Rural Living as Determinants of Allergies and Infectious Diseases: Royal College of General Practitioners Research and Surveillance Centre Annual Report 2016-2017","year":2018,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Public Health England; Royal College of General Practitioners","keywords":"Conurbation; Environmental health; Medicine; Allergy; Geography; Immunology","score_opus":0.03774948132960897,"score_gpt":0.42020773530196376,"score_spread":0.3824582539723548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891409064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873231,0.0044351583,0.000004964388,0.003206098,0.00035371236,0.0013523803,0.0007042302,0.00006331034,0.0025570176],"genre_scores_gemma":[0.9926755,0.0029971346,0.000086726606,0.00037977527,0.0003183153,0.000089083005,0.00006404043,0.000026500307,0.0033629257],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99490035,0.0017902423,0.0011838003,0.0005425521,0.00050289487,0.0010801883],"domain_scores_gemma":[0.9942636,0.001823453,0.0009074582,0.00039660043,0.0016094457,0.0009994655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004062595,0.00024191287,0.0007409556,0.00022687252,0.0012943273,0.000032076667,0.00011988301,0.00024106051,0.00006037387],"category_scores_gemma":[0.0029161393,0.00022584923,0.000024431363,0.00040387284,0.0010289275,0.0003463897,0.00027614922,0.00038807903,0.0000037873367],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001481691,0.00007895791,0.9342365,0.0012030526,0.000017463923,0.000012142445,0.004850262,2.57604e-7,0.000002311088,0.0009074993,0.057358578,0.0011847898],"study_design_scores_gemma":[0.0011377005,0.0008101621,0.92571896,0.00041381517,0.0000010368059,0.00007063317,0.011155776,0.00028113843,5.5090146e-7,0.00034157353,0.059850954,0.0002176745],"about_ca_topic_score_codex":0.0035781113,"about_ca_topic_score_gemma":0.0051487917,"teacher_disagreement_score":0.00851753,"about_ca_system_score_codex":0.00012822077,"about_ca_system_score_gemma":0.0019013337,"threshold_uncertainty_score":0.99550503},"labels":[],"label_agreement":null},{"id":"W2891980012","doi":"10.1503/cmaj.109-5633","title":"Doctors on their own when dealing with racism from patients","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Racism; Indigenous; Outpatient clinic; Medicine; Family medicine; Sociology; Gender studies","score_opus":0.019248457210471814,"score_gpt":0.3399499272720915,"score_spread":0.3207014700616197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891980012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9477342,0.000051451694,0.00004752601,0.022973761,0.002863947,0.0003036481,0.000108107284,0.000043366566,0.025874041],"genre_scores_gemma":[0.9504913,0.00004304543,0.0002757779,0.042908702,0.0050363434,0.00001105216,0.00004137814,0.000031118252,0.0011612803],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99621946,0.0005619325,0.0006554974,0.00020837913,0.0013757194,0.0009790204],"domain_scores_gemma":[0.9950529,0.0007320759,0.0005224334,0.00016202107,0.00094189314,0.0025887243],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014675425,0.00016712911,0.00027393442,0.00014095833,0.0016766653,0.000034346594,0.00028995713,0.00057703594,0.01938311],"category_scores_gemma":[0.0017900398,0.00011929534,0.00004921896,0.00016041403,0.000055454606,0.000117327705,0.000021154488,0.0017727269,0.0015468566],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059698887,0.00002562585,0.7045775,0.0000066947446,0.000075396405,0.000043269185,0.0058553885,0.0000010568398,4.863409e-7,0.0005148003,0.2526673,0.036172766],"study_design_scores_gemma":[0.0014926884,0.00023382518,0.15097398,0.00079043704,0.000013751615,0.000002812509,0.0018777021,0.000058021928,0.0000039034476,0.0012193235,0.8431711,0.00016244476],"about_ca_topic_score_codex":0.02339405,"about_ca_topic_score_gemma":0.20824496,"teacher_disagreement_score":0.5905038,"about_ca_system_score_codex":0.002548597,"about_ca_system_score_gemma":0.0028531458,"threshold_uncertainty_score":0.999623},"labels":[],"label_agreement":null},{"id":"W2892783878","doi":"10.31729/jnma.1838","title":"Impression from a Nepalese Resident In Canada","year":2003,"lang":"en","type":"article","venue":"Journal of Nepal Medical Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Optometry","score_opus":0.019397865133439766,"score_gpt":0.3854237532826303,"score_spread":0.3660258881491905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892783878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98562664,0.00071492704,0.000031904867,0.0072744973,0.00276533,0.00019963225,0.000008800169,0.0000075789358,0.0033707067],"genre_scores_gemma":[0.99539983,0.00040255857,0.00028008982,0.002713101,0.0006843677,0.000007103329,0.0000037161706,0.000011739243,0.00049749296],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99413955,0.0015803127,0.0014671155,0.00012419882,0.002159483,0.0005293406],"domain_scores_gemma":[0.9954518,0.002223972,0.001369388,0.00011053671,0.00037316378,0.00047112338],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030090155,0.00011152937,0.0004235437,0.00008284169,0.00015027914,0.0000054081424,0.00019517262,0.0003868995,0.0030718353],"category_scores_gemma":[0.009972033,0.000088805005,0.00005834585,0.00026316498,0.000008501475,0.00013608295,0.00003338313,0.0015804314,0.00004281804],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000082926665,0.000037045626,0.91255796,0.000025734642,0.000020974827,0.0001573535,0.00094107084,0.000011530144,0.00003684756,0.00011942459,0.08289883,0.0031103175],"study_design_scores_gemma":[0.003533032,0.00010933946,0.8041186,0.0025136003,0.000030983778,0.000007708687,0.007370519,0.00027642405,0.00004477879,0.0025225652,0.17930242,0.00017003964],"about_ca_topic_score_codex":0.738931,"about_ca_topic_score_gemma":0.934736,"teacher_disagreement_score":0.195805,"about_ca_system_score_codex":0.0070000007,"about_ca_system_score_gemma":0.0077344636,"threshold_uncertainty_score":0.99836737},"labels":[],"label_agreement":null},{"id":"W2892798520","doi":"10.1007/s10459-018-9852-z","title":"Moving beyond orientations: a multiple case study of the residency experiences of Canadian-born and immigrant international medical graduates","year":2018,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Registered Nurses' Association of Ontario; St Joseph's Health Centre; Sunnybrook Hospital; Health Sciences Centre; University of Toronto; The Wilson Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Immigration; Medical education; Medicine; Psychology; Family medicine; Political science","score_opus":0.03683263852102885,"score_gpt":0.4762844494683058,"score_spread":0.4394518109472769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892798520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9868616,0.0032118731,0.000008232612,0.0042005572,0.0035469506,0.001183992,0.0000055240616,0.000008888338,0.000972366],"genre_scores_gemma":[0.9962083,0.0012949543,0.0012962458,0.00071647443,0.00014315917,0.00028059044,0.0000019015148,0.0000047592603,0.000053618354],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99706775,0.00053123606,0.0010327261,0.00032678054,0.0006253115,0.00041618463],"domain_scores_gemma":[0.9977108,0.0008550554,0.00063069025,0.00021604166,0.00035100777,0.00023635839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057914,0.00010085948,0.00020738828,0.00051708065,0.0012372364,0.000007902047,0.00042237237,0.00006014535,0.00011028448],"category_scores_gemma":[0.0018421697,0.00007303032,0.000014908732,0.0018345173,0.00077051576,0.0004747122,0.000085904394,0.00020381247,0.000001823117],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000109906305,0.00013801518,0.70943075,0.00014150051,0.0000015935674,0.000001880685,0.278514,0.000016675665,0.0000013839499,0.0020296497,0.00018102453,0.009532542],"study_design_scores_gemma":[0.00032613127,0.00036163564,0.04874788,0.0009543519,0.000002455986,0.00002511494,0.94522285,0.000699788,0.000016288994,0.0016711816,0.001898867,0.000073424475],"about_ca_topic_score_codex":0.6670817,"about_ca_topic_score_gemma":0.8993342,"teacher_disagreement_score":0.6667089,"about_ca_system_score_codex":0.00022164057,"about_ca_system_score_gemma":0.0052195964,"threshold_uncertainty_score":0.9515947},"labels":[],"label_agreement":null},{"id":"W2893158442","doi":"10.1016/j.cjca.2018.07.468","title":"PULLING THE EXPERTS TOGETHER: DEVELOPMENT OF PROVINCIAL TAVI PATIENT EDUCATION RESOURCES","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Surrey Memorial Hospital","funders":"","keywords":"Medicine; Session (web analytics); Patient education; Patient care; Resource (disambiguation); Medical education; Public relations; Nursing; Business; Political science","score_opus":0.03355957001307512,"score_gpt":0.3638336222027665,"score_spread":0.33027405218969136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893158442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739911,0.0013450916,0.00025030223,0.0015349437,0.0032983618,0.0003640983,0.0000058618316,0.0000044513267,0.019205775],"genre_scores_gemma":[0.99491835,0.000015826201,0.0009425202,0.00099121,0.0028889696,0.00001859509,0.0000021724657,0.000013015579,0.000209331],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977867,0.0006321758,0.00083379424,0.000105713,0.00016065189,0.0004809857],"domain_scores_gemma":[0.997781,0.00017195215,0.0005946221,0.00019321458,0.00086236844,0.00039687008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00091957895,0.000101417645,0.00032910676,0.00015962154,0.0007596535,0.0000049949904,0.00030309497,0.0001763106,0.00010240869],"category_scores_gemma":[0.0003668158,0.00006906874,0.00006973779,0.00013852592,0.00022380392,0.000047232566,0.000025556152,0.0003156915,0.00002437831],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002702207,0.000012103485,0.24025097,0.00015573179,0.00019067158,0.000020220334,0.21103114,0.00015776251,0.00032509826,0.0012643413,0.21539739,0.33092433],"study_design_scores_gemma":[0.00011788592,0.0001939784,0.010159117,0.0002990515,0.000014257758,0.000024035968,0.021520667,0.0000017865173,0.00013735754,0.00024351617,0.96721935,0.000069022695],"about_ca_topic_score_codex":0.0036518818,"about_ca_topic_score_gemma":0.026018132,"teacher_disagreement_score":0.75182194,"about_ca_system_score_codex":0.0004936609,"about_ca_system_score_gemma":0.009813494,"threshold_uncertainty_score":0.99579996},"labels":[],"label_agreement":null},{"id":"W2895152557","doi":"10.32378/ijp.v3i2.133","title":"Is There A Role For Paramedics In Primary Care In Ireland: An Exploratory Study","year":2018,"lang":"en","type":"article","venue":"Irish Journal of Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overcrowding; Workforce; Health care; Competence (human resources); Medicine; Population; Nursing; Business; Psychology; Economic growth; Environmental health","score_opus":0.08232907484454592,"score_gpt":0.4685098479536246,"score_spread":0.38618077310907867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895152557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861621,0.0072529963,0.00007230296,0.0014050549,0.001116484,0.0016849278,0.000016193353,0.00002105966,0.0022688503],"genre_scores_gemma":[0.993367,0.0003486378,0.0006284177,0.0037287613,0.0016606722,0.000097773285,0.000012870777,0.000039945055,0.00011590504],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9959828,0.0007565496,0.0016526622,0.00027143586,0.0006122161,0.0007243235],"domain_scores_gemma":[0.9971462,0.00058477925,0.00077095267,0.00036208794,0.00074788183,0.0003881277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768153,0.00022828068,0.000840268,0.000348489,0.00019729293,0.000007047363,0.00039965182,0.000278812,0.00017017618],"category_scores_gemma":[0.0004006939,0.00017419689,0.00006299598,0.00045448047,0.00014787429,0.0002599722,0.0000625291,0.0012148644,0.000034288405],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015884531,0.0005365263,0.8098973,0.0003373683,0.00002765532,0.0001733934,0.15635534,0.000011056235,0.000014262336,0.000009167436,0.02209884,0.00895064],"study_design_scores_gemma":[0.018322065,0.011268262,0.37108666,0.00683161,0.00009064726,0.000026655443,0.53386,0.00022635341,0.000016572818,0.0010280298,0.056930345,0.00031278463],"about_ca_topic_score_codex":0.0003303565,"about_ca_topic_score_gemma":0.003146385,"teacher_disagreement_score":0.43881065,"about_ca_system_score_codex":0.0006673479,"about_ca_system_score_gemma":0.0009306012,"threshold_uncertainty_score":0.7103543},"labels":[],"label_agreement":null},{"id":"W2895460509","doi":"10.1097/acm.0000000000002476","title":"Educating for Indigenous Health Equity: An International Consensus Statement","year":2018,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; University of British Columbia; Institute of Indigenous Peoples' Health; NOSM University; University of Calgary","funders":"Medical Research Council; Canadian Institutes of Health Research; National Health and Medical Research Council; Queen's University; University of Notre Dame Australia; Health Research Council of New Zealand; University of Notre Dame; University of Otago; Faculty of Medical and Health Sciences, University of Auckland; University of Minnesota","keywords":"Indigenous; Health equity; Equity (law); Health care; Racism; Political science; Privilege (computing); Social determinants of health; Public relations; Economic growth; Sociology; Medicine; Law","score_opus":0.22100809451102726,"score_gpt":0.6097790741244578,"score_spread":0.3887709796134305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895460509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81363547,0.0017799481,0.0017802323,0.13631016,0.013191607,0.0049408283,0.00010965384,0.00035172794,0.027900346],"genre_scores_gemma":[0.91092384,0.0010070296,0.0038534838,0.06259962,0.013018751,0.00041068447,0.00033516609,0.000060763672,0.007790651],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99603814,0.0003783519,0.0014612951,0.0004248966,0.0005232323,0.0011740958],"domain_scores_gemma":[0.9969211,0.00080362073,0.0008063035,0.00035514665,0.00048442875,0.0006293744],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004559154,0.00019701457,0.00043235839,0.00014882824,0.0011283407,0.000002930535,0.000517208,0.00026245083,0.0012048086],"category_scores_gemma":[0.001313991,0.00016160609,0.000021558057,0.00020045727,0.00025450366,0.00009176979,0.00018190121,0.00089890294,0.00019416546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034301434,0.00004220018,0.04516022,0.0007616727,0.00006646931,0.000002518585,0.22023995,0.0000019730749,0.00023764036,0.014555716,0.62003756,0.09855106],"study_design_scores_gemma":[0.0025402468,0.0018611643,0.003317704,0.0023829332,0.000024004781,0.000011762017,0.07006838,0.00031833764,0.000027826829,0.009654433,0.9095773,0.00021591749],"about_ca_topic_score_codex":0.0026362832,"about_ca_topic_score_gemma":0.00037161403,"teacher_disagreement_score":0.28953972,"about_ca_system_score_codex":0.0010296464,"about_ca_system_score_gemma":0.0015841033,"threshold_uncertainty_score":0.99970824},"labels":[],"label_agreement":null},{"id":"W2895674971","doi":"10.22454/fammed.2018.972692","title":"Cultivating Country Doctors: Preparing Learners for Rural Life and Community Leadership","year":2018,"lang":"en","type":"article","venue":"Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Rural health; Medical education; Rural area; Qualitative research; Rural management; Medicine; Rural community; Nursing; Psychology; Sociology; Rural development","score_opus":0.26163302185488607,"score_gpt":0.4858374295860081,"score_spread":0.22420440773112205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895674971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96072376,0.0011980418,0.00020623647,0.0027418323,0.0013076179,0.0012137619,0.000012807326,0.00024330261,0.032352615],"genre_scores_gemma":[0.9814637,0.00008665094,0.00064589,0.013327589,0.00196349,0.00010973442,0.00006657579,0.00003720313,0.002299179],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99715966,0.00083080376,0.0006727734,0.00020710035,0.00028433898,0.0008453126],"domain_scores_gemma":[0.9959708,0.0026966813,0.00027461728,0.0003970169,0.0002748933,0.0003860229],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026929013,0.00021240267,0.0004504644,0.00007882172,0.002414879,0.0000066051903,0.00022974033,0.0002362335,0.000115526724],"category_scores_gemma":[0.0044632843,0.00016713435,0.000024061568,0.00024939195,0.0005690676,0.00012771352,0.00013846852,0.0011406145,0.000047739544],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008432573,0.00008544293,0.38642097,0.0038155974,0.00008660956,0.0000014006508,0.13997242,0.0000044150474,0.0026611476,0.0026061037,0.45862556,0.0048770993],"study_design_scores_gemma":[0.00410822,0.0013409127,0.08264891,0.0060477774,0.00005417573,0.0000021516876,0.68288356,0.0006287847,0.000017048951,0.00045586782,0.22151181,0.00030079897],"about_ca_topic_score_codex":0.0062393197,"about_ca_topic_score_gemma":0.0007501595,"teacher_disagreement_score":0.5429111,"about_ca_system_score_codex":0.0001703504,"about_ca_system_score_gemma":0.0001769502,"threshold_uncertainty_score":0.99888384},"labels":[],"label_agreement":null},{"id":"W2896461689","doi":"","title":"Predictors of rural family medicine practice in Canada.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; University of British Columbia","funders":"","keywords":"Logistic regression; Matriculation; Medicine; Family medicine; Rural area; Stepwise regression; Economic shortage; Medical school; Medical education","score_opus":0.04804957487515461,"score_gpt":0.38655709377258884,"score_spread":0.33850751889743425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896461689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84726524,0.000867683,0.000003056426,0.010549832,0.0030449086,0.0016176403,0.000017492614,0.000038685834,0.13659549],"genre_scores_gemma":[0.9917645,0.00016099484,0.000045591736,0.0048340843,0.00073868025,0.00064242334,0.000007736775,0.000015068231,0.0017909295],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99741876,0.00044128133,0.0007344389,0.00013336902,0.0004412819,0.0008308848],"domain_scores_gemma":[0.9976999,0.0010842399,0.00034039706,0.00028811677,0.00031376505,0.000273594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011466732,0.000112643465,0.0003100106,0.000084536725,0.00013703143,8.3706016e-7,0.00020720264,0.00010101129,0.00016308532],"category_scores_gemma":[0.002470678,0.00009147069,0.000011995237,0.0004695236,0.00012696898,0.00012024115,0.00007365309,0.00035318334,0.000024647867],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002909696,0.000034544533,0.70408523,0.00018637785,0.000025741474,0.000010498873,0.0050703906,0.0000022077936,0.000006424352,0.0007425186,0.265882,0.023663076],"study_design_scores_gemma":[0.00065510935,0.000028085058,0.70206195,0.00018383157,0.00001260957,7.960589e-7,0.021386359,0.00000777729,0.0000065539916,0.000059161644,0.27553737,0.000060411076],"about_ca_topic_score_codex":0.9614677,"about_ca_topic_score_gemma":0.9499551,"teacher_disagreement_score":0.14449927,"about_ca_system_score_codex":0.00095374783,"about_ca_system_score_gemma":0.0013737036,"threshold_uncertainty_score":0.37300664},"labels":[],"label_agreement":null},{"id":"W2896841832","doi":"10.1093/arclin/acy061.158","title":"C - 05Use of the Montreal Cognitive Assessment (MoCA) in a Rural Outreach Program for Military Veterans","year":2018,"lang":"en","type":"article","venue":"Archives of Clinical Neuropsychology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Outreach; Cognitive impairment; Gerontology; Psychology; Cognition; Medicine; Political science; Psychiatry","score_opus":0.10128282039081749,"score_gpt":0.567349098910316,"score_spread":0.46606627851949856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896841832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.971813,0.00007363495,0.00012843403,0.002600953,0.0015548152,0.0030927444,0.0001242358,0.000041221032,0.020570934],"genre_scores_gemma":[0.9925697,0.00016497658,0.0037154385,0.0025423572,0.00032513597,0.00032804668,0.00002047286,0.000029468387,0.00030444394],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9935304,0.0031063813,0.0020742144,0.00044331592,0.0001779153,0.00066778716],"domain_scores_gemma":[0.9886898,0.009869743,0.00055429747,0.000573261,0.0001544281,0.00015848178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009214158,0.00018847609,0.0007872814,0.00009213543,0.00017440938,0.0000010204355,0.00052516314,0.00021324487,0.000053388412],"category_scores_gemma":[0.0015436801,0.00013291044,0.00030734562,0.00021291987,0.0015421755,0.00004140003,0.00020998232,0.0008839575,0.000012780105],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038996914,0.0017720265,0.7141096,0.0002151418,0.00005423512,0.0000053450926,0.0037111863,0.0000012671937,0.0001070945,0.0007040554,0.0012412949,0.27417904],"study_design_scores_gemma":[0.0049190284,0.004514791,0.9812115,0.000590801,0.000037501857,0.0000020136604,0.0013134996,0.00055219507,0.0000068935974,0.0038035214,0.0029513452,0.00009693413],"about_ca_topic_score_codex":0.00091090944,"about_ca_topic_score_gemma":0.0022980159,"teacher_disagreement_score":0.2740821,"about_ca_system_score_codex":0.00000961504,"about_ca_system_score_gemma":0.00020950496,"threshold_uncertainty_score":0.568221},"labels":[],"label_agreement":null},{"id":"W2897240681","doi":"10.1371/journal.pntd.0006681","title":"Catalyzing NTD gender and equity research: A call for papers","year":2018,"lang":"en","type":"paratext","venue":"PLoS neglected tropical diseases","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bruyère; University of Ottawa","funders":"World Health Organization","keywords":"Equity (law); Medicine; Political science; Law","score_opus":0.24561502173142521,"score_gpt":0.5134741705538859,"score_spread":0.26785914882246065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897240681","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19935437,0.109252706,0.0005639052,0.006581361,0.013049505,0.04105472,0.028443463,0.0022732967,0.5994267],"genre_scores_gemma":[0.6481278,0.01322745,0.0021028828,0.008297577,0.021209214,0.012620176,0.011359772,0.0009973475,0.2820578],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9915649,0.0018466047,0.0011145836,0.0014187352,0.0011683429,0.0028867973],"domain_scores_gemma":[0.9915727,0.0041555916,0.00035628595,0.00092072674,0.0013387903,0.0016559355],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005153544,0.000669093,0.0012209761,0.00035447988,0.0027635717,0.000085561645,0.0007193558,0.0012867562,0.006395607],"category_scores_gemma":[0.0039963783,0.00058031915,0.00023137005,0.00065420347,0.0007509168,0.0001237486,0.001130932,0.0021676496,0.004689112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010310377,0.00036531553,0.0014026997,0.008342206,0.00026640616,0.000016203228,0.0006948238,5.9907836e-7,0.0008551547,0.0008747967,0.9854129,0.00073786266],"study_design_scores_gemma":[0.002581031,0.0008959351,0.08680811,0.00559903,0.0005942001,0.000002183973,0.0009025951,0.00018286455,0.00002328279,0.0023242459,0.89904666,0.0010398872],"about_ca_topic_score_codex":0.00042617202,"about_ca_topic_score_gemma":0.00032170783,"teacher_disagreement_score":0.4487734,"about_ca_system_score_codex":0.0009605812,"about_ca_system_score_gemma":0.0020177187,"threshold_uncertainty_score":0.99966484},"labels":[],"label_agreement":null},{"id":"W2897281376","doi":"10.30770/2572-1852-100.4.8","title":"Predicting Family Medicine Specialty Certification Status Using Standardized Measures","year":2014,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Specialty; Medical education; Family medicine; Medicine; Clinical Practice; Psychology; Political science","score_opus":0.13605675766862377,"score_gpt":0.4771566044258372,"score_spread":0.3410998467572134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897281376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84836125,0.0009705047,0.1295331,0.011773498,0.003800398,0.0004572832,0.000004132538,0.00006174865,0.00503808],"genre_scores_gemma":[0.99036646,0.00043718336,0.0022799529,0.0008532709,0.005896894,0.0000032034218,0.000010260296,0.000025837118,0.00012696115],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99229306,0.001464951,0.001984099,0.000177414,0.0035416773,0.0005388026],"domain_scores_gemma":[0.99496204,0.0011541239,0.0017514303,0.0002359752,0.0011666269,0.0007298045],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0103205005,0.0001559838,0.00056151446,0.00022011448,0.00053964154,0.000010108891,0.00025024387,0.0004061727,0.0009894526],"category_scores_gemma":[0.011308652,0.00011264948,0.00008040705,0.0003566916,0.00015024531,0.00023883287,0.0000477024,0.0009234389,0.000015705959],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003247638,0.00024368956,0.43640104,0.0010700409,0.00022937253,0.000028604047,0.016092356,0.0025209633,0.009068072,0.023777483,0.07443044,0.4328903],"study_design_scores_gemma":[0.009124834,0.00076148764,0.48879528,0.010491348,0.00024616462,0.00004543381,0.007151113,0.07508215,0.00013388267,0.015507756,0.3923264,0.00033412132],"about_ca_topic_score_codex":0.00040766574,"about_ca_topic_score_gemma":0.00014746765,"teacher_disagreement_score":0.43255618,"about_ca_system_score_codex":0.0007759477,"about_ca_system_score_gemma":0.0009801246,"threshold_uncertainty_score":0.99992377},"labels":[],"label_agreement":null},{"id":"W2897617765","doi":"10.1111/medu.13734","title":"Distributed medical education: What is the point?","year":2018,"lang":"en","type":"letter","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Rural health; Point (geometry); Medical education; Rural area; Medicine","score_opus":0.025590877452183167,"score_gpt":0.45312896581438655,"score_spread":0.42753808836220336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897617765","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00040727976,0.0054645627,0.00007561188,0.9475245,0.035555974,0.0017570731,0.00004358556,0.00019828531,0.008973128],"genre_scores_gemma":[0.00020434619,0.0031880722,0.00009542211,0.9059872,0.05151969,0.001331749,0.004818442,0.00008872351,0.032766376],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9904482,0.0020014555,0.0015928597,0.0008729519,0.0037224845,0.0013620746],"domain_scores_gemma":[0.99380904,0.0017245201,0.00079704606,0.0016221385,0.0011562137,0.0008910451],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002618667,0.000532613,0.00067805004,0.00015566546,0.0014527998,0.00009619193,0.0018301841,0.00439907,0.092504576],"category_scores_gemma":[0.0098373145,0.00036118744,0.00019071157,0.0007146271,0.00072287326,0.00033520692,0.00035866952,0.007844466,0.0076556676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011537457,0.00020121518,0.00037279713,0.0006452727,0.000028001456,0.00000763318,0.0021370878,4.863261e-9,1.2602224e-8,0.0002605354,0.95830613,0.038029753],"study_design_scores_gemma":[0.00025697917,0.000051939027,0.0002715,0.009109358,0.00007248753,0.000035600115,0.0053696553,0.00003897684,4.906408e-7,0.0022926838,0.9821788,0.000321539],"about_ca_topic_score_codex":0.0015970282,"about_ca_topic_score_gemma":0.00026526794,"teacher_disagreement_score":0.0848489,"about_ca_system_score_codex":0.0011392107,"about_ca_system_score_gemma":0.052551806,"threshold_uncertainty_score":0.999884},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W2897758897","doi":"10.1503/cmaj.109-5649","title":"If Canada needs more doctors, why hasn’t medical school enrolment increased?","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Medical school; Medicine; Medical education; Family medicine; Data science; Political science; Computer science","score_opus":0.012579924082315815,"score_gpt":0.3448656795832523,"score_spread":0.3322857555009365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897758897","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39914533,0.00063409226,0.00007857132,0.5436047,0.013283438,0.00078199105,0.00017460855,0.00011335683,0.042183977],"genre_scores_gemma":[0.6179053,0.00022225195,0.00009806798,0.35960975,0.01754566,0.000040725274,0.000055533583,0.00004878672,0.004473904],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9895213,0.0013188707,0.001465755,0.00028086192,0.0052766283,0.0021365653],"domain_scores_gemma":[0.98005754,0.0008672422,0.0006098009,0.00028602773,0.0013567056,0.016822658],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00523466,0.0002863377,0.0005102727,0.00024190555,0.0024631293,0.000054301654,0.0007888633,0.0012976537,0.1441449],"category_scores_gemma":[0.017366746,0.00025643667,0.000096680895,0.00072014605,0.00015327163,0.00017690634,0.00008944103,0.003927488,0.0010721212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012253501,0.000013446918,0.24961473,0.00001762868,0.00005416785,0.00027279093,0.0005646625,3.3611516e-7,3.0679553e-7,0.00030916152,0.7465818,0.002558745],"study_design_scores_gemma":[0.0012634018,0.000070397415,0.041287605,0.00060747843,0.00002236431,0.00007943819,0.004553407,0.00020692639,0.0000013622379,0.00012016351,0.9515559,0.00023153656],"about_ca_topic_score_codex":0.9498827,"about_ca_topic_score_gemma":0.9939561,"teacher_disagreement_score":0.21875998,"about_ca_system_score_codex":0.014878758,"about_ca_system_score_gemma":0.10549607,"threshold_uncertainty_score":0.99999887},"labels":[],"label_agreement":null},{"id":"W2898251117","doi":"10.1136/bmjopen-2017-021036","title":"Primary care in Germany: access and utilisation—a cross-sectional study with data from the German Socio-Economic Panel (SOEP)","year":2018,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Rurality; Medicine; German; Demography; Logistic regression; Cross-sectional study; Rural area; Population; Gerontology; Socioeconomics; Environmental health; Geography","score_opus":0.3271394933454562,"score_gpt":0.573060474923248,"score_spread":0.24592098157779174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898251117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9725332,0.0000904325,0.0000031840234,0.00096618984,0.000495524,0.011405932,0.0005163622,0.000037367794,0.013951766],"genre_scores_gemma":[0.9940057,0.000012845839,0.00012921917,0.0024571577,0.00085472205,0.0010244809,0.00062509015,0.000029708022,0.0008610737],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973606,0.00067203434,0.0006568399,0.00062773324,0.0002558275,0.00042698096],"domain_scores_gemma":[0.99753726,0.00058181694,0.00032067896,0.0013201985,0.00012790725,0.000112126756],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016706041,0.00017520702,0.00031128086,0.00003602932,0.0013443681,0.00024490856,0.0019505657,0.00014100384,0.0011355382],"category_scores_gemma":[0.000050523722,0.00012204901,0.000011755173,0.00011355189,0.0002102805,0.0010509256,0.0034308082,0.00041444725,0.00043920544],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064873835,0.000040970794,0.97932243,0.000069672555,0.00002424896,0.000004749146,0.0132033955,0.0000028889685,6.325049e-7,0.0000841795,0.0061738007,0.00042430434],"study_design_scores_gemma":[0.0019652804,0.00013710224,0.9742733,0.0002160419,0.000013055624,0.0000017547202,0.010818329,0.00012125143,3.8594732e-7,0.00036282817,0.011932904,0.00015775443],"about_ca_topic_score_codex":0.026323449,"about_ca_topic_score_gemma":0.065389834,"teacher_disagreement_score":0.039066385,"about_ca_system_score_codex":0.00045712144,"about_ca_system_score_gemma":0.0011201543,"threshold_uncertainty_score":0.9999558},"labels":[],"label_agreement":null},{"id":"W2898362130","doi":"","title":"Working Conditions of Medical Residents in Ontario, Canada","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Family medicine; Medical education; Medicine; Psychology; Political science; Law","score_opus":0.02871377802356093,"score_gpt":0.44900361506998765,"score_spread":0.4202898370464267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898362130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9437439,0.000059471873,0.000004440379,0.030194255,0.007986313,0.00032821242,0.000001583948,0.000018205654,0.01766364],"genre_scores_gemma":[0.9874733,0.000020089801,0.00012428555,0.008777915,0.00033447178,0.000108045046,0.0000782268,0.000009654107,0.003074009],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969699,0.0002232503,0.0007286194,0.00017902446,0.0014968398,0.00040241072],"domain_scores_gemma":[0.99845326,0.0005280519,0.00017879155,0.0002465781,0.00012377091,0.00046957654],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012927809,0.00008618272,0.00021058912,0.00008680332,0.00018866773,0.0000024006135,0.00034549175,0.00043056504,0.03926263],"category_scores_gemma":[0.0044692312,0.00008057494,0.000018394887,0.00025281563,0.000092481045,0.000043586046,0.00007332238,0.0019180223,0.00004515276],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000083678,0.00012592609,0.75002205,0.000055634315,0.0000026303262,0.00000549007,0.0014598377,2.3639409e-7,0.000004253834,0.0046973964,0.24086387,0.0027542964],"study_design_scores_gemma":[0.00041544414,0.000010175478,0.7402164,0.0017165747,0.0000045227966,0.000003621154,0.0021693679,0.000051651827,0.0000051190264,0.00092754205,0.2544033,0.000076289194],"about_ca_topic_score_codex":0.9971801,"about_ca_topic_score_gemma":0.9999213,"teacher_disagreement_score":0.058186658,"about_ca_system_score_codex":0.0006959395,"about_ca_system_score_gemma":0.058882594,"threshold_uncertainty_score":0.9616156},"labels":[],"label_agreement":null},{"id":"W2898454648","doi":"10.15694/mep.2018.0000243.1","title":"The Direct Economic and Opportunity Costs of the Medical College Admissions Test (MCAT) for Canadian Medical Students","year":2018,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Association of Universities and Colleges of Canada; The Wilson Centre; University of Ottawa","funders":"","keywords":"Respondent; Family medicine; Medical education; Socioeconomic status; Test (biology); Diversity (politics); Medicine; Population; Psychology; Demography; Political science; Environmental health; Sociology","score_opus":0.042101966711716454,"score_gpt":0.42763445426618646,"score_spread":0.38553248755447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898454648","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6001304,0.0006016934,0.0000030433896,0.24694353,0.008350849,0.0047678906,0.0013985288,0.00011985572,0.13768424],"genre_scores_gemma":[0.97331405,0.00025374925,0.000033284774,0.01522622,0.0009917781,0.00031219414,0.000023413184,0.000034355686,0.009810957],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961124,0.000619805,0.00081976264,0.00032162765,0.0011539051,0.0009725182],"domain_scores_gemma":[0.99005085,0.0048625465,0.0002986314,0.00068274606,0.00044817734,0.0036570174],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005739998,0.00018130228,0.00036128837,0.00007749242,0.0032668575,0.00004882919,0.0017489722,0.00053482875,0.005869641],"category_scores_gemma":[0.038476817,0.000104045226,0.00006928279,0.00024939238,0.0006234393,0.00013025595,0.0006003226,0.0007119606,0.000053931533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031087005,0.000050010618,0.10770729,0.000049035763,0.000025786056,0.0000049859086,0.0004561148,2.8584992e-8,3.3725905e-7,0.006051117,0.8811765,0.0044477466],"study_design_scores_gemma":[0.0009650562,0.00012453756,0.036829107,0.0006224763,0.000021514981,0.000008820855,0.0025218702,0.00026013664,0.0000070835167,0.00040156304,0.9581193,0.00011853394],"about_ca_topic_score_codex":0.07955513,"about_ca_topic_score_gemma":0.8132578,"teacher_disagreement_score":0.73370266,"about_ca_system_score_codex":0.00070713775,"about_ca_system_score_gemma":0.017297635,"threshold_uncertainty_score":0.9980308},"labels":[],"label_agreement":null},{"id":"W2898606958","doi":"10.1503/cmaj.109-5674","title":"Even resilient doctors report high levels of burnout, finds CMA survey","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Burnout; Data science; Computer science; Medicine; Clinical psychology","score_opus":0.040899880982228,"score_gpt":0.4017771980033061,"score_spread":0.36087731702107806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898606958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9542951,0.00013489454,0.00008287006,0.02146233,0.0064604357,0.00035507654,0.00028693108,0.00003170538,0.016890647],"genre_scores_gemma":[0.98034257,0.000048674057,0.00019845668,0.0066025266,0.0035020886,0.000008513739,0.000039585713,0.000024811223,0.009232752],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9929401,0.0018498469,0.0017400876,0.00024199454,0.0020599724,0.0011679883],"domain_scores_gemma":[0.99211854,0.0011447604,0.0013121013,0.00028221958,0.0024446184,0.002697756],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01187237,0.00016491268,0.00047135822,0.00023722634,0.0010648367,0.00001767266,0.00040524793,0.0008763803,0.02409267],"category_scores_gemma":[0.016760783,0.00014726564,0.00008878027,0.0005703926,0.00010976405,0.00011513762,0.000048418868,0.0016735996,0.0005871896],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001701404,0.000015743799,0.628901,0.000019823376,0.000045510358,0.00020404793,0.0009253611,0.0000011821367,0.0000021896947,0.00026533235,0.36667317,0.0029296246],"study_design_scores_gemma":[0.00054003217,0.000090520014,0.6811073,0.00036586905,0.000010939938,0.00006437233,0.00055797404,0.000019581235,0.0000065840954,0.00030849627,0.31681922,0.00010910607],"about_ca_topic_score_codex":0.10244742,"about_ca_topic_score_gemma":0.4034813,"teacher_disagreement_score":0.30103388,"about_ca_system_score_codex":0.0030006329,"about_ca_system_score_gemma":0.011791635,"threshold_uncertainty_score":0.9938106},"labels":[],"label_agreement":null},{"id":"W2898770756","doi":"10.1080/10872981.2018.1537429","title":"Fellowship exit examination in orthopaedic surgery in the commonwealth countries of Australia, UK, South Africa and Canada. Are they comparable and equivalent? A perspective on the requirements for medical migration","year":2018,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Syllabus; Curriculum; Medical education; Medicine; Commonwealth; Certificate; Certification; Family medicine; Political science; Psychology; Pedagogy","score_opus":0.13466892050813908,"score_gpt":0.46323034448723305,"score_spread":0.32856142397909394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898770756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9125638,0.00040333686,0.000014126693,0.08503436,0.000466082,0.0012082004,0.00006098215,0.000007981187,0.00024111733],"genre_scores_gemma":[0.99387014,0.00036061197,0.00003623089,0.0047782767,0.00037014196,0.00022926948,0.0000992275,0.000009535755,0.00024657953],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962564,0.0012498539,0.0007813566,0.00025596822,0.0010438821,0.00041254878],"domain_scores_gemma":[0.99482656,0.0039314525,0.0004027673,0.00022454625,0.00038650486,0.00022814488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0052680983,0.00014239692,0.0003213973,0.00017465523,0.00036351586,0.00000908608,0.00020447424,0.00019288443,0.00034900097],"category_scores_gemma":[0.0070590884,0.000088923014,0.00002148946,0.00035590868,0.00032765858,0.000056197485,0.000040734256,0.00051233824,0.0000025256995],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002983304,0.0008072318,0.8433255,0.0006016813,0.000015106204,0.0000029008736,0.064062335,0.0000010164455,5.6033394e-7,0.012543737,0.077159494,0.001182126],"study_design_scores_gemma":[0.001100729,0.00021161286,0.7728723,0.0038167045,0.000020791284,0.0000027391677,0.20111798,0.0011604121,0.0000023065795,0.0019692015,0.017576702,0.00014848064],"about_ca_topic_score_codex":0.26167375,"about_ca_topic_score_gemma":0.91644853,"teacher_disagreement_score":0.6547748,"about_ca_system_score_codex":0.00042236812,"about_ca_system_score_gemma":0.0039046556,"threshold_uncertainty_score":0.8450898},"labels":[],"label_agreement":null},{"id":"W2899140936","doi":"10.1503/cmaj.109-5673","title":"Medical school reserves seats for low-income students to increase diversity","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Accountability; Low income; Medical school; Medical education; Medicine; Political science; Sociology; Socioeconomics","score_opus":0.027469152388797137,"score_gpt":0.4249250114299207,"score_spread":0.3974558590411235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899140936","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8828701,0.00006367311,0.000108419285,0.10774368,0.0036143155,0.00087709667,0.000115038754,0.00005552968,0.0045521664],"genre_scores_gemma":[0.87751687,0.00007685727,0.0003067765,0.106040224,0.010684558,0.00005700146,0.000021801816,0.00003319519,0.0052627367],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920847,0.001074044,0.0008970396,0.0002891766,0.004095924,0.0015591234],"domain_scores_gemma":[0.9817062,0.0010889975,0.00034725445,0.00021699666,0.0011861824,0.015454344],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009417327,0.00017882364,0.00039494713,0.0002644374,0.004166031,0.000053825515,0.001149098,0.0010094348,0.029723397],"category_scores_gemma":[0.04056658,0.000165523,0.000108615684,0.0004505718,0.00007218142,0.00018650766,0.00043262533,0.0018662655,0.0022831485],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000046997004,0.000020450565,0.5643254,0.000027598287,0.00003843365,0.00007653271,0.0006440066,1.5499688e-7,1.6500799e-7,0.00009316996,0.4332576,0.001469492],"study_design_scores_gemma":[0.0021232006,0.00019902922,0.4663875,0.0011122163,0.000022357372,0.000016728154,0.0015523134,0.00007374597,8.5934886e-7,0.0003748406,0.52795124,0.00018596913],"about_ca_topic_score_codex":0.029155081,"about_ca_topic_score_gemma":0.3513468,"teacher_disagreement_score":0.32219172,"about_ca_system_score_codex":0.005054235,"about_ca_system_score_gemma":0.011666425,"threshold_uncertainty_score":0.9987652},"labels":[],"label_agreement":null},{"id":"W2900090810","doi":"10.1186/s12874-018-0580-0","title":"Barriers in general practitioners’ dementia diagnostics among people with a migration background in Germany (BaDeMi) - study protocol for a cross-sectional survey","year":2018,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Tasmania; Deutsche Alzheimer Gesellschaft; Alzheimer Society","keywords":"Cross-sectional study; Dementia; Medicine; Protocol (science); Family medicine; Gerontology; Alternative medicine; Disease; Pathology","score_opus":0.5804128696994395,"score_gpt":0.6756458068877997,"score_spread":0.09523293718836023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900090810","genre_codex":"empirical","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8422638,0.000012979906,0.015856849,0.00034752398,0.0003251622,0.14087911,0.00002220376,0.000035851826,0.00025648263],"genre_scores_gemma":[0.36975628,0.000020788895,0.026064131,0.00042997234,0.0009918963,0.60197663,0.0000713148,0.000054606066,0.0006344053],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9438036,0.050373457,0.0014360491,0.0008258175,0.001821188,0.0017398986],"domain_scores_gemma":[0.9187593,0.07825624,0.00031716237,0.00041972607,0.0014176742,0.00082988694],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08842614,0.0002326227,0.00063684955,0.0005829153,0.00096828345,0.000035274403,0.0005043182,0.00079303014,0.0034034515],"category_scores_gemma":[0.13169011,0.0001885829,0.00004563654,0.0014364808,0.0009277181,0.0002571578,0.00031723338,0.0022550225,0.000072749564],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004428038,0.00031276568,0.9883094,0.00037503027,0.000026850648,0.000019977464,0.0029461621,0.00001776852,0.000008042087,0.00047480265,0.002974495,0.0001066808],"study_design_scores_gemma":[0.006635469,0.0018981863,0.9801478,0.00029106517,0.0000050375074,0.0000041069857,0.0043993173,0.0021184653,0.0000054789593,0.00069163216,0.003641464,0.00016198674],"about_ca_topic_score_codex":0.04107377,"about_ca_topic_score_gemma":0.7725738,"teacher_disagreement_score":0.7315,"about_ca_system_score_codex":0.0007458533,"about_ca_system_score_gemma":0.0058255764,"threshold_uncertainty_score":0.99981046},"labels":[],"label_agreement":null},{"id":"W2900282816","doi":"","title":"Movilidad ocupacional descendente de enfermeras graduadas, enfermeras internacionalmente preparadas a auxiliares de enfermería","year":2018,"lang":"es","type":"article","venue":"International nursing review en español: revista oficial del Consejo Internacional de Enfermeras","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Psychology; Cartography; Art; Geography","score_opus":0.030118197985776644,"score_gpt":0.45047995711167516,"score_spread":0.4203617591258985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900282816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76410794,0.08235325,0.014630353,0.06768514,0.020251585,0.008531213,0.004088612,0.0014879457,0.03686395],"genre_scores_gemma":[0.8861512,0.064138,0.00425875,0.022829665,0.010006,0.0006903185,0.0010912995,0.0005796353,0.010255147],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.97475183,0.0067406995,0.0060793534,0.0033266537,0.004036873,0.0050645843],"domain_scores_gemma":[0.9851405,0.0031721455,0.003230548,0.0020821684,0.0037334217,0.002641215],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0066721826,0.0029089507,0.0035111255,0.0014537345,0.0020239719,0.00084323355,0.0047580213,0.0018557392,0.011645034],"category_scores_gemma":[0.0060516912,0.0031227805,0.0021355865,0.001327571,0.0025626805,0.0012004797,0.0012774733,0.005122727,0.0035773064],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.007913869,0.0044223364,0.2290138,0.010426168,0.003748811,0.0015805585,0.010000677,0.00008734012,0.005269573,0.42116827,0.26272148,0.04364712],"study_design_scores_gemma":[0.003671981,0.0011705706,0.057887424,0.16569455,0.0015349406,0.0028251922,0.0011034268,0.005339735,0.0008402282,0.00654308,0.75016326,0.0032256115],"about_ca_topic_score_codex":0.004269359,"about_ca_topic_score_gemma":0.0006268289,"teacher_disagreement_score":0.4874418,"about_ca_system_score_codex":0.0135674765,"about_ca_system_score_gemma":0.008038718,"threshold_uncertainty_score":0.9994401},"labels":[],"label_agreement":null},{"id":"W2900780600","doi":"10.1111/ajr.12462","title":"Scoping the impact of curriculum and placement on the rural pharmacy workforce","year":2018,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"James Cook University","keywords":"Curriculum; Workforce; CINAHL; Medicine; Pharmacy; Medical education; Rural area; Pharmacist; MEDLINE; Scope of practice; Nursing; Scope (computer science); Pharmacy practice; Family medicine; Psychology; Psychological intervention; Pedagogy; Political science; Health care","score_opus":0.10286795529972609,"score_gpt":0.509427714677015,"score_spread":0.4065597593772889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900780600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96019,0.0010271339,0.000012300958,0.03598391,0.0009139594,0.0012491617,0.000015412032,0.000015039046,0.0005931053],"genre_scores_gemma":[0.9947152,0.0011725075,0.000092715156,0.0021385187,0.0010457952,0.0000118040225,0.0000021809649,0.00002202939,0.0007992084],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.995587,0.0012487354,0.0014966006,0.000110444555,0.0005354764,0.0010217798],"domain_scores_gemma":[0.99620676,0.00067917287,0.0018578795,0.00032963953,0.00041591818,0.00051061343],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002856423,0.000261065,0.00057474634,0.00010297038,0.0013093253,0.000021544161,0.00047085906,0.00008214724,0.0008993578],"category_scores_gemma":[0.00014658424,0.00012207073,0.0001827428,0.00039880196,0.00034065967,0.00019006287,0.000083524836,0.0011947415,0.00008303184],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017622667,0.0002773711,0.41082618,0.0011583453,0.00026842652,0.000011666714,0.024338122,0.0003008912,0.00012738381,0.004469901,0.5348554,0.02160405],"study_design_scores_gemma":[0.017589498,0.025751287,0.3354307,0.16911682,0.00030920384,0.00076901895,0.4058948,0.0008584485,0.0008440695,0.0044231536,0.037365433,0.0016475782],"about_ca_topic_score_codex":0.0031684856,"about_ca_topic_score_gemma":0.00012819804,"teacher_disagreement_score":0.49748996,"about_ca_system_score_codex":0.0005082,"about_ca_system_score_gemma":0.0010563475,"threshold_uncertainty_score":0.9999908},"labels":[],"label_agreement":null},{"id":"W2901210084","doi":"10.1097/hap.0000000000000045","title":"How Integrated Care Can Serve Rural Needs","year":2018,"lang":"en","type":"article","venue":"Frontiers of Health Services Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Business","score_opus":0.014477852073904276,"score_gpt":0.34071558097893506,"score_spread":0.3262377289050308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901210084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.740144,0.043808922,0.004138677,0.08806317,0.026055561,0.016541801,0.00064221193,0.0016744293,0.07893122],"genre_scores_gemma":[0.9654478,0.0009936959,0.011721331,0.01181514,0.00044266228,0.00021405763,0.0004221399,0.00007739437,0.008865772],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99554014,0.0006646506,0.0011695804,0.0004190185,0.00062807574,0.0015785614],"domain_scores_gemma":[0.9968516,0.000036728303,0.0010687786,0.00090686936,0.0006990907,0.00043690772],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000780877,0.00039953072,0.0008311414,0.0004996153,0.0012346158,0.000030866067,0.0008330002,0.00023180357,0.00012441147],"category_scores_gemma":[0.00000653227,0.0003614172,0.00010653536,0.0011721645,0.00014651379,0.00023738552,0.00042366143,0.000455862,0.00009622416],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062651734,0.0001863315,0.27452835,0.04038148,0.00043894135,0.000013054317,0.12686941,0.000021297259,0.0000041196986,0.0077352435,0.46393096,0.08526428],"study_design_scores_gemma":[0.0009818727,0.00041044503,0.016215738,0.0020091042,0.000039613144,3.0469897e-7,0.5154576,0.00019286791,0.0000075646403,0.00025292617,0.46421176,0.00022026041],"about_ca_topic_score_codex":0.014967075,"about_ca_topic_score_gemma":0.008670091,"teacher_disagreement_score":0.38858813,"about_ca_system_score_codex":0.0011931043,"about_ca_system_score_gemma":0.00035111816,"threshold_uncertainty_score":0.9998838},"labels":[],"label_agreement":null},{"id":"W2901223116","doi":"10.1186/s12909-018-1360-6","title":"Practice intentions at entry to and exit from medical schools aspiring to social accountability: findings from the Training for Health Equity Network Graduate Outcome Study","year":2018,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care; Arcadia Fund","keywords":"Medical education; Disadvantaged; Graduation (instrument); Workforce; Equity (law); Accountability; Medicine; Odds; Social determinants of health; Population; Mandate; Health equity; Psychology; Public health; Logistic regression; Nursing; Political science; Environmental health","score_opus":0.3355716766349893,"score_gpt":0.6037523319966965,"score_spread":0.2681806553617072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901223116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7786064,0.00013387771,0.004303625,0.2082578,0.004343183,0.003746184,0.00006092518,0.00010049,0.00044751025],"genre_scores_gemma":[0.8831236,0.00003938337,0.0077608763,0.09910036,0.0082045635,0.0014117493,0.00011997488,0.000037802693,0.00020169007],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9932768,0.001710696,0.0013939979,0.0007154597,0.0018449401,0.0010581285],"domain_scores_gemma":[0.98921806,0.007663989,0.00040022293,0.0004762833,0.00052966096,0.0017118165],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010003514,0.00023956562,0.0005345295,0.00007809155,0.003129931,0.00005939,0.0005709479,0.0003345025,0.0012911297],"category_scores_gemma":[0.054871105,0.00018807856,0.000070932954,0.0005918276,0.00014234734,0.00020562673,0.00084982975,0.0010767449,0.00029417785],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000653937,0.00054111617,0.45861912,0.00013662968,0.000055917026,5.2604383e-7,0.08603937,8.21659e-7,0.000001443307,0.0007677374,0.40598175,0.04720165],"study_design_scores_gemma":[0.0015702562,0.00047671777,0.7116445,0.0021378293,0.00010437973,0.0000019035737,0.17787264,0.00020876327,4.668177e-7,0.0028107043,0.10289833,0.0002735347],"about_ca_topic_score_codex":0.013111345,"about_ca_topic_score_gemma":0.06295119,"teacher_disagreement_score":0.30308342,"about_ca_system_score_codex":0.0010446596,"about_ca_system_score_gemma":0.0066625914,"threshold_uncertainty_score":0.9996218},"labels":[],"label_agreement":null},{"id":"W2901344982","doi":"10.5539/gjhs.v10n12p75","title":"Community-Based Primary Healthcare Training for Physiotherapy Undergraduates: Perceptions of Physiotherapy Academics","year":2018,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Curriculum; Health care; Medical education; Perception; Qualitative research; Medicine; Nursing; Rehabilitation; Psychology; Physical therapy; Pedagogy; Political science; Sociology","score_opus":0.15171509973973596,"score_gpt":0.5244992314843028,"score_spread":0.3727841317445668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901344982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9315108,0.0017419413,0.018532006,0.042371575,0.002607899,0.0021428862,0.00024907003,0.000096902564,0.00074692396],"genre_scores_gemma":[0.93394345,0.0007626869,0.0283197,0.03615759,0.00071043015,0.000025831672,0.000013196526,0.000031326843,0.000035769714],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9934334,0.0011721805,0.0023044648,0.00031903473,0.001195116,0.0015757654],"domain_scores_gemma":[0.99263847,0.000646526,0.0028764077,0.00058219995,0.0025160022,0.000740418],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007783057,0.00029711894,0.001038639,0.00028268425,0.0043823603,0.000021001873,0.0014689562,0.00023264349,0.000041557345],"category_scores_gemma":[0.000254927,0.00025306165,0.00022212706,0.0018585487,0.0015597448,0.0004754194,0.00009109646,0.0012748676,0.000013165042],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0071986453,0.0028873384,0.3494916,0.020658258,0.00024256365,0.00000592916,0.10311315,0.001405936,0.02287591,0.041586056,0.13215066,0.31838393],"study_design_scores_gemma":[0.022364613,0.030258248,0.54021037,0.025798634,0.000099455916,0.00018235313,0.16403173,0.0030672762,0.000686882,0.08843745,0.12286531,0.001997683],"about_ca_topic_score_codex":0.0011261984,"about_ca_topic_score_gemma":0.00025777437,"teacher_disagreement_score":0.31638625,"about_ca_system_score_codex":0.0022555105,"about_ca_system_score_gemma":0.011853199,"threshold_uncertainty_score":0.99999213},"labels":[],"label_agreement":null},{"id":"W2902125559","doi":"10.1002/hpm.2712","title":"Availability of health workforce in urban and rural areas in relation to Canadian seniors","year":2018,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Université du Québec en Outaouais","funders":"","keywords":"Workforce; Residence; Metropolitan area; Health care; Health human resources; Rural area; Medicine; Rural health; Population; Nursing; Environmental health; Business; Geography; Economic growth; Demography; Sociology","score_opus":0.0469429615036737,"score_gpt":0.4173219477228474,"score_spread":0.3703789862191737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902125559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9305467,0.0019039088,0.0001307126,0.06380871,0.0007701674,0.0007124479,0.000008782419,0.0000062627423,0.0021123334],"genre_scores_gemma":[0.99112695,0.00045316858,0.000595059,0.0074358066,0.0001315788,0.000009115591,0.0000051632032,0.0000076177944,0.00023554862],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972851,0.0005543788,0.0012663982,0.00012652282,0.00034486238,0.00042273154],"domain_scores_gemma":[0.9985687,0.00021756519,0.0006808635,0.00011865961,0.00018218599,0.0002320379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005397853,0.00009911331,0.00030176394,0.0004773814,0.00025761832,0.000010274769,0.00022157036,0.000049904953,0.000024594934],"category_scores_gemma":[0.00012621519,0.00007699778,0.000017818884,0.00022037089,0.000057380836,0.00009381527,0.000094420466,0.0003565917,0.000005220376],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033514897,0.00003808783,0.9137327,0.00028441352,0.000029865472,0.000014785173,0.032158658,0.0004907511,8.2786033e-7,0.0041993307,0.018755794,0.02995964],"study_design_scores_gemma":[0.00081392075,0.0002696023,0.9330104,0.004316155,0.0000032693742,0.000007766477,0.0144395735,0.00028280407,4.201566e-7,0.00093931623,0.04585182,0.00006492595],"about_ca_topic_score_codex":0.07555525,"about_ca_topic_score_gemma":0.051090043,"teacher_disagreement_score":0.060580265,"about_ca_system_score_codex":0.0010362861,"about_ca_system_score_gemma":0.00048084804,"threshold_uncertainty_score":0.9662251},"labels":[],"label_agreement":null},{"id":"W2902332833","doi":"10.1177/0840470418809105","title":"Indigenous model of care to health and social care workforce planning","year":2018,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Indigenous; Workforce; Health care; Social care; Business; Nursing; Economic growth; Medicine; Economics","score_opus":0.06844823385056692,"score_gpt":0.44365017500417897,"score_spread":0.37520194115361205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902332833","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8098655,0.0302682,0.004662505,0.06755816,0.002892125,0.018044688,0.0006236913,0.0010506412,0.06503453],"genre_scores_gemma":[0.96312714,0.00032967815,0.0055749975,0.028642567,0.00034464966,0.00030853695,0.00014877212,0.00008264098,0.0014410325],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99521714,0.0003614739,0.0011075889,0.0006797097,0.00058783573,0.0020462496],"domain_scores_gemma":[0.9976951,0.000068373396,0.0004969156,0.0005365191,0.0005353419,0.0006677565],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00042846857,0.0003585527,0.0007142183,0.00035801018,0.0031236447,0.000015565614,0.00037622463,0.00038291287,0.000027604301],"category_scores_gemma":[0.000018237788,0.0003708416,0.000077042525,0.0005377537,0.00011840863,0.0001058601,0.00066622894,0.00068254536,0.00009188439],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006434206,0.00004090115,0.09753754,0.01958887,0.000050396357,0.000009209865,0.632545,0.00019058559,0.0000015836853,0.033429977,0.031958576,0.18400392],"study_design_scores_gemma":[0.0013177898,0.00185782,0.004841516,0.00374449,0.000027686368,0.0000011135141,0.7699433,0.00030911583,0.0000074735553,0.00093273376,0.2165142,0.000502748],"about_ca_topic_score_codex":0.001719345,"about_ca_topic_score_gemma":0.002866517,"teacher_disagreement_score":0.18455562,"about_ca_system_score_codex":0.0010352865,"about_ca_system_score_gemma":0.00059588085,"threshold_uncertainty_score":0.99987435},"labels":[],"label_agreement":null},{"id":"W2902743659","doi":"10.1016/s0140-6736(18)32747-8","title":"Canada's global leadership and Indigenous people – Authors' reply","year":2018,"lang":"en","type":"letter","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia; University of Toronto; Women's College Hospital","funders":"","keywords":"Scopus; Health care; Indigenous; Health equity; Conversation; Political science; Equity (law); Social determinants of health; Public health; Scope (computer science); Public relations; Medicine; Psychology; MEDLINE; Nursing; Law; Computer science","score_opus":0.09786185733103102,"score_gpt":0.3918181608882657,"score_spread":0.2939563035572347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902743659","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0074720164,0.0020755255,0.000002890279,0.9673622,0.0032407038,0.0013243315,0.000972635,0.00018654644,0.017363133],"genre_scores_gemma":[0.0061653145,0.00017561993,0.00010932648,0.93804085,0.03425584,0.00011458657,0.00026529407,0.000059313603,0.02081388],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99480724,0.0012239341,0.0006097751,0.0005546802,0.0006584616,0.002145885],"domain_scores_gemma":[0.9969415,0.00070582796,0.0004955778,0.0014632511,0.00019728382,0.00019653876],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0010876014,0.00041231542,0.0010406158,0.000029241493,0.0015155209,0.00003235908,0.0010313053,0.001011442,0.0005673999],"category_scores_gemma":[0.00035295277,0.0002875796,0.000049529837,0.00029879136,0.00017442352,0.000038717622,0.000289432,0.0037832174,0.00037903225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004732193,0.0000025391894,0.019106675,0.0011486547,0.00003373613,0.00006794462,0.0028013734,1.2972109e-7,4.5544557e-8,0.000110389126,0.97639436,0.0002868647],"study_design_scores_gemma":[0.00039070426,0.000051726474,0.018653039,0.00083874643,0.000050220588,0.00002207328,0.0015132595,0.000003307101,1.8740549e-7,0.000882038,0.97731054,0.00028418205],"about_ca_topic_score_codex":0.8793777,"about_ca_topic_score_gemma":0.92934024,"teacher_disagreement_score":0.049962502,"about_ca_system_score_codex":0.0011086613,"about_ca_system_score_gemma":0.0036536183,"threshold_uncertainty_score":0.9999576},"labels":[],"label_agreement":null},{"id":"W2902758392","doi":"","title":"Developing a research education curriculum for rural doctors: trials, teachings and testaments.","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Curriculum; Medical education; Medicine; Engineering ethics; Sociology; Pedagogy; Political science; Engineering","score_opus":0.08327284256976021,"score_gpt":0.4622498697044205,"score_spread":0.3789770271346603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902758392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9856372,0.00026861238,0.008722518,0.0026797727,0.0012792086,0.0006921427,0.000017950673,0.000011978223,0.0006906201],"genre_scores_gemma":[0.99219376,0.00067361264,0.0039903005,0.00009246799,0.001479551,6.8818025e-7,0.000018559776,0.000011346191,0.0015396985],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99522114,0.0026575676,0.0009332341,0.00015597,0.0005671536,0.00046490983],"domain_scores_gemma":[0.993205,0.0026730262,0.0015782224,0.00026790568,0.0020991988,0.00017665606],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.012764666,0.00014996408,0.000837924,0.0006551388,0.0017943799,0.000020169882,0.00057811453,0.00015807731,0.00015630027],"category_scores_gemma":[0.0014974541,0.0001086974,0.00025471777,0.0011355275,0.00038497624,0.00024660383,0.00018935389,0.0006202273,0.000010229019],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.020908067,0.0011816126,0.6886968,0.0014667163,0.011078895,0.000017066115,0.10715096,0.00040727432,0.0025866176,0.0446877,0.07482679,0.046991516],"study_design_scores_gemma":[0.016709277,0.0035279922,0.17964791,0.0038482323,0.014203089,0.00005612232,0.49380764,0.011230216,0.000014492566,0.032863095,0.24306679,0.001025148],"about_ca_topic_score_codex":0.01840986,"about_ca_topic_score_gemma":0.012388875,"teacher_disagreement_score":0.5090489,"about_ca_system_score_codex":0.0009571923,"about_ca_system_score_gemma":0.0013036332,"threshold_uncertainty_score":0.99950516},"labels":[],"label_agreement":null},{"id":"W2902785789","doi":"","title":"An exploratory study of regional and community best practices for facilitating physician work/life balance in Newfoundland and Labrador (NL).","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Work (physics); Work–life balance; Balance (ability); Exploratory research; Public relations; Sociology; Political science; Medicine; Engineering; Social science","score_opus":0.06772121577854161,"score_gpt":0.3817714032979055,"score_spread":0.31405018751936387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902785789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99779725,0.00019674325,0.00066810084,0.00039696752,0.00021771141,0.00052042195,0.00003092045,0.000007419273,0.00016444527],"genre_scores_gemma":[0.9985778,0.00025516003,0.0006035641,0.00008927914,0.000314155,5.6741055e-7,0.000009754004,0.000010387195,0.0001393514],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9950832,0.0032742245,0.00076085975,0.00017716367,0.00039131482,0.00031324837],"domain_scores_gemma":[0.9927717,0.003164914,0.0027083212,0.0003928783,0.00077782205,0.00018438825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042276336,0.0001828694,0.00086043,0.0003440366,0.0012158523,0.000013304006,0.00052526634,0.0001244352,0.000024742298],"category_scores_gemma":[0.00045434028,0.00015238689,0.00009708285,0.00084561243,0.00047156637,0.00051304075,0.00015830011,0.00077163416,0.0000013877119],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008281256,0.0010103171,0.834548,0.00025861393,0.0010825315,0.0000065659533,0.15145274,0.00093793805,0.00022538895,0.00008903436,0.00019507579,0.0019125564],"study_design_scores_gemma":[0.0073931166,0.0035135036,0.27624398,0.0004443187,0.0021291757,0.000003536161,0.7019487,0.0068118013,3.635597e-7,0.00045312644,0.0008331829,0.00022518357],"about_ca_topic_score_codex":0.06309222,"about_ca_topic_score_gemma":0.4460182,"teacher_disagreement_score":0.558304,"about_ca_system_score_codex":0.00025440514,"about_ca_system_score_gemma":0.0002717612,"threshold_uncertainty_score":0.9431467},"labels":[],"label_agreement":null},{"id":"W2903415773","doi":"10.22605/rrh4921","title":"An evidence-based program for rural surgical and obstetrical networks","year":2018,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workforce; Coaching; Medicine; Quality (philosophy); Nexus (standard); Sustainability; Nursing; Medical education; Business; Psychology; Political science; Engineering","score_opus":0.07009560407405384,"score_gpt":0.46883607965154256,"score_spread":0.3987404755774887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903415773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91623676,0.039701574,0.0013299237,0.032231517,0.0021272895,0.0072294315,0.000028633971,0.00070253026,0.0004123316],"genre_scores_gemma":[0.97846,0.0047760746,0.009473504,0.004620248,0.0018552722,0.000060453338,0.000057198544,0.000040736188,0.00065649033],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.996508,0.0007022649,0.00074234064,0.00039399686,0.00025435313,0.001399017],"domain_scores_gemma":[0.99670964,0.0013267096,0.00025955256,0.00031345632,0.00025002388,0.00114064],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009601874,0.00026129567,0.0005477164,0.000085162115,0.0019347187,0.00003447811,0.0001512236,0.0003720364,0.00005781129],"category_scores_gemma":[0.00018152803,0.00018827443,0.00005976807,0.00035786646,0.00031963448,0.00019928066,0.00007031453,0.00054356223,0.000019077183],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087032607,0.000093559065,0.011067951,0.00077944575,0.00000852603,0.00000503113,0.00079187925,0.000005991158,0.000002676256,0.0013898984,0.0048693297,0.9801154],"study_design_scores_gemma":[0.007663489,0.017660083,0.10740277,0.0114959795,0.000057913956,0.00007079691,0.0074790623,0.35882795,0.000004639271,0.0017237613,0.4865589,0.0010546395],"about_ca_topic_score_codex":0.002140652,"about_ca_topic_score_gemma":0.00035811897,"teacher_disagreement_score":0.97906077,"about_ca_system_score_codex":0.00019824148,"about_ca_system_score_gemma":0.00046204397,"threshold_uncertainty_score":0.9993646},"labels":[],"label_agreement":null},{"id":"W2903760717","doi":"10.1503/cmaj.70797","title":"Should Canadian medical schools have trainees funded by Saudi Arabia?","year":2018,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Vulnerability (computing); Alternative medicine; Family medicine; Medical education; Computer science; Pathology","score_opus":0.03993785438582689,"score_gpt":0.37737079428910686,"score_spread":0.33743293990327994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903760717","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008570245,0.0010285487,0.000020311249,0.93916583,0.009643962,0.0009455697,0.0014455182,0.00010512793,0.046788096],"genre_scores_gemma":[0.0013356145,0.0007811012,0.00007702351,0.8925918,0.06374822,0.00010370245,0.00096126075,0.00017799826,0.040223327],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9784896,0.0033241422,0.0028184894,0.00084967224,0.008917146,0.005600972],"domain_scores_gemma":[0.97230774,0.0017357146,0.001518835,0.0005849184,0.0022666643,0.021586152],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.009540855,0.0008431706,0.0015153757,0.0009897691,0.0036168883,0.00020686367,0.0020659866,0.017260749,0.19764249],"category_scores_gemma":[0.023021782,0.0008050497,0.0004052783,0.00062884524,0.000248602,0.00025431227,0.00008546768,0.038647804,0.00797963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006453807,0.000010193369,0.013452272,0.00012136497,0.00020955646,0.003186212,0.00058112154,1.2187087e-7,7.414346e-8,0.000031575728,0.9785342,0.003866862],"study_design_scores_gemma":[0.0012432499,0.00009481005,0.0007975036,0.0025645404,0.00007716355,0.00026815856,0.0015767922,0.000063355044,2.0106837e-7,0.0003611954,0.99225044,0.0007025965],"about_ca_topic_score_codex":0.69728285,"about_ca_topic_score_gemma":0.9802002,"teacher_disagreement_score":0.2829173,"about_ca_system_score_codex":0.022663416,"about_ca_system_score_gemma":0.106003426,"threshold_uncertainty_score":0.99944},"labels":[],"label_agreement":null},{"id":"W2903834826","doi":"10.4467/12311960mn.18.009.9801","title":"Transferring Professional Knowledge and Skills (The Case of Central and Eastern European Migrant Physicians in German Hospitals), von Juliane Klein, Opladen-Berlin-Toronto 2016, ss. 240 (rec. Magdalena Schymanietz)","year":2018,"lang":"en","type":"article","venue":"Medycyna Nowożytna","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"German; Migrant workers; Political science; Medicine; Family medicine; History; Economic growth; Archaeology","score_opus":0.014383131226052911,"score_gpt":0.3633628922833999,"score_spread":0.348979761057347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903834826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94643927,0.04391727,0.000031527903,0.00086612743,0.0016554601,0.0019778523,0.00008270093,0.00009721841,0.0049325754],"genre_scores_gemma":[0.9874894,0.007062087,0.00012857224,0.0004203869,0.0006508458,0.00008561037,0.000023093531,0.00010163005,0.0040383437],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9947778,0.0015405966,0.00126923,0.00072437717,0.00028897336,0.0013990005],"domain_scores_gemma":[0.9979091,0.00049081445,0.00035224092,0.00059710507,0.00022584565,0.00042489322],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012108553,0.0005059759,0.0008419437,0.00011840043,0.0008843406,0.000022327631,0.00039167178,0.00025854408,0.0001895177],"category_scores_gemma":[0.0000879176,0.00038295126,0.00010097797,0.0003219915,0.0005335239,0.00036580343,0.00030241397,0.0007791231,0.00019229639],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076364924,0.0018233906,0.1277047,0.008636867,0.0002305202,0.0015829606,0.35259753,0.0000047939316,0.0006853615,0.001457364,0.016113367,0.4883995],"study_design_scores_gemma":[0.011889306,0.0020070919,0.569353,0.035905235,0.0005226381,0.0006908816,0.027409505,0.003918713,0.000339249,0.0004609074,0.34494606,0.0025574558],"about_ca_topic_score_codex":0.0050812736,"about_ca_topic_score_gemma":0.040739078,"teacher_disagreement_score":0.48584205,"about_ca_system_score_codex":0.00026389622,"about_ca_system_score_gemma":0.00022394325,"threshold_uncertainty_score":0.99986225},"labels":[],"label_agreement":null},{"id":"W2904040395","doi":"","title":"Exploring the Results of a New Community-University Partnership: Wellington Guelph Drug Strategy","year":2018,"lang":"en","type":"article","venue":"The Atrium (University of Guelph)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Public relations; Political science; Law","score_opus":0.16989343744721666,"score_gpt":0.35359181771516807,"score_spread":0.1836983802679514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904040395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95384693,0.00012675961,0.00012156392,0.0075897146,0.00038592168,0.000668905,0.000049259408,0.00010976075,0.037101172],"genre_scores_gemma":[0.9775547,0.00046513783,0.00027221662,0.00014965145,0.00027226604,2.2402912e-7,0.000018636083,0.000016911756,0.021250268],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99603575,0.0022868912,0.00038966583,0.00024227666,0.00041027422,0.0006351306],"domain_scores_gemma":[0.99568874,0.0016245947,0.0006975646,0.0012911954,0.00046650044,0.00023140834],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0025198895,0.00020589997,0.00041570814,0.00013299522,0.0034870456,0.0000057797556,0.0018001407,0.00014066405,0.00027914948],"category_scores_gemma":[0.00014952438,0.00017038235,0.00016993342,0.00088502973,0.00087105547,0.0003869659,0.00073503226,0.0012098206,0.0003008134],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010824626,0.00041610462,0.0076830206,0.0010853575,0.0004182826,0.000035265173,0.6032717,0.00048728613,0.004492738,0.022729138,0.33806664,0.010489816],"study_design_scores_gemma":[0.00303613,0.0004734333,0.10866385,0.00068798783,0.00022267003,0.0000020201985,0.59696853,0.00027329053,0.00021904749,0.0015547314,0.28760836,0.00028991775],"about_ca_topic_score_codex":0.07195192,"about_ca_topic_score_gemma":0.018355854,"teacher_disagreement_score":0.100980826,"about_ca_system_score_codex":0.00019725286,"about_ca_system_score_gemma":0.00045763404,"threshold_uncertainty_score":0.9995566},"labels":[],"label_agreement":null},{"id":"W2904277300","doi":"10.12927/hcq.2018.25643","title":"A Canadian Take on the International Patient Engagement Revolution","year":2018,"lang":"en","type":"editorial","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Canadian Patient Safety Institute","funders":"","keywords":"Experiential learning; Healthcare system; Healthcare policy; Health care; Best practice; Public relations; Medical education; Nursing; Medicine; Political science; Psychology; Health policy; Business; Health care reform; Pedagogy","score_opus":0.04039262014278748,"score_gpt":0.39696637867626994,"score_spread":0.35657375853348244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904277300","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010610395,0.00044719037,0.000004240714,0.08871347,0.8830268,0.003265218,0.0017845925,0.00019136713,0.021506103],"genre_scores_gemma":[0.022703258,0.00030239404,0.000111463225,0.015546628,0.94952893,0.0015965,0.0023172686,0.00015437507,0.0077391807],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909381,0.0026682208,0.0015428659,0.0009579578,0.002008604,0.0018842305],"domain_scores_gemma":[0.9924815,0.0023973025,0.00096286926,0.0013611293,0.001826776,0.00097040995],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002527897,0.0005896175,0.00060298614,0.00037888065,0.0029939623,0.00005813015,0.0010974101,0.0018692988,0.0028121346],"category_scores_gemma":[0.0010663279,0.0004510761,0.00016713252,0.000319378,0.00009508995,0.00009335936,0.000080987134,0.0047767293,0.0064386367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000127637,0.000030153553,0.000109880064,0.0003557709,0.000040501367,0.000018497858,0.009659017,2.2339019e-7,2.0430029e-7,0.0023385605,0.9779942,0.009325333],"study_design_scores_gemma":[0.00035242856,0.0018982381,0.00011554443,0.0030960133,0.000019192978,6.4960125e-7,0.007747631,0.000019906664,2.5086888e-7,0.0007430149,0.98566544,0.00034170327],"about_ca_topic_score_codex":0.51892996,"about_ca_topic_score_gemma":0.7498682,"teacher_disagreement_score":0.23093824,"about_ca_system_score_codex":0.009905179,"about_ca_system_score_gemma":0.0107371295,"threshold_uncertainty_score":0.9997941},"labels":[],"label_agreement":null},{"id":"W2904362441","doi":"10.1080/19359705.2018.1501544","title":"Our struggle continues","year":2018,"lang":"en","type":"article","venue":"Journal of Gay & Lesbian Mental Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Political science; Medicine; Psychotherapist; Psychoanalysis","score_opus":0.08235349398490359,"score_gpt":0.49922243942545824,"score_spread":0.41686894544055464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904362441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8998267,0.003957245,0.00016667141,0.05654774,0.012401256,0.0014336621,0.000112058864,0.000111121604,0.025443554],"genre_scores_gemma":[0.9708889,0.000780865,0.0036052247,0.011970446,0.0044872654,0.000006502087,0.000012252109,0.00005188539,0.008196664],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99497193,0.0009127282,0.0019487194,0.00023742579,0.00072215253,0.0012070341],"domain_scores_gemma":[0.99606216,0.0001174425,0.001963914,0.00032098772,0.00055584364,0.0009796647],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002455644,0.00025047536,0.0007636691,0.0002044386,0.0014264503,0.000019076419,0.0004310804,0.00019362134,0.00093602383],"category_scores_gemma":[0.000117455085,0.00020758658,0.00016211384,0.0003207216,0.00009978108,0.00029298896,0.00011415446,0.0010710735,0.0010372815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064369116,0.00022509154,0.051536452,0.00043511688,0.000052970405,0.000025402791,0.016173711,5.922136e-7,0.00017406218,0.00082594523,0.90235287,0.02755407],"study_design_scores_gemma":[0.002515337,0.0029133563,0.016810654,0.0029360722,0.000015218444,0.00008634713,0.051541593,0.000021967073,0.00011090219,0.0006088021,0.9222155,0.00022424119],"about_ca_topic_score_codex":0.00057818403,"about_ca_topic_score_gemma":0.0008232481,"teacher_disagreement_score":0.0710622,"about_ca_system_score_codex":0.0012295543,"about_ca_system_score_gemma":0.001455376,"threshold_uncertainty_score":0.99997723},"labels":[],"label_agreement":null},{"id":"W2904364414","doi":"10.3138/9781442662513-017","title":"15. Defining Health: Perspectives of African Canadian Women Living in Remote and Rural Nova Scotia Communities","year":2012,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Nova (rocket); Geography; Political science; Engineering; Archaeology; Aeronautics","score_opus":0.045392919099123956,"score_gpt":0.3082361440195775,"score_spread":0.26284322492045353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904364414","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015002063,0.019802755,0.0000032075382,0.00008144196,0.00019098308,0.00082208734,0.00025325164,0.000037784324,0.96380645],"genre_scores_gemma":[0.6910773,0.0035829942,0.00087525917,0.00013224977,0.00007560475,5.439889e-7,0.000025395591,0.000065284476,0.3041654],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99780375,0.00036920424,0.0004915898,0.00021263112,0.00023704227,0.0008857918],"domain_scores_gemma":[0.9975259,0.00049396075,0.0007352668,0.00047912556,0.00021955985,0.00054622977],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006460053,0.00030703284,0.0008904246,0.00015222085,0.00047686664,0.00000462635,0.00042408475,0.00045523126,0.0013699715],"category_scores_gemma":[0.000026412175,0.00038922473,0.000070527916,0.0000042047623,0.00043590422,0.00014719702,0.00043269197,0.0007546554,0.000007694645],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014366586,0.000014881989,0.0028699616,0.001400822,0.00009940445,0.000006267298,0.91921526,0.0000022300526,9.3738726e-7,0.06748432,0.0008110407,0.007951193],"study_design_scores_gemma":[0.00081866485,0.00027945847,0.007517699,0.012924693,0.000059217306,0.0000028787,0.6535966,0.000028552735,3.9334628e-7,0.00039501343,0.32384136,0.00053549936],"about_ca_topic_score_codex":0.9950968,"about_ca_topic_score_gemma":0.9939471,"teacher_disagreement_score":0.6760752,"about_ca_system_score_codex":0.003520957,"about_ca_system_score_gemma":0.0010199847,"threshold_uncertainty_score":0.99985594},"labels":[],"label_agreement":null},{"id":"W2905236289","doi":"10.1503/cmaj.109-5693","title":"New Brunswick seeks better system for physician recruitment to rural areas","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Government (linguistics); Plan (archaeology); Work (physics); Public administration; Medicine; Public relations; Political science; Geography; Engineering","score_opus":0.03911590272500624,"score_gpt":0.388218018135678,"score_spread":0.34910211541067176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905236289","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32183015,0.00037645927,0.0062976163,0.5794262,0.027602164,0.0064479406,0.00023437812,0.0002891616,0.057495914],"genre_scores_gemma":[0.47144488,0.00003778939,0.005011879,0.4178561,0.076754496,0.00028102368,0.00009278017,0.0001387417,0.028382337],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957919,0.00047905155,0.0008632854,0.00020688743,0.0011629091,0.001495952],"domain_scores_gemma":[0.9929081,0.0004029012,0.00043371887,0.00018191167,0.0009782704,0.0050950553],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023010597,0.00018329422,0.00037664216,0.00017207797,0.0016565534,0.000046197267,0.00035778448,0.00059697725,0.002776927],"category_scores_gemma":[0.0010438445,0.00016667681,0.00011361759,0.00032589425,0.00002114645,0.00011170194,0.00003117121,0.0010206167,0.0028094167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000026610145,0.0000065999884,0.03830408,0.000041921863,0.00004951186,0.000017514563,0.0016857308,5.2143383e-7,0.0000021493845,0.0014190886,0.90543044,0.05301582],"study_design_scores_gemma":[0.0010992948,0.00017904672,0.01890024,0.0011553693,0.000024638188,0.00001576306,0.0050798454,0.00007276555,0.0000063935713,0.0002646718,0.97303164,0.00017030135],"about_ca_topic_score_codex":0.04955436,"about_ca_topic_score_gemma":0.37168238,"teacher_disagreement_score":0.322128,"about_ca_system_score_codex":0.007204062,"about_ca_system_score_gemma":0.013955875,"threshold_uncertainty_score":0.99964315},"labels":[],"label_agreement":null},{"id":"W2906166119","doi":"10.17269/cjph.98.1577","title":"Place and health research in Canada (Editorial)","year":2007,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.2229693345960827,"score_gpt":0.5631893987115901,"score_spread":0.3402200641155074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906166119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7619174,0.0021117742,0.000026653297,0.050330725,0.043902975,0.0026270153,0.000012568478,0.00010186791,0.138969],"genre_scores_gemma":[0.981068,0.0002747711,0.00046712524,0.004412176,0.008727527,0.000030158551,0.0000055306914,0.000018349538,0.0049963593],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99633384,0.00059018633,0.0006077755,0.00025333167,0.00068194774,0.0015329071],"domain_scores_gemma":[0.99716616,0.0018102982,0.00007410386,0.00022295635,0.00017940115,0.0005470556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010042162,0.0000880437,0.00022422447,0.0001371007,0.0006233665,0.0000037474351,0.00012904916,0.00013342574,0.0002274191],"category_scores_gemma":[0.00017773121,0.000077355195,0.0000059229023,0.000555059,0.000035180317,0.00005260061,0.0001240208,0.001191303,0.00006868094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004905704,0.000008332391,0.22725222,0.0001669706,9.477562e-7,0.000009951181,0.0009775385,0.0000014192748,8.5636225e-7,0.0033128916,0.76532984,0.0028900013],"study_design_scores_gemma":[0.00063719286,0.00006286577,0.10394116,0.0003843234,2.9474384e-7,7.129453e-7,0.025821233,0.000024446212,0.0000032426415,0.00048207608,0.8685606,0.0000818292],"about_ca_topic_score_codex":0.99806625,"about_ca_topic_score_gemma":0.99975747,"teacher_disagreement_score":0.21915059,"about_ca_system_score_codex":0.0045238296,"about_ca_system_score_gemma":0.009260411,"threshold_uncertainty_score":0.9992976},"labels":[],"label_agreement":null},{"id":"W2906763316","doi":"10.1503/cmaj.109-5694","title":"US doctors call for tracking of suicides among medical trainees","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Accreditation; Graduate medical education; Medical education; Medicine; Tracking (education); Family medicine; Psychology","score_opus":0.022668383164072287,"score_gpt":0.38229002299074655,"score_spread":0.3596216398266743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906763316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9687946,0.00023124667,0.00009229348,0.020231765,0.0030852363,0.000654945,0.000061226754,0.000029449724,0.006819258],"genre_scores_gemma":[0.9843087,0.00011350331,0.00015740679,0.010915798,0.002051563,0.00002582917,0.00002172594,0.000030135394,0.002375294],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99462235,0.0005549775,0.0013303293,0.00019309201,0.002123469,0.0011757936],"domain_scores_gemma":[0.9930369,0.0021677732,0.00071359053,0.00013425553,0.00088940695,0.00305806],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006089894,0.00015729942,0.0005136565,0.00021188977,0.0005245149,0.00001792819,0.00042184402,0.001150445,0.01676278],"category_scores_gemma":[0.010658086,0.0001377606,0.00016687813,0.0002666157,0.00006691797,0.0001605029,0.000022115999,0.001834201,0.00015969788],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001552726,0.000016730444,0.89891756,0.00012360499,0.000055698973,0.00003239633,0.0015361424,0.0000061084934,0.0000029282762,0.0007278812,0.09124791,0.007317534],"study_design_scores_gemma":[0.0028078184,0.00017505855,0.44052637,0.0019475967,0.00003707901,0.00003220574,0.004940025,0.0010761308,0.000009377675,0.0005157657,0.5476691,0.0002634516],"about_ca_topic_score_codex":0.01914648,"about_ca_topic_score_gemma":0.21242923,"teacher_disagreement_score":0.4583912,"about_ca_system_score_codex":0.0016876098,"about_ca_system_score_gemma":0.008102214,"threshold_uncertainty_score":0.99767554},"labels":[],"label_agreement":null},{"id":"W2907854555","doi":"10.1007/s12134-018-00641-0","title":"Drive-By Education: The Role of Vocational Courses in the Migration Projects of Foreign Nurses in Canada","year":2019,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saint Mary's University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Vocational education; Immigration; Residence; Work (physics); Gateway (web page); Political science; Sociology; Public relations; Pedagogy; Economic growth; Economics; Law; Engineering","score_opus":0.015157187658075907,"score_gpt":0.3631452896437789,"score_spread":0.347988101985703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907854555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9658844,0.00090495,0.0020447515,0.013826618,0.0011606844,0.001201939,0.000108580716,0.000010084369,0.014858012],"genre_scores_gemma":[0.99327403,0.0016674354,0.00093380286,0.0018688953,0.00026546879,0.00021302712,0.00037013637,0.00002240489,0.0013848157],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99475574,0.0015512911,0.0021913038,0.00027301058,0.000957374,0.00027126394],"domain_scores_gemma":[0.9928064,0.0024855004,0.0022153968,0.00026130257,0.0021513365,0.00008008079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002832147,0.0002787996,0.0004327897,0.000610432,0.0001195981,0.0000778763,0.00065954257,0.00020351072,0.00032585554],"category_scores_gemma":[0.0016301422,0.00019967619,0.00012982254,0.0006066336,0.00012811106,0.0009477461,0.0000352842,0.00093112816,0.000005084355],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004202896,0.00050380646,0.74080163,0.000086937165,0.00006360586,0.000002001801,0.02094204,0.001507613,0.013776605,0.2002653,0.016252808,0.0053773588],"study_design_scores_gemma":[0.002803413,0.00074349344,0.5529071,0.0043769465,0.00007430153,0.00025188297,0.18629853,0.056996364,0.011866231,0.017094243,0.16605288,0.0005345698],"about_ca_topic_score_codex":0.2365137,"about_ca_topic_score_gemma":0.73674864,"teacher_disagreement_score":0.50023496,"about_ca_system_score_codex":0.0015433974,"about_ca_system_score_gemma":0.0043131025,"threshold_uncertainty_score":0.81425583},"labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"grok","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"opus","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"}],"label_agreement":"split"},{"id":"W2908619929","doi":"10.1111/jocn.14772","title":"Competence and confidence in rural and remote nursing practice: A structural equation modelling analysis of national data","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of Saskatchewan","funders":"Canadian Institutes of Health Research","keywords":"Competence (human resources); Structural equation modeling; Nursing; Rural area; Psychology; Rural health; Medicine; Social psychology; Statistics","score_opus":0.220657588782029,"score_gpt":0.5939301174022689,"score_spread":0.37327252862023985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908619929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97807366,0.0013668826,0.015686654,0.003050259,0.000785171,0.00025925922,0.000012440334,0.000005316511,0.0007603498],"genre_scores_gemma":[0.96378535,0.00059880025,0.035096433,0.00030135625,0.00018696133,1.3946409e-7,0.000011600825,0.0000075250277,0.000011816759],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99549925,0.00096097466,0.002380096,0.00022596541,0.0006596214,0.00027410654],"domain_scores_gemma":[0.99035406,0.006195997,0.002259114,0.0002219264,0.00079613156,0.00017276811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059157414,0.0001097158,0.0007951219,0.0003007176,0.00014161416,0.000017686798,0.00023556169,0.00018873242,0.000031301417],"category_scores_gemma":[0.003215536,0.0000950694,0.00006606368,0.00051555317,0.00020268127,0.00091456063,0.00005447298,0.0009735862,0.0000016279005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00530737,0.00035209005,0.6204642,0.00050777243,0.00066734356,0.000024084926,0.01392697,0.057133168,0.00018201563,0.025639482,0.0002607347,0.27553475],"study_design_scores_gemma":[0.0011041816,0.00016519928,0.1114404,0.0064660693,0.00029449913,0.000021191572,0.0074804425,0.8602993,8.506189e-7,0.012574935,0.00006543771,0.00008747802],"about_ca_topic_score_codex":0.00018544881,"about_ca_topic_score_gemma":0.000027780201,"teacher_disagreement_score":0.80316615,"about_ca_system_score_codex":0.00016835913,"about_ca_system_score_gemma":0.0004557211,"threshold_uncertainty_score":0.4229802},"labels":[],"label_agreement":null},{"id":"W2908954547","doi":"10.1542/peds.2018-1189","title":"The Pivotal Role of the International Medical Graduate","year":2019,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; Family medicine","score_opus":0.029270997128060736,"score_gpt":0.3966218090651901,"score_spread":0.3673508119371294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908954547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9263064,0.00087696745,0.000004758287,0.01302532,0.0058478373,0.00050780067,0.000017805125,0.000036619116,0.05337646],"genre_scores_gemma":[0.9906861,0.0010776141,0.000039422277,0.0011241517,0.001040015,0.000022100536,0.000004409018,0.0000122005895,0.0059939916],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99787164,0.00020206811,0.00043632544,0.00012623778,0.0010113156,0.0003524019],"domain_scores_gemma":[0.9979284,0.001169635,0.0002519409,0.0003402825,0.00020328719,0.000106446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001043837,0.00007706847,0.00011647699,0.000025252264,0.00037986817,0.0000055614546,0.00077557005,0.00013862719,0.0005374841],"category_scores_gemma":[0.0010163704,0.000040361392,0.000064840286,0.00024643226,0.000057586756,0.000037960697,0.00038491236,0.0006318335,0.0007311158],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031036387,0.000028640154,0.9276745,0.000054922926,0.0000074522945,5.289549e-7,0.00095910433,0.000006436578,0.0000055978458,0.01570282,0.051699482,0.0038294818],"study_design_scores_gemma":[0.00086564844,0.000055850796,0.19302042,0.00012062415,0.00002661811,0.0000028713916,0.0052421927,0.0015374458,0.000020217583,0.0070484173,0.7919164,0.00014332581],"about_ca_topic_score_codex":0.00028840546,"about_ca_topic_score_gemma":0.00013921922,"teacher_disagreement_score":0.7402169,"about_ca_system_score_codex":0.00009034298,"about_ca_system_score_gemma":0.00049191277,"threshold_uncertainty_score":0.9397259},"labels":[],"label_agreement":null},{"id":"W2909469617","doi":"10.12927/hcpol.2018.25690","title":"Intersecting Policy Contexts of Employment-Related Geographical Mobility of Healthcare Workers: The Case of Nova Scotia, Canada","year":2018,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa; Dalhousie University","funders":"Canadian Institutes of Health Research; Institute of Gender and Health; Research and Development Corporation of Newfoundland and Labrador","keywords":"Nova scotia; Residence; Work (physics); Health care; Demographic economics; Nova (rocket); Geography; Regional science; Economic growth; Economics; Engineering","score_opus":0.04562985407943658,"score_gpt":0.44636116356099476,"score_spread":0.40073130948155816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909469617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9223037,0.0013818607,0.000007025189,0.071022965,0.001072368,0.0024298073,0.0005412974,0.000073053794,0.0011679352],"genre_scores_gemma":[0.9934139,0.00007925661,0.00012657493,0.005315736,0.00078637514,0.000046830955,0.000026045795,0.000066340646,0.00013892438],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9910967,0.0025386822,0.0033144797,0.00062074704,0.0006362886,0.0017931008],"domain_scores_gemma":[0.991683,0.0016776914,0.0021006602,0.0014920324,0.002249044,0.0007975832],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020698037,0.00043977113,0.0012525781,0.00055750506,0.0008233108,0.000005037721,0.0006381081,0.00058740884,0.00023711186],"category_scores_gemma":[0.0019574042,0.00035255766,0.00023022952,0.0030636275,0.0011125433,0.0001038191,0.0004177153,0.0014526842,0.000016888656],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075081876,0.0002653254,0.8805669,0.007129961,0.00019458354,0.00006203619,0.031210562,0.000009519041,0.000043756994,0.05587668,0.0046624844,0.019227376],"study_design_scores_gemma":[0.0094568925,0.0073195375,0.6308346,0.027953671,0.00025189813,0.00089181605,0.29054135,0.0004273472,0.0016821644,0.014682618,0.013964649,0.0019934587],"about_ca_topic_score_codex":0.99902105,"about_ca_topic_score_gemma":0.99509984,"teacher_disagreement_score":0.2593308,"about_ca_system_score_codex":0.0015872695,"about_ca_system_score_gemma":0.013755073,"threshold_uncertainty_score":0.99989265},"labels":[],"label_agreement":null},{"id":"W2909513175","doi":"10.12968/bjon.2019.28.3.168","title":"The relationship between effective transition models and the optimal management of patient care","year":2019,"lang":"en","type":"article","venue":"British Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Transition (genetics); Period (music); Medicine; Patient care; Political science","score_opus":0.041294439196733077,"score_gpt":0.39807169046766083,"score_spread":0.35677725127092774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909513175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832217,0.009915859,0.00095416,0.0012452734,0.0004305758,0.0011709192,0.00000923072,0.0000063982857,0.0030458989],"genre_scores_gemma":[0.9986794,0.00041984516,0.0006912783,0.00005551855,0.00009156785,0.000010698959,0.000002532021,0.000010791567,0.000038347396],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99799776,0.00079391163,0.0005892932,0.00008387747,0.00030125314,0.00023390652],"domain_scores_gemma":[0.99784,0.0012860068,0.0004609331,0.000099202276,0.00024784222,0.00006605121],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090469146,0.00006964392,0.00022897076,0.00003195682,0.0007668026,0.000018968682,0.000108248554,0.00007405246,0.000004682476],"category_scores_gemma":[0.00004206246,0.000049925315,0.00007121719,0.000110202694,0.00011085843,0.0001625849,0.000018372537,0.00052286114,0.0000025237796],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017118222,0.00007866175,0.03779474,0.0011906937,0.00018426518,0.000039832652,0.10956929,0.0074280924,0.000002254132,0.019271487,0.0015467803,0.8211821],"study_design_scores_gemma":[0.008608365,0.00090780685,0.52818567,0.054353174,0.00045645886,0.0002436278,0.36938387,0.0011578118,0.000013194779,0.035833765,0.0006345406,0.0002217348],"about_ca_topic_score_codex":0.00007099199,"about_ca_topic_score_gemma":0.0000065717077,"teacher_disagreement_score":0.82096034,"about_ca_system_score_codex":0.00021356299,"about_ca_system_score_gemma":0.00003922904,"threshold_uncertainty_score":0.5897703},"labels":[],"label_agreement":null},{"id":"W2910537250","doi":"10.5489/cuaj.5865","title":"Welcome all Canadian urologists to Quebec City for CUA 2019!","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Computer science","score_opus":0.039108293275812944,"score_gpt":0.367189347313014,"score_spread":0.32808105403720106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910537250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7304429,0.0001987363,0.00007859039,0.24173325,0.0060214004,0.0024670893,0.0005302595,0.00009060329,0.018437184],"genre_scores_gemma":[0.8664555,0.000035041325,0.00044799544,0.105218425,0.0014199571,0.00008991169,0.000092777205,0.0000308601,0.026209515],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949681,0.0007148056,0.00084655464,0.00041333542,0.00042376458,0.0026334114],"domain_scores_gemma":[0.9931525,0.0008946604,0.00048751806,0.0002723714,0.00077832106,0.0044146534],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0026717759,0.0002609063,0.0005083288,0.00041107263,0.0013798715,0.00007809134,0.00054624135,0.0009710303,0.005614884],"category_scores_gemma":[0.0021951855,0.00023453245,0.00016899506,0.0003639,0.000023778048,0.00016542948,0.00004205561,0.0015611323,0.0040273704],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039704577,0.000008069386,0.61447334,0.000007677501,0.00003025218,0.000011712948,0.00031472565,0.00008940737,0.00000329752,0.0015195516,0.38283172,0.0006705531],"study_design_scores_gemma":[0.00048620466,0.000185999,0.35831714,0.000019405612,0.000013384831,0.0000054845364,0.00017142639,0.00005862859,3.7570652e-7,0.00092417735,0.63964933,0.00016846068],"about_ca_topic_score_codex":0.83816683,"about_ca_topic_score_gemma":0.97477484,"teacher_disagreement_score":0.2568176,"about_ca_system_score_codex":0.010355728,"about_ca_system_score_gemma":0.0049942597,"threshold_uncertainty_score":0.9999202},"labels":[],"label_agreement":null},{"id":"W2910854321","doi":"10.11575/prism/35747","title":"Cost-effectiveness of screening and treatment for schistosomiasis among refugees coming to Canada","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Schistosomiasis; Refugee; Medicine; Environmental health; Political science; Geography; Immunology; Helminths","score_opus":0.11729458696866994,"score_gpt":0.4883179227107373,"score_spread":0.37102333574206736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910854321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751401,0.0003238986,0.00002875444,0.000060788665,0.0009048916,0.013663084,0.0005462799,0.0000021767867,0.009330029],"genre_scores_gemma":[0.9365379,0.000036021192,0.008261894,0.00008375561,0.0001031346,0.0027195264,0.00228598,0.00009682561,0.04987495],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977435,0.00038359416,0.0006330842,0.0005225598,0.00020811276,0.00050917006],"domain_scores_gemma":[0.9969977,0.0015716122,0.00055944116,0.0003570738,0.00027463102,0.00023955513],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006660951,0.0003045926,0.00092605,0.00010351751,0.0005399716,0.000021016705,0.00031225002,0.0003340233,0.00020589768],"category_scores_gemma":[0.0002003765,0.00028207045,0.00005447872,0.0001393584,0.000017230563,0.00007836383,0.00009412625,0.0002381708,0.00001566927],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010214763,0.00014225375,0.112140685,0.0062780394,0.00048732106,0.000013357552,0.020376757,0.00027029795,0.0004366582,0.00012754885,0.0030985249,0.8464138],"study_design_scores_gemma":[0.008026334,0.0012718862,0.18439287,0.037444018,0.00053966756,9.860426e-7,0.06451537,0.00023505819,0.0056391926,0.000024197821,0.6967742,0.0011362254],"about_ca_topic_score_codex":0.6936672,"about_ca_topic_score_gemma":0.9445712,"teacher_disagreement_score":0.84527755,"about_ca_system_score_codex":0.0011600764,"about_ca_system_score_gemma":0.0020902045,"threshold_uncertainty_score":0.99996316},"labels":[],"label_agreement":null},{"id":"W2910973028","doi":"","title":"Optimizing Professional Well-Being and Patient Outcomes Through the Use of Mentorship in Rural Workplaces","year":2019,"lang":"en","type":"article","venue":"Creating Healthy Work Environments","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mentorship; Nursing; Burnout; Psychology; Medical education; Medicine; Clinical psychology","score_opus":0.03945903604692316,"score_gpt":0.36063034530925414,"score_spread":0.32117130926233095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910973028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903888,0.0008153458,0.000015941021,0.0029285634,0.0008353756,0.0024950297,0.0000049986834,0.00003657006,0.0024793874],"genre_scores_gemma":[0.98705673,0.00040165565,0.004780314,0.0043874057,0.000045458848,0.00020316162,0.000017347467,0.00004889462,0.0030590103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99509877,0.0015225223,0.0012976278,0.00042893089,0.00058857695,0.0010635727],"domain_scores_gemma":[0.9951852,0.0033103875,0.00077543134,0.0005262042,0.000016995204,0.00018581093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008759878,0.000322625,0.00060047006,0.00007946306,0.0008667887,0.000017212125,0.00022562915,0.0002596003,0.0004771886],"category_scores_gemma":[0.00021821688,0.00022680975,0.00006218549,0.00031968058,0.00014263706,0.0003175292,0.00038806448,0.0009270017,0.00014736017],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003940273,0.000109799796,0.9652281,0.00020786414,0.00001855586,0.0000017227142,0.030438913,0.0010075507,0.000011824136,0.0004370575,0.0005046196,0.0016400056],"study_design_scores_gemma":[0.0020426065,0.00028457085,0.9139021,0.0057905284,0.000023959848,0.0000010917456,0.042647842,0.0003365429,0.000020598149,0.0003331511,0.034252584,0.00036441398],"about_ca_topic_score_codex":0.0012380579,"about_ca_topic_score_gemma":0.000057922447,"teacher_disagreement_score":0.05132595,"about_ca_system_score_codex":0.00047228977,"about_ca_system_score_gemma":0.00009289821,"threshold_uncertainty_score":0.92490333},"labels":[],"label_agreement":null},{"id":"W2911416089","doi":"10.1016/s0140-6736(19)30208-9","title":"Time for gender-transformative change in the health workforce","year":2019,"lang":"en","type":"letter","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"World Health Organization","keywords":"Transformative learning; Workforce; Political science; Environmental health; Psychology; Medicine; Economic growth; Economics; Developmental psychology","score_opus":0.21975057275727763,"score_gpt":0.4685422597314406,"score_spread":0.24879168697416296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911416089","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003755467,0.002832323,0.000046041903,0.95588785,0.001294782,0.011411719,0.0009000009,0.00013037164,0.027121373],"genre_scores_gemma":[0.00094072154,0.0010860373,0.00016367258,0.9636781,0.02134496,0.0029051984,0.00097540376,0.00008930962,0.008816568],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932974,0.0025603683,0.00092598924,0.0004120394,0.00055279204,0.002251404],"domain_scores_gemma":[0.9941196,0.003610183,0.00066493003,0.0014475192,0.00010225158,0.00005554573],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003876109,0.0004464929,0.0013511123,0.0000982096,0.0009176823,0.000024893234,0.001737642,0.00089920964,0.00034685488],"category_scores_gemma":[0.00009485802,0.00023895067,0.00016412069,0.0003758378,0.00011550971,0.00012288606,0.00009957991,0.0051744888,0.0023713135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011900559,0.000009014173,0.00025414824,0.002216658,0.000018290608,0.0000039296897,0.045005895,0.0000020506495,5.130103e-8,0.0005794768,0.9504421,0.0013494273],"study_design_scores_gemma":[0.0011731541,0.00014671269,0.00066651026,0.0018047035,0.000020700461,0.0000031936966,0.0022695474,0.00018232742,8.317416e-8,0.0014803775,0.99201113,0.00024156073],"about_ca_topic_score_codex":0.0008053514,"about_ca_topic_score_gemma":0.00031751682,"teacher_disagreement_score":0.042736348,"about_ca_system_score_codex":0.00050856656,"about_ca_system_score_gemma":0.00043842944,"threshold_uncertainty_score":0.99840546},"labels":[],"label_agreement":null},{"id":"W2911802492","doi":"10.3138/jmvfh.2017-0049","title":"Need for cultural competency in the mentorship of female Veterans during civilian transitions","year":2019,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Kingston Health Sciences Centre; Institute of Health Services and Policy Research; Queen's University","funders":"","keywords":"Mentorship; Medical education; Psychology; Medicine","score_opus":0.06349473766878523,"score_gpt":0.40550815663840467,"score_spread":0.34201341896961945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911802492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803626,0.011093365,0.000032682678,0.005832285,0.0006332918,0.0014729768,0.000084753105,0.000008789364,0.00047926727],"genre_scores_gemma":[0.99267364,0.0025319585,0.0011631423,0.0033110457,0.00019352666,0.000020407677,0.000012966906,0.000015232814,0.000078113655],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9964538,0.0009484954,0.0014950295,0.00017566516,0.000321705,0.00060527935],"domain_scores_gemma":[0.99836236,0.0005819491,0.00040718337,0.00022574503,0.00019671298,0.00022605079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020956218,0.00017694976,0.00065537676,0.00018497916,0.0003902814,0.0000032481564,0.0002488298,0.00011444712,0.000036855334],"category_scores_gemma":[0.000042305866,0.00011898779,0.00016892153,0.00022677977,0.00006540978,0.00022602132,0.000016518305,0.00066037616,0.000004824902],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0063975956,0.0009065082,0.41513902,0.017321942,0.00016801844,0.0000454205,0.5387209,0.00027402295,0.007642943,0.0021952284,0.0064454405,0.0047429604],"study_design_scores_gemma":[0.0068928716,0.0029801591,0.7798483,0.0039491043,0.00003110539,0.000054577613,0.2003038,0.00021834827,0.000006034815,0.0004946397,0.0050273016,0.00019377378],"about_ca_topic_score_codex":0.0012645307,"about_ca_topic_score_gemma":0.0008599575,"teacher_disagreement_score":0.3647093,"about_ca_system_score_codex":0.00017689486,"about_ca_system_score_gemma":0.00035233286,"threshold_uncertainty_score":0.4852181},"labels":[],"label_agreement":null},{"id":"W2911823760","doi":"10.13162/hro-ors.v7i1.3413","title":"Integrating Primary Care, Home Care, and Community Health Services in Ontario","year":2019,"lang":"fr","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Legislature; Public administration; Health care; Equity (law); Accountability; Political science; Corporate governance; Bureaucracy; Transparency (behavior); Public relations; Business; Nursing; Medicine; Politics; Law","score_opus":0.0364072725012352,"score_gpt":0.3489958589658991,"score_spread":0.31258858646466386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911823760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80316484,0.17290463,0.000008733716,0.0020621663,0.002723863,0.0052418355,0.0004107403,0.0003272615,0.013155947],"genre_scores_gemma":[0.8902619,0.0410562,0.018591942,0.039920475,0.0005183803,0.00038338287,0.0025577124,0.0004148535,0.0062951595],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.97974235,0.0068669007,0.004483054,0.0014665183,0.001140107,0.006301061],"domain_scores_gemma":[0.9908242,0.001264011,0.0022664117,0.0023647912,0.0008013832,0.002479199],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0062643588,0.0016363567,0.0034425736,0.0004839523,0.0051528797,0.00019739254,0.0015542124,0.0018101532,0.00042975205],"category_scores_gemma":[0.00007455826,0.0015822274,0.00038066803,0.0015693529,0.00062979554,0.0025294297,0.0016248164,0.0108110905,0.0003000066],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002860131,0.00024149132,0.5579563,0.08465271,0.000043810996,0.000018130982,0.21194534,0.00001348436,0.0000014319793,0.0006984403,0.00017164995,0.1439712],"study_design_scores_gemma":[0.0024953296,0.002252799,0.63995725,0.04016149,0.000026712425,0.000045713714,0.2385469,0.0001489289,0.000003028032,0.0006385759,0.074915804,0.00080748706],"about_ca_topic_score_codex":0.94857275,"about_ca_topic_score_gemma":0.9852731,"teacher_disagreement_score":0.14316371,"about_ca_system_score_codex":0.07612177,"about_ca_system_score_gemma":0.016575668,"threshold_uncertainty_score":0.9996384},"labels":[],"label_agreement":null},{"id":"W2911925564","doi":"10.1037/e506732017-001","title":"Paramedic Perspectives Of Community Paramedicine And Quality Of Work Life In Northern Ontario","year":2017,"lang":"en","type":"dataset","venue":"PsycEXTRA Dataset","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Quality of life (healthcare); Gerontology; Sociology; Psychology; Nursing; Medicine; Engineering","score_opus":0.16683271579250644,"score_gpt":0.5092994521928249,"score_spread":0.34246673640031844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911925564","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12717012,0.0025809554,9.946535e-7,0.0005293231,0.0004490353,0.0011885227,0.8679423,0.000014022829,0.00012477064],"genre_scores_gemma":[0.022042645,0.0012348623,0.00008242945,0.0004467417,0.00015517238,0.000097327546,0.9758558,0.000024298946,0.000060721206],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99281824,0.0028738645,0.0023183806,0.00048103704,0.0007144292,0.0007940748],"domain_scores_gemma":[0.99016505,0.0026516763,0.0027873646,0.0037050724,0.00022808604,0.00046277058],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0043892353,0.0005157679,0.0020979694,0.00025830115,0.0005985489,0.000009630066,0.0015299788,0.00090916,0.0007289864],"category_scores_gemma":[0.0032407762,0.00045793923,0.00008309688,0.00024608575,0.00112624,0.0001429122,0.00071306404,0.0045335745,0.00010060305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005438594,0.0004155786,0.20228034,0.0027812626,0.00007168909,0.0000056309364,0.005372415,7.8146576e-7,2.745751e-7,0.000012883004,0.78833205,0.0001832433],"study_design_scores_gemma":[0.0016550364,0.0001808939,0.25072607,0.0036739623,0.00009405656,0.0000010231785,0.012002986,1.4639518e-7,1.2226677e-7,0.00013990133,0.73125374,0.00027203286],"about_ca_topic_score_codex":0.67115027,"about_ca_topic_score_gemma":0.9571705,"teacher_disagreement_score":0.2860202,"about_ca_system_score_codex":0.00041705702,"about_ca_system_score_gemma":0.001437395,"threshold_uncertainty_score":0.9997872},"labels":[],"label_agreement":null},{"id":"W2911973863","doi":"10.3390/ijerph16030314","title":"Social Determinants of Rural Health Workforce Retention: A Scoping Review","year":2019,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":182,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"University of Melbourne; Australian Government","keywords":"Workforce; Thematic analysis; Metropolitan area; Rural area; Social determinants of health; Public relations; Rural health; Economic growth; Nursing; Medicine; Political science; Sociology; Psychology; Public health; Qualitative research; Social science; Economics","score_opus":0.4189285242493016,"score_gpt":0.6166237836850371,"score_spread":0.19769525943573552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911973863","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002868064,0.98864436,0.000010192643,0.0063552726,0.0009632404,0.0031064851,0.00023586216,0.000008531081,0.00038922587],"genre_scores_gemma":[0.0005488669,0.9959865,0.000107280786,0.0013223698,0.00094486354,0.00006829973,0.00014135294,0.000056685516,0.000823776],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9866254,0.0043890956,0.004457528,0.0003287416,0.00274061,0.0014586288],"domain_scores_gemma":[0.9917833,0.0013392634,0.0051591457,0.00031508293,0.0004111335,0.0009920684],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012100572,0.00037272577,0.0030086741,0.0007501124,0.0006998265,0.000042632535,0.001109594,0.000347348,0.00079905393],"category_scores_gemma":[0.00060572545,0.00030035738,0.00045566648,0.00041872583,0.00036168093,0.0003914675,0.0006344573,0.0025591762,0.00011500191],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033718414,0.00018664295,0.00078259694,0.112878986,0.00008986293,0.000011536136,0.0004183324,2.0996081e-8,3.8730356e-8,0.00018695221,0.006288919,0.8791224],"study_design_scores_gemma":[0.00041245748,0.00057529594,0.00015376159,0.43696755,0.000016738337,0.00010262251,0.0010142762,7.100128e-7,1.53752e-8,0.00006158801,0.56057733,0.00011768513],"about_ca_topic_score_codex":0.00018563902,"about_ca_topic_score_gemma":0.000063170235,"teacher_disagreement_score":0.8790047,"about_ca_system_score_codex":0.0030462674,"about_ca_system_score_gemma":0.008955718,"threshold_uncertainty_score":0.99994487},"labels":[],"label_agreement":null},{"id":"W2912277778","doi":"10.18192/aporia.v10i2.4121","title":"Unpacking “two-way” workplace integration of internationally educated nurses","year":2019,"lang":"en","type":"article","venue":"Aporia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"University of Ottawa","keywords":"Unpacking; Diversity (politics); Focus group; Equity (law); Health care; Theme (computing); Qualitative research; Sociology; Qualitative property; Public relations; Psychology; Nursing; Political science; Medicine; Social science","score_opus":0.03548848014833729,"score_gpt":0.44475044552232784,"score_spread":0.40926196537399057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912277778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8978656,0.00015589882,0.00009199656,0.0011103223,0.007019141,0.0007614493,0.000009641693,0.00009564932,0.09289031],"genre_scores_gemma":[0.970933,0.000026786396,0.0010945739,0.0005148259,0.00038005633,0.00003838292,0.00008312149,0.000023460227,0.026905764],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99826074,0.0002295337,0.00061274954,0.00023392173,0.0002949361,0.00036815117],"domain_scores_gemma":[0.99825346,0.00051123864,0.000414336,0.0003174252,0.00040860166,0.00009492524],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00048391824,0.00013750818,0.00026237845,0.000114082606,0.00015071566,0.0000067544943,0.00023105818,0.00014479179,0.0023764132],"category_scores_gemma":[0.0002569724,0.00012226784,0.000049302358,0.00033421043,0.00003608779,0.00016688669,0.00006518395,0.00039133022,0.0015828859],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050088443,0.00025813116,0.5876868,0.00054976944,0.000096081676,0.0000033615472,0.021807536,0.00011508321,0.011957229,0.2679176,0.08703424,0.022073295],"study_design_scores_gemma":[0.008351558,0.0007221992,0.34511548,0.016153648,0.00013828427,0.000008870719,0.079522714,0.0033393765,0.0056234314,0.038353704,0.501257,0.0014137139],"about_ca_topic_score_codex":0.0013015775,"about_ca_topic_score_gemma":0.00043692975,"teacher_disagreement_score":0.41422278,"about_ca_system_score_codex":0.00024729405,"about_ca_system_score_gemma":0.00029732444,"threshold_uncertainty_score":0.9991945},"labels":[],"label_agreement":null},{"id":"W2912656870","doi":"","title":"A rural physician relates.","year":2018,"lang":"fr","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wife; Cover (algebra); Rural health; Family medicine; Medicine; Data science; World Wide Web; Rural area; Computer science; Political science; Law; Pathology; Engineering","score_opus":0.04399986125654243,"score_gpt":0.3440777242752926,"score_spread":0.30007786301875017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912656870","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010756748,0.0061073834,0.000012342444,0.70861584,0.024749434,0.008558902,0.0003268315,0.0005160395,0.24035648],"genre_scores_gemma":[0.009931812,0.00076204224,0.00024228223,0.6229408,0.04417669,0.008734294,0.00054532546,0.00028047097,0.31238633],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9879491,0.002446439,0.0018423668,0.0010715376,0.0010140255,0.005676565],"domain_scores_gemma":[0.99421525,0.0013167999,0.0012777696,0.0016462118,0.00054286193,0.0010010883],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0016617506,0.0010753401,0.0014926908,0.0002731768,0.0015620543,0.00007303684,0.0011854693,0.004764973,0.0029005995],"category_scores_gemma":[0.0005879368,0.001056723,0.00045298252,0.0008714952,0.0008104729,0.00033654284,0.0006079098,0.008126023,0.026142405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070178416,0.000073367766,0.0021983916,0.0016836483,0.00012528313,0.00010490346,0.001453894,7.71377e-7,1.712539e-7,0.00073344837,0.88397616,0.10957976],"study_design_scores_gemma":[0.0009197744,0.00006901932,0.041646045,0.002359398,0.0002188352,0.00000951499,0.0008537052,0.000020130208,0.0000036419408,0.0029167987,0.9501114,0.00087177573],"about_ca_topic_score_codex":0.0020685801,"about_ca_topic_score_gemma":0.00030597064,"teacher_disagreement_score":0.10870798,"about_ca_system_score_codex":0.0021538525,"about_ca_system_score_gemma":0.00042849546,"threshold_uncertainty_score":0.9997378},"labels":[],"label_agreement":null},{"id":"W2913174512","doi":"","title":"A Mixed Methods Study of Social Capital and Health Among Adults in Rural Ontario","year":2018,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social capital; Multimethodology; Geography; Psychology; Environmental health; Socioeconomics; Gerontology; Political science; Sociology; Medicine; Social science","score_opus":0.03671858042990462,"score_gpt":0.37838089143482995,"score_spread":0.34166231100492533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913174512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8721585,0.00010006738,0.0000064300375,0.00004944469,0.0009788765,0.0022128199,0.000020835765,0.00005053765,0.12442245],"genre_scores_gemma":[0.5159129,0.000025376023,0.0013558274,0.00006798196,0.00013691821,0.000014225806,0.00021813702,0.000058515066,0.48221016],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99572885,0.0016876444,0.0008631307,0.00057176384,0.0003358228,0.0008128061],"domain_scores_gemma":[0.9980647,0.00013984473,0.001029285,0.00026317858,0.00025136804,0.00025163003],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000695864,0.000424683,0.001076931,0.00036960127,0.0006639477,0.000010465868,0.0003690766,0.00067217555,0.024190566],"category_scores_gemma":[0.000020838192,0.00047397535,0.00009222898,0.0006208353,0.00009453845,0.00019979013,0.00022130841,0.001194122,0.00002542285],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017058575,0.00045280982,0.28918743,0.0017227887,0.00011889179,0.000035931007,0.52409196,7.699831e-7,0.000001815671,0.00039300587,0.0019643898,0.18032432],"study_design_scores_gemma":[0.0026310938,0.00059373106,0.4536279,0.0012685902,0.00005149232,2.4963464e-7,0.5226587,0.000008214885,0.0000014802056,0.000033767275,0.018896654,0.00022812342],"about_ca_topic_score_codex":0.38820794,"about_ca_topic_score_gemma":0.970297,"teacher_disagreement_score":0.58208907,"about_ca_system_score_codex":0.0015788486,"about_ca_system_score_gemma":0.0010108753,"threshold_uncertainty_score":0.9997712},"labels":[],"label_agreement":null},{"id":"W2913176161","doi":"10.1093/intqhc/mzy256","title":"Across borders: thoughts and considerations about cultural preservation among immigrant clinicians","year":2018,"lang":"en","type":"article","venue":"International Journal for Quality in Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Immigration; Workforce; Ethnic group; Health care; Medicine; Cultural competence; Cultural diversity; Language barrier; Nursing; Family medicine; Psychology; Political science","score_opus":0.14240397466211605,"score_gpt":0.6091622763946388,"score_spread":0.46675830173252275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913176161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95023656,0.0018370845,0.00061004166,0.037251804,0.0071428465,0.0017169116,0.0005618139,0.0000728733,0.0005700577],"genre_scores_gemma":[0.981351,0.000916841,0.0023812938,0.011029639,0.0034290957,0.00016243577,0.00015760084,0.000026400086,0.0005456914],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99479043,0.001132686,0.0022716594,0.00035766952,0.0006083911,0.00083918177],"domain_scores_gemma":[0.9935806,0.0015878432,0.0011354622,0.00020882956,0.003147197,0.00034008303],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003323754,0.00020890096,0.00043703275,0.00013120494,0.0021819214,0.00012042912,0.00028412946,0.00026207184,0.00011049494],"category_scores_gemma":[0.002456049,0.00018543482,0.00010951746,0.00015475678,0.00024457663,0.000743952,0.00011156479,0.0008583378,0.000022202958],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010631048,0.00014708994,0.5787245,0.0011971703,0.00011673944,0.000017447881,0.33877927,0.00009161362,0.000013258082,0.022576055,0.044803124,0.012470627],"study_design_scores_gemma":[0.0053030765,0.00060398027,0.3957536,0.0037104422,0.00001183468,0.00003807343,0.23115318,0.00068332755,0.00001908304,0.016135642,0.34615317,0.0004346165],"about_ca_topic_score_codex":0.010137726,"about_ca_topic_score_gemma":0.08208256,"teacher_disagreement_score":0.30135006,"about_ca_system_score_codex":0.0010494891,"about_ca_system_score_gemma":0.0008416645,"threshold_uncertainty_score":0.9991171},"labels":[],"label_agreement":null},{"id":"W2913626547","doi":"","title":"Challenges, facilitators, and lessons learned from three CTG Program awardees implementing strategies to improve clinical and community preventive services in rural areas","year":2014,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Program evaluation; Nursing; Medical education; Medicine; Psychology; Gerontology; Political science","score_opus":0.16166086928928344,"score_gpt":0.5084115017939939,"score_spread":0.3467506325047104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913626547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98440725,0.001069897,0.00005098792,0.0054860776,0.00020371874,0.0022091928,0.00007493965,0.00023355115,0.0062643914],"genre_scores_gemma":[0.99509484,0.00096204533,0.0028147358,0.0004046457,0.0001375386,0.00036090348,0.00005449771,0.00002510595,0.0001456825],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9940394,0.003221892,0.0010483452,0.0004850195,0.00022391818,0.0009814084],"domain_scores_gemma":[0.9963351,0.0023382364,0.00025369323,0.00055017736,0.00011414744,0.0004086537],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004110999,0.00029953592,0.0006557916,0.00008071772,0.0010872354,0.0000654002,0.00030887037,0.00032310016,0.000071557944],"category_scores_gemma":[0.0002730278,0.0002540489,0.000049376675,0.00013487136,0.00015809886,0.00031328647,0.0009020871,0.0014647319,0.000033995002],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012380235,0.0001399298,0.6430589,0.00053848664,0.00003881047,7.375621e-7,0.013821066,5.250957e-7,0.000010478553,0.004439732,0.000075037555,0.33775246],"study_design_scores_gemma":[0.0013404007,0.00062262005,0.7608246,0.00082882546,0.000021260134,2.5026753e-7,0.19876125,0.00031453223,0.000002687269,0.02499189,0.012064914,0.0002267364],"about_ca_topic_score_codex":0.041195117,"about_ca_topic_score_gemma":0.43180478,"teacher_disagreement_score":0.39060965,"about_ca_system_score_codex":0.000059887236,"about_ca_system_score_gemma":0.00012449932,"threshold_uncertainty_score":0.9999912},"labels":[],"label_agreement":null},{"id":"W2913828842","doi":"10.1097/jac.0000000000000270","title":"Access to Affordable, High-Quality Health Insurance for Rural Residents and Its Impact on Their Health and on Rural Hospitals","year":2019,"lang":"en","type":"article","venue":"Journal of Ambulatory Care Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Barrick Gold (Canada)","funders":"","keywords":"Telehealth; Poverty; Business; Health care; Rural area; Health insurance; Rural health; Quality (philosophy); Economic growth; Health care delivery; Nursing; Telemedicine; Medicine; Economics","score_opus":0.034466333925463374,"score_gpt":0.4621019381758387,"score_spread":0.42763560425037533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913828842","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98095983,0.003529175,0.00001874743,0.008976443,0.0015349481,0.004358868,0.00015837862,0.00003511768,0.00042849276],"genre_scores_gemma":[0.98122925,0.0016912041,0.00023203823,0.016022341,0.0002182523,0.000053862896,0.000015602702,0.00004663886,0.00049081555],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959837,0.00062536553,0.0014146107,0.0003246091,0.00067464006,0.0009770541],"domain_scores_gemma":[0.99645513,0.00036389823,0.0014637435,0.00041885552,0.00036240852,0.0009359558],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020292692,0.00036828345,0.0009989728,0.00035197425,0.0006497145,0.00006875685,0.00039484698,0.00011869883,0.00003999638],"category_scores_gemma":[0.000070747694,0.00024592548,0.00013461336,0.00024466286,0.000023188208,0.00038076457,0.0002722896,0.0005351217,0.00003059729],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0071018226,0.0002477282,0.795849,0.014367263,0.00041310472,0.000017149445,0.016279858,0.0017434099,0.000018536935,0.007084907,0.0851452,0.071732],"study_design_scores_gemma":[0.002830317,0.0046653203,0.96259713,0.0047857356,0.0000094316465,0.000002570371,0.019909535,0.000007798516,0.000010004547,0.0004102266,0.004533814,0.00023808703],"about_ca_topic_score_codex":0.0005594271,"about_ca_topic_score_gemma":0.00008481155,"teacher_disagreement_score":0.16674814,"about_ca_system_score_codex":0.0016789605,"about_ca_system_score_gemma":0.00039097213,"threshold_uncertainty_score":0.9999993},"labels":[],"label_agreement":null},{"id":"W2915106046","doi":"10.3390/ijerph16050678","title":"Double Burden of Rural Migration in Canada? Considering the Social Determinants of Health Related to Immigrant Settlement Outside the Cosmopolis","year":2019,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Social determinants of health; Health equity; Context (archaeology); Rural health; Economic growth; Inclusion (mineral); Rural area; Environmental health; Political science; Socioeconomics; Geography; Sociology; Medicine; Health care; Gender studies","score_opus":0.19859913407924415,"score_gpt":0.5214427614816234,"score_spread":0.32284362740237926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915106046","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16260092,0.7847231,0.0000024660465,0.047810692,0.00088910887,0.003029145,0.0008404664,0.0000024419026,0.00010167958],"genre_scores_gemma":[0.27641627,0.72273606,0.00001726747,0.00042001848,0.0001408781,0.00004230996,0.00005818875,0.000021926075,0.00014705217],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9905357,0.0029044922,0.003412392,0.00018592676,0.0020223923,0.00093915005],"domain_scores_gemma":[0.99490935,0.0015803054,0.0026834488,0.00024153017,0.00021677802,0.0003686016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0093894275,0.00022487581,0.0013329969,0.00044095927,0.00048108667,0.000023269791,0.00087060395,0.00013673528,0.00017559191],"category_scores_gemma":[0.00023779468,0.00013535756,0.00014180237,0.0003169004,0.0002178803,0.00012854385,0.00042010512,0.0016062531,0.000010362684],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00023999762,0.0002206352,0.021449545,0.0059120352,0.00028322372,0.000021756878,0.023677267,0.000016413085,0.0000015147153,0.0006023631,0.011011451,0.9365638],"study_design_scores_gemma":[0.0014051886,0.0005931102,0.009876346,0.015559254,0.000017328006,0.00007730731,0.0777964,0.000022663648,8.4482156e-7,0.0001809418,0.89431256,0.00015805333],"about_ca_topic_score_codex":0.71183175,"about_ca_topic_score_gemma":0.47447404,"teacher_disagreement_score":0.9364057,"about_ca_system_score_codex":0.005945347,"about_ca_system_score_gemma":0.013859092,"threshold_uncertainty_score":0.9978706},"labels":[],"label_agreement":null},{"id":"W2915368476","doi":"10.7899/jce-13-18","title":"Association of Chiropractic Colleges Educational Conference and Research Agenda Conference 2013","year":2013,"lang":"en","type":"article","venue":"Journal of Chiropractic Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Chiropractic; Thursday; Health care; Medical education; Medicine; Political science; Public relations; Alternative medicine","score_opus":0.14163267998775864,"score_gpt":0.5078713598594852,"score_spread":0.36623867987172654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915368476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8640827,0.0010049959,0.000025736843,0.1155989,0.0021723905,0.0008929849,0.0000069011194,0.000009142321,0.016206264],"genre_scores_gemma":[0.9723064,0.0031566038,0.004029894,0.0005798949,0.0009280708,0.00009156465,0.000013266641,0.000022207732,0.018872136],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9950512,0.0015576542,0.0014713632,0.00022749626,0.0011542821,0.0005379929],"domain_scores_gemma":[0.984877,0.00342322,0.0035332628,0.00029331777,0.007532824,0.00034036706],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004074269,0.00017650977,0.00046031034,0.00042290904,0.00060965325,0.00007432149,0.00028761468,0.0002880951,0.0050768633],"category_scores_gemma":[0.007391289,0.00015453066,0.00006253658,0.00051048945,0.00012080662,0.0014494598,0.000081501974,0.001648413,0.00032248063],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021607596,0.0013184001,0.16376878,0.00090751104,0.00017107656,0.0000013687076,0.014306716,0.0000061701267,0.0029690596,0.017291019,0.7844074,0.014636446],"study_design_scores_gemma":[0.0014138722,0.00066143414,0.63153654,0.0024734356,0.00017487329,0.00010273949,0.055126373,0.00016486496,0.00025142118,0.038247395,0.26950896,0.0003381286],"about_ca_topic_score_codex":0.0019372692,"about_ca_topic_score_gemma":0.00015429473,"teacher_disagreement_score":0.5148984,"about_ca_system_score_codex":0.00081985834,"about_ca_system_score_gemma":0.0070854495,"threshold_uncertainty_score":0.99854344},"labels":[],"label_agreement":null},{"id":"W2915440436","doi":"10.31372/20180303.1004","title":"Proceedings of the 2018 Asian American / Pacific Islander Nurses Association Conference: Local to Global--Future Directions for Research on Health Disparities","year":2018,"lang":"en","type":"article","venue":"Asian/Pacific Island Nursing Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Pacific islanders; Association (psychology); Asian americans; Health equity; Political science; Gerontology; Geography; Medicine; Psychology; Ethnic group; Health care; Law","score_opus":0.05832578265972795,"score_gpt":0.4673396613459552,"score_spread":0.4090138786862273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915440436","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1353423,0.00065482093,0.0019440089,0.4745317,0.023899905,0.005613199,0.0007960905,0.00023452165,0.35698342],"genre_scores_gemma":[0.9864068,0.00029450085,0.000624781,0.00060891564,0.0038256412,0.00010696758,0.000012852216,0.00004853465,0.008070989],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994641,0.00073992444,0.0010179145,0.0004871997,0.0012683821,0.0018455556],"domain_scores_gemma":[0.9954172,0.00036287977,0.0010354206,0.00031861317,0.0023115983,0.0005542944],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029206113,0.00032138175,0.0006624517,0.00030186106,0.0053339056,0.00014756249,0.0005042206,0.00033790115,0.00012779252],"category_scores_gemma":[0.0004623853,0.00023086698,0.00018188979,0.0016419576,0.00074814213,0.00020740919,0.000050312865,0.0016455618,0.00007653716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006940874,0.00021802084,0.042360175,0.00013542465,0.000055566295,4.7136692e-7,0.029230408,0.0000010292878,0.000010625581,0.008227224,0.8550953,0.06397162],"study_design_scores_gemma":[0.0012551671,0.0029044338,0.09381976,0.0057273824,0.000049247046,0.00004151477,0.38126558,0.0000665664,0.000042265565,0.012634344,0.50185704,0.0003366649],"about_ca_topic_score_codex":0.00032377033,"about_ca_topic_score_gemma":0.0013644242,"teacher_disagreement_score":0.8510645,"about_ca_system_score_codex":0.0039479947,"about_ca_system_score_gemma":0.0012480139,"threshold_uncertainty_score":0.99987566},"labels":[],"label_agreement":null},{"id":"W2915588768","doi":"10.1097/nna.0000000000000723","title":"Grassroots to Global","year":2019,"lang":"en","type":"article","venue":"JONA The Journal of Nursing Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Economic shortage; China; Health care; Nursing shortage; Nursing; Political science; Public relations; Atlanta; Quality (philosophy); Business; Medicine; Nurse education; Metropolitan area","score_opus":0.0634460352455174,"score_gpt":0.4943849278800665,"score_spread":0.4309388926345491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915588768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9434358,0.000213901,0.0007404384,0.02617957,0.0037930699,0.00058532855,0.000007759294,0.000024743447,0.025019387],"genre_scores_gemma":[0.99531806,0.000020562442,0.0009832818,0.0016375565,0.00065095036,0.0000024010076,0.000002607458,0.000010975104,0.001373629],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9977269,0.0005098358,0.0007877468,0.00009548311,0.0004961709,0.0003838747],"domain_scores_gemma":[0.99819034,0.00030900066,0.00064870523,0.00024531607,0.00037578645,0.00023082375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013460697,0.00011760502,0.00023395552,0.000050433075,0.00036402055,0.000015128321,0.00027990618,0.00012712793,0.00021958683],"category_scores_gemma":[0.00019155975,0.00007883311,0.000066266635,0.00032669705,0.00003082151,0.00017039257,0.00001738939,0.0004604612,0.00053163694],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007726499,0.0010425075,0.22838885,0.0003773122,0.00013376471,0.000045818266,0.022175925,0.0009457608,0.0041710995,0.035962313,0.6112481,0.08778206],"study_design_scores_gemma":[0.0035907351,0.008339287,0.6396584,0.011200288,0.00031677945,0.00081450783,0.050756365,0.00045742534,0.0005321924,0.028355693,0.25531355,0.00066480634],"about_ca_topic_score_codex":0.000023058254,"about_ca_topic_score_gemma":0.000057515565,"teacher_disagreement_score":0.41126955,"about_ca_system_score_codex":0.0007432363,"about_ca_system_score_gemma":0.00064518815,"threshold_uncertainty_score":0.68332946},"labels":[],"label_agreement":null},{"id":"W2916065659","doi":"10.1055/s-0043-124973","title":"Perceived Barriers Among Healthcare Professionals for Access to Physical Therapy Service in Saudi Arabia","year":2019,"lang":"en","type":"article","venue":"Physikalische Medizin Rehabilitationsmedizin Kurortmedizin","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Payment; Medicine; Scope of practice; Quarter (Canadian coin); Service (business); Health care; Family medicine; Health professionals; Nursing; Business; Geography; Finance","score_opus":0.05226236554529303,"score_gpt":0.46369607501443094,"score_spread":0.41143370946913793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916065659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89282525,0.0004076292,0.000056538323,0.08178187,0.0032909703,0.019539313,0.00032062398,0.00045436923,0.001323443],"genre_scores_gemma":[0.950264,0.00010879772,0.0033320042,0.026611108,0.0015553798,0.016006948,0.00051536056,0.0002789317,0.0013275092],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98812693,0.002637744,0.0024644055,0.0020961794,0.0018290671,0.0028456626],"domain_scores_gemma":[0.98448765,0.008950656,0.00083900476,0.0017923743,0.002008429,0.0019218993],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003329895,0.0010552068,0.0019574242,0.0008794471,0.0011072687,0.00007430462,0.001872947,0.0007439301,0.0009555644],"category_scores_gemma":[0.0032350263,0.00093134266,0.000430748,0.0029818695,0.00030221586,0.0013976179,0.0005454351,0.0020424933,0.0010908885],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002805203,0.0014424614,0.71156347,0.0064318,0.0001904938,0.000010193363,0.1716929,0.00076216145,0.008538606,0.0062244027,0.08369121,0.0066471184],"study_design_scores_gemma":[0.00890424,0.0016972992,0.810416,0.00536282,0.00006696436,0.0000015509768,0.062455587,0.0021756985,0.0004445348,0.007010992,0.099657975,0.0018063267],"about_ca_topic_score_codex":0.0026568018,"about_ca_topic_score_gemma":0.0066140722,"teacher_disagreement_score":0.109237306,"about_ca_system_score_codex":0.0012284433,"about_ca_system_score_gemma":0.002223701,"threshold_uncertainty_score":0.9999577},"labels":[],"label_agreement":null},{"id":"W2916075488","doi":"10.3138/jmvfh.5.s1.2018-0037","title":"Veteran income and employment policies in Canada","year":2019,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Veterans Affairs Canada","funders":"U.S. Department of Veterans Affairs","keywords":"Veterans Affairs; Charter; Poverty; Military service; Disability benefits; Government (linguistics); Political science; Income Support; Work (physics); Social security; Business; Public administration; Medicine; Demographic economics; Gerontology; Economic growth; Economics","score_opus":0.034855721340929305,"score_gpt":0.3744178779565864,"score_spread":0.3395621566156571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916075488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95747274,0.036521856,0.000002610936,0.003942013,0.0010039037,0.0005844608,0.000030532054,0.000007591743,0.00043426148],"genre_scores_gemma":[0.9748204,0.012126485,0.00043037202,0.012319014,0.00014970981,0.0000047546414,0.0000027980398,0.000018349772,0.00012813811],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99660504,0.00065559254,0.0014178196,0.00020408361,0.00037643398,0.0007410186],"domain_scores_gemma":[0.9983084,0.00044335218,0.00035482322,0.00020367892,0.00009962243,0.0005900981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012519829,0.00019873586,0.0007389007,0.0002122175,0.00024053971,0.000003113683,0.00014964529,0.00008921186,0.00004770489],"category_scores_gemma":[0.000035697234,0.00016285143,0.000039746774,0.0001686948,0.000040436797,0.00016925877,0.000079796955,0.00081027596,0.000007753328],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034773702,0.00002873348,0.9788954,0.00082394626,0.000016967582,0.00004002888,0.007724115,0.00002697872,0.000038245907,0.000071936745,0.0035746833,0.008411225],"study_design_scores_gemma":[0.0020664907,0.00096001953,0.9610047,0.0018880775,0.0000048384927,0.000044416258,0.014894244,0.00011478047,3.6317792e-7,0.00015919916,0.018727308,0.00013559614],"about_ca_topic_score_codex":0.9120538,"about_ca_topic_score_gemma":0.8041833,"teacher_disagreement_score":0.107870474,"about_ca_system_score_codex":0.001233243,"about_ca_system_score_gemma":0.002800472,"threshold_uncertainty_score":0.66408885},"labels":[],"label_agreement":null},{"id":"W2916547251","doi":"10.3138/jmvfh.5.s1.2018-0032","title":"The unique financial situation of a Primary Reservist: Satisfaction with compensation and benefits and its impact on retention","year":2019,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Department of National Defence","funders":"Canadian Armed Forces","keywords":"Compensation (psychology); Financial compensation; Military service; Service (business); Job satisfaction; Turnover; Business; Military personnel; Demographic economics; Actuarial science; Psychology; Marketing; Economics; Social psychology; Political science; Management","score_opus":0.04794628004708873,"score_gpt":0.3678365674986543,"score_spread":0.31989028745156556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916547251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781595,0.01893542,0.00001829383,0.0016351788,0.00023406792,0.0008629714,0.000026678299,0.0000072802445,0.00012059782],"genre_scores_gemma":[0.97378343,0.024738764,0.0002574969,0.0010839012,0.000086756336,0.000003984737,0.000010639536,0.000010953417,0.000024096806],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977264,0.0007329839,0.00078197836,0.00015713945,0.00032423143,0.0002772631],"domain_scores_gemma":[0.9981637,0.0005628251,0.0006346,0.00013358046,0.00030724096,0.00019803822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019973342,0.0001400437,0.00040331445,0.0001205555,0.00050283753,0.000004758095,0.000052153897,0.000114185845,0.0000049778573],"category_scores_gemma":[0.00006866766,0.000085635926,0.000034945686,0.00012617315,0.000044283723,0.00024885638,0.000026004116,0.00048718497,0.0000015934351],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01731982,0.00012614763,0.791914,0.003977232,0.000091554204,0.0000075549347,0.016717149,0.0004072202,0.001541783,0.0024415092,0.0027487502,0.16270731],"study_design_scores_gemma":[0.0016648322,0.0044242647,0.9889548,0.0022238006,0.000011237139,0.000025129944,0.001569032,0.00047231256,0.0000029738387,0.00030157936,0.00027850055,0.00007153811],"about_ca_topic_score_codex":0.0018222342,"about_ca_topic_score_gemma":0.0010512532,"teacher_disagreement_score":0.19704084,"about_ca_system_score_codex":0.0002547142,"about_ca_system_score_gemma":0.00048670193,"threshold_uncertainty_score":0.38674706},"labels":[],"label_agreement":null},{"id":"W2917070373","doi":"10.22158/rhs.v4n1p15","title":"Predicting Future Physician Output for British Columbia, Canada","year":2019,"lang":"en","type":"article","venue":"Research in Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Economic shortage; Workforce; Health care; Population; Distribution (mathematics); Population health; Medicine; Demography; Demographic economics; Economic growth; Economics; Environmental health; Sociology","score_opus":0.11113207696869609,"score_gpt":0.5052413435289628,"score_spread":0.3941092665602667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917070373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96810263,0.0009913859,0.0000039272327,0.011816878,0.0030342953,0.006200799,0.00009564845,0.00006480397,0.009689608],"genre_scores_gemma":[0.9839139,0.00023847193,0.00059735304,0.004765657,0.0009593409,0.00049821404,0.000011298658,0.000027530145,0.008988218],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99178326,0.0005534496,0.00087733194,0.0008279519,0.0021407714,0.003817216],"domain_scores_gemma":[0.9960622,0.0011888583,0.00023427723,0.00058249646,0.0009959489,0.0009362172],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014170187,0.00010571294,0.00039179463,0.00017080588,0.0038543642,0.00012625939,0.0010053194,0.00012915506,0.00014001965],"category_scores_gemma":[0.0005784585,0.00014951464,0.000027558272,0.0028567303,0.00031131093,0.00033858413,0.00034030137,0.0015716845,0.000076905206],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000019530573,0.00003432695,0.91235983,0.0023457669,0.0000011002955,0.000006056596,0.0007046828,0.00002951942,0.000006849974,0.00042705354,0.061844822,0.022220451],"study_design_scores_gemma":[0.0009721166,0.00036427923,0.5189625,0.0039074807,4.8572014e-7,0.0000026878904,0.020260092,0.0045175306,0.0000020031948,0.0010364092,0.44976988,0.00020453002],"about_ca_topic_score_codex":0.99079734,"about_ca_topic_score_gemma":0.9956851,"teacher_disagreement_score":0.39339733,"about_ca_system_score_codex":0.0048409854,"about_ca_system_score_gemma":0.032829437,"threshold_uncertainty_score":0.9989793},"labels":[],"label_agreement":null},{"id":"W2917192450","doi":"","title":"","year":2019,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Political science","score_opus":0.05171620008770752,"score_gpt":0.3695967381615974,"score_spread":0.3178805380738899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917192450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67056954,0.04249603,0.000022098127,0.1791871,0.03964508,0.021475641,0.00012453322,0.0004450517,0.046034914],"genre_scores_gemma":[0.6692779,0.0023617959,0.0004519861,0.020854762,0.0023133566,0.011637009,0.00003405946,0.00014162262,0.29292753],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9786601,0.0057511386,0.002862555,0.0017188255,0.0013279046,0.00967944],"domain_scores_gemma":[0.9884619,0.0038864939,0.0011935179,0.0023123818,0.0006804885,0.0034651987],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007397246,0.0009721893,0.0016911314,0.0003145355,0.0013232015,0.00008867584,0.0012913086,0.0024992996,0.0034657032],"category_scores_gemma":[0.0016359768,0.0010544197,0.00040557943,0.0018553643,0.00043675484,0.0015115651,0.0009879417,0.0042133415,0.009319109],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005399094,0.0003862801,0.5458439,0.0046408293,0.000099822406,0.000048986178,0.005903658,0.00014648406,0.0000015307054,0.029961102,0.03960911,0.37281838],"study_design_scores_gemma":[0.0030537636,0.00010550185,0.5357127,0.001122296,0.00007608158,0.000015141615,0.009196451,0.00010965019,0.000013126181,0.0026358122,0.44738954,0.00056993234],"about_ca_topic_score_codex":0.011840988,"about_ca_topic_score_gemma":0.0022953756,"teacher_disagreement_score":0.4077804,"about_ca_system_score_codex":0.0029514409,"about_ca_system_score_gemma":0.00062829937,"threshold_uncertainty_score":0.99997693},"labels":[],"label_agreement":null},{"id":"W2917241294","doi":"10.14288/1.0075951","title":"Place of graduation 91 : a status report on place of graduation for selected health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graduation (instrument); Medical education; Political science; Geography; Medicine; Engineering","score_opus":0.020827034319259613,"score_gpt":0.2856917299136332,"score_spread":0.26486469559437353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917241294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99390477,0.00014084141,0.0005720265,0.00047317368,0.00016989546,0.0032441223,0.0008553693,0.00004784789,0.00059194124],"genre_scores_gemma":[0.9965656,0.00018930522,0.0011663964,0.00013197822,0.000034879773,0.000015028736,0.00024821842,0.000024722443,0.0016239014],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99633104,0.0009886256,0.0008840446,0.00049644546,0.0006711251,0.0006287007],"domain_scores_gemma":[0.99550873,0.0008724641,0.0018603933,0.00047544172,0.001130084,0.00015287715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023251637,0.00007630897,0.0007333354,0.00008184738,0.00050788926,0.000020808306,0.00037257868,0.00023315259,0.000038814575],"category_scores_gemma":[0.0008771856,0.0002364006,0.00012113418,0.00084823737,0.00026241972,0.0002307652,0.00007429848,0.0003681701,0.0000020935283],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061489723,0.0018530273,0.5391409,0.01102883,0.00011053719,0.0000823076,0.01799406,0.00029537355,0.00015504936,0.000055625813,0.17975557,0.24891385],"study_design_scores_gemma":[0.002924887,0.0009944368,0.97114056,0.0030585846,0.000037509122,0.00002374381,0.019405335,0.0011188039,9.268565e-7,0.00034576232,0.00078506867,0.00016435914],"about_ca_topic_score_codex":0.8219665,"about_ca_topic_score_gemma":0.97104806,"teacher_disagreement_score":0.4319997,"about_ca_system_score_codex":0.0004650141,"about_ca_system_score_gemma":0.0014505606,"threshold_uncertainty_score":0.9640137},"labels":[],"label_agreement":null},{"id":"W2918799389","doi":"10.1503/cmaj.109-5721","title":"Health workers demand health coverage for migrants","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Health care; Health policy; Medicine; Economic growth; Environmental health; Political science; Business; Economics","score_opus":0.018974700037497953,"score_gpt":0.38586385070897933,"score_spread":0.36688915067148137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918799389","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22436698,0.0040985625,0.0012595931,0.74166054,0.012665626,0.004047827,0.00038695845,0.00012118741,0.011392756],"genre_scores_gemma":[0.63567054,0.0017142225,0.00074991636,0.341524,0.0041629765,0.0000879334,0.00011439659,0.00008076306,0.01589522],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937397,0.0011997495,0.0013124116,0.00027107043,0.0013643967,0.0021126366],"domain_scores_gemma":[0.99218714,0.0010343287,0.0010784355,0.00018475816,0.0004792146,0.005036131],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008344212,0.00018749587,0.0006468967,0.00020280317,0.0019299749,0.000035678026,0.0003198653,0.0005981375,0.005837584],"category_scores_gemma":[0.001625014,0.00017533202,0.00013854186,0.00032792988,0.000020612617,0.00014573106,0.00002168333,0.0019048416,0.0012306749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020051917,0.000011385459,0.35812512,0.00013150566,0.000032139662,0.0000066897583,0.0010916889,0.0000076163938,7.120919e-8,0.0003370301,0.6193386,0.020898122],"study_design_scores_gemma":[0.0022337984,0.00019503082,0.060679335,0.001224901,0.0000044303824,0.000020608588,0.002626596,0.00017992013,8.0249045e-8,0.00043996895,0.93224794,0.00014741128],"about_ca_topic_score_codex":0.039346892,"about_ca_topic_score_gemma":0.2566569,"teacher_disagreement_score":0.41130358,"about_ca_system_score_codex":0.007520163,"about_ca_system_score_gemma":0.026822627,"threshold_uncertainty_score":0.999547},"labels":[],"label_agreement":null},{"id":"W2920814728","doi":"10.1186/s12960-019-0346-8","title":"“Doctors ready to be posted are jobless on the street…” the deployment process and shortage of doctors in Tanzania","year":2019,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Health and Allied Sciences; African Population and Health Research Center; Umeå Universitet; Muhimbili University of Health and Allied Sciences; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Workforce; Health services research; Qualitative research; Health administration; Government (linguistics); Tanzania; Public health; Business; Medicine; Economic growth; Public relations; Nursing; Socioeconomics; Sociology; Political science; Economics","score_opus":0.07207505753155201,"score_gpt":0.4379126222232482,"score_spread":0.3658375646916962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920814728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97384673,0.00032365,0.0000011417151,0.016879188,0.00020738078,0.007053474,0.00016161818,0.0000708711,0.0014559571],"genre_scores_gemma":[0.98506373,0.00005263475,0.000020145522,0.012884268,0.00011222176,0.00050293154,0.000025220888,0.000060027574,0.0012788218],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958853,0.00075507077,0.0011970311,0.00052194064,0.000555779,0.001084868],"domain_scores_gemma":[0.9966469,0.0013522408,0.0007384401,0.0007622963,0.00017157532,0.00032859112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021740042,0.00030333485,0.00065170764,0.00017335753,0.0011562967,0.000019575218,0.0005581616,0.00017755663,0.00014063272],"category_scores_gemma":[0.00016144977,0.00017919038,0.000058521946,0.00043716325,0.00010478358,0.000053172498,0.00014763809,0.0006519212,0.000022015574],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070978806,0.00023776683,0.8838416,0.0036146431,0.000037584214,0.000002389279,0.07412445,0.00019031786,0.00003726049,0.020735687,0.015825642,0.00064288],"study_design_scores_gemma":[0.0020296823,0.002455125,0.6958787,0.0047149584,0.000023335686,0.0000010344983,0.13546383,0.00011363582,0.000048045124,0.00068175484,0.15817131,0.00041856398],"about_ca_topic_score_codex":0.0047159335,"about_ca_topic_score_gemma":0.031461015,"teacher_disagreement_score":0.18796289,"about_ca_system_score_codex":0.00035613516,"about_ca_system_score_gemma":0.00022184798,"threshold_uncertainty_score":0.9862123},"labels":[],"label_agreement":null},{"id":"W2921135042","doi":"10.5206/uwomj.v83i1.4515","title":"Championing rural medicine","year":2014,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wife; Curriculum; Medicine; Family medicine; Medical school; Medical education; Sociology; Political science; Law; Pedagogy","score_opus":0.027667523089720744,"score_gpt":0.35065813730507484,"score_spread":0.3229906142153541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921135042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9450541,0.00008460504,0.0057786596,0.014605775,0.0011235076,0.00014795912,8.2363783e-7,0.000046502293,0.03315806],"genre_scores_gemma":[0.975586,0.000193325,0.0007334122,0.003376897,0.0010177676,1.1701585e-7,0.000008566403,0.000013266954,0.019070676],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99743855,0.00049274525,0.00047985555,0.000130662,0.00093526614,0.0005229393],"domain_scores_gemma":[0.9978362,0.00043927334,0.0004344204,0.00018397055,0.00023751793,0.00086864684],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001737213,0.00012804488,0.00042738637,0.00012125361,0.0008686504,0.0000029005007,0.00050265255,0.00027552506,0.016344408],"category_scores_gemma":[0.00031444,0.000110647015,0.00007253042,0.00010417704,0.00027975184,0.000140035,0.00015176047,0.0016041899,0.00018858937],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019771254,0.00004446798,0.9363651,0.000079490055,0.00003941631,0.00010098564,0.029720949,0.0000051423117,0.000010020539,0.00096263795,0.020924233,0.011549799],"study_design_scores_gemma":[0.0034810915,0.0003976603,0.21715626,0.0038409866,0.000046708246,0.00011397195,0.017800778,0.00007827353,8.393857e-7,0.00060085213,0.7563386,0.00014399775],"about_ca_topic_score_codex":0.07559846,"about_ca_topic_score_gemma":0.23113443,"teacher_disagreement_score":0.7354143,"about_ca_system_score_codex":0.00054683967,"about_ca_system_score_gemma":0.0008826017,"threshold_uncertainty_score":0.98455477},"labels":[],"label_agreement":null},{"id":"W2921445129","doi":"10.1097/acm.0000000000002676","title":"A Further Examination of Previous and Future Policy Opportunities of the Educational Commission for Foreign Medical Graduates","year":2019,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Credentialing; Accreditation; Commission; Workforce; Political science; Licensure; Accountability; Public relations; Medical education; Medicine; Law","score_opus":0.11298126052427447,"score_gpt":0.45257470457405596,"score_spread":0.3395934440497815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921445129","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051137293,0.006895778,0.000014899674,0.9722899,0.0013230398,0.0024800354,0.00010759268,0.000018561932,0.011756445],"genre_scores_gemma":[0.070239104,0.024943575,0.00011610311,0.74619156,0.055287167,0.0006522517,0.0012705608,0.0001497208,0.10114993],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99600416,0.0008263759,0.00132747,0.00029005797,0.0010865978,0.00046534857],"domain_scores_gemma":[0.9938372,0.003713027,0.0014196078,0.00043953044,0.00045189084,0.00013877453],"candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00195539,0.00028734418,0.00082043133,0.00023907179,0.00020152873,7.7528614e-7,0.0005837891,0.0021852823,0.00080207776],"category_scores_gemma":[0.0022841657,0.00016640757,0.00006717764,0.00022284326,0.0005336782,0.000053360833,0.00016737197,0.0030059344,0.000003833944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025379097,0.0000050402955,0.0017871156,0.005496678,0.00003322188,5.379646e-7,0.010079786,5.336379e-8,0.000007441265,0.011467401,0.9654607,0.0056366394],"study_design_scores_gemma":[0.0010024562,0.00017219655,0.002425543,0.010349083,0.000119747514,0.000010118907,0.0101924185,0.000034168246,0.000006046389,0.010506021,0.96505266,0.00012954356],"about_ca_topic_score_codex":0.0003391593,"about_ca_topic_score_gemma":0.0000060885886,"teacher_disagreement_score":0.22609833,"about_ca_system_score_codex":0.00014423528,"about_ca_system_score_gemma":0.0017170325,"threshold_uncertainty_score":0.99929416},"labels":[],"label_agreement":null},{"id":"W2921701520","doi":"","title":"Retention in a 10-year cohort of internationally trained family physicians licensed in Manitoba.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; Manitoba Health","funders":"","keywords":"IMG; Licensure; Mentorship; Graduation (instrument); Certification; Medicine; Family medicine; Workforce; Medical education; Gerontology; Political science","score_opus":0.07893428400520931,"score_gpt":0.37424771593993333,"score_spread":0.29531343193472404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921701520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9176516,0.000045033164,0.000007844295,0.0012774125,0.00053514796,0.0021226218,0.000025934894,0.00003494666,0.07829948],"genre_scores_gemma":[0.9931991,0.000060041777,0.00012770631,0.0004031328,0.00015813473,0.0016702802,0.00002739006,0.000019069412,0.004335125],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979105,0.00025025982,0.0006779074,0.00026144818,0.00030731846,0.0005925372],"domain_scores_gemma":[0.9986762,0.00014650512,0.0005050593,0.0004380218,0.00015445621,0.00007975366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011625155,0.00011943946,0.00032354065,0.00016737076,0.00018675838,0.000011903407,0.0003953162,0.00016479848,0.000066316476],"category_scores_gemma":[0.00058271474,0.00012467263,0.00005281022,0.00014302212,0.000068802845,0.00019837049,0.0001040692,0.0003319642,0.00007205431],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002845724,0.0001231854,0.97264224,0.0001620774,0.000015270009,0.000010537539,0.0010727646,0.0000066125517,0.000050617426,0.0016940831,0.0027736484,0.021164412],"study_design_scores_gemma":[0.0016400148,0.000016178847,0.9916399,0.00043864653,0.000006732268,1.4798955e-7,0.0020262166,0.000097957636,0.000011713539,0.0007125626,0.0033149691,0.00009495351],"about_ca_topic_score_codex":0.0065836716,"about_ca_topic_score_gemma":0.018530855,"teacher_disagreement_score":0.07554754,"about_ca_system_score_codex":0.00042856406,"about_ca_system_score_gemma":0.000084056934,"threshold_uncertainty_score":0.9993784},"labels":[],"label_agreement":null},{"id":"W2921758456","doi":"","title":"Enfermeras formadas internacionalmente en Canadá: beneficios percibidos en la participación en un programa puente","year":2018,"lang":"es","type":"article","venue":"International nursing review en español: revista oficial del Consejo Internacional de Enfermeras","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Workforce; Nursing; Psychology; Political science; Medicine","score_opus":0.023518344401273216,"score_gpt":0.434157053768134,"score_spread":0.4106387093668608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921758456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77364403,0.056758247,0.006815276,0.1030369,0.019097248,0.010251129,0.0026685407,0.0010746358,0.026654013],"genre_scores_gemma":[0.9244099,0.046351966,0.0018622474,0.014018232,0.0068942043,0.00072372786,0.0009400814,0.0004222629,0.004377352],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9784488,0.007850686,0.0050847842,0.0023541166,0.00296278,0.003298854],"domain_scores_gemma":[0.98718834,0.0047500134,0.0022506139,0.0014694466,0.0026566477,0.0016849558],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0067518693,0.0021232574,0.0027715457,0.00097432424,0.0012569029,0.00070562935,0.0036283846,0.0015523516,0.007334701],"category_scores_gemma":[0.0052750013,0.0021481982,0.001370856,0.0009615822,0.0013230987,0.0009286683,0.001104169,0.004245532,0.0026561397],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0040336144,0.0035343135,0.111454636,0.008798834,0.003462403,0.0011639744,0.016711585,0.000100788304,0.000977975,0.5756471,0.07287551,0.20123923],"study_design_scores_gemma":[0.00259928,0.0009814755,0.03507826,0.12627763,0.0012900793,0.00094124017,0.0015136548,0.005794287,0.00021237756,0.001624923,0.82150185,0.002184935],"about_ca_topic_score_codex":0.0048009693,"about_ca_topic_score_gemma":0.0009055796,"teacher_disagreement_score":0.74862635,"about_ca_system_score_codex":0.0074733538,"about_ca_system_score_gemma":0.0029429318,"threshold_uncertainty_score":0.9997438},"labels":[],"label_agreement":null},{"id":"W2921786142","doi":"10.5206/uwomj.v83i1.4509","title":"Legal and policy issues in rural and remote medicine","year":2014,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Health Canada","funders":"","keywords":"Environmental planning; Political science; Engineering ethics; Business; Geography; Engineering","score_opus":0.019187788719907388,"score_gpt":0.36305709475853054,"score_spread":0.34386930603862315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921786142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9639935,0.00032548417,0.00028232936,0.027133608,0.00025216868,0.00012339329,9.205705e-7,0.000014427012,0.007874202],"genre_scores_gemma":[0.9843365,0.0021041797,0.0009736194,0.002348231,0.00082234916,4.0273363e-8,0.000002942329,0.000009839228,0.009402304],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981961,0.0004050028,0.0003761749,0.00013477303,0.0004867985,0.00040112296],"domain_scores_gemma":[0.9986188,0.0002791945,0.00021349486,0.00011115346,0.00010333538,0.00067401165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012398837,0.000115633695,0.00041195293,0.00021013136,0.0003504605,0.000004762133,0.00020858755,0.00022987585,0.0008581916],"category_scores_gemma":[0.00044641568,0.00010114533,0.00002251546,0.00010473617,0.00037896988,0.00016406689,0.00018207415,0.0011438689,0.000010719741],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025725202,0.000025898982,0.8975796,0.00012238407,0.000017840033,0.00015601135,0.024364976,5.222693e-7,0.000005807518,0.0015734198,0.0028663776,0.07302988],"study_design_scores_gemma":[0.0035673208,0.00035677163,0.55002683,0.003502668,0.000021903921,0.00017009595,0.010580434,0.00013126835,3.824381e-7,0.0012147471,0.43031582,0.000111728405],"about_ca_topic_score_codex":0.49933636,"about_ca_topic_score_gemma":0.6113034,"teacher_disagreement_score":0.42744946,"about_ca_system_score_codex":0.00033708705,"about_ca_system_score_gemma":0.0006692103,"threshold_uncertainty_score":0.9396596},"labels":[],"label_agreement":null},{"id":"W2921788069","doi":"10.1186/s12913-019-3896-5","title":"What is the financial incentive to immigrate? An analysis of salary disparities between health workers working in the Caribbean and popular destination countries","year":2019,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Earnings; Health administration; Purchasing power; Medicine; Wage; Purchasing power parity; Incentive; Nursing research; Public health; Demographic economics; Business; Nursing; Labour economics; Finance; Economics; Exchange rate","score_opus":0.07440696559720486,"score_gpt":0.48589757153169905,"score_spread":0.41149060593449416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921788069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96466607,0.009355958,0.000039429426,0.02102395,0.00024035778,0.004524201,0.00006925569,0.000029735325,0.00005104327],"genre_scores_gemma":[0.98272824,0.0034347388,0.0002277532,0.012821069,0.00019337561,0.00026513124,0.00019175782,0.000027099888,0.00011085694],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9874086,0.007303372,0.0013399385,0.0006429312,0.0015398426,0.0017653625],"domain_scores_gemma":[0.9945559,0.0030161473,0.000534123,0.00090363104,0.0005569393,0.00043329425],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014739856,0.00024903132,0.0008721593,0.0008188711,0.0021178937,0.00015204362,0.00092929276,0.00023362962,0.0000462205],"category_scores_gemma":[0.00008932699,0.00016945123,0.00007314626,0.0043650637,0.00017728622,0.0005592606,0.00038758264,0.0013131414,0.00003684739],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001673527,0.000034363744,0.88182503,0.0019219344,0.00002604076,5.611082e-7,0.11192232,0.00013861104,2.337009e-7,0.0010950791,0.00017283666,0.0026956513],"study_design_scores_gemma":[0.00029114453,0.00028521393,0.7919684,0.0024848068,0.000020952855,1.3581993e-7,0.19647485,0.0016170249,6.807119e-7,0.00033182072,0.006421258,0.000103711165],"about_ca_topic_score_codex":0.10897124,"about_ca_topic_score_gemma":0.27170575,"teacher_disagreement_score":0.16273451,"about_ca_system_score_codex":0.00088022253,"about_ca_system_score_gemma":0.001845195,"threshold_uncertainty_score":0.9991812},"labels":[],"label_agreement":null},{"id":"W2921802464","doi":"10.1016/s2214-109x(19)30114-7","title":"Migration patterns of undergraduate medical students in elective exchanges: a prospective online survey","year":2019,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medical education; Computer-assisted web interviewing; Family medicine; Medicine; Global health; Psychology; Nursing; Public health","score_opus":0.07076129726749286,"score_gpt":0.49483006600062773,"score_spread":0.42406876873313487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921802464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9610049,0.00071481086,0.00009444512,0.032753512,0.0007921789,0.0030520447,0.0006959724,0.000081609054,0.0008105365],"genre_scores_gemma":[0.9871527,0.0021550227,0.00007153426,0.009619609,0.00033203096,0.00009838411,0.00018307955,0.00002042076,0.00036725204],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99275744,0.0032317366,0.0010212174,0.00043795942,0.0013473389,0.0012042979],"domain_scores_gemma":[0.9974863,0.0007542962,0.00063068455,0.00058335747,0.00027483827,0.0002705038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051185666,0.0002401681,0.00093066326,0.00006145858,0.00022527327,0.000008527983,0.0008725624,0.0002361352,0.00014713613],"category_scores_gemma":[0.00042281474,0.00017017353,0.000050758255,0.0008449356,0.000060639828,0.000087760236,0.0002969848,0.00091234344,0.00019704376],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005401495,0.00034334432,0.98799205,0.00042716213,0.000026789998,0.000002215457,0.0020803248,0.000011094656,3.1661327e-7,0.0031707145,0.0039521763,0.0014536642],"study_design_scores_gemma":[0.002453382,0.00055835024,0.9882632,0.0016698003,0.000004705175,0.0000020715752,0.002225266,0.00020202511,8.9224864e-7,0.003273658,0.001222311,0.00012434287],"about_ca_topic_score_codex":0.10174868,"about_ca_topic_score_gemma":0.49237084,"teacher_disagreement_score":0.39062217,"about_ca_system_score_codex":0.0020165641,"about_ca_system_score_gemma":0.0013945886,"threshold_uncertainty_score":0.90423286},"labels":[],"label_agreement":null},{"id":"W2922006403","doi":"10.12927/cjnl.2019.25756","title":"Black Nurse Leaders in the Canadian Healthcare System","year":2018,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Nursing; Workforce; Health care; Visibility; Nurse education; Representation (politics); Medicine; Psychology; Politics; Political science","score_opus":0.36177049307079173,"score_gpt":0.4617226681173851,"score_spread":0.09995217504659337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922006403","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17331302,0.0014239004,0.000029712459,0.4726493,0.0059785293,0.0036380652,0.00002920688,0.00048476938,0.3424535],"genre_scores_gemma":[0.9748651,0.0000030844296,0.00014519278,0.021257514,0.0016623173,0.00007451676,0.000020126863,0.000052282416,0.0019198699],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9940098,0.0019362078,0.0006731514,0.00047033612,0.0005312644,0.0023792465],"domain_scores_gemma":[0.9978493,0.00042308998,0.00016654895,0.0007368915,0.00024945667,0.00057471526],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019029261,0.00027638726,0.00035594002,0.00031793545,0.0021845687,0.000034659013,0.00064325816,0.0005884393,0.00016354985],"category_scores_gemma":[0.00017740873,0.00022409266,0.000065052605,0.00095409085,0.0010969948,0.00013116453,0.000007504722,0.0015714181,0.0031163187],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017942404,0.00007715762,0.06958319,0.0018115358,0.000012913538,0.0000718591,0.6414656,0.000009839314,0.0000041033463,0.07498905,0.20429981,0.0074955104],"study_design_scores_gemma":[0.00064770126,0.00017806169,0.026402261,0.007845364,0.000017122513,0.000014616716,0.9269614,0.0002754307,0.0000048996108,0.00044615942,0.03694304,0.00026394177],"about_ca_topic_score_codex":0.2598176,"about_ca_topic_score_gemma":0.8016382,"teacher_disagreement_score":0.80155206,"about_ca_system_score_codex":0.0042839013,"about_ca_system_score_gemma":0.0016934617,"threshold_uncertainty_score":0.9995385},"labels":[],"label_agreement":null},{"id":"W2922503080","doi":"10.1016/s2214-109x(19)30103-2","title":"South African physician emigration, return migration, and shared migration, 1991–2017: a registry-based analysis","year":2019,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Medicine; Workforce; Attrition; Family medicine; Geography; Demography; Political science; Sociology; Law","score_opus":0.04178161809838237,"score_gpt":0.3982217752582455,"score_spread":0.3564401571598631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922503080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8351357,0.002172644,0.000917705,0.14736047,0.0007362402,0.0034839816,0.0015273211,0.0005456641,0.008120247],"genre_scores_gemma":[0.9584034,0.0002980414,0.0012297017,0.03680014,0.00087337714,0.00016631531,0.0010366001,0.000029711418,0.0011627366],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9944789,0.0013902027,0.0011925211,0.00079413725,0.0006967058,0.0014475387],"domain_scores_gemma":[0.9958398,0.00035453745,0.0012611508,0.0016052349,0.00046177293,0.00047751106],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018802125,0.00042131744,0.0011597066,0.00012795081,0.001595088,0.00007937602,0.00061832287,0.0002610195,0.00018392246],"category_scores_gemma":[0.0001905229,0.00031191483,0.00017578094,0.0024622087,0.00015619486,0.00021395952,0.00011008341,0.0006698187,0.00038013665],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034102646,0.000059211845,0.83271194,0.00043177372,0.00016790547,0.0000016101229,0.007946202,0.0003704757,0.000006797321,0.0054310937,0.1518569,0.0006750944],"study_design_scores_gemma":[0.0022164017,0.0003394591,0.77127707,0.00065862754,0.00028274232,0.0000025812112,0.0118152555,0.012093825,0.0000032489766,0.0025080887,0.1982679,0.0005347652],"about_ca_topic_score_codex":0.023031972,"about_ca_topic_score_gemma":0.10027059,"teacher_disagreement_score":0.12326766,"about_ca_system_score_codex":0.000948589,"about_ca_system_score_gemma":0.0011080579,"threshold_uncertainty_score":0.9999333},"labels":[],"label_agreement":null},{"id":"W2922512675","doi":"10.1111/jrh.12363","title":"Rural‐Urban Disparities in Total Physical Activity, Body Composition, and Related Health Indicators: An Atlantic PATH Study","year":2019,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; Nova Scotia Cancer Centre; Dalhousie University","funders":"","keywords":"Medicine; Demography; Waist; Obesity; Body mass index; Confounding; Abdominal obesity; Logistic regression; Odds ratio; Confidence interval; Cohort; Cohort study; Environmental health; Gerontology; Internal medicine","score_opus":0.01920494543697143,"score_gpt":0.39493072379542826,"score_spread":0.37572577835845683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922512675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98252743,0.0011045865,0.0000038442636,0.013242854,0.00070008246,0.0022599485,0.00001770954,0.000047174562,0.00009638668],"genre_scores_gemma":[0.99745303,0.00089769496,0.000020449188,0.0010583346,0.00032257577,0.00001106641,0.000015099518,0.000038336933,0.00018342305],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99199873,0.004681161,0.0013495325,0.00017188225,0.00070737884,0.0010913123],"domain_scores_gemma":[0.9963002,0.00072181807,0.0017522762,0.000419412,0.00012845344,0.00067782134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039033298,0.0003004467,0.001117676,0.00029525187,0.0009531956,0.000023114579,0.00036450493,0.00013193743,0.000062922714],"category_scores_gemma":[0.00003254023,0.00019957928,0.00007536881,0.0005785588,0.00012418012,0.0005383015,0.00016761657,0.0021384503,0.00005001633],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010190345,0.0015617424,0.940154,0.0006598293,0.0000499984,0.0000109088305,0.04985086,0.000054386866,0.00004785192,0.001006248,0.0031886485,0.002396469],"study_design_scores_gemma":[0.0030671195,0.005343634,0.93260324,0.0024192873,0.000025078492,0.00012760866,0.055141013,0.00047089308,0.0000018518306,0.00050901604,0.00009174474,0.00019949915],"about_ca_topic_score_codex":0.016282896,"about_ca_topic_score_gemma":0.00048240236,"teacher_disagreement_score":0.015800493,"about_ca_system_score_codex":0.0008527649,"about_ca_system_score_gemma":0.0010320592,"threshold_uncertainty_score":0.99026775},"labels":[],"label_agreement":null},{"id":"W2922807129","doi":"","title":"A Critical Discourse Analysis of Soft Skills in Nursing Communication","year":2019,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ideology; Soft power; Critical discourse analysis; Discourse analysis; Soft skills; Narrative; Sociology; Interpersonal communication; Phenomenon; Psychology; Pedagogy; Aesthetics; Epistemology; Social psychology; Linguistics; Politics; Political science; Art","score_opus":0.03772403247162138,"score_gpt":0.46097677707105833,"score_spread":0.42325274459943696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922807129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871704,0.00028959793,0.000034870445,0.007407838,0.00052990695,0.0024706612,0.0000876423,0.0000034115124,0.0020056781],"genre_scores_gemma":[0.99825835,0.000026248572,0.0002641015,0.00021754179,0.000019659856,0.00010051154,0.000025982317,0.000008595698,0.0010789869],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99849844,0.00028839774,0.00055945915,0.00014516318,0.0002152027,0.00029335613],"domain_scores_gemma":[0.9967567,0.0012046125,0.00042016702,0.00083873444,0.0006958777,0.00008390862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094985706,0.00009302092,0.00035013657,0.00010557356,0.00042001661,0.0000061811897,0.0006141935,0.00011444473,0.0001380535],"category_scores_gemma":[0.00036756447,0.00006587614,0.00021444152,0.00071864517,0.00026794616,0.000084719715,0.00004237587,0.00025481833,0.0000031927636],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004983894,0.0014612618,0.6223465,0.00041420833,0.00056559144,9.076072e-9,0.29728472,0.00068927143,0.000064117114,0.05366406,0.012832365,0.010628048],"study_design_scores_gemma":[0.00049360073,0.000115432376,0.5596471,0.0012434925,0.0007842774,5.9032406e-8,0.43134686,0.0031150163,0.000010811378,0.0027000646,0.00044249676,0.00010077594],"about_ca_topic_score_codex":0.24079825,"about_ca_topic_score_gemma":0.40895495,"teacher_disagreement_score":0.1681567,"about_ca_system_score_codex":0.0004789279,"about_ca_system_score_gemma":0.0026970527,"threshold_uncertainty_score":0.7642573},"labels":[],"label_agreement":null},{"id":"W2922999422","doi":"","title":"Summer 2019 Editorial Internship Opportunity","year":2019,"lang":"en","type":"article","venue":"ScholarSpace (University of Hawaii at Manoa)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Saint Vincent University; Centre for Disability Prevention and Rehabilitation","funders":"","keywords":"Internship; Library science; Medical education; Medicine; Computer science","score_opus":0.041650723892348626,"score_gpt":0.35116403510933636,"score_spread":0.3095133112169877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922999422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.864615,0.00015414786,0.000023487211,0.00574869,0.025294954,0.00097143796,0.00008808928,0.00017356052,0.10293061],"genre_scores_gemma":[0.7573152,0.000199569,0.0006339603,0.00047728457,0.0029719486,0.0000010634601,0.000087786124,0.000042004096,0.23827116],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99701095,0.0006748917,0.000271792,0.00050384906,0.0007037879,0.00083472],"domain_scores_gemma":[0.9972865,0.00034672508,0.00047579655,0.0008434657,0.00047470187,0.00057280244],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011783226,0.00024703998,0.0005337955,0.00019958861,0.0009265061,0.000010029578,0.0007507219,0.00059259735,0.01106336],"category_scores_gemma":[0.00015210702,0.00029628552,0.00017413686,0.00033825665,0.00014309748,0.0006909805,0.0009393947,0.0013640698,0.0099577615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005046833,0.00005655284,0.26959267,0.00026400533,0.000041956155,0.000016895328,0.0018998703,0.0000049120804,0.0004056348,0.0033871871,0.7235869,0.00023867779],"study_design_scores_gemma":[0.0020798075,0.00017816792,0.04621985,0.00044809128,0.000044537755,0.0000015719073,0.028076509,0.000013561141,0.000021248825,0.00014872265,0.9224795,0.00028840423],"about_ca_topic_score_codex":0.0032541177,"about_ca_topic_score_gemma":0.0027787096,"teacher_disagreement_score":0.22337283,"about_ca_system_score_codex":0.0006822492,"about_ca_system_score_gemma":0.00046480223,"threshold_uncertainty_score":0.9999489},"labels":[],"label_agreement":null},{"id":"W2923259664","doi":"","title":"How the Rural Context Influences Social Capital: Experiences in Two Ontario Communities","year":2019,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Trent University","funders":"","keywords":"Social capital; Context (archaeology); Rural area; Mental health; Poverty; Socioeconomics; Social environment; Economic growth; Social exclusion; Sociology; Psychology; Political science; Geography; Social science; Economics","score_opus":0.06752743011458329,"score_gpt":0.3797904356577587,"score_spread":0.31226300554317543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923259664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99363613,0.0007834686,0.0000010362041,0.00366671,0.0005677324,0.0003329348,9.4569873e-7,0.000010857287,0.0010001941],"genre_scores_gemma":[0.9968383,0.0001201951,0.000097814285,0.0012936242,0.000062747684,0.00003072965,0.0000038227154,0.000007342853,0.0015454433],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99650544,0.0019234589,0.00073873304,0.00003389367,0.0003685762,0.00042987897],"domain_scores_gemma":[0.9980771,0.00084035133,0.00055358734,0.00018229231,0.00024447832,0.00010220998],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0018172817,0.0001767611,0.00043218292,0.00009418763,0.0024515798,0.00006913905,0.0006673093,0.00008276844,0.00022638199],"category_scores_gemma":[0.000035015146,0.00010725541,0.000051878076,0.00013802039,0.00022788787,0.0004087242,0.0003587414,0.0025624244,0.000015419819],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008751732,0.000041775238,0.32557434,0.0000412642,0.000019466075,0.0000011646539,0.66666156,0.0000014896117,0.0000059295494,0.00025543937,0.00025408686,0.007055963],"study_design_scores_gemma":[0.00069732143,0.00010137211,0.3110549,0.0006079204,0.0000038998587,0.000011944491,0.6723629,0.0000012682713,0.000008654831,0.00034952495,0.014707698,0.00009260482],"about_ca_topic_score_codex":0.091918975,"about_ca_topic_score_gemma":0.41126728,"teacher_disagreement_score":0.3193483,"about_ca_system_score_codex":0.0004723335,"about_ca_system_score_gemma":0.00070368766,"threshold_uncertainty_score":0.9997387},"labels":[],"label_agreement":null},{"id":"W2927796082","doi":"10.1002/hpm.2772","title":"Critical analysis of nurses' labour market effectiveness in Canada: The hidden aspects of the shortage","year":2019,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Université du Québec en Outaouais","funders":"Canadian Institutes of Health Research","keywords":"Workload; Economic shortage; Work (physics); Supply and demand; Order (exchange); Descriptive statistics; Labour economics; Economics; Business; Management; Finance; Microeconomics","score_opus":0.022433619031396627,"score_gpt":0.41067299345997493,"score_spread":0.3882393744285783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2927796082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97570074,0.0013673867,0.00004642477,0.015220593,0.0017975504,0.0005886739,0.000028638862,0.000002480094,0.0052474975],"genre_scores_gemma":[0.9974034,0.00023921538,0.00003803141,0.001954188,0.00005298386,0.000008708179,0.0000015286919,0.000006194664,0.00029579402],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99682736,0.0011214432,0.0009150085,0.00010603427,0.0007546445,0.00027549756],"domain_scores_gemma":[0.996717,0.0019770241,0.00076599524,0.00021525506,0.00026770032,0.000057054534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036939008,0.000094443625,0.00040698232,0.00017982682,0.00016336923,0.000006932322,0.00063547736,0.000031285155,0.00012126942],"category_scores_gemma":[0.00017010307,0.000048050737,0.0000728194,0.0003584218,0.000057162393,0.000051253923,0.00018266388,0.0004222227,8.5020844e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047699912,0.000063345826,0.9387736,0.000931596,0.0009900696,0.000028584436,0.0031768722,0.0028414128,0.000005799581,0.043800585,0.005542922,0.0033682333],"study_design_scores_gemma":[0.0004595766,0.000056529523,0.979489,0.002076338,0.000112413065,0.0000042725414,0.01071499,0.00062552915,0.000005305985,0.000803965,0.0056102965,0.000041756968],"about_ca_topic_score_codex":0.1934368,"about_ca_topic_score_gemma":0.09867053,"teacher_disagreement_score":0.094766274,"about_ca_system_score_codex":0.00060381234,"about_ca_system_score_gemma":0.0007824944,"threshold_uncertainty_score":0.9177764},"labels":[],"label_agreement":null},{"id":"W2928153791","doi":"10.1503/cmaj.180908","title":"Addressing provider turnover to improve health outcomes in Nunavut","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University; Université de Montréal; Qaujigiartiit Health Research Centre; Government of Nunavut; Memorial University of Newfoundland","funders":"","keywords":"Key (lock); Health care; Healthcare system; Medicine; Data science; Nursing; Computer science; Political science; Computer security","score_opus":0.034295383334383076,"score_gpt":0.4121121315192861,"score_spread":0.377816748184903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2928153791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73265636,0.0002630184,0.000020797765,0.24880399,0.005911098,0.0013787764,0.000049983737,0.000041483097,0.0108745145],"genre_scores_gemma":[0.79570144,0.000046151577,0.00031165505,0.19000274,0.0015460143,0.000052343523,0.000010298464,0.000043573527,0.012285761],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99437356,0.0008780046,0.0012173394,0.0002764838,0.0015330472,0.0017215888],"domain_scores_gemma":[0.99456215,0.00062408525,0.00055604667,0.00019603614,0.00038091335,0.0036807663],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0047257245,0.00018022004,0.0005526086,0.00033688816,0.0005988482,0.00004546426,0.00032721026,0.0006132821,0.009554533],"category_scores_gemma":[0.003477578,0.0001570555,0.00007886709,0.0004404286,0.0000134347265,0.00021088036,0.00004954731,0.0027251376,0.0029599671],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000009907077,0.00001697419,0.84707457,0.00006261207,0.000016386955,0.00003568286,0.0021246334,0.0000070407605,0.0000017530239,0.00022957845,0.13877699,0.011643876],"study_design_scores_gemma":[0.0017157596,0.000104110266,0.43176526,0.0012507029,0.0000034302213,0.0000103797265,0.004243772,0.00011414444,6.260146e-7,0.00022992826,0.5603642,0.00019767127],"about_ca_topic_score_codex":0.037308943,"about_ca_topic_score_gemma":0.44861954,"teacher_disagreement_score":0.42158723,"about_ca_system_score_codex":0.0088611245,"about_ca_system_score_gemma":0.014168044,"threshold_uncertainty_score":0.9995756},"labels":[],"label_agreement":null},{"id":"W2933398677","doi":"","title":"A retrospective cohort study of Canadians who studied medicine abroad and other international medical graduates' realization of entry-to-practice milestones.","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Cohort; Retrospective cohort study; Realization (probability); Cohort study; Study abroad; Family medicine; Medical education; Political science; Surgery; Law","score_opus":0.01505092614581252,"score_gpt":0.36328630248436017,"score_spread":0.3482353763385477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2933398677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98859376,0.000073016956,0.0027544443,0.0029009103,0.0009938044,0.0005291778,0.000042758424,0.0000063280354,0.0041058203],"genre_scores_gemma":[0.99774694,0.00062904437,0.00011190562,0.00020816947,0.00054456084,2.5251902e-7,0.000007363706,0.000010227422,0.0007415399],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99616945,0.0011258192,0.0009744509,0.00019128744,0.0012927781,0.00024622475],"domain_scores_gemma":[0.9944032,0.00073794153,0.0020656653,0.0003089534,0.0022318712,0.0002524005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035420698,0.00015480476,0.0010006418,0.00056175335,0.00036721682,0.000002702191,0.00060339423,0.00013306788,0.00071614195],"category_scores_gemma":[0.001272957,0.00011775137,0.00010221802,0.0011804384,0.00049772364,0.00012704328,0.00016743754,0.0003800549,0.0000028156526],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003096788,0.00026013303,0.9441789,0.00003883368,0.0037437996,0.000022057186,0.043381635,0.00031657433,0.000035341396,0.0006944031,0.004048554,0.00018302216],"study_design_scores_gemma":[0.0064361347,0.0021834644,0.85779655,0.0006405634,0.006621499,0.000019193416,0.117224485,0.0031780368,8.3603976e-7,0.00033379387,0.005394364,0.00017108776],"about_ca_topic_score_codex":0.29472405,"about_ca_topic_score_gemma":0.42053095,"teacher_disagreement_score":0.1258069,"about_ca_system_score_codex":0.0006455302,"about_ca_system_score_gemma":0.00037905647,"threshold_uncertainty_score":0.7841252},"labels":[],"label_agreement":null},{"id":"W2938161454","doi":"10.7202/1070973ar","title":"L'identité professionnelle des médecins de famille au Québec","year":2020,"lang":"fr","type":"article","venue":"Recherches sociographiques","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","score_opus":0.20560287028962443,"score_gpt":0.4543767907481894,"score_spread":0.24877392045856495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938161454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80988777,0.055739924,0.0010632656,0.11647457,0.0013725106,0.0017448404,0.00008604177,0.0008845532,0.01274652],"genre_scores_gemma":[0.88353014,0.04208715,0.022704784,0.0155146215,0.0031331852,0.00033574546,0.00005008974,0.0002782208,0.032366075],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9857829,0.008478416,0.001439076,0.0009825061,0.0005624886,0.002754562],"domain_scores_gemma":[0.99295115,0.0032694356,0.00059506256,0.00065761193,0.00060540537,0.0019213199],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0036413905,0.0007665306,0.0010696391,0.00026526253,0.0025279585,0.0000607098,0.00089683605,0.0028292998,0.0015649276],"category_scores_gemma":[0.0030996709,0.0007872017,0.00072221755,0.00210124,0.0013119356,0.00054528227,0.00055554707,0.0041182255,0.0013738719],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00014345399,0.00031030626,0.6505694,0.0034694637,0.000183726,0.000049176346,0.25457543,0.0000075288617,0.00015111826,0.0035048174,0.066901535,0.020134082],"study_design_scores_gemma":[0.0026666964,0.0013956205,0.48377874,0.012533627,0.0006001385,0.000028535149,0.18545894,0.0006887063,0.0009592339,0.04150813,0.2682828,0.002098826],"about_ca_topic_score_codex":0.77705145,"about_ca_topic_score_gemma":0.5076838,"teacher_disagreement_score":0.26936767,"about_ca_system_score_codex":0.018919228,"about_ca_system_score_gemma":0.00641515,"threshold_uncertainty_score":0.9994579},"labels":[],"label_agreement":null},{"id":"W2938890018","doi":"10.2196/13406","title":"Transitional Experiences of Internationally Qualified Midwives Practicing in Australia: Protocol for a Mixed Methods Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Australian Government","keywords":"Snowball sampling; Protocol (science); Workforce; Psychology; Data collection; Medical education; Interview; Nursing; Medicine; Sociology; Political science; Alternative medicine; Social science","score_opus":0.6381087360360339,"score_gpt":0.7741780460283256,"score_spread":0.13606930999229172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938890018","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0914831,4.0681994e-7,0.00022296928,0.00039047498,0.000038195038,0.9063874,0.0000151780105,0.00003951882,0.0014227921],"genre_scores_gemma":[0.031758964,3.018664e-8,0.0075272173,0.000051768267,0.00011839281,0.95693594,0.000008473494,0.000029948978,0.0035692414],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9882947,0.0073361453,0.0014599665,0.00059282786,0.0012724735,0.0010438603],"domain_scores_gemma":[0.9923144,0.005021799,0.0004789074,0.00046627986,0.001534673,0.00018393225],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0125452755,0.00021214936,0.0005466862,0.000478205,0.00034957033,0.000030782165,0.0006382491,0.00024337642,0.0021262504],"category_scores_gemma":[0.0015229522,0.00017870583,0.00007218956,0.0010287617,0.00016395716,0.0004188185,0.00019468102,0.0011539552,0.00009244933],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.029357992,0.011064271,0.15853427,0.023817502,0.00014818375,0.000026988204,0.7040378,0.00011957189,0.010543535,0.021275904,0.03396681,0.007107176],"study_design_scores_gemma":[0.02010494,0.008834473,0.03627977,0.01837608,0.0000030564586,0.000002097399,0.6433952,0.000466624,0.002989882,0.0041202083,0.2649432,0.00048446673],"about_ca_topic_score_codex":0.00038611025,"about_ca_topic_score_gemma":0.00035940378,"teacher_disagreement_score":0.2309764,"about_ca_system_score_codex":0.00034910583,"about_ca_system_score_gemma":0.0011438954,"threshold_uncertainty_score":0.9987859},"labels":[],"label_agreement":null},{"id":"W2939582678","doi":"10.1111/inr.12511","title":"Migration of Latin American nurses to Spain 2006–2016: a case study","year":2019,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Credential; Latin Americans; Government (linguistics); Political science; Nursing; Denial; Credentialing; Psychology; Business; Medicine","score_opus":0.05834993322999183,"score_gpt":0.5054663910681535,"score_spread":0.4471164578381617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939582678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718967,0.004623153,0.00008211104,0.010408204,0.0020696134,0.0034421936,0.00003098351,0.000062147985,0.0073848576],"genre_scores_gemma":[0.9885695,0.0012898152,0.0009763293,0.0036663383,0.00020639547,0.00013921714,0.000026224976,0.000024100702,0.0051020747],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99760467,0.00049851125,0.000873707,0.0002879032,0.0004330019,0.0003022118],"domain_scores_gemma":[0.99819547,0.00036156716,0.0005275233,0.00034575167,0.00043522674,0.00013446533],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00069522526,0.00015363026,0.0004774248,0.00013273851,0.000112898946,0.000006594482,0.00023696422,0.00004046643,0.0008382226],"category_scores_gemma":[0.00043633892,0.0001348387,0.0000752427,0.00041801296,0.00004274099,0.00009213707,0.000038841576,0.00022853348,0.001154008],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001450439,0.0009554781,0.67021996,0.0021054,0.0000863899,0.00012051429,0.0132394945,0.00005407923,0.0000678217,0.0011950289,0.12265019,0.18916059],"study_design_scores_gemma":[0.0015338861,0.0019853548,0.071465775,0.19321503,0.00024397938,0.0001739253,0.056392867,0.00074433413,0.000016420932,0.00024060992,0.67325884,0.0007289762],"about_ca_topic_score_codex":0.0059741163,"about_ca_topic_score_gemma":0.0014109598,"teacher_disagreement_score":0.5987542,"about_ca_system_score_codex":0.00038519493,"about_ca_system_score_gemma":0.00014290497,"threshold_uncertainty_score":0.9996237},"labels":[],"label_agreement":null},{"id":"W2940654227","doi":"10.1097/01.ju.0000555164.06369.85","title":"MP10-20 INPATIENT WORKLOAD HAS INCREASED BY UP TO 300% OVER THE LAST DECADE: ANALYSIS OF A UROLOGY RESIDENCY TRAINING PROGRAM FROM 2007-2017","year":2019,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workload; Health care; Urology; Management","score_opus":0.05349571622433507,"score_gpt":0.40566247691278046,"score_spread":0.3521667606884454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2940654227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97756076,0.003903883,0.00014259097,0.01483134,0.0012862227,0.0011324679,0.00006251462,0.000028380677,0.0010518687],"genre_scores_gemma":[0.99042183,0.00035514246,0.00026267336,0.0082685705,0.00035158085,0.00003502065,0.000015265603,0.000030036588,0.0002598663],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9927671,0.0036863114,0.001734048,0.00027674224,0.00056815316,0.0009676705],"domain_scores_gemma":[0.992097,0.0043061897,0.002024648,0.00078711164,0.000447632,0.00033738508],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033418168,0.00027238362,0.0011117691,0.00040238013,0.00051547465,0.000012739079,0.0011285174,0.0004535423,0.0018104481],"category_scores_gemma":[0.00082322577,0.00015940808,0.00024829796,0.0010579496,0.0002867276,0.0001082394,0.0002705179,0.0016948517,0.00017149247],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010186048,0.00045542332,0.70147884,0.00007692579,0.0031254608,0.000034413744,0.07638965,0.0043755877,0.0012557564,0.00043679183,0.1886195,0.0135656],"study_design_scores_gemma":[0.004500613,0.006961001,0.66293406,0.00034480979,0.0043433076,0.00005144776,0.011787609,0.0020712344,0.000027113387,0.0025081865,0.30403316,0.00043746867],"about_ca_topic_score_codex":0.0022911476,"about_ca_topic_score_gemma":0.00328012,"teacher_disagreement_score":0.11541366,"about_ca_system_score_codex":0.00013807963,"about_ca_system_score_gemma":0.0007220438,"threshold_uncertainty_score":0.99910206},"labels":[],"label_agreement":null},{"id":"W2942329560","doi":"10.1080/0142159x.2019.1571570","title":"Twelve tips for establishing a new medical school","year":2019,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Patience; Stakeholder; Boldness; Health care; Set (abstract data type); Medical school; New Ventures; Public relations; Medical education; Business; Psychology; Medicine; Political science; Economic growth; Finance; Economics; Computer science; Social psychology","score_opus":0.052523210453588313,"score_gpt":0.4621103221531,"score_spread":0.4095871116995117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942329560","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50789666,0.0023427552,0.006019726,0.1477016,0.009619251,0.005800849,0.000013859944,0.0011420618,0.31946322],"genre_scores_gemma":[0.3576371,0.00024101954,0.00342839,0.057665568,0.013000516,0.0006204828,0.00014936764,0.00022202499,0.56703556],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946059,0.00057017035,0.00092167064,0.0005388572,0.0020003626,0.0013630535],"domain_scores_gemma":[0.9941186,0.0011653871,0.0001903018,0.00056783867,0.000132077,0.0038258478],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004205305,0.00024773882,0.0005624527,0.00007965837,0.00035567445,0.000019646564,0.00079374225,0.0012479828,0.23241825],"category_scores_gemma":[0.022878233,0.00019448761,0.00013489481,0.0002794276,0.00008334628,0.0002038124,0.0003065847,0.002550219,0.008383759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010116881,0.000076460085,0.13937432,0.00029223808,0.00002433657,0.00001437498,0.001202537,3.3366211e-7,0.0000013161988,0.0027310308,0.83752924,0.018652633],"study_design_scores_gemma":[0.0030086,0.00011919445,0.0014464369,0.0016276994,0.000017929426,0.0000075804637,0.0018077217,0.003075258,0.0000010637465,0.0019379557,0.98672456,0.00022601588],"about_ca_topic_score_codex":0.001557043,"about_ca_topic_score_gemma":0.0004766052,"teacher_disagreement_score":0.2475723,"about_ca_system_score_codex":0.0003659607,"about_ca_system_score_gemma":0.004364512,"threshold_uncertainty_score":0.9997509},"labels":[],"label_agreement":null},{"id":"W2942676610","doi":"10.1093/med/9780190851361.003.0002","title":"Indigenous Women, Health, and Healthcare","year":2019,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Health care; Racism; Health equity; Framing (construction); Psychological resilience; Cultural safety; Sociocultural evolution; Colonialism; Sociology; Socioeconomic status; Mental health; Nature versus nurture; Gender studies; Political science; Medicine; Geography; Psychology; Social psychology; Population; Anthropology; Ecology; Psychiatry","score_opus":0.044869627945540135,"score_gpt":0.32094013861904624,"score_spread":0.27607051067350613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942676610","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002012695,0.002890809,0.000012054383,0.00049322564,0.00089717546,0.003553203,0.0005090084,0.00034692304,0.98928493],"genre_scores_gemma":[0.00054753124,0.007390237,0.0001523544,0.003577434,0.00023808147,0.000007902555,0.00012690977,0.00012239724,0.98783714],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960526,0.00033292553,0.0006703784,0.00086622994,0.00047088586,0.0016069575],"domain_scores_gemma":[0.99632,0.00028856262,0.0009598625,0.0009094613,0.0002725175,0.0012496073],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00042826717,0.0006108645,0.0011712816,0.00028388147,0.0017197431,0.000016438787,0.0005424379,0.0012914656,0.00017605144],"category_scores_gemma":[0.0000140023985,0.0006945793,0.00012021116,0.000018473535,0.00019506935,0.00009704903,0.0007566396,0.0021651916,0.000038025366],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006755709,0.000018204877,0.0006261856,0.0067001143,0.0001691326,0.00011331206,0.034175765,0.0000011685611,3.0847625e-7,0.9056755,0.021580331,0.030264448],"study_design_scores_gemma":[0.0010022445,0.0004853355,0.000035403555,0.0020123085,0.0000271999,0.0000062769777,0.0034977095,0.000003020046,2.0336002e-7,0.0012846346,0.99115175,0.0004939233],"about_ca_topic_score_codex":0.0016384677,"about_ca_topic_score_gemma":0.00054756267,"teacher_disagreement_score":0.9695714,"about_ca_system_score_codex":0.0024942139,"about_ca_system_score_gemma":0.0029320724,"threshold_uncertainty_score":0.9995799},"labels":[],"label_agreement":null},{"id":"W2942838904","doi":"10.1136/sbmj.0208301","title":"Why voluntary work overseas is a must","year":2002,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Work (physics); Computer science; Public relations; World Wide Web; Political science; Engineering","score_opus":0.09092966389344108,"score_gpt":0.4350893495494734,"score_spread":0.34415968565603233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942838904","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14541359,0.0025428417,0.00005019781,0.13145377,0.0039150454,0.0028369713,0.000060826675,0.00059603195,0.7131307],"genre_scores_gemma":[0.5012367,0.00037557038,0.0029647113,0.28403994,0.0038867022,0.00045925585,0.00002827978,0.00009939004,0.20690945],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99771756,0.0002762728,0.0005263326,0.00029700442,0.00034043172,0.00084238325],"domain_scores_gemma":[0.9985784,0.0002614597,0.00017778698,0.00056401914,0.00010154665,0.00031673317],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033584156,0.00016683526,0.00025112196,0.00006339524,0.00060497876,0.000007247791,0.00021287736,0.00025002827,0.0406457],"category_scores_gemma":[0.00014694617,0.00015525709,0.00007618911,0.0004448467,0.000046754125,0.000108538414,0.00012675607,0.00054018205,0.011829548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031331514,0.00003504755,0.08098895,0.00009147751,0.000009958503,0.000021666545,0.0026612699,0.000002003205,8.496141e-7,0.000363492,0.91407317,0.0017207854],"study_design_scores_gemma":[0.00049332844,0.0000365526,0.016831547,0.00054747314,0.000013292433,0.000002151619,0.001650787,0.00016101058,0.0000014090846,0.00021554907,0.979884,0.00016289728],"about_ca_topic_score_codex":0.0014626442,"about_ca_topic_score_gemma":0.00027427124,"teacher_disagreement_score":0.5062213,"about_ca_system_score_codex":0.00023275195,"about_ca_system_score_gemma":0.000059757902,"threshold_uncertainty_score":0.9889399},"labels":[],"label_agreement":null},{"id":"W2942901520","doi":"10.1136/sbmj.00029a","title":"Canada needs more medical students","year":2000,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Medicine","score_opus":0.03340102569723301,"score_gpt":0.4764503560768222,"score_spread":0.44304933037958916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942901520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7821194,0.00019475055,0.0000014214057,0.065677606,0.0010257919,0.00080862676,0.000020000698,0.00009249533,0.15005992],"genre_scores_gemma":[0.7977859,0.00010189324,0.00009417578,0.065442026,0.0011966268,0.00014810495,0.00002391179,0.000025397741,0.13518196],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968916,0.00024903828,0.0005281755,0.00014890861,0.0015099125,0.0006723227],"domain_scores_gemma":[0.9987871,0.00021598765,0.000072893534,0.0003257592,0.000061804654,0.000536452],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00073242787,0.00011319712,0.00020945618,0.000029273095,0.00042444185,0.000005032084,0.00052756176,0.00019669854,0.03898896],"category_scores_gemma":[0.000188254,0.000096204676,0.000023002434,0.0002545972,0.000033393484,0.000034970613,0.00010282751,0.00049339817,0.0014442009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026121954,0.000020072728,0.13702175,0.000046499274,0.000007878298,0.00005735144,0.00063050963,0.000004045417,1.0394914e-7,0.00019148002,0.85531956,0.0066746273],"study_design_scores_gemma":[0.0004922829,0.000016010203,0.080919586,0.00032163868,0.0000048267993,0.0000040370005,0.0018675289,0.000051124236,5.380911e-7,0.000034351222,0.9161944,0.00009370602],"about_ca_topic_score_codex":0.82026106,"about_ca_topic_score_gemma":0.77723324,"teacher_disagreement_score":0.06087482,"about_ca_system_score_codex":0.00037929634,"about_ca_system_score_gemma":0.0031106642,"threshold_uncertainty_score":0.99933326},"labels":[],"label_agreement":null},{"id":"W2943182944","doi":"","title":"Help-seeking behaviours of university students in a Northern Ontario community","year":2018,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Community college; Psychology; Geography; Library science; Medical education; Mathematics education; Pedagogy; Medicine; Computer science","score_opus":0.029479692290993825,"score_gpt":0.33518755807914696,"score_spread":0.3057078657881531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943182944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9571745,0.00006693608,0.000025858692,0.000028461995,0.0013617105,0.0011404474,0.00009969917,0.000102563245,0.039999846],"genre_scores_gemma":[0.81896037,0.00006087598,0.00016726299,0.000030338928,0.000069028065,0.0000010146637,0.0021665038,0.000056679753,0.17848794],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99534243,0.0019582934,0.00063507486,0.0005067108,0.00067860127,0.00087887247],"domain_scores_gemma":[0.9969047,0.00023571802,0.0010588104,0.0008691939,0.0006210612,0.00031055752],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075370254,0.00046359372,0.0008880849,0.0011612218,0.0013323906,0.000011184868,0.0016345826,0.0010476918,0.0010513291],"category_scores_gemma":[0.000042537977,0.00061237236,0.00022519554,0.0011989259,0.00015064071,0.00025100648,0.00045050532,0.0029690869,0.000115770425],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011058181,0.0005122958,0.9308267,0.0005832149,0.00011296388,0.00014722698,0.06499303,0.0000037912655,0.000013109198,0.00026266708,0.001081909,0.00035725045],"study_design_scores_gemma":[0.0029761116,0.00027436545,0.53480184,0.004862108,0.0004076283,8.386985e-7,0.39546135,0.000002515303,0.000016868891,0.000037977945,0.06057784,0.000580552],"about_ca_topic_score_codex":0.39482924,"about_ca_topic_score_gemma":0.9983886,"teacher_disagreement_score":0.6035593,"about_ca_system_score_codex":0.0034325945,"about_ca_system_score_gemma":0.0015201016,"threshold_uncertainty_score":0.99996775},"labels":[],"label_agreement":null},{"id":"W2943675786","doi":"10.1017/cem.2019.335","title":"P144: “I wasn't oriented a lot, so I'm essentially learning as I go”: onboarding and transition to practice of new emergency physicians","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Onboarding; Mentorship; CLARITY; Focus group; Emergency department; Medical education; Perspective (graphical); Medicine; Nursing; Psychology; Computer science; Sociology; Social psychology","score_opus":0.04629229543494398,"score_gpt":0.43174034300810527,"score_spread":0.3854480475731613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943675786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9213953,0.0050028306,0.0019881418,0.031505935,0.021042317,0.0010007088,0.0000122137035,0.000021995644,0.018030565],"genre_scores_gemma":[0.97235876,0.002909658,0.0007876099,0.0018971795,0.0029040528,0.0000071249005,0.000018159366,0.00007184991,0.019045621],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962591,0.0004539233,0.0017162273,0.00026302558,0.00053362775,0.00077408546],"domain_scores_gemma":[0.9956645,0.00017918569,0.0011571685,0.0002364383,0.0011984273,0.0015643092],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001350947,0.00023887506,0.0006816589,0.0004476319,0.00048777054,0.0000026937507,0.0002339935,0.00016788355,0.012356436],"category_scores_gemma":[0.002039959,0.00021840262,0.000106306536,0.0008927469,0.00005243272,0.00035884022,0.000019356494,0.0009377674,0.00015575341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011035445,0.00011861409,0.09048586,0.0020714635,0.0005423632,0.00020727176,0.27437535,0.0015565066,0.017459216,0.004261214,0.59498787,0.01283074],"study_design_scores_gemma":[0.001927947,0.0022720678,0.0055281944,0.0048175533,0.0003508784,0.000019690062,0.07582951,0.0001439263,0.00006427712,0.0005017692,0.90822244,0.00032176945],"about_ca_topic_score_codex":0.06554751,"about_ca_topic_score_gemma":0.03786181,"teacher_disagreement_score":0.31323457,"about_ca_system_score_codex":0.00026946538,"about_ca_system_score_gemma":0.0018266407,"threshold_uncertainty_score":0.98854643},"labels":[],"label_agreement":null},{"id":"W2943788156","doi":"10.1080/0142159x.2019.1588458","title":"The impact of rural rotations on urban based postgraduate learners: A literature review","year":2019,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Economic shortage; MEDLINE; Rural area; Medical education; Medicine; Inclusion (mineral); Duration (music); Quality of life (healthcare); Family medicine; Psychology; Nursing; Political science; Social psychology","score_opus":0.10925224564228249,"score_gpt":0.5361220892240706,"score_spread":0.4268698435817881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943788156","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000013133199,0.9792311,0.000002204942,0.0033869012,0.00066033885,0.004369186,0.000082270206,0.000089553505,0.012165295],"genre_scores_gemma":[0.000014282109,0.9758257,0.000013049091,0.0012723567,0.00062660815,0.0005645744,0.00062003365,0.000096007214,0.020967383],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9903759,0.0050818534,0.0019317253,0.0003679105,0.0012340222,0.0010085964],"domain_scores_gemma":[0.9944652,0.0021789672,0.0012245238,0.001268957,0.00025814955,0.00060422876],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0033361763,0.00061887794,0.0026153652,0.00013063477,0.00048465678,0.000017609807,0.00096162397,0.0012034788,0.003691702],"category_scores_gemma":[0.004815309,0.00029092678,0.0013002366,0.0009701786,0.00018741995,0.00005088929,0.00013281395,0.0050398377,0.0019241984],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020162264,0.00009457909,0.00012595646,0.08469905,0.00013235427,0.000010124607,0.0004331584,2.3992956e-7,1.9206998e-9,0.0002285338,0.37781534,0.5364405],"study_design_scores_gemma":[0.00020874462,0.00014989461,0.0000082833685,0.39057484,0.00022488933,0.000003588979,0.00008904203,0.000036515026,8.8730806e-10,0.00001447174,0.60853994,0.00014978452],"about_ca_topic_score_codex":0.00023518682,"about_ca_topic_score_gemma":0.000017277285,"teacher_disagreement_score":0.5362907,"about_ca_system_score_codex":0.0006643917,"about_ca_system_score_gemma":0.0036082026,"threshold_uncertainty_score":0.9999543},"labels":[],"label_agreement":null},{"id":"W2944313690","doi":"10.1503/cmaj.109-5746","title":"Canada’s residency mismatch shrinking but still “alarming”","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Residency training; Family medicine; Medical education","score_opus":0.015095144923230976,"score_gpt":0.3332986599296518,"score_spread":0.3182035150064208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944313690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75259155,0.00063449796,0.000010690215,0.16138974,0.008895368,0.0005766088,0.00007503176,0.000051798695,0.075774714],"genre_scores_gemma":[0.88573164,0.00018489435,0.0001666594,0.073543325,0.00331235,0.000013701769,0.000017049002,0.00004235559,0.036988012],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939146,0.0007620233,0.0010269658,0.00024302104,0.0024334716,0.0016199145],"domain_scores_gemma":[0.99412537,0.0008773599,0.0005860053,0.0002141399,0.0007977392,0.0033993637],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002974684,0.00018199216,0.0003862444,0.00015304355,0.0010197381,0.000035899844,0.00047255863,0.0007323412,0.031709548],"category_scores_gemma":[0.0033511266,0.00017471344,0.00006992396,0.00028393167,0.000017085442,0.00015577252,0.00004484426,0.003026929,0.001693728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000057661355,0.0000043649584,0.42339438,0.000043877724,0.00002736617,0.0002522002,0.0007144104,0.000005026738,0.0000019225577,0.00087965844,0.57232946,0.002341586],"study_design_scores_gemma":[0.00069052604,0.000023534496,0.06731111,0.0007018399,0.000010903635,0.000053924727,0.004297994,0.00011170951,0.0000016053563,0.00038379608,0.9262337,0.00017933495],"about_ca_topic_score_codex":0.968135,"about_ca_topic_score_gemma":0.99761957,"teacher_disagreement_score":0.35608327,"about_ca_system_score_codex":0.009325079,"about_ca_system_score_gemma":0.079510875,"threshold_uncertainty_score":0.9992731},"labels":[],"label_agreement":null},{"id":"W2945195413","doi":"10.1111/jonm.12803","title":"Emigration and job security: An analysis of workforce trends for Spanish‐trained nurses (2010–2015)","year":2019,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Job security; Emigration; Workforce; Accreditation; Business; Nursing; Health care; Work (physics); Nursing management; Workforce planning; Medicine; Political science; Economic growth; Medical education; Economics","score_opus":0.054429141268150134,"score_gpt":0.4639905253236271,"score_spread":0.409561384055477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945195413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9852336,0.0006399606,0.001696362,0.002758001,0.0021295815,0.0007800848,0.000020521826,0.000028717457,0.006713157],"genre_scores_gemma":[0.98832685,0.00022497991,0.004758803,0.0002945158,0.00022229503,0.000012105693,0.000028699682,0.000023781255,0.006107977],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99756914,0.0002410764,0.0010711991,0.00022720573,0.00044181544,0.00044958707],"domain_scores_gemma":[0.99777555,0.0001932217,0.0011434866,0.00032555696,0.00035245603,0.00020970072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012161657,0.00017668046,0.0006682557,0.0008740601,0.0002292115,0.000023237524,0.00021137903,0.00014033377,0.00025573862],"category_scores_gemma":[0.000035581405,0.00015390823,0.0001885001,0.0008013324,0.00005513467,0.00032181424,0.000027525379,0.0002635352,0.000004061102],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004511311,0.0018007279,0.4009025,0.0026677067,0.004217853,0.00002960112,0.058892403,0.005350181,0.0004215785,0.10106416,0.1090471,0.31109485],"study_design_scores_gemma":[0.008487878,0.003488838,0.72694457,0.009272391,0.010469162,0.000016645368,0.09102881,0.027244901,0.00006544745,0.011158611,0.11098841,0.0008343335],"about_ca_topic_score_codex":0.000037849913,"about_ca_topic_score_gemma":0.00013477425,"teacher_disagreement_score":0.32604206,"about_ca_system_score_codex":0.0003343483,"about_ca_system_score_gemma":0.000047695194,"threshold_uncertainty_score":0.62761956},"labels":[],"label_agreement":null},{"id":"W2945208797","doi":"10.18192/uojm.v9i1.3840","title":"A Call to Action Against Rising Medical Student Tuition","year":2019,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; Queen's University","funders":"Government of Ontario","keywords":"Economic shortage; Student debt; Demographics; Debt; Primary care; Socioeconomic status; Medical school; Medical education; Call to action; Point (geometry); Action (physics); Inflation (cosmology); Medicine; Psychology; Demographic economics; Family medicine; Business; Finance; Economics; Demography; Sociology; Marketing; Mathematics; Environmental health; Government (linguistics)","score_opus":0.036844670652018185,"score_gpt":0.4216861720794551,"score_spread":0.3848415014274369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945208797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95638615,0.00020775863,0.0015487465,0.026048476,0.0015225444,0.00035100267,0.0000023620287,0.000015682699,0.013917277],"genre_scores_gemma":[0.9938163,0.00040205056,0.00061940675,0.0026550717,0.0004654257,6.341114e-8,0.0000035456533,0.000008662293,0.002029429],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975893,0.00032774865,0.00059894647,0.000119149016,0.0010834327,0.00028143762],"domain_scores_gemma":[0.9976961,0.0003458511,0.0007205166,0.0001575508,0.00057192077,0.00050806045],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018726308,0.00009813641,0.0004624158,0.0002909445,0.00019395216,9.906445e-7,0.00032434132,0.00017847594,0.0025808555],"category_scores_gemma":[0.00036643975,0.000084485626,0.000063973814,0.00025234793,0.00008751552,0.00013415016,0.00008422327,0.0006775879,0.00014067515],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013381745,0.000493633,0.49356347,0.0013342234,0.00029302426,0.0006705118,0.073334076,0.0004871008,0.0031971785,0.0021645227,0.3648352,0.05828886],"study_design_scores_gemma":[0.010453772,0.0021156534,0.12301175,0.012674186,0.00014056034,0.000052861975,0.09897446,0.000204265,0.000045269528,0.00007961568,0.7520534,0.00019423164],"about_ca_topic_score_codex":0.0004448386,"about_ca_topic_score_gemma":0.00029492564,"teacher_disagreement_score":0.38721815,"about_ca_system_score_codex":0.00045390858,"about_ca_system_score_gemma":0.00035049906,"threshold_uncertainty_score":0.9983309},"labels":[],"label_agreement":null},{"id":"W2945895601","doi":"10.1016/s0167-8140(19)30925-9","title":"OC-0505 Evidence-based practice in the global setting: an international survey of hypofractionation","year":2019,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universitaire Ziekenhuizen Leuven, KU Leuven; Leids Universitair Medisch Centrum; Cambridge University Hospitals; Universiteit Leiden; University of Cambridge; University of Alberta; Amsterdam University Medical Centers","keywords":"Business","score_opus":0.08463347388342767,"score_gpt":0.5120940570425948,"score_spread":0.42746058315916713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945895601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9643367,0.0016841148,0.00022133252,0.023999881,0.0012963573,0.0009774413,0.000024346626,0.000024559175,0.007435279],"genre_scores_gemma":[0.98220396,0.0016704714,0.002307586,0.013440683,0.00018599935,0.000043165368,0.0000412931,0.000008006387,0.00009886018],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951597,0.0036600656,0.00045833405,0.00022207074,0.00025132642,0.00024853594],"domain_scores_gemma":[0.9917451,0.007284661,0.00041287782,0.0002200148,0.00028341805,0.000053915817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042245854,0.00009536841,0.00022930127,0.00006280588,0.00013286837,0.000007795825,0.00024284034,0.00023511211,0.00042963616],"category_scores_gemma":[0.0012263635,0.00007246817,0.000020269268,0.00027440005,0.000060520764,0.0004630118,0.000015753443,0.00034572007,0.00002044958],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001380353,0.0002250156,0.95950514,0.000041162875,0.000018313964,0.000003841169,0.0025793265,0.00019500383,0.000054280918,0.0042058174,0.0010014888,0.030790262],"study_design_scores_gemma":[0.0014200957,0.0006656953,0.78764987,0.00014159236,0.0000059562785,0.000009858881,0.0020845586,0.0023704895,0.000003042722,0.00019459397,0.20538454,0.00006970341],"about_ca_topic_score_codex":0.0050317138,"about_ca_topic_score_gemma":0.0039387774,"teacher_disagreement_score":0.20438305,"about_ca_system_score_codex":0.0009114913,"about_ca_system_score_gemma":0.00064765365,"threshold_uncertainty_score":0.760648},"labels":[],"label_agreement":null},{"id":"W2946057827","doi":"","title":"Credentialing and retention of visa trainees in post-graduate medical education programs in Canada.","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Health Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"Credentialing; Medical education; Graduate medical education; Accreditation; Graduate education; Medicine; Psychology; Political science","score_opus":0.03213033263467523,"score_gpt":0.32349816130928616,"score_spread":0.2913678286746109,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946057827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99683535,0.00011848081,0.00027333532,0.0016002937,0.0006511545,0.0002226022,0.0000058654728,0.0000029504522,0.0002899602],"genre_scores_gemma":[0.99896157,0.00042728422,0.00016446752,0.000050456838,0.00023172819,1.2100027e-7,0.000015675303,0.0000052124087,0.00014347101],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973978,0.0007914674,0.0007951287,0.000116588955,0.0006351718,0.00026387148],"domain_scores_gemma":[0.99780107,0.00023701167,0.0010263134,0.00016019381,0.0006330116,0.00014242982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022224651,0.00010462351,0.00054241036,0.00043665708,0.00018443709,0.0000035647452,0.0003562165,0.00011387814,0.00022923686],"category_scores_gemma":[0.0002564321,0.000086348366,0.000099168,0.0009898953,0.00020233994,0.00012968,0.00008044005,0.0004302028,9.328093e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036620083,0.00030034356,0.958867,0.00028770324,0.0007638699,0.000039985483,0.021328144,0.0006063963,0.0003018464,0.00033853977,0.00051073724,0.012993438],"study_design_scores_gemma":[0.0043095835,0.000501099,0.85029125,0.0015651747,0.001601716,0.00002317288,0.11543998,0.024787655,0.0000028786365,0.00075394876,0.0005046912,0.00021887013],"about_ca_topic_score_codex":0.9016262,"about_ca_topic_score_gemma":0.9932899,"teacher_disagreement_score":0.108575754,"about_ca_system_score_codex":0.00081370433,"about_ca_system_score_gemma":0.003711397,"threshold_uncertainty_score":0.65838593},"labels":[],"label_agreement":null},{"id":"W2946366911","doi":"","title":"Supporting Rural Health Systems through Family Practice Anesthesia","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Rural health; Medicine; Data science; World Wide Web; Rural area; Pathology","score_opus":0.05198042971746669,"score_gpt":0.41321902958880957,"score_spread":0.3612385998713429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946366911","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11736675,0.03366843,0.00021488397,0.056389175,0.0045163427,0.0033376436,0.00026054677,0.0005873414,0.78365886],"genre_scores_gemma":[0.2596789,0.00046713444,0.0009161771,0.72914594,0.0016529649,0.00019282199,0.0003724881,0.00014185203,0.0074317404],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929005,0.0016462307,0.0012724691,0.00063310406,0.0005592585,0.0029884595],"domain_scores_gemma":[0.99532783,0.0005627159,0.00078571273,0.00095589296,0.00081019034,0.001557629],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010098605,0.00042102387,0.0008290054,0.00012347134,0.0022822549,0.00010773537,0.00042149844,0.00032870556,0.000017190514],"category_scores_gemma":[0.00019032223,0.0004639648,0.00013445277,0.0010516137,0.00009062871,0.00091919233,0.0000645666,0.0011303724,0.0014581983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039831964,0.000102494116,0.0015759991,0.0010727381,0.00010001651,0.0012830233,0.0065281037,0.00015800801,0.00023117165,0.054667737,0.92430186,0.009938984],"study_design_scores_gemma":[0.00040506935,0.000071752416,0.0030429687,0.0010793193,0.000025462152,0.000014450415,0.15931359,0.000086864915,0.00000432297,0.0003118072,0.83529073,0.00035363852],"about_ca_topic_score_codex":0.33847535,"about_ca_topic_score_gemma":0.034488637,"teacher_disagreement_score":0.7762271,"about_ca_system_score_codex":0.002692672,"about_ca_system_score_gemma":0.012095974,"threshold_uncertainty_score":0.9997812},"labels":[],"label_agreement":null},{"id":"W2946506996","doi":"","title":"Family medicine residents' perspectives on curricular messaging surrounding enhanced skills fellowship programs.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; Toronto Western Hospital","funders":"","keywords":"Curriculum; Medical education; Career path; Focus group; Psychology; Perception; Medicine; Pedagogy; Sociology","score_opus":0.04753209969798359,"score_gpt":0.38857096657262746,"score_spread":0.34103886687464385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946506996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8233843,0.0017207719,0.000046046353,0.0018226248,0.0019655668,0.00546528,0.000002965899,0.00040319582,0.16518927],"genre_scores_gemma":[0.97350776,0.0003710006,0.00011433476,0.0015405302,0.0006416368,0.0030116225,0.000025636502,0.00007137049,0.020716097],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9946117,0.0008586088,0.0008601006,0.00083085365,0.00092136743,0.0019173963],"domain_scores_gemma":[0.9971266,0.0008823739,0.00043474988,0.0007554393,0.00030021858,0.00050066435],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002531252,0.0003741361,0.0006797412,0.00026545115,0.0006594114,0.000026129319,0.0004574028,0.00028257258,0.00033098625],"category_scores_gemma":[0.0008608336,0.00030178938,0.00010597153,0.00077828305,0.0001314248,0.00025758453,0.0001511634,0.0010137646,0.0009637578],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037002686,0.00053646916,0.86909145,0.0012291109,0.00015650662,0.000040765863,0.031909205,0.00003249341,0.00021564715,0.025757473,0.014566287,0.056094564],"study_design_scores_gemma":[0.0027302997,0.00018560168,0.886093,0.0028439052,0.000052144078,0.0000016404462,0.07716316,0.00001673088,0.0000875121,0.0012658673,0.029041937,0.0005181881],"about_ca_topic_score_codex":0.0012582808,"about_ca_topic_score_gemma":0.00006973186,"teacher_disagreement_score":0.15012348,"about_ca_system_score_codex":0.0010548993,"about_ca_system_score_gemma":0.00011268668,"threshold_uncertainty_score":0.99994344},"labels":[],"label_agreement":null},{"id":"W2946640190","doi":"10.18192/uojm.v9i1.4156","title":"Coupling Culture and Medicine in Chile","year":2019,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University; University of Ottawa","funders":"","keywords":"Shadow (psychology); Family medicine; Work (physics); Medical school; Medical education; Medicine; Psychology; Engineering","score_opus":0.021188035934786922,"score_gpt":0.3550501926017857,"score_spread":0.3338621566669988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946640190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9480743,0.004237722,0.00006338234,0.012511303,0.00065102713,0.00028175884,0.0000021632907,0.000008196584,0.03417017],"genre_scores_gemma":[0.9928712,0.0020606713,0.00039850676,0.0004712757,0.00029104928,2.6368427e-8,0.000002485151,0.0000065507256,0.0038981803],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99869376,0.000108114735,0.00051703217,0.00010271749,0.00034820166,0.00023019085],"domain_scores_gemma":[0.99839365,0.00030818355,0.0006792142,0.0001212406,0.0003057129,0.00019201517],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012825532,0.00009542481,0.00057027704,0.0002472674,0.00012310242,3.468078e-7,0.00019582192,0.00013917408,0.001965447],"category_scores_gemma":[0.00022162162,0.000071173745,0.000025646113,0.00024022405,0.0002285606,0.00010937428,0.000049896873,0.0006514856,0.000014812164],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028916865,0.000046566052,0.88847184,0.00067877606,0.000042552958,0.00012720635,0.028051453,0.00012793571,0.00068609783,0.005151857,0.07549761,0.00082890317],"study_design_scores_gemma":[0.021338824,0.0023655083,0.27711633,0.019569783,0.00013632314,0.000076791635,0.17510222,0.00058173895,0.000011354142,0.0008292868,0.5026824,0.00018947656],"about_ca_topic_score_codex":0.001211511,"about_ca_topic_score_gemma":0.0003229255,"teacher_disagreement_score":0.61135554,"about_ca_system_score_codex":0.00012235477,"about_ca_system_score_gemma":0.000114278395,"threshold_uncertainty_score":0.9989469},"labels":[],"label_agreement":null},{"id":"W2946648642","doi":"10.3138/ptc-2018-0023","title":"Mapping Physiotherapy Use in Canada in Relation to Physiotherapist Distribution","year":2019,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; University of Saskatchewan; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Relation (database); Physical therapy; Physical medicine and rehabilitation; Distribution (mathematics); Computer science; Medicine; Data mining; Mathematics","score_opus":0.019962914034335,"score_gpt":0.3591817527027609,"score_spread":0.33921883866842595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946648642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9930483,0.00020712551,0.000062349405,0.0023856426,0.0012387551,0.0021983392,0.00016709325,0.00004298217,0.0006494248],"genre_scores_gemma":[0.9859425,0.00013554121,0.00011623954,0.011248938,0.00018345845,0.00018366908,0.00015961422,0.00007751221,0.0019525572],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960439,0.00046556117,0.0008990937,0.00064211176,0.00070179865,0.0012475322],"domain_scores_gemma":[0.9982553,0.00040652422,0.00027944206,0.0006481374,0.00012538722,0.00028517004],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025101134,0.00037517658,0.0006297408,0.00016366657,0.00022984354,0.000016518554,0.00033310338,0.00013037983,0.0009166391],"category_scores_gemma":[0.000031173968,0.00038707405,0.00004595293,0.0015879335,0.000014470387,0.00029626233,0.000042440013,0.0006207291,0.000065033746],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00046815365,0.000107989625,0.9103055,0.0005105537,0.000037483336,0.000023871067,0.0026936305,0.00932885,0.017519427,0.0007679803,0.053239882,0.004996673],"study_design_scores_gemma":[0.0020183802,0.000049966406,0.85488737,0.0012053819,8.675147e-7,2.842144e-7,0.0021941585,0.0021161882,0.000134741,0.00014285544,0.13676186,0.0004879686],"about_ca_topic_score_codex":0.99986607,"about_ca_topic_score_gemma":0.9999559,"teacher_disagreement_score":0.083521985,"about_ca_system_score_codex":0.013950253,"about_ca_system_score_gemma":0.008208956,"threshold_uncertainty_score":0.99999666},"labels":[],"label_agreement":null},{"id":"W2946761194","doi":"","title":"Case 14 : Rural Residence and Associated Health Disparities: The Case of Chatham-Kent","year":2018,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residence; Health equity; Geography; Demography; Economic growth; Sociology; Economics; Health care","score_opus":0.1462309516164341,"score_gpt":0.43187751676027747,"score_spread":0.28564656514384335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946761194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99463177,0.00049897324,0.00005013489,0.002452397,0.00060395675,0.0011450871,0.00015848,0.00015916958,0.00030002272],"genre_scores_gemma":[0.99162686,0.00028986094,0.000024567811,0.0018996545,0.00017863595,0.000005233748,0.000015961697,0.000041589778,0.005917645],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9950044,0.0022447105,0.00073338265,0.0005091474,0.00035641488,0.0011519523],"domain_scores_gemma":[0.9963338,0.00089741725,0.0008188774,0.0008038762,0.0005673567,0.0005786921],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018875841,0.00035389856,0.0005962782,0.0002703863,0.0026954492,0.00005977732,0.0005357198,0.0003567,0.00008460026],"category_scores_gemma":[0.00031828816,0.0003092761,0.00009389682,0.0007179389,0.0006052437,0.00085928495,0.00072558626,0.001190471,0.000107678265],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016971535,0.00006937531,0.9834261,0.00033431186,0.000049320053,0.0055977684,0.009091625,0.0000010610147,0.000009388276,0.0006499874,0.00004487305,0.00055647036],"study_design_scores_gemma":[0.0030320499,0.0011170742,0.92710817,0.0041123307,0.00015444112,0.004571552,0.055578087,0.000004508698,0.00007607649,0.0006319389,0.0029487314,0.0006650278],"about_ca_topic_score_codex":0.0019390937,"about_ca_topic_score_gemma":0.12327453,"teacher_disagreement_score":0.12133544,"about_ca_system_score_codex":0.00065914594,"about_ca_system_score_gemma":0.00045715974,"threshold_uncertainty_score":0.9999359},"labels":[],"label_agreement":null},{"id":"W2947035324","doi":"10.46743/1540-580x/2019.1792","title":"Mapping Evidence From the Literature About the Experience of Internationally Educated Health Professionals to Canadian Professional Competency Profiles of Physiotherapists, Occupational Therapists, Physicians, and Pharmacists.","year":2019,"lang":"en","type":"article","venue":"Internet Journal of Allied Health Sciences and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; McMaster University","funders":"","keywords":"CINAHL; Health care; PsycINFO; Competence (human resources); Professional boundaries; Pharmacist; Cultural competence; MEDLINE; Health professionals; Nursing; Medicine; Medical education; Psychology; Pharmacy; Pedagogy; Political science; Social psychology","score_opus":0.07111853078306453,"score_gpt":0.48720078874436007,"score_spread":0.41608225796129555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947035324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7711505,0.034464877,0.000082611805,0.19019297,0.001976504,0.0017258441,0.00013479205,0.0000073716647,0.000264525],"genre_scores_gemma":[0.9432303,0.006242381,0.0036794057,0.045950443,0.00031741682,0.00003563919,0.0000115684625,0.000013367149,0.00051949103],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99444586,0.0021053008,0.0015290576,0.00034688,0.0010319294,0.00054097665],"domain_scores_gemma":[0.98899627,0.0059453365,0.003137117,0.0002318213,0.0013373144,0.00035217297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0055182944,0.00021849496,0.0005293364,0.00018684201,0.0007902877,0.00006144733,0.00089760823,0.00008767653,0.00023602085],"category_scores_gemma":[0.00091495045,0.000121182085,0.0000639401,0.00065690523,0.00036758665,0.000824978,0.00015228947,0.0008799797,0.0000069696166],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025757,0.0004116931,0.17778644,0.002249756,0.00023534705,0.0000051539287,0.7222341,0.00009428939,0.0019256852,0.00958022,0.06251652,0.020385109],"study_design_scores_gemma":[0.0020221926,0.0023109878,0.5909098,0.08661161,0.000024563586,0.00014123529,0.20927942,0.0011086619,0.00016802177,0.0021938528,0.104691245,0.0005384508],"about_ca_topic_score_codex":0.037087455,"about_ca_topic_score_gemma":0.0047795875,"teacher_disagreement_score":0.51295465,"about_ca_system_score_codex":0.00025248714,"about_ca_system_score_gemma":0.006369449,"threshold_uncertainty_score":0.9992635},"labels":[],"label_agreement":null},{"id":"W2947174393","doi":"10.1108/ijhg-06-2018-0026","title":"Determinants of willingness to practice medicine in underdeveloped areas","year":2018,"lang":"en","type":"article","venue":"International Journal of Health Governance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Graduation (instrument); Prestige; Logistic regression; Developing country; Population; Rural area; Psychology; Socioeconomics; Medicine; Environmental health; Sociology; Economic growth","score_opus":0.05891266879262923,"score_gpt":0.5146220881553981,"score_spread":0.4557094193627689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947174393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8647736,0.0027179644,0.0024536182,0.10798986,0.013239155,0.00081610825,0.000039173916,0.000019499312,0.007951072],"genre_scores_gemma":[0.97636425,0.0014351271,0.005474066,0.0148016475,0.0012355278,0.000008857386,0.0000014439931,0.0000213612,0.0006577375],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99488324,0.0005784888,0.002616355,0.00019789045,0.0012198862,0.0005041656],"domain_scores_gemma":[0.9916109,0.0010694625,0.0039105467,0.00019938282,0.0029551308,0.00025458494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036829903,0.00015655888,0.0006360548,0.00016710679,0.00014602447,0.0000044098038,0.0007436679,0.00010714295,0.00028719968],"category_scores_gemma":[0.0051049017,0.00012998747,0.000043242715,0.00043572998,0.00011778266,0.00036051782,0.00012853228,0.00051806646,0.00007054289],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034389414,0.00037963266,0.7994119,0.00046806663,0.000074371106,0.00020302962,0.022729935,0.00008680305,0.00006789118,0.007256073,0.06372647,0.10215689],"study_design_scores_gemma":[0.0025641576,0.0010775251,0.5236007,0.011906923,0.000008444163,0.00011388323,0.0037434679,0.000080775724,0.00007157336,0.0011582122,0.45552182,0.00015254875],"about_ca_topic_score_codex":0.004569324,"about_ca_topic_score_gemma":0.0031324546,"teacher_disagreement_score":0.39179534,"about_ca_system_score_codex":0.0012348277,"about_ca_system_score_gemma":0.001841703,"threshold_uncertainty_score":0.69074816},"labels":[],"label_agreement":null},{"id":"W2947240453","doi":"10.1001/amajethics.2019.499","title":"How Should Organizations Respond to Racism Against Health Care Workers?","year":2019,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Okanagan College","funders":"","keywords":"Racism; Scope (computer science); Zero tolerance; Public relations; Health care; Sociology; Political science; Psychology; Nursing; Medicine; Criminology; Gender studies; Law","score_opus":0.05984141741765171,"score_gpt":0.4470026308638257,"score_spread":0.387161213446174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947240453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70089316,0.003558334,0.0003326282,0.2887234,0.0022374461,0.0011339887,0.000014627658,0.000045946872,0.003060466],"genre_scores_gemma":[0.94489646,0.00041840124,0.0011495298,0.04322764,0.0007887595,0.000008138977,0.0000061772766,0.000055283926,0.00944962],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99546146,0.001922576,0.0009168691,0.00019289496,0.00074120983,0.0007649906],"domain_scores_gemma":[0.99484223,0.0014260414,0.001006068,0.0006396324,0.0015866417,0.00049940904],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003327357,0.00020126761,0.00052536867,0.00022435079,0.0011005256,0.000047316436,0.0007384544,0.00030942756,0.00036483654],"category_scores_gemma":[0.0016821448,0.00013062586,0.00009460404,0.0011820992,0.000059965176,0.00020436302,0.0001855841,0.0028039736,0.00072587846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012951768,0.00012416055,0.12714458,0.0014746956,0.00020194206,0.000058002744,0.35675618,0.0028982842,0.00092754286,0.010197059,0.48123255,0.017689837],"study_design_scores_gemma":[0.0021935953,0.0010828774,0.03439237,0.0056884405,0.00005431515,0.000038396473,0.24042147,0.000028769575,0.000077011966,0.0015163098,0.71411765,0.00038880427],"about_ca_topic_score_codex":0.000091230635,"about_ca_topic_score_gemma":0.00027366602,"teacher_disagreement_score":0.24549577,"about_ca_system_score_codex":0.00064548105,"about_ca_system_score_gemma":0.002302609,"threshold_uncertainty_score":0.9994966},"labels":[],"label_agreement":null},{"id":"W2947380121","doi":"10.22605/rrh4671","title":"The Northern Territory Medical Program – growing our own in the NT","year":2019,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Workforce; Indigenous; Population; Context (archaeology); Curriculum; Jurisdiction; Medicine; Geography; Political science; Environmental health","score_opus":0.02207205305192966,"score_gpt":0.4151506995012336,"score_spread":0.39307864644930396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947380121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7613612,0.003835796,0.0000025881798,0.22721256,0.0015796848,0.002582293,0.0000029215412,0.00011219726,0.0033107596],"genre_scores_gemma":[0.9726992,0.00355044,0.00017202047,0.020055288,0.0009040721,0.00003790964,0.000013783083,0.000025602763,0.002541682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960942,0.0013049096,0.0006818349,0.00023182819,0.0006006324,0.0010865495],"domain_scores_gemma":[0.9985541,0.0004829427,0.000202863,0.0003780006,0.000045542154,0.00033656554],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0031828943,0.00016942466,0.00030685356,0.000035569807,0.0014397284,0.000020515363,0.00037689373,0.00022490496,0.000029456693],"category_scores_gemma":[0.0001100908,0.00007716464,0.000050751183,0.00020046234,0.00006364323,0.00008407073,0.00012502808,0.001296094,0.00022607255],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073981115,0.000059273618,0.07640054,0.0006141071,0.00000787683,0.000011256361,0.0065154796,0.0000013818618,0.0000012069581,0.0012269542,0.007711319,0.90737665],"study_design_scores_gemma":[0.0011429053,0.00048814015,0.12727311,0.0026490286,0.000004549322,0.000031954074,0.061923433,0.0016718277,2.6148592e-7,0.0012013864,0.8034177,0.00019571141],"about_ca_topic_score_codex":0.013949209,"about_ca_topic_score_gemma":0.020264043,"teacher_disagreement_score":0.9071809,"about_ca_system_score_codex":0.00021877134,"about_ca_system_score_gemma":0.0007376284,"threshold_uncertainty_score":0.9998603},"labels":[],"label_agreement":null},{"id":"W2947380856","doi":"10.1093/pch/pxz066.048","title":"49 Simulation Preparation for Experiences in Resource Limited Settings (SimPERLS): An innovative pre-departure training program for pediatric healthcare professionals","year":2019,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Debriefing; Medical education; Health care; Context (archaeology); Multidisciplinary approach; Psychology; Likert scale; Protocol (science); Resource (disambiguation); Medicine; Nursing; Computer science; Alternative medicine","score_opus":0.04459247391451326,"score_gpt":0.4566529323601319,"score_spread":0.4120604584456186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947380856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9380481,0.0027827716,0.0004975216,0.018394494,0.0016544418,0.037071157,0.0003166804,0.0006985422,0.0005362592],"genre_scores_gemma":[0.9627361,0.00021704027,0.008589092,0.01312394,0.0027958355,0.009973976,0.0020960094,0.00013811422,0.00032985926],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916182,0.0014497595,0.002573978,0.0013113996,0.0007869419,0.0022597164],"domain_scores_gemma":[0.99208903,0.0034057172,0.0020708293,0.000634035,0.0011710807,0.000629284],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0048227217,0.00054683484,0.0010588182,0.0007188715,0.002028016,0.00004526287,0.00045128708,0.00082992757,0.00003791024],"category_scores_gemma":[0.0016337598,0.0005152135,0.00013572778,0.0029222183,0.00004373471,0.0006624219,0.00011233008,0.0013334891,0.00002282971],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0039163213,0.001371899,0.28478408,0.01413237,0.000029921239,0.0000013971959,0.62374884,0.0064254976,0.0000028645038,0.0034019763,0.020280182,0.041904643],"study_design_scores_gemma":[0.013288779,0.013057837,0.09274247,0.0029900742,0.00007584338,0.0000040426107,0.24592756,0.07753032,0.000009795428,0.0015899341,0.55063754,0.0021457835],"about_ca_topic_score_codex":0.00017956739,"about_ca_topic_score_gemma":0.0004969557,"teacher_disagreement_score":0.53035736,"about_ca_system_score_codex":0.0009522199,"about_ca_system_score_gemma":0.0028865545,"threshold_uncertainty_score":0.99972993},"labels":[],"label_agreement":null},{"id":"W2947762672","doi":"10.1111/inr.12518","title":"The evaluation of evidence‐informed changes to an internationally educated nurse registration process","year":2019,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College & Association of Registered Nurses of Alberta; Mount Royal University; University of Alberta","funders":"Alberta Health; Mount Royal University","keywords":"Timeline; Nursing; Process (computing); Globe; Nursing shortage; Transparency (behavior); Health policy; Psychology; Medicine; Medical education; Nurse education; Political science; Computer science; Public health","score_opus":0.2979252042858668,"score_gpt":0.6208323030970732,"score_spread":0.3229070988112064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947762672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47473693,0.052595213,0.00018186813,0.32300168,0.01849457,0.016785717,0.00006130193,0.00025235713,0.11389035],"genre_scores_gemma":[0.9817299,0.0069672,0.0002406509,0.005333843,0.00047202894,0.000624323,0.00011621937,0.000026488564,0.004489319],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99628896,0.00055095425,0.00090501545,0.00030004425,0.0016381836,0.00031684316],"domain_scores_gemma":[0.9939805,0.0008457848,0.00079671666,0.00043820764,0.0038057487,0.00013302316],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003803857,0.00015893739,0.00026955575,0.00011371289,0.0002541631,0.000025845227,0.00069307664,0.00007708189,0.0009596182],"category_scores_gemma":[0.0047630584,0.00010636687,0.00005509707,0.0003652097,0.000059842958,0.0004276561,0.000023912156,0.0002471306,0.00041277867],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006845105,0.0004487857,0.014066015,0.0060614813,0.00014806258,8.0653984e-7,0.014363945,0.0018645368,0.0003479478,0.018093778,0.08826182,0.8556583],"study_design_scores_gemma":[0.00124434,0.00080714014,0.043740246,0.4785234,0.00036158875,0.000016005777,0.0113067385,0.023935499,0.00013386058,0.005472827,0.43378577,0.000672583],"about_ca_topic_score_codex":0.00010961457,"about_ca_topic_score_gemma":0.0005593153,"teacher_disagreement_score":0.8549857,"about_ca_system_score_codex":0.0010608279,"about_ca_system_score_gemma":0.0012059245,"threshold_uncertainty_score":0.9999536},"labels":[],"label_agreement":null},{"id":"W2948140461","doi":"10.1503/cmaj.109-5753","title":"Medical schools to boost numbers of Indigenous students, faculty","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Indigenous culture; Medical education; Action (physics); Medicine","score_opus":0.018196873032322758,"score_gpt":0.4132182122864424,"score_spread":0.39502133925411964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948140461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94713223,0.00011016179,0.000019797639,0.03786307,0.0029285825,0.00078677846,0.00012242021,0.000029544624,0.011007443],"genre_scores_gemma":[0.92913383,0.00015317807,0.00019669616,0.06083124,0.0019112913,0.000029315845,0.000051049832,0.00003839485,0.007654989],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99140733,0.0007535201,0.0012581951,0.00022524997,0.005012062,0.0013436114],"domain_scores_gemma":[0.9914674,0.0004540314,0.00057351496,0.00019991858,0.0008759333,0.0064291763],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005801522,0.00016665927,0.0005026284,0.00023538881,0.0006420513,0.000028107106,0.0008746724,0.001085652,0.036906794],"category_scores_gemma":[0.0061900932,0.00015032229,0.00010325328,0.0005019301,0.000023866223,0.00012186074,0.0000934768,0.0031049766,0.0068468316],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012096564,0.000024532646,0.75067705,0.00003166497,0.000053658536,0.00007174831,0.0024919068,0.0000027254007,9.019951e-7,0.00012971836,0.24237698,0.004126992],"study_design_scores_gemma":[0.0014549126,0.00011360335,0.24581486,0.0011216393,0.000012224469,0.00003479504,0.0075878063,0.000012031818,0.0000016729576,0.000094547344,0.7435864,0.00016547057],"about_ca_topic_score_codex":0.03268527,"about_ca_topic_score_gemma":0.13980137,"teacher_disagreement_score":0.5048622,"about_ca_system_score_codex":0.0038619381,"about_ca_system_score_gemma":0.014857062,"threshold_uncertainty_score":0.99996203},"labels":[],"label_agreement":null},{"id":"W2948180523","doi":"10.1201/9781315155210-3","title":"Maximizing Benefits and Minimizing Harm of IHEs on Trainees, Programs and Hosts","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Harm; Do no harm; Psychology; Social psychology; Criminology","score_opus":0.13180401943589884,"score_gpt":0.4023431687015922,"score_spread":0.27053914926569333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948180523","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013729119,0.011104432,0.0000024126068,0.0014274134,0.0005810991,0.0025311701,0.00008228177,0.00017259647,0.97036946],"genre_scores_gemma":[0.09080925,0.015706748,0.0053382968,0.0015862344,0.00077097316,0.00014261276,0.00015481259,0.00026856273,0.8852225],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973826,0.00005868445,0.00086818653,0.0006255261,0.00036639877,0.0006986038],"domain_scores_gemma":[0.99744827,0.000454089,0.0008953246,0.0006359153,0.0001969026,0.00036949388],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049151917,0.0005117936,0.0009866065,0.00017728013,0.00083115656,0.000029190587,0.0002459352,0.00091296766,0.00028621542],"category_scores_gemma":[0.0001023467,0.00043296468,0.00008344404,0.000014650698,0.00025805057,0.000099530516,0.000276895,0.00092303765,0.000049548686],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024937937,0.0000555783,0.004508289,0.0041511906,0.00014532349,0.000031305823,0.005430122,7.7761064e-7,0.00000974187,0.3509878,0.0060327733,0.6283977],"study_design_scores_gemma":[0.0025385069,0.001218733,0.003843455,0.047302816,0.0002289301,0.00001788234,0.0025863838,0.000048559137,0.00002828583,0.009794388,0.93115824,0.0012338193],"about_ca_topic_score_codex":0.00047258378,"about_ca_topic_score_gemma":0.0007882303,"teacher_disagreement_score":0.9251255,"about_ca_system_score_codex":0.00009226896,"about_ca_system_score_gemma":0.0001610957,"threshold_uncertainty_score":0.9998122},"labels":[],"label_agreement":null},{"id":"W2949076443","doi":"10.1503/cmaj.109-5760","title":"Unemployed physicians a sign of poor workforce planning","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Workforce; Sign (mathematics); Certification; Work (physics); Workforce planning; Medical education; Computer science; Medicine; Management; Economic growth; Engineering; Economics","score_opus":0.023509910003188618,"score_gpt":0.37023012828274976,"score_spread":0.3467202182795611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949076443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91366065,0.00035692516,0.00009558849,0.025012143,0.0032161586,0.0005299781,0.000035618974,0.000047087815,0.057045877],"genre_scores_gemma":[0.9649789,0.000050452552,0.00020929115,0.02440719,0.0016868168,0.000011415457,0.000012465512,0.000031175485,0.00861235],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958997,0.000623641,0.0008862693,0.00016264392,0.0013773978,0.0010503579],"domain_scores_gemma":[0.99636,0.00082285254,0.0007531656,0.00014373999,0.00057322637,0.0013469878],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023127305,0.00013664099,0.0004127437,0.0001720559,0.0005206597,0.000013495014,0.00032441827,0.00061791675,0.00820746],"category_scores_gemma":[0.0014233675,0.000129708,0.00010231777,0.00042410044,0.000028140308,0.00012486994,0.000024786059,0.0018675524,0.001085262],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026051235,0.00001973671,0.67315257,0.00006570058,0.000060826133,0.0000612397,0.0029917397,0.000093558316,0.000017633063,0.0012538033,0.30943155,0.012825591],"study_design_scores_gemma":[0.0017737563,0.00014104227,0.069332935,0.002776067,0.000025312234,0.000018302577,0.01097911,0.000747096,0.0000068276836,0.00056742533,0.9133934,0.00023876928],"about_ca_topic_score_codex":0.0054071196,"about_ca_topic_score_gemma":0.010472513,"teacher_disagreement_score":0.6039618,"about_ca_system_score_codex":0.001689722,"about_ca_system_score_gemma":0.0044859047,"threshold_uncertainty_score":0.9996925},"labels":[],"label_agreement":null},{"id":"W2949228404","doi":"10.22605/rrh5341","title":"Support for rural practice: female physicians and the life–career interface","year":2020,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Qualitative research; Medicine; Nursing; Rural area; Family medicine; Population; Family life; Multidisciplinary approach; Psychology; Medical education; Sociology","score_opus":0.05486117095614942,"score_gpt":0.4284168826362879,"score_spread":0.3735557116801385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949228404","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15893036,0.01205279,0.0014358116,0.81625366,0.0011064527,0.0053643095,0.000102549726,0.00024658453,0.0045074695],"genre_scores_gemma":[0.8616677,0.0062418343,0.0021041033,0.12696102,0.0008574404,0.000030246001,0.000032282267,0.000040565938,0.0020648257],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974448,0.0006021027,0.00063206785,0.000268894,0.00021782667,0.000834319],"domain_scores_gemma":[0.9977223,0.0009266623,0.00041336767,0.00020621104,0.00015651193,0.0005749404],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00097279134,0.0002146918,0.00055428187,0.00002032448,0.001408064,0.000023893312,0.00015194778,0.0001450347,0.000051371175],"category_scores_gemma":[0.00055596436,0.0001337323,0.00006465648,0.00014956357,0.00020395819,0.00017542823,0.00016948154,0.0006399779,0.00006811193],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008708124,0.00012032599,0.005441736,0.008996611,0.00023857116,0.0000071022223,0.1614435,0.000023235456,0.00007501288,0.017601103,0.28455007,0.5127946],"study_design_scores_gemma":[0.0065322025,0.0012948114,0.004594991,0.0013032443,0.00009514875,0.000019815052,0.13221477,0.006813229,0.00000703551,0.0011327106,0.84562486,0.00036716583],"about_ca_topic_score_codex":0.0022282614,"about_ca_topic_score_gemma":0.00015682045,"teacher_disagreement_score":0.70273733,"about_ca_system_score_codex":0.0000727341,"about_ca_system_score_gemma":0.00038968978,"threshold_uncertainty_score":0.999892},"labels":[],"label_agreement":null},{"id":"W2949237868","doi":"10.12927/cjnl.2019.25852","title":"Rural and Remote Licensed Practical Nurses' Perception of Working Below Their Legislated Scope of Practice","year":2019,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Regina; Saskatchewan Health Authority; University of Lethbridge; Aurora College; University of Saskatchewan; University of Northern British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Scope (computer science); Scope of practice; Autonomy; Perception; Work (physics); Statement of work; Rural area; Nursing; Business; Psychology; Public relations; Medical education; Medicine; Political science; Computer science; Engineering","score_opus":0.21797722846093814,"score_gpt":0.45002697070352826,"score_spread":0.23204974224259012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949237868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9301998,0.0015713468,0.00017075149,0.014138211,0.0015087159,0.0014360689,0.000004620987,0.00012771267,0.050842755],"genre_scores_gemma":[0.99070674,0.00018638329,0.006454603,0.0009962628,0.00022367638,0.000003935486,0.000015714193,0.000046779307,0.0013658894],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9963839,0.0012771046,0.00078797084,0.0003340752,0.00042538825,0.00079155737],"domain_scores_gemma":[0.99600255,0.0021681862,0.00080942526,0.0004563711,0.00037892695,0.00018451196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001295454,0.00023184686,0.00053371035,0.000146536,0.00027028518,0.000011685134,0.00014696436,0.00047433146,0.00027929503],"category_scores_gemma":[0.0008577643,0.00021244674,0.000067871486,0.0004401617,0.00030824167,0.0003985655,0.000028955037,0.0010684562,0.00013122564],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009610619,0.0011680177,0.057730746,0.005355891,0.00025207386,0.000020355777,0.36797693,0.000060140257,0.03747371,0.009981473,0.01282683,0.49754322],"study_design_scores_gemma":[0.0032351692,0.0009720012,0.056983378,0.040877994,0.00022531272,0.00007155328,0.87637484,0.0015448427,0.0005635337,0.0006616951,0.017941503,0.00054816424],"about_ca_topic_score_codex":0.0004118567,"about_ca_topic_score_gemma":0.000023192391,"teacher_disagreement_score":0.50839794,"about_ca_system_score_codex":0.00029371673,"about_ca_system_score_gemma":0.00033057175,"threshold_uncertainty_score":0.86633265},"labels":[],"label_agreement":null},{"id":"W2950649782","doi":"10.1111/eje.12448","title":"Graduate mobility: Where do dentistry graduates choose to practise?","year":2019,"lang":"en","type":"article","venue":"European Journal Of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Medical education; Quarter (Canadian coin); International education; Medicine; Work (physics); Higher education; Political science; Geography; Engineering","score_opus":0.05155384534027976,"score_gpt":0.4326634445920682,"score_spread":0.38110959925178844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950649782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690539,0.001245704,0.00003860699,0.0027787874,0.0088373255,0.00075361296,0.000004996464,0.000032555687,0.017254516],"genre_scores_gemma":[0.9882885,0.00022330928,0.0015715266,0.0010753741,0.0010052808,0.000007972568,0.000008673431,0.00005226076,0.0077671],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963552,0.0013715924,0.0010669769,0.00024548382,0.0005250252,0.00043576307],"domain_scores_gemma":[0.99739856,0.00018281871,0.0009972414,0.00037447753,0.0005392488,0.00050765486],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018380072,0.0001856861,0.0002971137,0.00018214941,0.00027916286,0.00005093477,0.00040488938,0.000047756952,0.0008973272],"category_scores_gemma":[0.00038857426,0.00016702198,0.00010804626,0.00033532627,0.000025915275,0.00044650526,0.0001260945,0.00082902756,0.007699054],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032810622,0.0011110291,0.69210666,0.00064460485,0.000054273336,0.000100900164,0.010226849,0.00004165905,0.0009978511,0.00036897926,0.1865525,0.107466556],"study_design_scores_gemma":[0.0009917861,0.00047073464,0.6953678,0.0027718476,0.000052091167,0.00039309874,0.06678881,0.0000036660022,0.00011289253,0.0002865318,0.2324916,0.00026916983],"about_ca_topic_score_codex":0.000080003214,"about_ca_topic_score_gemma":0.000018939685,"teacher_disagreement_score":0.10719739,"about_ca_system_score_codex":0.00047164148,"about_ca_system_score_gemma":0.00062232977,"threshold_uncertainty_score":0.9930736},"labels":[],"label_agreement":null},{"id":"W2951455000","doi":"10.1016/j.ijnss.2019.06.009","title":"Analyzing economic feasibility for investing in nursing care: Evidence from panel data analysis in 35 OECD countries","year":2019,"lang":"en","type":"article","venue":"International Journal of Nursing Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Gross domestic product; Per capita; Cointegration; Granger causality; Economics; Demographic economics; Panel data; Population; Health care; Proxy (statistics); Nursing care; Nursing; Economic growth; Medicine; Econometrics; Environmental health; Statistics","score_opus":0.27583159718217576,"score_gpt":0.5635076880288703,"score_spread":0.28767609084669454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951455000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9881115,0.0026991817,0.0008133828,0.004045653,0.003238628,0.0003608694,0.000081965365,0.000010369091,0.0006384261],"genre_scores_gemma":[0.99050564,0.00015914753,0.008731539,0.00017793648,0.00037231186,0.0000030502736,0.000022965689,0.000007365061,0.000020044057],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966955,0.00039624557,0.0013619032,0.00048427147,0.0005971108,0.0004649446],"domain_scores_gemma":[0.9953456,0.002788703,0.001099144,0.0003143619,0.00034080478,0.00011141707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039448203,0.00014189203,0.0004857306,0.00089274254,0.00025426794,0.00010674897,0.0017002869,0.00010362391,0.00012859175],"category_scores_gemma":[0.0008947225,0.00012873499,0.00009192054,0.00048054126,0.00028994074,0.0015698052,0.00009085639,0.00042001813,0.000019650855],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000186369,0.000040857896,0.973586,0.000020135527,0.00004364604,0.000004251786,0.007987131,0.009982904,0.00006125722,0.00034493353,0.0001868851,0.0075556007],"study_design_scores_gemma":[0.0016785214,0.00025390214,0.84345895,0.021692498,0.00020741882,0.000009330662,0.04521218,0.07478129,0.000061988896,0.012034455,0.00029667752,0.00031281315],"about_ca_topic_score_codex":0.002610022,"about_ca_topic_score_gemma":0.0035312057,"teacher_disagreement_score":0.1301271,"about_ca_system_score_codex":0.0030345079,"about_ca_system_score_gemma":0.0012956341,"threshold_uncertainty_score":0.79351324},"labels":[],"label_agreement":null},{"id":"W2951765512","doi":"10.9778/cmajo.20180205","title":"The regional medical campus model and rural family medicine practice in British Columbia: a retrospective longitudinal cohort study","year":2019,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"British Columbia Centre of Excellence for Women's Health; University of British Columbia","funders":"","keywords":"Cohort; Retrospective cohort study; Family medicine; Medicine; Demography; Geography; Sociology; Internal medicine","score_opus":0.04898927299965882,"score_gpt":0.44426673804602435,"score_spread":0.3952774650463655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951765512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95061064,0.0012389661,0.000005333605,0.008769526,0.0006244964,0.007212444,0.000010399273,0.000040155508,0.03148805],"genre_scores_gemma":[0.98187906,0.0011991219,0.000101721074,0.003990188,0.00021231087,0.0006383021,0.000014520953,0.00003007471,0.011934694],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956512,0.001074111,0.00082951586,0.00057734514,0.0011143193,0.0007535342],"domain_scores_gemma":[0.9964207,0.001913566,0.00035431117,0.00054839713,0.00041093273,0.0003521093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0056348406,0.00015623523,0.000642738,0.00002975388,0.0011524971,0.00013294448,0.0007752645,0.0002593133,0.00058812666],"category_scores_gemma":[0.002590641,0.00015564993,0.000023573306,0.00035856964,0.00028520005,0.00043352033,0.0009307486,0.0013756838,0.00012060738],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014418249,0.0001278036,0.9308222,0.000026180278,0.000039840266,0.00008205368,0.002575227,0.0000042938295,4.2860393e-7,0.00044888514,0.064721555,0.0010073591],"study_design_scores_gemma":[0.0032361518,0.00039395734,0.9311586,0.0009961004,0.000034491273,0.0000504879,0.05260159,0.00081111037,3.9691974e-9,0.0016240961,0.008940436,0.00015297437],"about_ca_topic_score_codex":0.50526315,"about_ca_topic_score_gemma":0.7043717,"teacher_disagreement_score":0.19910853,"about_ca_system_score_codex":0.0005144102,"about_ca_system_score_gemma":0.0009170364,"threshold_uncertainty_score":0.8864193},"labels":[],"label_agreement":null},{"id":"W2951942726","doi":"10.22038/fmej.2019.13283","title":"Militant Medical and Health Education; A Holy Art!","year":2019,"lang":"en","type":"article","venue":"future of medical education journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Militant; Medicine; Ancient history; Political science; History; Law","score_opus":0.02220900005918215,"score_gpt":0.47212952705233663,"score_spread":0.4499205269931545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951942726","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33152813,0.028097237,0.00006658383,0.60814357,0.021292062,0.0007931549,0.0000049678906,0.000039171086,0.010035171],"genre_scores_gemma":[0.64738846,0.03787917,0.007024183,0.24790101,0.031056939,0.0001707882,0.00014391348,0.0001073099,0.02832825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99495465,0.00071903894,0.001306059,0.0002632213,0.00217864,0.0005783912],"domain_scores_gemma":[0.99522847,0.00026398562,0.00067762815,0.00030970573,0.0005056796,0.0030145056],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0046990262,0.00017419276,0.00047633937,0.00018516943,0.00045727135,0.000012333625,0.00045433582,0.0005246805,0.03531611],"category_scores_gemma":[0.0017103951,0.00013400601,0.00007095647,0.00031295634,0.0001204781,0.00014777553,0.00009179129,0.0020735099,0.00042808856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003367452,0.00040347333,0.031208549,0.00066186156,0.00001530158,0.0000016895118,0.0041000815,1.145278e-7,0.0000012838515,0.012865423,0.7704104,0.1802981],"study_design_scores_gemma":[0.0008855562,0.00020335626,0.046005465,0.0044725216,0.0000090566955,0.00029475486,0.030122621,0.000038810416,4.6928594e-7,0.0017478158,0.9160983,0.0001212685],"about_ca_topic_score_codex":0.00021910468,"about_ca_topic_score_gemma":0.00010312401,"teacher_disagreement_score":0.36024255,"about_ca_system_score_codex":0.00032636744,"about_ca_system_score_gemma":0.04992745,"threshold_uncertainty_score":0.96556574},"labels":[],"label_agreement":null},{"id":"W2952284160","doi":"10.30770/2572-1852-99.2.8","title":"ECFMG: How a ‘Central Screening Agency’ Grew to Impact Medicine Worldwide","year":2013,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Mandate; Agency (philosophy); Political science; Commission; Pace; Medical education; Public relations; Medicine; Sociology; Law","score_opus":0.06208185012446842,"score_gpt":0.4677802839479267,"score_spread":0.40569843382345827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952284160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73681176,0.0007702444,0.030159703,0.22776145,0.0019536652,0.00091612973,0.0000019253494,0.00004857976,0.0015765781],"genre_scores_gemma":[0.985837,0.00012264552,0.0029742543,0.005435523,0.003786636,0.0000143403695,0.0000067045617,0.000026736448,0.0017961747],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9945975,0.0006313863,0.001291454,0.00017371,0.0024569135,0.0008490664],"domain_scores_gemma":[0.99533254,0.0008284521,0.0009226417,0.00023517605,0.0006807643,0.0020004066],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030132707,0.00019480239,0.00056405517,0.00030589406,0.00031639382,0.000018046838,0.00041283714,0.00035061358,0.015908832],"category_scores_gemma":[0.0052346517,0.00012476767,0.00013838049,0.0005671,0.00008442714,0.00040260103,0.000088338005,0.0010802316,0.00018720116],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029392177,0.00006479257,0.07775195,0.00019619349,0.00008413756,0.000060474533,0.0058254916,0.00035054408,0.00031587773,0.0011792196,0.7117776,0.20209976],"study_design_scores_gemma":[0.0022503803,0.00075013895,0.9005465,0.006898335,0.00005266679,0.000066495435,0.001928476,0.004911876,0.000010563018,0.0042407317,0.07815762,0.00018620977],"about_ca_topic_score_codex":0.00090761494,"about_ca_topic_score_gemma":0.00012903649,"teacher_disagreement_score":0.82279456,"about_ca_system_score_codex":0.0005178078,"about_ca_system_score_gemma":0.0005992144,"threshold_uncertainty_score":0.9849908},"labels":[],"label_agreement":null},{"id":"W2953469422","doi":"10.3138/jmvfh.2018-0011","title":"Delivering services to the families of Veterans of current conflicts: a rapid review of outcomes for Veterans","year":2019,"lang":"en","type":"review","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Veterans Affairs; Psychosocial; Psychological intervention; Diversity (politics); Mental health; Psychology; Narrative; Medicine; Service member; Peer support; Military service; Service delivery framework; Psychiatry; Service (business); Military personnel; Political science","score_opus":0.20253788186307287,"score_gpt":0.5040664779996313,"score_spread":0.30152859613655847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953469422","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0043058516,0.98551375,0.00011383319,0.00062083674,0.0020183267,0.0059248195,0.0014197648,0.000010391458,0.00007241341],"genre_scores_gemma":[0.00037858775,0.9946394,0.0010896376,0.0034072562,0.0002457535,0.00009018176,0.000058866794,0.00006671174,0.000023636101],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9893191,0.0020167397,0.0066834604,0.0004105876,0.000761231,0.0008088802],"domain_scores_gemma":[0.9902323,0.0029316202,0.0044763936,0.0008240357,0.0010805859,0.0004550929],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004833804,0.00065547065,0.006733924,0.00050332636,0.00026230785,0.0000027511269,0.0009521393,0.00029307164,0.000024278546],"category_scores_gemma":[0.0002199703,0.00040154136,0.0012720643,0.00046339564,0.00012790479,0.00015615362,0.00017862838,0.001151494,0.0000064224005],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017426076,0.0000705964,0.00016810623,0.5435056,0.00019957265,0.0000010272001,0.0062797153,0.000002310505,9.735018e-7,0.000022677395,0.0012607779,0.44831434],"study_design_scores_gemma":[0.0007847826,0.0016831916,0.00070114486,0.38238186,0.00049240154,0.00001174377,0.0017778256,0.000006794222,8.0535685e-8,0.0000061473224,0.611986,0.00016807615],"about_ca_topic_score_codex":0.0020190822,"about_ca_topic_score_gemma":0.00023195328,"teacher_disagreement_score":0.61072516,"about_ca_system_score_codex":0.00024369647,"about_ca_system_score_gemma":0.0015569146,"threshold_uncertainty_score":0.99984366},"labels":[],"label_agreement":null},{"id":"W2953707357","doi":"10.4103/jnsm.jnsm_32_18","title":"The impact of the “Brain Drain” involving Saudi physicians: A cross-sectional study","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Cross-sectional study; Medicine; Preference; Family medicine; Psychology; Demography","score_opus":0.3268876306134425,"score_gpt":0.669411106895762,"score_spread":0.3425234762823195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2953707357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98022985,0.0057522343,0.000017114357,0.0005465549,0.0023125259,0.0026360534,0.00008703817,0.000047080026,0.008371527],"genre_scores_gemma":[0.99485546,0.0009547463,0.000027142227,0.0008593225,0.0011224818,0.00015110962,0.000004373218,0.00006864694,0.001956734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9923333,0.002633116,0.0021055283,0.0005202767,0.0013421257,0.0010656776],"domain_scores_gemma":[0.9908944,0.0032402782,0.002786469,0.0012198638,0.0015827515,0.00027627786],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006374521,0.00041360824,0.0008778799,0.0002948218,0.0044653756,0.00057615835,0.0048004934,0.0002215388,0.0070169666],"category_scores_gemma":[0.0024101145,0.00023987053,0.0004356498,0.0018891095,0.0007654467,0.001452446,0.002247376,0.0013400235,0.00007305838],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038758753,0.00033276464,0.89945304,0.00007707861,0.00024460032,0.0000025968081,0.00279461,0.00007488834,0.0030596866,0.00015384446,0.09200776,0.001411522],"study_design_scores_gemma":[0.00086112367,0.00007826066,0.9830609,0.0010309473,0.000032681855,0.0000025139293,0.0021279636,0.00008576031,0.0003003445,0.006687628,0.005496586,0.00023527132],"about_ca_topic_score_codex":0.014779432,"about_ca_topic_score_gemma":0.0023617605,"teacher_disagreement_score":0.08651118,"about_ca_system_score_codex":0.00064919016,"about_ca_system_score_gemma":0.0010119154,"threshold_uncertainty_score":0.9968307},"labels":[],"label_agreement":null},{"id":"W2954749139","doi":"10.1177/2382120519859311","title":"A Qualitative Investigation of the Experiences of Students and Preceptors Taking Part in Remote and Rural Community Experiential Placements During Early Medical Training","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Education and Curricular Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Experiential learning; Medical education; Psychology; Training (meteorology); Qualitative research; Medicine; Pedagogy; Sociology; Geography","score_opus":0.07048967699617784,"score_gpt":0.48760437109295035,"score_spread":0.4171146940967725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954749139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99775463,0.00048381087,0.000010411548,0.0005970818,0.00082421023,0.00029501517,2.133181e-7,0.000002005067,0.00003263556],"genre_scores_gemma":[0.9990854,0.0001789867,0.0004323634,0.00021164116,0.000040456176,0.000013331601,0.0000013788527,0.0000039734555,0.00003244011],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9962286,0.0012813463,0.00096293923,0.00007909905,0.001282716,0.00016535184],"domain_scores_gemma":[0.9984441,0.00023339,0.00083102856,0.00006913542,0.00013011259,0.0002922416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003681214,0.00008607716,0.00026900863,0.000086638625,0.00022185492,0.000007423374,0.00020073626,0.00013360589,0.000242087],"category_scores_gemma":[0.0012916366,0.00005793729,0.000018025445,0.00016232788,0.0001826442,0.00011448035,0.00016987872,0.00058687147,3.4962883e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028779838,0.00006167242,0.32813165,0.00017359729,0.000013458225,2.5801677e-7,0.66724014,1.6609178e-7,0.000020079422,0.000032726897,0.000029894782,0.004267566],"study_design_scores_gemma":[0.00088191585,0.000054925385,0.36472708,0.006305652,0.0000046452565,0.000007287181,0.6277135,0.000015812147,0.00007091677,0.000047663376,0.00012780188,0.000042812007],"about_ca_topic_score_codex":0.00022805759,"about_ca_topic_score_gemma":0.000060643975,"teacher_disagreement_score":0.03952664,"about_ca_system_score_codex":0.000088826935,"about_ca_system_score_gemma":0.0011120413,"threshold_uncertainty_score":0.2650683},"labels":[],"label_agreement":null},{"id":"W2954936644","doi":"","title":"Post-Graduate medical education examination outcomes and work locations of IMG family medicine residents in Canada.","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Health Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"IMG; Work (physics); Medical education; Graduate medical education; Medicine; Family medicine; Gerontology; Accreditation; Computer science; Engineering","score_opus":0.025755750434402806,"score_gpt":0.3423652731899804,"score_spread":0.3166095227555776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954936644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99169934,0.00019607066,0.0005634723,0.0055191335,0.0009081623,0.00020061407,0.000010979975,0.000003705677,0.0008985091],"genre_scores_gemma":[0.9977658,0.0006782908,0.00012212081,0.0002516201,0.00025961906,1.3972085e-7,0.000017415576,0.0000062182444,0.00089880574],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99676526,0.0010420097,0.00089912483,0.0001258053,0.0009262084,0.00024159627],"domain_scores_gemma":[0.9959292,0.0009674177,0.0013632601,0.00025950046,0.0012912226,0.00018944377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025940037,0.00012730283,0.00066442013,0.0004721586,0.00036978934,0.0000026144992,0.0004825224,0.00011415545,0.00033253664],"category_scores_gemma":[0.0007540866,0.00009516258,0.00007637403,0.0011849138,0.00035514432,0.00013451377,0.00010400741,0.00041266836,0.0000025608847],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009194302,0.00009157692,0.98307693,0.000090678506,0.0005485486,0.0000093270755,0.007181334,0.00021397653,0.00004180197,0.00023883377,0.0034558445,0.004131703],"study_design_scores_gemma":[0.0014363994,0.00012696981,0.97033405,0.00048651,0.000854064,0.0000032118285,0.02537003,0.0008664889,4.0221406e-7,0.00027089115,0.00017940943,0.00007156958],"about_ca_topic_score_codex":0.92883354,"about_ca_topic_score_gemma":0.9793759,"teacher_disagreement_score":0.050542314,"about_ca_system_score_codex":0.0009790018,"about_ca_system_score_gemma":0.0038928667,"threshold_uncertainty_score":0.6905778},"labels":[],"label_agreement":null},{"id":"W2955037191","doi":"10.26686/wgtn.17136290","title":"Exploring the sustaining factors that motivate nurses to work in the rural areas of Papua New Guinea","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Science and Engineering Research Board; Prairie Oat Growers Association; World Bank Group","keywords":"Disadvantaged; Government (linguistics); New guinea; Work (physics); Developing country; Rural area; Face (sociological concept); Nursing; Rural health; Economic shortage; Health care; Medicine; Economic growth; Political science; Psychology; Sociology; Social science","score_opus":0.17747881937706445,"score_gpt":0.443095755135131,"score_spread":0.26561693575806655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955037191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95714515,0.0003226851,0.000006517144,0.0019762318,0.004310711,0.0034693538,0.00000994356,0.00008729785,0.03267208],"genre_scores_gemma":[0.9254257,0.00013485618,0.000059703085,0.0007785146,0.0002689199,0.00029597193,0.00029050704,0.00007376652,0.072672054],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9960154,0.00074308674,0.001021038,0.0003735814,0.00073116884,0.0011156693],"domain_scores_gemma":[0.9955587,0.002533446,0.000609822,0.00089362107,0.0002129523,0.0001915041],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00085145683,0.00047465958,0.0007261648,0.00023784573,0.00052922004,0.00002913517,0.0010287861,0.00034980598,0.0005435584],"category_scores_gemma":[0.0006398903,0.00024909372,0.00015226152,0.0010187364,0.00002593654,0.00022004593,0.00009889277,0.0014377913,0.00019690633],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005820574,0.000043010623,0.5862583,0.00094640465,0.000045226963,0.000003884478,0.37934938,0.00016743212,0.0000054660036,0.0037651972,0.019016158,0.009817465],"study_design_scores_gemma":[0.00022688482,0.000053082298,0.37681067,0.0038851548,0.000024189558,1.1896941e-7,0.60352534,0.0000019204717,0.000043751665,0.00012457716,0.015116423,0.00018790163],"about_ca_topic_score_codex":0.017602773,"about_ca_topic_score_gemma":0.006695165,"teacher_disagreement_score":0.22417592,"about_ca_system_score_codex":0.00031314977,"about_ca_system_score_gemma":0.0006409442,"threshold_uncertainty_score":0.9999961},"labels":[],"label_agreement":null},{"id":"W2955946617","doi":"","title":"Maintaining Stability in a Changing Climate: A Comparative Analysis of Public Health Systems and Migration Policies in the U.S. and Canada","year":2019,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Political science; Climate change; Public policy; Environmental planning; Geography; Medicine; Law","score_opus":0.10753012545644966,"score_gpt":0.4298706790608648,"score_spread":0.32234055360441516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955946617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904289,0.0006786217,0.00001466446,0.005585699,0.00005707577,0.0012542951,0.00003562239,0.000009590798,0.0019354945],"genre_scores_gemma":[0.9986632,0.00016308848,0.000032525233,0.0010139132,0.000010122172,0.00006110742,0.000024568331,0.000003030133,0.000028475079],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966231,0.0015867021,0.0006864575,0.00019456181,0.00021108057,0.0006981216],"domain_scores_gemma":[0.9984181,0.0009490773,0.00027046105,0.00019334076,0.000076187825,0.0000928437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045491247,0.000098831784,0.0005444498,0.00048629806,0.00022268399,0.000013543352,0.0000764302,0.000055567172,0.00003213698],"category_scores_gemma":[0.00006448527,0.0000685445,0.000013619553,0.0015628928,0.000037347254,0.00009788512,0.00007328277,0.00022840739,6.1015123e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010323231,0.000012777425,0.9149227,0.0003401775,0.000015364187,2.4610677e-7,0.07000275,0.00010690001,0.0000016910369,0.014496144,0.000049147442,0.000041744144],"study_design_scores_gemma":[0.00020102557,0.00003376297,0.55662733,0.00016330095,0.000007145807,2.4216604e-7,0.4270299,0.0154185025,2.8200756e-7,0.000008617696,0.00046734913,0.000042561627],"about_ca_topic_score_codex":0.9589769,"about_ca_topic_score_gemma":0.99564314,"teacher_disagreement_score":0.35829544,"about_ca_system_score_codex":0.00055375125,"about_ca_system_score_gemma":0.00062263134,"threshold_uncertainty_score":0.27951634},"labels":[],"label_agreement":null},{"id":"W2956834976","doi":"10.1186/s12960-019-0393-1","title":"Medical diaspora: an underused entity in low- and middle-income countries’ health system development","year":2019,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social policy; Health services research; Health administration; Low and middle income countries; Health informatics; Diaspora; Public health; Health economics; Health policy; Economic growth; Business; Medicine; Developing country; Political science; Nursing; Economics","score_opus":0.048742021303791856,"score_gpt":0.411729564971901,"score_spread":0.36298754366810915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2956834976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859514,0.0021027338,0.000067765126,0.0051551946,0.0006798168,0.0049896687,0.000058718655,0.0003313504,0.0006633125],"genre_scores_gemma":[0.9892555,0.00024169308,0.0006946358,0.00798432,0.00031045443,0.00035359574,0.00011745885,0.000085048516,0.00095732836],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9923921,0.0013142601,0.0023279828,0.0008692981,0.0010080909,0.002088226],"domain_scores_gemma":[0.99595803,0.00063187315,0.0009770027,0.0006611611,0.00015011276,0.0016218326],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006656618,0.00039939344,0.0012306758,0.00034227307,0.0021091085,0.000034831584,0.00048262664,0.00045584078,0.00038845808],"category_scores_gemma":[0.00009253972,0.00037548968,0.000060155762,0.00032805125,0.00012917866,0.00018243982,0.00021664804,0.00092111155,0.00022335295],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005477216,0.00031351566,0.78710747,0.08465286,0.000041174855,0.000016898905,0.09512742,0.000016110813,4.3787838e-7,0.029333847,0.0017409716,0.0011015864],"study_design_scores_gemma":[0.009706306,0.0017501019,0.6608127,0.050601576,0.000009476905,0.000013993888,0.064868644,0.0009964693,0.0000017956855,0.0003666513,0.20999253,0.00087980356],"about_ca_topic_score_codex":0.00915823,"about_ca_topic_score_gemma":0.038683485,"teacher_disagreement_score":0.20825155,"about_ca_system_score_codex":0.002920375,"about_ca_system_score_gemma":0.0030229036,"threshold_uncertainty_score":0.9998697},"labels":[],"label_agreement":null},{"id":"W2958317907","doi":"10.31899/rh6.1002","title":"Assessment of in-service training and continuing education (IST/CE) for frontline health workers in Bauchi and Cross River states, Nigeria","year":2019,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Global Affairs Canada; World Health Organization","keywords":"Sustenance; Human resources; Training (meteorology); Business; Continuing education; Distribution (mathematics); Professional development; Stock (firearms); Service (business); Health services; Health care; Quality (philosophy); Economic growth; Nursing; Environmental health; Political science; Medicine; Geography; Medical education; Marketing; Population","score_opus":0.07623311583098243,"score_gpt":0.5078560505734928,"score_spread":0.4316229347425104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2958317907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95816463,0.009772184,0.0003676231,0.0017337914,0.002959024,0.007865519,0.00030096382,0.000060217313,0.018776055],"genre_scores_gemma":[0.93416655,0.01322322,0.0269135,0.0027457394,0.00053071475,0.0008503565,0.0016571591,0.00016665312,0.019746086],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99495274,0.00048942806,0.002326126,0.0007399877,0.00047588022,0.0010158485],"domain_scores_gemma":[0.9958144,0.0011259419,0.0016365781,0.00039613177,0.0007453904,0.0002815487],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004692414,0.00040558088,0.0016223599,0.00035705356,0.00020089182,0.000023252964,0.00016538803,0.0006178098,0.00011950287],"category_scores_gemma":[0.00023942206,0.00038789408,0.00005234256,0.00031109917,0.000080726626,0.00016376842,0.00015854705,0.0010057623,0.0000022891877],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009096809,0.00009177744,0.9213107,0.010356495,0.000018876504,9.851658e-7,0.017889883,0.00003790844,0.0000012421,0.00011739416,0.0070849005,0.04299887],"study_design_scores_gemma":[0.0025879184,0.0002023303,0.8274829,0.020342441,0.000016026916,0.000003267133,0.07636108,0.000671323,2.4857025e-7,0.00032329917,0.071628004,0.00038118032],"about_ca_topic_score_codex":0.05505004,"about_ca_topic_score_gemma":0.054225925,"teacher_disagreement_score":0.09382782,"about_ca_system_score_codex":0.0016346142,"about_ca_system_score_gemma":0.009920045,"threshold_uncertainty_score":0.9998573},"labels":[],"label_agreement":null},{"id":"W2960969409","doi":"","title":"Broadening the narrative on rural health: from disadvantage to resilience","year":2019,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health literacy; Grandparent; Rural sociology; Psychological resilience; Rural area; Sociology; Narrative; Disadvantage; Health equity; Health care; Rural health; Geography; Public health; Psychology; Economic growth; Medicine; Agriculture; Political science; Social psychology; Nursing","score_opus":0.01557117371477433,"score_gpt":0.37724019623804556,"score_spread":0.3616690225232712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2960969409","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93203825,0.00088401104,0.0006500723,0.04103102,0.0016741897,0.0006335454,0.000024319874,0.000034947174,0.02302964],"genre_scores_gemma":[0.9863906,0.00070132443,0.0008180563,0.0063412306,0.0004117262,3.0773933e-7,0.0000052952705,0.000010202702,0.0053212824],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99699026,0.00087440945,0.00037785462,0.00018095823,0.001022481,0.0005540151],"domain_scores_gemma":[0.99746585,0.0008987895,0.0003649305,0.00027299277,0.00013457882,0.0008628552],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009864873,0.0001237046,0.00033814955,0.000024600211,0.0012870647,0.000005794113,0.00076158665,0.00015260866,0.018453272],"category_scores_gemma":[0.00033510788,0.00009023968,0.000081461076,0.00006627578,0.00012293666,0.0002069435,0.00021660917,0.0010185986,0.00036177028],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031068847,0.00023563014,0.085420884,0.00014360198,0.000135591,0.00016016208,0.48961642,0.00015620208,0.00014324038,0.0044792937,0.31029034,0.10611175],"study_design_scores_gemma":[0.0019993186,0.00094759325,0.10142878,0.004003064,0.000013875725,0.000011977825,0.63794607,0.00019814637,0.000004302247,0.00021084766,0.2530485,0.00018752755],"about_ca_topic_score_codex":0.037030987,"about_ca_topic_score_gemma":0.019370783,"teacher_disagreement_score":0.14832965,"about_ca_system_score_codex":0.0011048582,"about_ca_system_score_gemma":0.00077035,"threshold_uncertainty_score":0.9985231},"labels":[],"label_agreement":null},{"id":"W2963152117","doi":"","title":"Creating a global health tool-kit: an indigenous case study, for medical student by medical students","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Indigenous; Medical education; Global health; Medicine; Public health; Nursing","score_opus":0.017515273135742523,"score_gpt":0.4331782340799604,"score_spread":0.4156629609442179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963152117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851462,0.00021426938,0.010527388,0.0012626979,0.0012970886,0.0012348141,0.00011219644,0.000031275136,0.00017407497],"genre_scores_gemma":[0.9969363,0.00032943784,0.00034863016,0.00056223426,0.0014198171,9.474227e-7,0.000029671264,0.000018716437,0.00035424074],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9906176,0.0029675018,0.0017116038,0.00035038055,0.0034838358,0.00086913013],"domain_scores_gemma":[0.9938056,0.0011989339,0.0023246899,0.0005781872,0.0011237119,0.00096891506],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012889647,0.00030430773,0.0014117975,0.00025794568,0.0027287425,0.000032801123,0.0024275773,0.00034285284,0.00097359257],"category_scores_gemma":[0.0005393546,0.00023401556,0.00038361154,0.0011834851,0.00042101342,0.00023717388,0.00059502624,0.0008603776,0.000014401962],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0045536924,0.0028925617,0.88355863,0.00014661078,0.0058226655,0.0014913282,0.086381786,0.00019699443,0.0000031727093,0.00012231278,0.0051568863,0.00967336],"study_design_scores_gemma":[0.035150394,0.018236391,0.13469125,0.0010889203,0.011694793,0.0018402624,0.77352345,0.0147315515,3.0375577e-7,0.00054834597,0.0075176046,0.0009767339],"about_ca_topic_score_codex":0.08160109,"about_ca_topic_score_gemma":0.30459264,"teacher_disagreement_score":0.7488674,"about_ca_system_score_codex":0.0019358986,"about_ca_system_score_gemma":0.0027342725,"threshold_uncertainty_score":0.9999397},"labels":[],"label_agreement":null},{"id":"W2963649607","doi":"10.4103/1115-2613.278577","title":"Characteristics of medical doctors working in public healthcare institutions in a Southern Nigerian State","year":2019,"lang":"en","type":"article","venue":"Nigerian Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Health care; Rural area; Quarter (Canadian coin); Family medicine; Medicine; Primary health care; Cross-sectional study; Public health; Tertiary care; Nursing; Environmental health; Geography; Population; Political science","score_opus":0.09088217454374328,"score_gpt":0.4314858426717543,"score_spread":0.340603668128011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963649607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9279183,0.00093501847,0.00005869191,0.06588626,0.0031922301,0.00059445365,0.000014740034,0.000016277174,0.0013839868],"genre_scores_gemma":[0.9951742,0.00089007337,0.00012035261,0.0026746714,0.0007867763,0.000010226904,0.0000149243,0.000029742498,0.00029898837],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9929828,0.001183837,0.003306188,0.0002302441,0.0014116168,0.00088528026],"domain_scores_gemma":[0.9962105,0.0005782258,0.0016642105,0.0003501981,0.00044275232,0.0007540977],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006411344,0.00023652274,0.0012706093,0.00084279897,0.00013087512,0.0000067801298,0.0006163503,0.00039636702,0.0026113973],"category_scores_gemma":[0.002025668,0.00018253166,0.00007694342,0.0009892036,0.00026306947,0.00016677372,0.000102051374,0.002159766,0.00008409594],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031557743,0.000110740344,0.95396584,0.0005206801,0.000020250545,0.00022764946,0.032205943,0.000006945143,0.00005281739,0.0016457932,0.0005734599,0.010354317],"study_design_scores_gemma":[0.018739233,0.0019017145,0.65400565,0.061643012,0.000034322264,0.00016476162,0.121511824,0.0001678858,0.0000070333394,0.0019525333,0.13929236,0.0005796633],"about_ca_topic_score_codex":0.0016754346,"about_ca_topic_score_gemma":0.006409475,"teacher_disagreement_score":0.29996017,"about_ca_system_score_codex":0.00057915977,"about_ca_system_score_gemma":0.0029268868,"threshold_uncertainty_score":0.9983004},"labels":[],"label_agreement":null},{"id":"W2963759117","doi":"","title":"Promising practices used by International Medical Graduate Physicians to increase cervical screening in South Asian and Chinese immigrants in the Greater Toronto Area","year":2018,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Family medicine; Medicine; Medical education; Geography","score_opus":0.03570245766950081,"score_gpt":0.35055173564383174,"score_spread":0.31484927797433093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963759117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904018,0.00012579755,0.000011991569,0.002739408,0.00047989,0.0011831112,0.00008533929,0.000057159443,0.004915494],"genre_scores_gemma":[0.9689464,0.000082266626,0.028235665,0.0002801464,0.000068632224,0.000015845235,0.0005820586,0.000029526334,0.0017594448],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973573,0.0000850004,0.0006192925,0.00061435375,0.00079788116,0.0005261403],"domain_scores_gemma":[0.9979572,0.000018362805,0.0011199182,0.00047953115,0.00027068073,0.00015428806],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0011463567,0.000351064,0.0007511952,0.00049242465,0.00057602604,0.00001850449,0.0013311383,0.0011012137,0.0003133282],"category_scores_gemma":[0.00075313874,0.00033277855,0.00008754071,0.0006001862,0.00018766952,0.0010040421,0.0003408224,0.0026290938,0.000016466407],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004153755,0.0007960025,0.45946372,0.0009258394,0.00036808292,0.00050019345,0.43537357,0.0000037308978,0.00026637648,0.00029206098,0.002876632,0.09498004],"study_design_scores_gemma":[0.0030626163,0.00024606372,0.61692,0.005322309,0.00010770183,0.000008693691,0.1415199,0.00005106155,0.0000146971215,0.00019606465,0.23212133,0.00042956625],"about_ca_topic_score_codex":0.3779736,"about_ca_topic_score_gemma":0.91661966,"teacher_disagreement_score":0.53864604,"about_ca_system_score_codex":0.0008408317,"about_ca_system_score_gemma":0.00087795645,"threshold_uncertainty_score":0.99991244},"labels":[],"label_agreement":null},{"id":"W2964126598","doi":"","title":"An environmental scan of Canadian physician re-entry, remediation, and re-training programs","year":2018,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Training (meteorology); Environmental remediation; Medical education; Environmental planning; Business; Medicine; Environmental science; Geography","score_opus":0.026131538832490853,"score_gpt":0.30691044726955613,"score_spread":0.28077890843706527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964126598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994756,0.00007983905,0.0003011599,0.0009020706,0.00047090492,0.00025272535,0.000042995413,0.000008470644,0.00318588],"genre_scores_gemma":[0.9976305,0.00052882783,0.00052072335,0.00010908575,0.000798104,8.894077e-8,0.000043554417,0.0000111255285,0.0003580218],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976186,0.00070855214,0.0006183683,0.00016336588,0.00046583576,0.00042524477],"domain_scores_gemma":[0.99744457,0.0001953639,0.0013608288,0.00034524582,0.00028101163,0.00037297205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015552845,0.00015299764,0.0006006461,0.00065498607,0.000851612,0.000008141309,0.0005151867,0.00014789184,0.00032471775],"category_scores_gemma":[0.000044021515,0.00012967904,0.00016303804,0.001023693,0.0005282773,0.00023548397,0.000071141745,0.0003785736,0.0000075573175],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034633216,0.00033478974,0.8383103,0.00015847696,0.0032288353,0.000045658075,0.12610097,0.001301689,0.002154098,0.0006109143,0.0031182445,0.021172715],"study_design_scores_gemma":[0.0061442195,0.0028166957,0.55707383,0.00074109697,0.007183396,0.000016116092,0.38425735,0.014795351,0.000015579695,0.0013587208,0.02499761,0.00060006377],"about_ca_topic_score_codex":0.19988276,"about_ca_topic_score_gemma":0.7611479,"teacher_disagreement_score":0.5612652,"about_ca_system_score_codex":0.000593639,"about_ca_system_score_gemma":0.0005226466,"threshold_uncertainty_score":0.8054453},"labels":[],"label_agreement":null},{"id":"W2965190461","doi":"10.3390/pharmacy7030109","title":"Financial Incentive Required for Pharmacy Students to Accept a Post-Graduation Position in Rural and Undesirable Pharmacy Settings","year":2019,"lang":"en","type":"article","venue":"Pharmacy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pharmacy; Graduation (instrument); Salary; Incentive; Medical education; Position (finance); Psychology; Work experience; Family medicine; Medicine; Work (physics); Business; Political science; Finance; Economics","score_opus":0.06077987461805392,"score_gpt":0.4884500223629032,"score_spread":0.4276701477448493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2965190461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98033094,0.0003265231,0.000120680794,0.008767919,0.001450251,0.007762391,0.0001606815,0.00015148483,0.00092911307],"genre_scores_gemma":[0.9805331,0.00027076522,0.0006218943,0.015557728,0.0004440515,0.0008554528,0.00022412164,0.000058504673,0.0014343405],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99638957,0.0004829314,0.000896007,0.0005701357,0.00050617784,0.0011552009],"domain_scores_gemma":[0.99821055,0.00047460955,0.0003523141,0.00021813608,0.00041791456,0.0003264503],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010982855,0.00033681982,0.0004687235,0.00028820947,0.0005840252,0.000051494928,0.00037621942,0.00006910684,0.0006280929],"category_scores_gemma":[0.00024185996,0.00035522782,0.00007675744,0.0005603249,0.000033782686,0.0009279793,0.0003021018,0.0005373027,0.00060234027],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007852516,0.00059829926,0.84867346,0.0015465831,0.00006664355,0.000015439571,0.01901984,0.00005351889,0.039238606,0.001094979,0.025061183,0.056778926],"study_design_scores_gemma":[0.110838264,0.0011666364,0.28042457,0.006951364,0.0004514949,0.000019276706,0.014748333,0.014134347,0.019888867,0.0059902617,0.54237586,0.0030107026],"about_ca_topic_score_codex":0.0031303451,"about_ca_topic_score_gemma":0.00021421233,"teacher_disagreement_score":0.56824887,"about_ca_system_score_codex":0.0007587908,"about_ca_system_score_gemma":0.00045519968,"threshold_uncertainty_score":0.99988997},"labels":[],"label_agreement":null},{"id":"W2965563207","doi":"10.1097/acm.0000000000002924","title":"Defining Rural: The Predictive Value of Medical School Applicants’ Rural Characteristics on Intent to Practice in a Rural Community","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Graduation (instrument); Matriculation; Logistic regression; Medical school; Rural area; McNemar's test; Family medicine; Medicine; Medical education; Odds; Inclusion (mineral); Psychology; Social psychology; Statistics","score_opus":0.038601555088520624,"score_gpt":0.458457020689124,"score_spread":0.41985546560060333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2965563207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9145083,0.0006454731,0.000098410026,0.07384175,0.0016322342,0.002769301,0.000031360938,0.00008923068,0.0063839373],"genre_scores_gemma":[0.95002264,0.0016338086,0.000055224402,0.046750445,0.0006097144,0.00029109855,0.0000631569,0.00004032194,0.00053361984],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99222034,0.003025233,0.0018037991,0.00022968277,0.001747409,0.0009735053],"domain_scores_gemma":[0.9866567,0.010490515,0.0008386919,0.00084431574,0.0003053845,0.00086434925],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00895001,0.00032182338,0.000903225,0.00020129659,0.00039234187,0.000002849431,0.0013352962,0.00075597595,0.0011575196],"category_scores_gemma":[0.027056646,0.00020365241,0.000045428544,0.00073018105,0.0003025482,0.00014706905,0.0006556408,0.009232526,0.0008764683],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004762797,0.00020903526,0.6230466,0.0012843016,0.00016341129,0.000023091134,0.18477687,0.00006041526,0.00051310455,0.06919804,0.09906198,0.016900383],"study_design_scores_gemma":[0.0051134727,0.002267198,0.22985113,0.035828345,0.0001270525,0.000041647225,0.6607643,0.0018304256,0.000023589528,0.0014402005,0.06231173,0.00040095497],"about_ca_topic_score_codex":0.010741866,"about_ca_topic_score_gemma":0.00009021018,"teacher_disagreement_score":0.47598737,"about_ca_system_score_codex":0.0005738134,"about_ca_system_score_gemma":0.00067910826,"threshold_uncertainty_score":0.9999015},"labels":[],"label_agreement":null},{"id":"W2966331113","doi":"10.1017/cem.2019.359","title":"Building and strengthening relationships between academic departments/divisions of emergency medicine and rural and regional emergency departments","year":2019,"lang":"en","type":"review","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; Alberta Health Services; McMaster University; University of Toronto; University of Calgary","funders":"China Academy of Engineering Physics; University of Calgary","keywords":"Stakeholder; Medicine; Emergency department; Rural area; Public relations; Medical education; Political science; Nursing","score_opus":0.4361940464771602,"score_gpt":0.5407658347744757,"score_spread":0.1045717882973155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966331113","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016924739,0.9689744,0.000044015902,0.0014572386,0.009990483,0.0014690818,0.00017882006,0.0000143147945,0.0009468901],"genre_scores_gemma":[0.0057022516,0.98952156,0.00019649064,0.00003146395,0.0028812056,0.000033525565,0.00015901681,0.000100533776,0.0013739388],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898747,0.0013849431,0.006210513,0.0005474792,0.00080020126,0.0011821405],"domain_scores_gemma":[0.9904569,0.0010701312,0.004599139,0.0004651822,0.0006848258,0.00272386],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033609378,0.0007948848,0.0032756773,0.0013651992,0.0011742163,0.000001852553,0.0005488438,0.0009570154,0.0042208075],"category_scores_gemma":[0.003079627,0.00059982075,0.00023574755,0.001043284,0.00029956605,0.0003084304,0.00013351673,0.0032998098,0.000012348588],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047361897,0.000027654849,0.5854351,0.035697494,0.0014636326,0.00004209664,0.009470137,0.0000027924393,0.0000042294223,0.003805521,0.23568597,0.128318],"study_design_scores_gemma":[0.00087474607,0.0005273242,0.011656005,0.042766307,0.002686511,0.00003288748,0.003026225,0.000006556942,2.937436e-8,0.0020711217,0.9359101,0.00044220846],"about_ca_topic_score_codex":0.00435274,"about_ca_topic_score_gemma":0.0055273063,"teacher_disagreement_score":0.7002241,"about_ca_system_score_codex":0.00037688966,"about_ca_system_score_gemma":0.0015445441,"threshold_uncertainty_score":0.9996453},"labels":[],"label_agreement":null},{"id":"W2966711197","doi":"","title":"Project ECHO demonopolizes knowledge from expert specialists in academic centres to healthcare professionals in rural areas Andrea D. Furlan (MD PhD)","year":2019,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rural area; Medical education; Health care; Accreditation; Echo (communications protocol); Presentation (obstetrics); Pharmacy; Alliance; Nursing; Videoconferencing; Family medicine; Political science","score_opus":0.04111564911984752,"score_gpt":0.4242323335578216,"score_spread":0.3831166844379741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966711197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9667138,0.008491249,0.000011758087,0.0090003675,0.0017576691,0.0013263876,0.000055744524,0.000040285042,0.012602762],"genre_scores_gemma":[0.9871572,0.0069821803,0.000599719,0.0019691396,0.0011493786,0.0000029104751,0.000038257826,0.000025791043,0.002075382],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99528956,0.0015842589,0.00085911644,0.00034517297,0.0009113151,0.0010105616],"domain_scores_gemma":[0.99752665,0.00065632426,0.00031426846,0.0002544028,0.0002119413,0.0010364085],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011884936,0.00024205439,0.000747204,0.0001959668,0.0003321835,0.000005753884,0.00082856073,0.00073545123,0.008349783],"category_scores_gemma":[0.00043555343,0.00022568728,0.00010203121,0.0002043955,0.000094523915,0.0003359195,0.00039617514,0.0018893763,0.00016212967],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00188288,0.0003623947,0.73440313,0.00025399664,0.00003385424,0.00013748402,0.111737065,0.000001556359,0.00007057144,0.0004761845,0.121479146,0.029161714],"study_design_scores_gemma":[0.008381992,0.00039713818,0.42885044,0.022012066,0.000019022556,0.000022395647,0.3545512,0.00018209523,0.000027118755,0.00041232439,0.18458685,0.00055736396],"about_ca_topic_score_codex":0.16790918,"about_ca_topic_score_gemma":0.27511117,"teacher_disagreement_score":0.30555272,"about_ca_system_score_codex":0.0028271214,"about_ca_system_score_gemma":0.002544409,"threshold_uncertainty_score":0.9925567},"labels":[],"label_agreement":null},{"id":"W2967741205","doi":"10.5539/gjhs.v11n10p97","title":"Clinical Practice of Midwifery Graduates During Community Service Placement, Limpopo Province South Africa","year":2019,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nonprobability sampling; Nursing; Feeling; Medicine; Population; Obstetrics; Service (business); Medical education; Psychology","score_opus":0.10892426315625257,"score_gpt":0.4914043481438062,"score_spread":0.3824800849875536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967741205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9793247,0.0018945488,0.0000767584,0.0057525826,0.0026295395,0.0011994349,0.000040088184,0.000043910684,0.009038452],"genre_scores_gemma":[0.9885298,0.00037996247,0.0069156713,0.0037874603,0.0001944849,0.000004819856,0.0000017003238,0.00001468957,0.0001714325],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98942894,0.0028823293,0.0038763057,0.00037228604,0.0018745189,0.0015656081],"domain_scores_gemma":[0.9880461,0.0014344592,0.006005203,0.0008692022,0.0027105424,0.000934462],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0224114,0.0002726787,0.00104813,0.00019027675,0.0020003247,0.00003110976,0.0018479185,0.0001924875,0.00010139853],"category_scores_gemma":[0.0026216044,0.00022520802,0.00014322058,0.0019721915,0.0004743352,0.0011928447,0.00074556185,0.002303852,0.00020877316],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016224614,0.0008572617,0.9778584,0.0034899847,0.000048520855,0.000021557413,0.008286796,0.00042935813,0.00009342372,0.0015766069,0.0028405448,0.0028750862],"study_design_scores_gemma":[0.007266857,0.005091184,0.78068084,0.010827874,0.000110383626,0.00047234845,0.14143085,0.0004534082,0.00006592057,0.0013723737,0.051498957,0.0007290039],"about_ca_topic_score_codex":0.0012426918,"about_ca_topic_score_gemma":0.00014790738,"teacher_disagreement_score":0.19717756,"about_ca_system_score_codex":0.001332611,"about_ca_system_score_gemma":0.0089357095,"threshold_uncertainty_score":0.99999785},"labels":[],"label_agreement":null},{"id":"W2967750783","doi":"","title":"Évaluation des besoins en matière de formation –Rapport de l’Association canadienne de gastroentérologie pour 2007.","year":2007,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gynecology","score_opus":0.06541026593365817,"score_gpt":0.3406098009833983,"score_spread":0.27519953504974015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967750783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.938569,0.0012773891,0.022616666,0.018069208,0.0035203022,0.0020003596,0.00014286679,0.00018918727,0.013615028],"genre_scores_gemma":[0.92521334,0.0014438139,0.02556194,0.0040724613,0.004644055,0.00033617308,0.00028651045,0.00007597152,0.038365733],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.97822696,0.0020494112,0.0012071381,0.00036044803,0.0004825274,0.017673528],"domain_scores_gemma":[0.994073,0.0009955667,0.00067926134,0.0002889938,0.00030927392,0.003653902],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.030234937,0.00035399722,0.00040270522,0.00020057966,0.0008281575,0.000049148322,0.00030347775,0.001010409,0.0013565605],"category_scores_gemma":[0.006174803,0.00041810062,0.00014038487,0.00041900593,0.000089350455,0.0006014331,0.00007697055,0.0011337342,0.00022572902],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016870722,0.00018650122,0.789788,0.0006763388,0.000057623758,0.00003925933,0.02959768,0.00081050606,0.0000312069,0.0009940797,0.08192541,0.09572467],"study_design_scores_gemma":[0.0011604804,0.000090476,0.90442353,0.00040034452,0.00016929818,0.000045834306,0.012828359,0.005471222,0.00018365253,0.004456292,0.070516914,0.0002535952],"about_ca_topic_score_codex":0.029926598,"about_ca_topic_score_gemma":0.17920439,"teacher_disagreement_score":0.14927779,"about_ca_system_score_codex":0.07669951,"about_ca_system_score_gemma":0.005210867,"threshold_uncertainty_score":0.9998271},"labels":[],"label_agreement":null},{"id":"W2967908324","doi":"10.1136/bmj.l5049","title":"How to fix doctors’ rotas: vacation policies and mutual respect","year":2019,"lang":"en","type":"letter","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.07841739478683098,"score_gpt":0.4563831195028954,"score_spread":0.37796572471606443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967908324","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011095106,0.0005140289,0.000016252281,0.96103245,0.002830009,0.0044075493,0.00020417593,0.00019381772,0.019706583],"genre_scores_gemma":[0.001916702,0.00009309749,0.0005564626,0.743224,0.017811518,0.00048454362,0.00031243134,0.000086747335,0.23551449],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99621296,0.0007773568,0.00069191074,0.0006073564,0.0005682462,0.0011421784],"domain_scores_gemma":[0.99704164,0.0011306509,0.00048615254,0.0009248297,0.00023730745,0.0001794352],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00065695966,0.00039831168,0.0006494618,0.00028478864,0.00048734024,0.00006642887,0.00036612723,0.0014642259,0.0003498776],"category_scores_gemma":[0.00083509233,0.00035208458,0.000074767224,0.0002964047,0.00005015344,0.00012787165,0.000312369,0.002354185,0.0026123284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034123947,0.0000044896165,0.0035808892,0.0008374634,0.000017727773,0.00001859876,0.0026514896,6.3095456e-7,0.0000052180435,0.00024393415,0.9921715,0.00043391492],"study_design_scores_gemma":[0.0003042005,0.00013599629,0.0054475656,0.0014299717,0.000026667009,0.0000055636865,0.0010440487,0.0000045379343,0.0000035039418,0.00021922789,0.9910251,0.0003536275],"about_ca_topic_score_codex":0.0017590502,"about_ca_topic_score_gemma":0.00037024423,"teacher_disagreement_score":0.21780847,"about_ca_system_score_codex":0.00049378676,"about_ca_system_score_gemma":0.0004401203,"threshold_uncertainty_score":0.9999474},"labels":[],"label_agreement":null},{"id":"W2968089104","doi":"","title":"Rurality in Canadian physiotherapy studies: a literature search and synthesis","year":2019,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rurality; Medicine; Rural area; PsycINFO; Rehabilitation; Health care; Rural health; MEDLINE; Inclusion (mineral); Population; Family medicine; Physical therapy; Gerontology; Environmental health; Psychology","score_opus":0.022928115776689816,"score_gpt":0.4089777106080458,"score_spread":0.386049594831356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968089104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97668666,0.008006525,0.000003250554,0.006556172,0.0003296487,0.00025741177,0.000014634143,0.000009066819,0.00813663],"genre_scores_gemma":[0.98079294,0.016495839,0.0002587294,0.00074295385,0.00012354521,1.901061e-7,0.0000012791506,0.00000616207,0.0015783623],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99807334,0.0006119055,0.00022410444,0.00013968174,0.00042932594,0.0005216223],"domain_scores_gemma":[0.9982694,0.00045588645,0.00008034432,0.00012909506,0.00020661812,0.00085866975],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013106179,0.000088395886,0.00033220486,0.00006036335,0.00033710263,0.0000043371297,0.00024826895,0.00023696077,0.0061744796],"category_scores_gemma":[0.00025974985,0.000078304955,0.000043111082,0.00007518693,0.00010972044,0.00020624437,0.00006999397,0.0006826106,0.00002521861],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006918884,0.00015503819,0.7763202,0.0014965894,0.00022188631,0.00058693974,0.13765508,0.0000061595338,0.000045723682,0.0019692606,0.023384586,0.05746665],"study_design_scores_gemma":[0.0045329775,0.00031085566,0.5648304,0.014897219,0.000029966484,0.00004887766,0.23169802,0.0005205592,0.000003876108,0.000313146,0.18247956,0.00033451171],"about_ca_topic_score_codex":0.73831177,"about_ca_topic_score_gemma":0.88629234,"teacher_disagreement_score":0.21148975,"about_ca_system_score_codex":0.0015279761,"about_ca_system_score_gemma":0.001199724,"threshold_uncertainty_score":0.994734},"labels":[],"label_agreement":null},{"id":"W2968323662","doi":"10.1503/cmaj.109-5775","title":"Taking personal leave remains a challenge for medical trainees","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rigour; Specialty; Medical education; Work (physics); Medicine; Parental leave; Family medicine; Engineering","score_opus":0.03488422824412188,"score_gpt":0.3925683616394046,"score_spread":0.3576841333952827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968323662","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43135816,0.0012351616,0.00040168955,0.45620474,0.009902687,0.0018646297,0.00016075042,0.00012883468,0.09874335],"genre_scores_gemma":[0.9257356,0.00041360402,0.0002932799,0.055933796,0.009627416,0.000081182094,0.000037072572,0.000056585803,0.007821498],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938188,0.0006503065,0.0009943374,0.00027347554,0.0026408387,0.0016222483],"domain_scores_gemma":[0.99270546,0.0017653875,0.0006571707,0.00012610182,0.0007081463,0.0040377267],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0069470243,0.00019130821,0.0004620231,0.0002020631,0.0011643326,0.000029005783,0.0004162128,0.0013936192,0.06243332],"category_scores_gemma":[0.010666792,0.00017288717,0.00018186418,0.00022678898,0.000040969633,0.00013794133,0.000030979223,0.0028468408,0.0011760488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007853936,0.00007902801,0.2180826,0.00037565958,0.00022359834,0.00034571384,0.018882727,0.0000025086383,0.0000025783463,0.012070486,0.6759728,0.073883735],"study_design_scores_gemma":[0.0025503149,0.00015926122,0.012577841,0.0012246455,0.000018191544,0.0000819657,0.012282773,0.0022317264,2.4961224e-7,0.00060626026,0.96804,0.00022675589],"about_ca_topic_score_codex":0.003005414,"about_ca_topic_score_gemma":0.1472737,"teacher_disagreement_score":0.4943774,"about_ca_system_score_codex":0.003289083,"about_ca_system_score_gemma":0.012784542,"threshold_uncertainty_score":0.9999028},"labels":[],"label_agreement":null},{"id":"W2968686477","doi":"10.22215/sdhlab/2019.1","title":"Recruitment and Retention of Rural Physicians","year":2019,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Rural population; Rural health; Business; Population; Health care; Health services; Nursing; Geography; Medicine; Environmental health; Economic growth","score_opus":0.2207513212182372,"score_gpt":0.5064587220319215,"score_spread":0.28570740081368434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968686477","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08462863,0.0037963935,0.000026052106,0.00072163704,0.0057738977,0.0055596954,0.00013347264,0.00013302946,0.8992272],"genre_scores_gemma":[0.16643563,0.026249059,0.000563471,0.0006862014,0.0012673821,0.0004879557,0.0006526729,0.00010865898,0.803549],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997252,0.0002940671,0.0009953848,0.00024511814,0.0006974022,0.00051601056],"domain_scores_gemma":[0.9975237,0.00022419209,0.0010197951,0.0004985651,0.0006413576,0.00009236576],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00095183833,0.00023989353,0.0007918483,0.000098855286,0.00018175154,0.0000030149527,0.00012155014,0.00065430056,0.0010773998],"category_scores_gemma":[0.00010209025,0.00019811347,0.00010700218,0.00012683553,0.000051792616,0.000054565793,0.00016402677,0.0006796275,0.00028901477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008580176,0.000085892956,0.04913285,0.01426323,0.00014252544,0.0000032174091,0.001962735,0.0000013027238,0.00010012663,0.0019301472,0.8648014,0.06749076],"study_design_scores_gemma":[0.00042735352,0.0001995299,0.015708499,0.009827587,0.00010296726,0.0000026624061,0.0068530096,0.000010824336,0.000017347826,0.00033818407,0.966274,0.00023800624],"about_ca_topic_score_codex":0.0056769424,"about_ca_topic_score_gemma":0.000517826,"teacher_disagreement_score":0.101472616,"about_ca_system_score_codex":0.00056782586,"about_ca_system_score_gemma":0.0010622529,"threshold_uncertainty_score":0.9998357},"labels":[],"label_agreement":null},{"id":"W2968859250","doi":"10.3389/fmed.2020.594728","title":"A Checklist for Implementing Rural Pathways to Train, Develop and Support Health Workers in Low and Middle-Income Countries","year":2020,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Monash University; World Health Organization","keywords":"Workforce; Checklist; Stakeholder; Context (archaeology); Medicine; Scope (computer science); Rural health; Scale (ratio); Rural area; Nursing; Public relations; Psychology; Political science; Geography; Computer science","score_opus":0.05373792508373923,"score_gpt":0.3899903387402969,"score_spread":0.33625241365655767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968859250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8303118,0.0056358003,0.004338168,0.15160142,0.0016196673,0.0054763444,0.00013650482,0.00012238312,0.00075793546],"genre_scores_gemma":[0.90866184,0.0012261245,0.037035946,0.05109818,0.0007053389,0.00057086983,0.00014496282,0.00007115911,0.0004855551],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99662346,0.0002164195,0.0012128279,0.00041031188,0.0002770219,0.0012599573],"domain_scores_gemma":[0.99855363,0.00027288994,0.00025847976,0.00014554022,0.00010657357,0.0006628669],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023857611,0.00024573508,0.0009186453,0.00022098336,0.0004020788,0.000008164422,0.00015753796,0.00014660598,0.0000728718],"category_scores_gemma":[0.00083481416,0.00021915093,0.000016816375,0.00064695807,0.00014821449,0.00010076648,0.00013023132,0.00045685735,0.000004098794],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042593712,0.000008740414,0.8476827,0.0040512746,0.000012195283,0.000013247649,0.071369834,0.000001808939,0.0000018609161,0.00026222272,0.07167744,0.004492716],"study_design_scores_gemma":[0.010732471,0.0013771446,0.34662205,0.019085092,0.000025538257,0.0000049795563,0.41060728,0.0009752726,0.000004950052,0.0009000836,0.20913725,0.00052788376],"about_ca_topic_score_codex":0.0010566255,"about_ca_topic_score_gemma":0.0019475579,"teacher_disagreement_score":0.50106066,"about_ca_system_score_codex":0.00042226253,"about_ca_system_score_gemma":0.000648997,"threshold_uncertainty_score":0.8936716},"labels":[],"label_agreement":null},{"id":"W2969059210","doi":"","title":"The landscape of mental health services in rural Canada","year":2019,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Sociocultural evolution; Rural area; Health care; Rural health; Medicine; Mental illness; Nursing; Psychiatry; Economic growth; Political science","score_opus":0.006517185899799393,"score_gpt":0.3051743203317267,"score_spread":0.2986571344319273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969059210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968588,0.0033052487,0.0000031340282,0.0103629185,0.0011270725,0.00028480546,0.000018267498,0.0000058333785,0.016304744],"genre_scores_gemma":[0.99375325,0.003860009,0.00007240437,0.0007069527,0.0000751254,6.000382e-8,0.000005302514,0.0000041963967,0.0015227166],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9980597,0.0003870182,0.00037974527,0.00006896048,0.00071306655,0.00039151718],"domain_scores_gemma":[0.9987734,0.0002463866,0.00039674022,0.0001238707,0.000097824275,0.00036176346],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009349585,0.00006670387,0.0002591852,0.0000150186115,0.00043785752,0.0000015524188,0.00045497314,0.000091418624,0.005141092],"category_scores_gemma":[0.000021985083,0.000050129926,0.00003832186,0.000042308937,0.000053662432,0.000103281476,0.000118729906,0.00043007836,0.0000077579],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00080727035,0.00009128368,0.8320139,0.00065924745,0.000064257874,0.000036249046,0.025014555,0.000008401183,0.000008412806,0.0010601841,0.101604655,0.038631566],"study_design_scores_gemma":[0.0034112737,0.00029732758,0.30132106,0.003756275,0.0000067813057,0.000016791317,0.38879538,0.00058461656,9.804583e-7,0.000043621065,0.3016643,0.000101593505],"about_ca_topic_score_codex":0.92974895,"about_ca_topic_score_gemma":0.9908477,"teacher_disagreement_score":0.5306929,"about_ca_system_score_codex":0.0009904169,"about_ca_system_score_gemma":0.0030299998,"threshold_uncertainty_score":0.99576837},"labels":[],"label_agreement":null},{"id":"W2969390151","doi":"10.1097/01.naj.0000580284.94773.39","title":"Babies at the Border: Reflections on Nursing on Ellis Island","year":2019,"lang":"en","type":"article","venue":"AJN American Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Variety (cybernetics); Column (typography); Psychology; Nursing; Computer science; Medicine; Artificial intelligence; Telecommunications","score_opus":0.05952243434332552,"score_gpt":0.5094761038254741,"score_spread":0.44995366948214865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969390151","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7685615,0.00052404625,0.00014957713,0.03084716,0.0036874812,0.00045525056,0.000009146439,0.00004133189,0.19572455],"genre_scores_gemma":[0.9875361,0.000256705,0.0006136458,0.004337896,0.00084848714,0.0000049132586,0.0000027743465,0.00004821026,0.006351322],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968847,0.0008337552,0.0007617325,0.00022430556,0.0005679091,0.00072760106],"domain_scores_gemma":[0.99676466,0.0012414983,0.0010894623,0.00042436377,0.00024972743,0.0002303042],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006958305,0.00021831182,0.00049519504,0.00021465546,0.0013533498,0.000021680391,0.0002880511,0.00008858845,0.00086787535],"category_scores_gemma":[0.00014505303,0.00014563103,0.0001495268,0.00060162094,0.0003940274,0.00012343818,0.000019084133,0.0012833906,0.00059983233],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0046909736,0.0009435289,0.022981966,0.000088980094,0.00017051747,0.000034483743,0.093320906,0.003483926,0.0011612468,0.0054732193,0.28896877,0.57868147],"study_design_scores_gemma":[0.0030098297,0.011492833,0.034522336,0.031650882,0.00025257288,0.00039315122,0.20254752,0.00026006924,0.00037697577,0.003208199,0.7115064,0.000779196],"about_ca_topic_score_codex":0.00010488405,"about_ca_topic_score_gemma":0.00007089033,"teacher_disagreement_score":0.57790226,"about_ca_system_score_codex":0.0016830637,"about_ca_system_score_gemma":0.00026288736,"threshold_uncertainty_score":0.9999468},"labels":[],"label_agreement":null},{"id":"W2972476330","doi":"10.22605/rrh5238","title":"The Healthcare Travelling Roadshow: a qualitative study of a rural community engagement initiative in Canada","year":2019,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Northern British Columbia","funders":"","keywords":"Health care; Outreach; Likert scale; Focus group; Qualitative research; Medical education; Enthusiasm; Rural area; Nursing; Psychology; Medicine; Sociology; Political science","score_opus":0.12234021564750112,"score_gpt":0.45686603994009195,"score_spread":0.3345258242925908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972476330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828571,0.0020241004,0.0000052063415,0.010269479,0.0005116404,0.0037011697,0.00003871019,0.000021543905,0.0005710683],"genre_scores_gemma":[0.9952699,0.0016713556,0.00006344371,0.002658896,0.000041704337,0.000022999651,0.00001982922,0.00001896356,0.00023292823],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9844575,0.012623909,0.0013232365,0.00016141137,0.00046200422,0.00097197545],"domain_scores_gemma":[0.99534893,0.0030517823,0.00066988415,0.00042684822,0.00019580487,0.00030675],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004787406,0.0002302098,0.00069437886,0.00007280769,0.0020681818,0.0000066378116,0.00026043341,0.000088076245,0.00002609277],"category_scores_gemma":[0.00011138876,0.00015375418,0.000030862167,0.00039797873,0.000065432105,0.00007337916,0.00017974876,0.0020563037,0.000009246914],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036350463,0.00013901664,0.048227195,0.0014406628,0.0000360962,0.0000023331966,0.91299474,0.000031114723,0.0000023048099,0.00083615084,0.00048229392,0.035444573],"study_design_scores_gemma":[0.0014333877,0.0009124757,0.08371575,0.0016362482,0.000003871184,9.225252e-7,0.91024894,0.00038987547,9.119889e-7,0.0007540848,0.00077944057,0.00012409377],"about_ca_topic_score_codex":0.9926155,"about_ca_topic_score_gemma":0.99184865,"teacher_disagreement_score":0.035488557,"about_ca_system_score_codex":0.0016421711,"about_ca_system_score_gemma":0.0036173675,"threshold_uncertainty_score":0.999231},"labels":[],"label_agreement":null},{"id":"W2972565218","doi":"10.7710/2162-3309.2334","title":"JLSC Board Editorial 2019","year":2019,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Editorial board; Political science; Computer science; Library science","score_opus":0.037737809988983594,"score_gpt":0.3745965832406652,"score_spread":0.3368587732516816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972565218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93225414,0.0067819003,0.000056379526,0.011650105,0.020900175,0.0005457656,0.000007846172,0.000046633886,0.027757084],"genre_scores_gemma":[0.9758027,0.0033546297,0.0041985908,0.0016502258,0.01050463,0.000006994617,0.00001616659,0.00003262415,0.004433422],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966392,0.001496514,0.0009620413,0.000119838594,0.0004732167,0.00030917866],"domain_scores_gemma":[0.9965191,0.0011064752,0.00092762645,0.00067109795,0.000521723,0.00025400598],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0026641004,0.000131375,0.00035968778,0.00015837909,0.0005133187,0.00022522878,0.00075002917,0.0003926789,0.00034606946],"category_scores_gemma":[0.0003793737,0.000109593,0.000074448,0.00022826789,0.00004517464,0.0051691937,0.00016893422,0.0024546261,0.00027562366],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045791327,0.00006448061,0.56953794,0.00010604289,0.00004435017,0.0000018027863,0.0068206773,0.0000042868364,0.00039418213,0.017627655,0.40247586,0.0024647892],"study_design_scores_gemma":[0.002016691,0.00028057856,0.13614562,0.00087464496,0.000029823635,0.000007266263,0.0033840558,0.000013930107,0.000014226409,0.0072542853,0.84983927,0.0001396194],"about_ca_topic_score_codex":0.0001431638,"about_ca_topic_score_gemma":0.000016357313,"teacher_disagreement_score":0.44736338,"about_ca_system_score_codex":0.00010931054,"about_ca_system_score_gemma":0.0005549084,"threshold_uncertainty_score":0.99984676},"labels":[],"label_agreement":null},{"id":"W2972641747","doi":"","title":"Failure to acknowledge inequities in the social determinants of health.","year":2019,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social determinants of health; Child health; Medicine; Pediatrics; Environmental health; Family medicine; Public health; Nursing","score_opus":0.11833916210274292,"score_gpt":0.4320863951373619,"score_spread":0.313747233034619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972641747","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034536924,0.00071408093,0.0000016638977,0.94182587,0.0031702016,0.010110645,0.00025560334,0.000067375426,0.009317629],"genre_scores_gemma":[0.069699235,0.000047115354,0.00003779508,0.89649534,0.005938653,0.009085116,0.00012285622,0.000088787485,0.018485121],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923393,0.0025797752,0.0017121709,0.00047552522,0.0006805257,0.0022126934],"domain_scores_gemma":[0.99678546,0.0012548381,0.00097050477,0.00067689316,0.00022586738,0.000086461965],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0032385427,0.00038573463,0.0013372822,0.0003323133,0.00051322195,0.00001480872,0.0011193366,0.0013137787,0.00013860129],"category_scores_gemma":[0.000518238,0.00028341054,0.00014087217,0.0005847943,0.00008948904,0.000080107464,0.00033599552,0.003335599,0.0006208274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020645308,0.000018648438,0.014587372,0.0035093825,0.000008017298,0.000012566066,0.013223271,1.8358013e-7,2.2846336e-8,0.000039972525,0.9529784,0.015601523],"study_design_scores_gemma":[0.00037895914,0.00003743807,0.09018565,0.0007192642,0.0000109758075,0.0000011296266,0.004230916,6.148587e-7,4.0758786e-7,0.0001318625,0.9040952,0.00020759454],"about_ca_topic_score_codex":0.0014336269,"about_ca_topic_score_gemma":0.0048290472,"teacher_disagreement_score":0.07559828,"about_ca_system_score_codex":0.00070933526,"about_ca_system_score_gemma":0.00075535604,"threshold_uncertainty_score":0.9999827},"labels":[],"label_agreement":null},{"id":"W2972900377","doi":"10.1503/cmaj.1095795","title":"Retirement plan options for pensionless physicians","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Plan (archaeology); Pension plan; Pension; Financial plan; Finance; Business; Actuarial science; Medicine; History","score_opus":0.03452443287747077,"score_gpt":0.3862824140626591,"score_spread":0.35175798118518836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972900377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6412845,0.00044524908,0.00036050697,0.28353554,0.01542864,0.0029006493,0.00033650038,0.00012142405,0.055586956],"genre_scores_gemma":[0.80485475,0.0004379379,0.0012813667,0.14719336,0.008852203,0.00018858885,0.00017338456,0.00008282355,0.03693557],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99662805,0.0004013739,0.0006641583,0.00018259994,0.001079017,0.0010448325],"domain_scores_gemma":[0.9963473,0.00088444346,0.00041473994,0.00015342754,0.0007318474,0.0014682239],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002348785,0.00012247669,0.0002861603,0.00012327061,0.0012293183,0.000024165864,0.00025770784,0.0005227081,0.011027859],"category_scores_gemma":[0.0014873614,0.00011578795,0.00010393622,0.0001910588,0.000017435883,0.00010499204,0.000020993666,0.0012907957,0.0019990054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016243202,0.000020947147,0.119003005,0.00005766857,0.00004243048,0.000017359422,0.0010184614,0.000013025989,0.0000064898763,0.005806001,0.8669803,0.0070180283],"study_design_scores_gemma":[0.0011380863,0.00007100412,0.017943284,0.00056539156,0.00001546577,0.000007815446,0.0045085223,0.0004558578,0.0000012755705,0.00061979424,0.97454095,0.00013257247],"about_ca_topic_score_codex":0.0032718326,"about_ca_topic_score_gemma":0.063611336,"teacher_disagreement_score":0.16357024,"about_ca_system_score_codex":0.002812543,"about_ca_system_score_gemma":0.0041555753,"threshold_uncertainty_score":0.99877805},"labels":[],"label_agreement":null},{"id":"W2973284155","doi":"10.5430/ijhe.v8n6p36","title":"‘Thrown in at the Deep End’: The Experience of Graduates of Transnational Western Medical Education Transitioning into Middle Eastern Clinical Practice","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Royal College of Surgeons in Ireland","keywords":"Middle East; Cognitive dissonance; Situated; Context (archaeology); Medical education; Qualitative research; Psychology; Medicine; Pedagogy; Nursing; Political science; Sociology; Social psychology; Geography; Social science","score_opus":0.05358272066917425,"score_gpt":0.5042041926496115,"score_spread":0.4506214719804372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973284155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9001713,0.0015129884,0.0001090182,0.08872079,0.0073717334,0.0003958953,0.0000053348062,0.0000047905382,0.0017081611],"genre_scores_gemma":[0.9927115,0.00021236991,0.00083291833,0.0037160215,0.0007700347,0.000043959524,0.000029779474,0.000014302902,0.0016691317],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952371,0.00092561846,0.0019972755,0.00017685001,0.0014678921,0.00019527742],"domain_scores_gemma":[0.99390024,0.0021901587,0.00162105,0.00022600804,0.0019457322,0.00011678533],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002266976,0.00012886031,0.000286958,0.00017220063,0.00012442996,0.0000135014825,0.000741736,0.00016700158,0.0021704703],"category_scores_gemma":[0.0006396726,0.00008426269,0.0001331274,0.00024089844,0.0002158442,0.0005118412,0.00005926428,0.0006543865,0.00003431095],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093556143,0.0018720868,0.8718287,0.00018644138,0.0001585131,0.0000030200717,0.061799597,0.00021160879,0.00027576188,0.03688437,0.0024402633,0.023404071],"study_design_scores_gemma":[0.0022161005,0.00030996074,0.81983143,0.0027287372,0.000085908025,0.00012385703,0.045182116,0.00028197342,0.00025402626,0.00552756,0.12326077,0.00019758492],"about_ca_topic_score_codex":0.0005313284,"about_ca_topic_score_gemma":0.0004992679,"teacher_disagreement_score":0.12082051,"about_ca_system_score_codex":0.00039468773,"about_ca_system_score_gemma":0.0026179843,"threshold_uncertainty_score":0.9987417},"labels":[],"label_agreement":null},{"id":"W2973739979","doi":"","title":"LibGuides: Services for Graduate Students on the Lethbridge Campus (including Local Master of Counselling Students): Services","year":2019,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Medical education; Sociology; Pedagogy; Psychology; Medicine","score_opus":0.13423958355776763,"score_gpt":0.45431789805333966,"score_spread":0.320078314495572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973739979","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81488776,0.009876425,0.0021896039,0.0122527145,0.043058444,0.043323494,0.0037561527,0.0013364629,0.069318965],"genre_scores_gemma":[0.41776294,0.01933598,0.001066154,0.08490317,0.008564726,0.0033209422,0.0029040696,0.0012597676,0.46088228],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98859483,0.0011730081,0.0032375369,0.0013848742,0.0034692583,0.0021404915],"domain_scores_gemma":[0.98770535,0.005687988,0.0028851621,0.0018395109,0.0015333589,0.00034861267],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004646962,0.0012250787,0.0021475477,0.00036761447,0.0016757357,0.0001791802,0.00475219,0.0012673009,0.0008601929],"category_scores_gemma":[0.000043856846,0.00081523455,0.00047149864,0.00041507056,0.00022265871,0.0003092991,0.0008223126,0.0023022564,0.0014378069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019788898,0.0010393894,0.06996918,0.11178544,0.0022571005,0.00002737809,0.07804078,0.0007958444,0.000014517849,0.0065047718,0.72443897,0.0031477546],"study_design_scores_gemma":[0.002692314,0.0007474958,0.0008608415,0.03800511,0.0005084033,0.0000018731978,0.06391114,0.0011458736,0.0000556164,0.0017885286,0.88915676,0.0011260157],"about_ca_topic_score_codex":0.005774137,"about_ca_topic_score_gemma":0.004684662,"teacher_disagreement_score":0.39712483,"about_ca_system_score_codex":0.0005488722,"about_ca_system_score_gemma":0.00045223272,"threshold_uncertainty_score":0.99999946},"labels":[],"label_agreement":null},{"id":"W2973946963","doi":"10.1007/s12630-019-01478-6","title":"Brian Patrick Kavanagh, MB, BCh, BAO, BSc, MRCP(I), FRCPC","year":2019,"lang":"fr","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; McGill University; University of Toronto; Montreal Children's Hospital","funders":"Hospital for Sick Children; University of Toronto; National University of Ireland","keywords":"BCH code; Computer science; Telecommunications","score_opus":0.017547531851379024,"score_gpt":0.29002209181868316,"score_spread":0.27247455996730413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973946963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8312548,0.054457925,0.000021131284,0.0853296,0.014413085,0.0014184207,0.000097816766,0.000040573523,0.012966689],"genre_scores_gemma":[0.90689874,0.0036757365,0.0015526332,0.0031306946,0.0097322045,0.000010437202,0.000034228215,0.00044080193,0.07452452],"study_design_codex":"case_report","study_design_gemma":"case_report","domain_scores_codex":[0.98294353,0.003056247,0.004818593,0.0009237091,0.0018999976,0.006357917],"domain_scores_gemma":[0.9733793,0.0010012436,0.0043643187,0.001251249,0.0033311248,0.016672727],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.007284317,0.0014649171,0.002827876,0.0026385365,0.0028816129,0.0006302899,0.0028821214,0.002351099,0.01924604],"category_scores_gemma":[0.0010772125,0.0014841398,0.0012373384,0.002323429,0.00078428816,0.0018961325,0.00006795139,0.008466903,0.0037307485],"study_design_candidate":"case_report","study_design_consensus":"case_report","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00036567156,0.00012629811,0.058909804,0.0011675947,0.00037363986,0.605924,0.0105068805,0.00078044133,0.000006774515,0.0038415792,0.30146217,0.01653513],"study_design_scores_gemma":[0.0018907201,0.0016447627,0.007979401,0.0038181203,0.00031398438,0.4958416,0.008101326,0.00007082832,0.00000431547,0.0011778707,0.47828665,0.000870411],"about_ca_topic_score_codex":0.16686057,"about_ca_topic_score_gemma":0.18480009,"teacher_disagreement_score":0.17682451,"about_ca_system_score_codex":0.008869835,"about_ca_system_score_gemma":0.039000876,"threshold_uncertainty_score":0.99981004},"labels":[],"label_agreement":null},{"id":"W2974029338","doi":"","title":"Using a Competency-Based Achievement System for Practice-Ready Assessment of Internationally Trained Physicians in Canada.","year":2016,"lang":"en","type":"article","venue":"AERA Online Paper Repository","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Competency assessment; Medicine; Psychology","score_opus":0.044082373593100604,"score_gpt":0.4255037103028995,"score_spread":0.38142133670979894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974029338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9650254,0.00020580832,0.005556661,0.014446805,0.002717294,0.0033543918,0.00061170536,0.00009623342,0.007985668],"genre_scores_gemma":[0.9614398,0.0000058658115,0.035578176,0.0020445345,0.0003020269,0.00020124685,0.00006914151,0.000033542477,0.00032567256],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970113,0.0004605517,0.0011977922,0.00032231456,0.0005184713,0.0004895525],"domain_scores_gemma":[0.9966902,0.0014558346,0.00081937877,0.0003466238,0.00058200274,0.00010595071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005019454,0.00019224866,0.0004305984,0.00008047718,0.00023521973,0.000004122575,0.00022607762,0.00009157969,0.000014433884],"category_scores_gemma":[0.000116770294,0.00014845304,0.000062250474,0.00013361001,0.000031303414,0.00016062603,0.00004735917,0.00021987317,0.000001237495],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.002148416,0.0038506342,0.6463757,0.0073667523,0.00066234445,0.00026859838,0.002586088,0.0056588245,0.22672284,0.08928455,0.0041522514,0.010922971],"study_design_scores_gemma":[0.032417152,0.0018494857,0.5880933,0.050718006,0.0006675481,0.00004599249,0.05718855,0.0937896,0.0039523905,0.00029370142,0.16867101,0.0023132914],"about_ca_topic_score_codex":0.46619126,"about_ca_topic_score_gemma":0.6554073,"teacher_disagreement_score":0.22277045,"about_ca_system_score_codex":0.004494426,"about_ca_system_score_gemma":0.009790323,"threshold_uncertainty_score":0.9993271},"labels":[],"label_agreement":null},{"id":"W2974436801","doi":"10.11124/jbisrir-2017-004009","title":"Retention strategies and interventions for health workers in rural and remote areas: a systematic review protocol","year":2019,"lang":"en","type":"review","venue":"JBI Evidence Synthesis","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Flinders University; McGill University","keywords":"Staffing; Observational study; Psychological intervention; Incentive; Workforce; Rural area; Medicine; Environmental health; Health care; Rural health; Nursing; Economic growth","score_opus":0.13635181642814057,"score_gpt":0.5358923731299831,"score_spread":0.3995405567018425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974436801","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000010291951,0.6804341,0.00007306876,0.0008074908,0.00013378978,0.31836793,0.000036792087,0.00006731562,0.00007848489],"genre_scores_gemma":[0.000002685319,0.6947116,0.0007004208,0.00021149518,0.00005631376,0.30354774,0.00001274509,0.000058039255,0.00069890294],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9887006,0.0052027833,0.003983422,0.0007762956,0.0003818913,0.00095498865],"domain_scores_gemma":[0.9881036,0.0073223338,0.0032068114,0.00088581885,0.00019433183,0.00028706802],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007202205,0.0006544913,0.005547865,0.00038131524,0.0004812751,0.00009420861,0.00041746843,0.0005489248,0.0000758982],"category_scores_gemma":[0.0067526307,0.0004870546,0.00064254773,0.0006106675,0.00009877318,0.0006569653,0.00021168514,0.00082703994,0.000095004645],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023787332,0.000013750626,0.000029549017,0.80717707,0.000049392896,0.0000014612608,0.00010504411,3.5650363e-8,3.8758015e-9,0.000093585244,0.0009580794,0.19154821],"study_design_scores_gemma":[0.00014081546,0.00016880281,0.000036296402,0.9438635,0.0012843623,0.000017777551,0.0027542394,0.00001924187,5.0172124e-9,0.00015206983,0.05122457,0.00033828805],"about_ca_topic_score_codex":0.0012679514,"about_ca_topic_score_gemma":0.0011618037,"teacher_disagreement_score":0.19120993,"about_ca_system_score_codex":0.0009505486,"about_ca_system_score_gemma":0.0017835004,"threshold_uncertainty_score":0.9997581},"labels":[],"label_agreement":null},{"id":"W2975356690","doi":"10.1542/aapnews.2011329-39","title":"AAP mission extends north of the border thanks to Canadian chapters","year":2011,"lang":"en","type":"article","venue":"AAP News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Geography; Canadian studies; Archaeology; History; Library science","score_opus":0.08677994007996202,"score_gpt":0.4132854038564034,"score_spread":0.32650546377644135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2975356690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79301405,0.00018261382,0.000017820812,0.010973639,0.002116231,0.0012723041,0.00004590649,0.00005731433,0.19232011],"genre_scores_gemma":[0.9740164,0.000037631657,0.00049820216,0.013856154,0.00014054627,0.000033540146,0.0000065645745,0.000029012057,0.011381892],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980061,0.00022409482,0.0004677104,0.0002566161,0.00023295605,0.0008125255],"domain_scores_gemma":[0.9981861,0.00007332174,0.00017386935,0.0006928785,0.00016153615,0.0007122748],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023831037,0.00016026727,0.00023480812,0.00010852245,0.00057071954,0.0000026800592,0.00042332298,0.00017717305,0.0024433888],"category_scores_gemma":[0.00014453188,0.00010852057,0.00006621651,0.00041432952,0.000047658243,0.00006216953,0.00013648484,0.0004269832,0.00058250077],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001044905,0.000057576926,0.72221136,0.0001713206,0.000020354983,0.000010616802,0.044189215,0.000011951144,0.00005564177,0.0048103663,0.20609395,0.022263173],"study_design_scores_gemma":[0.00024801222,0.00008645199,0.2991565,0.0003564418,0.000012160355,9.1293873e-7,0.003967579,0.000013119924,0.00006965171,0.00020726664,0.6957391,0.0001428053],"about_ca_topic_score_codex":0.6589049,"about_ca_topic_score_gemma":0.8343436,"teacher_disagreement_score":0.48964515,"about_ca_system_score_codex":0.00022724365,"about_ca_system_score_gemma":0.000765901,"threshold_uncertainty_score":0.9984685},"labels":[],"label_agreement":null},{"id":"W2976682047","doi":"10.2196/13053","title":"Measuring Regional Quality of Health Care Using Unsolicited Online Data: Text Analysis Study","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Bigram; Sentiment analysis; Psychology; Active listening; Quality (philosophy); Population; Applied psychology; Computer science; Natural language processing; Trigram; Medicine","score_opus":0.3068731175765267,"score_gpt":0.5554192052281212,"score_spread":0.24854608765159447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2976682047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99479616,0.00030516385,0.0005412145,0.00062700687,0.00030065904,0.0021756892,0.00023159441,0.00010261928,0.0009199088],"genre_scores_gemma":[0.99186635,0.000058001442,0.0029642386,0.0036927417,0.00016374425,0.000022622648,0.0011119299,0.000020322042,0.00010007007],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99163383,0.0012089013,0.0037876447,0.00024761856,0.0023187294,0.00080328493],"domain_scores_gemma":[0.99483615,0.0007293265,0.0017995158,0.0015522237,0.0005432996,0.0005394723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041268254,0.00024020406,0.0012978461,0.00036756857,0.0004055164,0.000008992462,0.0009621601,0.00033036756,0.00060812023],"category_scores_gemma":[0.00041117522,0.0001972102,0.000116895506,0.001696392,0.00009981365,0.00037212909,0.0007452846,0.0010613634,0.00010378621],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012745109,0.0007258953,0.8492458,0.0055905525,0.0005697086,0.0000017635209,0.13213634,0.0003433701,0.0000012724356,0.00027557104,0.0034486805,0.0075336057],"study_design_scores_gemma":[0.0036740464,0.0003790694,0.27975178,0.0021228434,0.00022984382,0.0000018940495,0.6451051,0.053004846,5.025044e-7,0.000019230816,0.015293025,0.0004178211],"about_ca_topic_score_codex":0.004643253,"about_ca_topic_score_gemma":0.0026141522,"teacher_disagreement_score":0.569494,"about_ca_system_score_codex":0.0005076651,"about_ca_system_score_gemma":0.0018829744,"threshold_uncertainty_score":0.8041999},"labels":[],"label_agreement":null},{"id":"W2977314097","doi":"","title":"The Experience of the University of Sherbrooke Medical School (Canada)","year":2003,"lang":"en","type":"article","venue":"Sante Publique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"French; General partnership; Population; Medical school; Health care; Medical education; Medicine; Family medicine; Political science; Humanities; Environmental health","score_opus":0.016417859197817214,"score_gpt":0.32875313211909357,"score_spread":0.3123352729212764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2977314097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81617486,0.0014292932,0.00018533132,0.018727798,0.0015778416,0.00096749904,0.00001575489,0.000037125305,0.16088448],"genre_scores_gemma":[0.99296224,0.00032949052,0.00008701696,0.0017641964,0.000028208437,0.000004889386,5.223546e-7,0.000007055994,0.0048163743],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976969,0.000809037,0.00034653826,0.00013517561,0.0006095446,0.0004028368],"domain_scores_gemma":[0.9981866,0.00056416733,0.00022502131,0.0004904579,0.0002507472,0.00028300114],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00090698875,0.00008073583,0.00016767818,0.000015094183,0.000779841,0.0000022904785,0.0006909298,0.00015221817,0.0021346565],"category_scores_gemma":[0.0030165103,0.000048350783,0.000045483506,0.0003140435,0.00028588425,0.00007012758,0.00015398629,0.000534139,0.000008747738],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001351509,0.0000670502,0.5070163,0.00043120893,0.000034688266,0.000010230764,0.0069103558,0.000010288886,0.000115738425,0.2546917,0.22932394,0.0012533321],"study_design_scores_gemma":[0.00035932942,0.000020044454,0.05092144,0.00057783193,0.0000046138625,0.0000018726987,0.022855764,0.000052791995,0.0002676445,0.00070538686,0.92416346,0.000069789625],"about_ca_topic_score_codex":0.17573465,"about_ca_topic_score_gemma":0.5860425,"teacher_disagreement_score":0.69483954,"about_ca_system_score_codex":0.00025623603,"about_ca_system_score_gemma":0.0070870183,"threshold_uncertainty_score":0.9987775},"labels":[],"label_agreement":null},{"id":"W2977712807","doi":"","title":"Importance of Health and Social Capital to Employment Status of Indigenous Peoples in Canada","year":2017,"lang":"en","type":"article","venue":"World Academy of Science, Engineering and Technology, International Journal of Economics and Management Engineering","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Social capital; Capital (architecture); Socioeconomics; Economic growth; Political science; Geography; Sociology; Economics; Social science","score_opus":0.017311558046107074,"score_gpt":0.3210429554143122,"score_spread":0.30373139736820515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2977712807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960831,0.00078530534,0.000045557732,0.0025948584,0.00025578184,0.00016927226,0.000013726951,0.00000461826,0.000047816902],"genre_scores_gemma":[0.99378806,0.0038535101,0.002254519,0.0000543302,0.000023402032,0.000004803334,3.380757e-7,0.000006226818,0.000014794005],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987631,0.0000040951277,0.0006813688,0.00012707149,0.000118060154,0.00030630606],"domain_scores_gemma":[0.9991521,0.000037608603,0.0005933439,0.000060012277,0.00005581078,0.000101094585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000558702,0.000089729074,0.00030966086,0.00087344646,0.000116469804,0.0000089848845,0.00034447524,0.0000356826,0.0000012330661],"category_scores_gemma":[0.000057453664,0.00009311261,0.000013266354,0.00013136383,0.00011931531,0.00014181,0.00027303252,0.00020925846,3.293886e-8],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050096696,0.00004035771,0.7201966,0.0011667262,0.00020076771,0.0000079666415,0.0068559176,0.023067959,0.00045360942,0.22345316,0.00009105921,0.02441578],"study_design_scores_gemma":[0.0012838027,0.00012756487,0.97258115,0.0017542201,0.000014939501,0.000010039176,0.008731472,0.004785561,0.00034531625,0.00049483014,0.009634589,0.00023652946],"about_ca_topic_score_codex":0.0103951795,"about_ca_topic_score_gemma":0.017529313,"teacher_disagreement_score":0.25238454,"about_ca_system_score_codex":0.0003746568,"about_ca_system_score_gemma":0.0002898364,"threshold_uncertainty_score":0.99619466},"labels":[],"label_agreement":null},{"id":"W2978086963","doi":"","title":"Policy to Practice: Collaboration in the Evolution of a Nursing Health Human Resources Policy","year":2011,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Stakeholder; Context (archaeology); Work (physics); Public relations; Health care; Christian ministry; Political science; Nursing; Business; Medicine; Engineering","score_opus":0.0956054992395296,"score_gpt":0.5525362181074391,"score_spread":0.45693071886790954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2978086963","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31787702,0.00034745806,0.0005233537,0.22177704,0.00029164433,0.003763491,0.000019270734,0.00013165055,0.45526904],"genre_scores_gemma":[0.9803097,0.00003220366,0.0042152326,0.013530843,0.00046277168,0.00011011281,0.0000059287995,0.000017500655,0.0013156618],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9958076,0.0019962266,0.00088327756,0.00023102117,0.00037811408,0.0007037843],"domain_scores_gemma":[0.9981598,0.00035324827,0.00051164185,0.00045438058,0.0003322045,0.00018868508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022241755,0.0001319801,0.00026503304,0.0005539378,0.0007832769,0.00000828229,0.00028738743,0.00014762182,0.00008904555],"category_scores_gemma":[0.0013208545,0.00009841752,0.000025645297,0.0027489015,0.000067360845,0.00024102148,0.000047802027,0.0003650589,0.00009309285],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019163117,0.00032351696,0.009569888,0.00013846882,0.0000045187066,9.0893883e-7,0.38831913,0.000010814739,0.00005692694,0.5693709,0.029607976,0.0024053054],"study_design_scores_gemma":[0.00095997145,0.0010642792,0.1218882,0.0018798847,0.000011622449,0.0000049744535,0.7776693,0.00003669356,0.000023283084,0.026552314,0.06970617,0.00020329637],"about_ca_topic_score_codex":0.16113484,"about_ca_topic_score_gemma":0.018560372,"teacher_disagreement_score":0.66243273,"about_ca_system_score_codex":0.0026912657,"about_ca_system_score_gemma":0.0023433561,"threshold_uncertainty_score":0.99934834},"labels":[],"label_agreement":null},{"id":"W2979399190","doi":"10.1046/j.1440-1584.2000.00330.x","title":"Rural Health Research in Canada: At the Crossroads","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"Canadian Institutes of Health Research","keywords":"Rural health; Neglect; Work (physics); Rural area; Economic growth; Rural sociology; Rural community; Political science; Cohesion (chemistry); Public relations; Sociology; Nursing; Medicine; Socioeconomics; Rural development; Geography; Agriculture","score_opus":0.1840248896453824,"score_gpt":0.5183772601271158,"score_spread":0.3343523704817334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979399190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7563856,0.003693404,4.3666302e-7,0.23659378,0.001117809,0.0010335224,0.00005148559,0.0000149158905,0.0011090141],"genre_scores_gemma":[0.9564161,0.004776106,0.00009765931,0.0111097805,0.00079553784,0.000024162913,0.00001781228,0.0000452936,0.026717568],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98641145,0.005059459,0.0030861814,0.00022356228,0.0017424689,0.003476859],"domain_scores_gemma":[0.99504626,0.0010475402,0.0011872605,0.0006081933,0.00046162828,0.0016491229],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010178404,0.0003197356,0.0009954622,0.0002503859,0.0027559288,0.000027013926,0.000921616,0.00018715611,0.005728952],"category_scores_gemma":[0.000105998835,0.00021927607,0.0001334377,0.0012794522,0.0002746855,0.00027558874,0.00011647758,0.004148396,0.00045155908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00062792853,0.000061402985,0.16438265,0.00046469775,0.000019860505,0.000079863545,0.006269165,0.0002634754,0.0000026978482,0.00025693336,0.75605404,0.07151729],"study_design_scores_gemma":[0.0026011765,0.0012418382,0.36615065,0.00562122,0.0000054944035,0.0002970096,0.07444799,0.000015523066,0.000007746204,0.00073310407,0.5485886,0.00028965346],"about_ca_topic_score_codex":0.9561182,"about_ca_topic_score_gemma":0.9672183,"teacher_disagreement_score":0.22548401,"about_ca_system_score_codex":0.015957743,"about_ca_system_score_gemma":0.026749056,"threshold_uncertainty_score":0.99854237},"labels":[],"label_agreement":null},{"id":"W2979568087","doi":"","title":"A longitudinal analysis of the chiropractic profession from 1996 to 2007","year":2018,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Chiropractic; Medicine; Alternative medicine; Physical medicine and rehabilitation; Psychology","score_opus":0.03225107328563341,"score_gpt":0.3482526033734897,"score_spread":0.31600153008785625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979568087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9850613,0.0002779248,0.000018095761,0.00057172874,0.0029273736,0.001491054,0.0003031496,0.0000985088,0.00925085],"genre_scores_gemma":[0.5972576,0.00032759857,0.31990665,0.000263387,0.00022661992,0.000026121894,0.00275629,0.00011101145,0.07912471],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99679184,0.000059863552,0.00095387845,0.0007884014,0.0007718993,0.0006341218],"domain_scores_gemma":[0.99441636,0.000015939308,0.0025753123,0.0016754369,0.0011325026,0.000184429],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0006497179,0.00043944622,0.0015728847,0.0015409294,0.0015849636,0.0000055594423,0.0020280264,0.00199519,0.002823332],"category_scores_gemma":[0.00045426126,0.0004235108,0.000500458,0.0035363564,0.00030200445,0.00053490367,0.0007192391,0.0034517688,0.00016234811],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008516889,0.002434011,0.7029068,0.0043386994,0.0149748465,0.00018412776,0.10113911,0.00018187624,0.0050718863,0.005106081,0.05233823,0.10280745],"study_design_scores_gemma":[0.0005928292,0.0001596541,0.38940364,0.0023390155,0.0021930032,4.7949453e-7,0.009843597,0.000007188475,0.00022731916,0.00024373195,0.59476346,0.00022608781],"about_ca_topic_score_codex":0.22300112,"about_ca_topic_score_gemma":0.71518844,"teacher_disagreement_score":0.5424252,"about_ca_system_score_codex":0.001599123,"about_ca_system_score_gemma":0.0029301753,"threshold_uncertainty_score":0.99982166},"labels":[],"label_agreement":null},{"id":"W2979859280","doi":"","title":"Physician recruitment and retention in Manitoba: results from a survey of physicians' preferences for rural jobs.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Workforce; Incentive; Job satisfaction; Demographic economics; Compensation (psychology); Psychology; Gerontology; Socioeconomics; Business; Medicine; Sociology; Economics; Economic growth; Social psychology","score_opus":0.30678292594639006,"score_gpt":0.42671424067111047,"score_spread":0.1199313147247204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979859280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98853785,0.00022851616,0.0000058625365,0.00085976993,0.00076991285,0.005017696,0.0009268256,0.000025972424,0.003627622],"genre_scores_gemma":[0.9945338,0.00017042796,0.00013954396,0.00021992739,0.00015715082,0.004088247,0.00025004163,0.000014422623,0.00042646908],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978717,0.00044187342,0.00063081534,0.00029500888,0.00018053639,0.00058008946],"domain_scores_gemma":[0.99776965,0.0007023914,0.0007829975,0.0004902081,0.00017703701,0.00007771182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014205897,0.00013717022,0.00038574857,0.000048066195,0.00047699135,0.000020940066,0.00026068828,0.00014505371,0.0000023083442],"category_scores_gemma":[0.0008748892,0.00012386327,0.000035842048,0.00007301994,0.000089131696,0.00021039072,0.00011744173,0.0002026576,0.0000054157163],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013122718,0.00009977809,0.6440914,0.00022149214,0.00003065345,6.622712e-7,0.0018106846,0.000001210216,0.000023318524,0.00016755599,0.0039480394,0.34829292],"study_design_scores_gemma":[0.0020415082,0.00004279135,0.99154735,0.0005255576,0.000014938929,1.840716e-8,0.001760413,0.000041171297,0.000053001902,0.002443564,0.001421987,0.00010770476],"about_ca_topic_score_codex":0.07980133,"about_ca_topic_score_gemma":0.12093852,"teacher_disagreement_score":0.3481852,"about_ca_system_score_codex":0.0001434718,"about_ca_system_score_gemma":0.000048393482,"threshold_uncertainty_score":0.92632633},"labels":[],"label_agreement":null},{"id":"W2979887494","doi":"10.12927/hcpap.2019.25924","title":"Promising Practices in Equity and Mental Health: The Immigrant and Refugee Mental Health Project","year":2019,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Refugee; Accreditation; Equity (law); Immigration; Addiction; Psychology; Public relations; Political science; Psychiatry; Medicine; Medical education","score_opus":0.10839955854577722,"score_gpt":0.4804342424971506,"score_spread":0.3720346839513734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979887494","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50373566,0.0025936652,0.0000024199971,0.4843381,0.00064492127,0.0077324896,0.00015107954,0.00015611677,0.0006455483],"genre_scores_gemma":[0.19039892,0.0044304337,0.0009586407,0.80191475,0.000063250256,0.00073609,0.00017131232,0.00013371417,0.0011928634],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98820466,0.0032172198,0.0023179902,0.0017317367,0.0011727506,0.0033556512],"domain_scores_gemma":[0.99363226,0.0016784578,0.0021838315,0.0010821655,0.00012560471,0.0012976654],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008029073,0.0008200557,0.0015579229,0.0004178168,0.003662134,0.00013015626,0.00062805804,0.0003935789,0.00014359434],"category_scores_gemma":[0.0004547575,0.0006356277,0.00011981289,0.0011155735,0.00012155915,0.00052102876,0.0017797222,0.0019244456,0.00031353597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004988141,0.00056761893,0.09174808,0.0029329427,0.000069261965,0.000010479694,0.17455712,0.000002801413,0.00016298967,0.0021254027,0.7008972,0.021937972],"study_design_scores_gemma":[0.005557404,0.00409716,0.04826806,0.00011403516,0.000014867679,0.00008768297,0.030256314,0.00064198027,0.0000072452385,0.00011056966,0.91010064,0.0007440293],"about_ca_topic_score_codex":0.04692041,"about_ca_topic_score_gemma":0.07041922,"teacher_disagreement_score":0.31757665,"about_ca_system_score_codex":0.004232512,"about_ca_system_score_gemma":0.0026081833,"threshold_uncertainty_score":0.99960953},"labels":[],"label_agreement":null},{"id":"W2980085546","doi":"10.1108/s1529-209620190000022003","title":"The Ethical Significance of Migrating Health Professionals’ Legitimate Expectations: Canadian and Australian Pathways to Nowhere?","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Vulnerability (computing); Phenomenon; Health professionals; Public relations; Political science; Engineering ethics; Sociology; Law; Health care; Engineering; Epistemology","score_opus":0.08084891308947512,"score_gpt":0.4208268856543663,"score_spread":0.3399779725648912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980085546","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014450166,0.0026964075,0.000026812088,0.19100496,0.0020682425,0.01154585,0.0009999343,0.00018196048,0.79003084],"genre_scores_gemma":[0.032733105,0.00041220928,0.0022579622,0.019626986,0.00034416435,0.00038975256,0.00013293412,0.00013165915,0.9439712],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953229,0.0004592232,0.0016542299,0.0006402927,0.00061373936,0.00130964],"domain_scores_gemma":[0.99461365,0.0020367808,0.00090691104,0.00072226295,0.00054732856,0.0011730398],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001402818,0.00046735007,0.00086153386,0.0002066404,0.0022056662,0.000025464265,0.0004199888,0.0012634106,0.0014245947],"category_scores_gemma":[0.00027599328,0.0003359642,0.00009698441,0.000108512795,0.00018155224,0.0000604614,0.00015741077,0.002770348,0.0008173821],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047222115,0.00000901444,0.0004742125,0.0013883573,0.00003694426,0.0000053217973,0.0110651385,0.0000050491276,0.000006895762,0.55332124,0.43084532,0.002795309],"study_design_scores_gemma":[0.00032543007,0.00025809437,0.00066358125,0.008550428,0.000017426988,0.000002701451,0.025942272,0.00003507485,0.0000050281233,0.006731108,0.95700127,0.00046760638],"about_ca_topic_score_codex":0.096385814,"about_ca_topic_score_gemma":0.6548096,"teacher_disagreement_score":0.5584238,"about_ca_system_score_codex":0.00083143736,"about_ca_system_score_gemma":0.00784105,"threshold_uncertainty_score":0.9999606},"labels":[],"label_agreement":null},{"id":"W2980528404","doi":"","title":"A letter to a University of Toronto medical student","year":2019,"lang":"en","type":"letter","venue":"University of Toronto Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Medical education; Value (mathematics); Medicine; Medical practice; Sociology; Family medicine; Computer science","score_opus":0.022484892672645026,"score_gpt":0.36652847288134055,"score_spread":0.3440435802086955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980528404","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004354937,0.003446593,0.001471239,0.8728556,0.006290816,0.001555588,0.00016257183,0.00010027091,0.10976238],"genre_scores_gemma":[0.0040059322,0.010836887,0.0022930193,0.8997826,0.012699685,4.6869704e-7,0.00011665366,0.000109532695,0.070155196],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909497,0.0015537107,0.0009385526,0.0005728442,0.0047245254,0.0012606888],"domain_scores_gemma":[0.9947789,0.0009750193,0.0011608388,0.00072727463,0.0007834961,0.0015745107],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0021433712,0.0004426811,0.0015713443,0.00007653531,0.00068445434,0.0000068697973,0.0029321248,0.0032646472,0.14851384],"category_scores_gemma":[0.00046378234,0.00045981276,0.0004914861,0.00007144125,0.00039126902,0.00033685446,0.0013033384,0.00524119,0.00044990247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040865943,0.00012706382,0.0014230334,0.0005890628,0.00027544145,0.0025349574,0.009672501,6.757015e-7,0.0000015559181,0.000036006502,0.9782772,0.006653842],"study_design_scores_gemma":[0.002459602,0.0004509759,0.0029372207,0.004916386,0.00019158056,0.00005089156,0.011098585,0.000020747339,2.413634e-7,0.0000096277645,0.9775181,0.00034604588],"about_ca_topic_score_codex":0.13493416,"about_ca_topic_score_gemma":0.09140619,"teacher_disagreement_score":0.14806393,"about_ca_system_score_codex":0.004601964,"about_ca_system_score_gemma":0.0038691685,"threshold_uncertainty_score":0.99978536},"labels":[],"label_agreement":null},{"id":"W2980708929","doi":"10.1503/cmaj.191241","title":"Poor health workforce planning is costly, risky and inequitable","year":2019,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Respiratory Research Network; University of Ottawa","funders":"","keywords":"Workforce; Health care; Key (lock); Workforce planning; Business; Healthcare system; Medicine; Computer science; Economic growth; Economics; Computer security","score_opus":0.10273515715832195,"score_gpt":0.475062868572651,"score_spread":0.3723277114143291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980708929","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016967557,0.96183634,0.000012515323,0.01957707,0.0032535726,0.0013437066,0.0002686347,0.00004691422,0.013644252],"genre_scores_gemma":[0.000008093751,0.9367266,0.00009821945,0.046016764,0.0030333872,0.00005339021,0.00010412309,0.00008974818,0.013869652],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99027663,0.0023198393,0.002457116,0.00048199564,0.0019240106,0.0025404037],"domain_scores_gemma":[0.988954,0.0018149611,0.002703068,0.00028596207,0.00046101745,0.005780985],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.007811122,0.0005028582,0.0025745675,0.00049510953,0.002198478,0.000099418496,0.0005727097,0.002542878,0.006667617],"category_scores_gemma":[0.0026196751,0.00043170893,0.00027981953,0.0006553365,0.000044894114,0.00017973506,0.000118137534,0.0075824712,0.0021615743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000018843755,0.000004745694,0.0024570085,0.0038156116,0.00008116438,0.000051254396,0.0005010492,2.3478655e-7,2.3298763e-10,0.0001559235,0.5168282,0.47610295],"study_design_scores_gemma":[0.0005144535,0.00006364718,0.000085987616,0.05781024,0.00012729704,0.00013550905,0.0009845978,0.00001843271,8.4997226e-10,0.00005904341,0.93989307,0.00030773523],"about_ca_topic_score_codex":0.01233099,"about_ca_topic_score_gemma":0.01365868,"teacher_disagreement_score":0.4757952,"about_ca_system_score_codex":0.009752522,"about_ca_system_score_gemma":0.03952792,"threshold_uncertainty_score":0.9998135},"labels":[],"label_agreement":null},{"id":"W2980819532","doi":"","title":"How underserviced rural communities approach physician recruitment: changes following the opening of a socially accountable medical school in northern Ontario.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Economic shortage; Mandate; Family medicine; Rural area; Medicine; Christian ministry; Thematic analysis; Public health; Rural health; Nursing; Qualitative research; Political science; Sociology; Government (linguistics)","score_opus":0.18910187703778877,"score_gpt":0.3973982062384543,"score_spread":0.20829632920066551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980819532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93389255,0.00032015887,0.0000069899716,0.020420386,0.00069644925,0.0044495584,0.0000069566695,0.000054468546,0.040152505],"genre_scores_gemma":[0.98740286,0.000047333433,0.00007177888,0.0028621233,0.00028907732,0.006134527,0.00002679792,0.00003469593,0.0031308155],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99686587,0.0007101753,0.00043817147,0.00016046378,0.00070140033,0.00112394],"domain_scores_gemma":[0.9977261,0.00037329915,0.00060589507,0.00089651503,0.00011958894,0.00027859764],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002429644,0.0002216751,0.00054890016,0.00007114628,0.0025586754,0.00012407203,0.0015282161,0.00028453345,0.0000470587],"category_scores_gemma":[0.00038126143,0.00016620888,0.00009747236,0.00014067005,0.00016871448,0.00045982515,0.00054084044,0.0011988486,0.000011576602],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112489506,0.00010825772,0.9288065,0.00030016867,0.000111438625,0.000004559605,0.04560819,0.000006855613,0.0000021628136,0.000842956,0.0005109818,0.023585474],"study_design_scores_gemma":[0.0021250497,0.000023724871,0.6995042,0.0009159992,0.000047898706,6.2883083e-7,0.28747994,0.00006545484,0.000006227258,0.0008537487,0.008737955,0.00023917614],"about_ca_topic_score_codex":0.24948299,"about_ca_topic_score_gemma":0.9580349,"teacher_disagreement_score":0.7085519,"about_ca_system_score_codex":0.00095256837,"about_ca_system_score_gemma":0.0010641848,"threshold_uncertainty_score":0.99873984},"labels":[],"label_agreement":null},{"id":"W2981079755","doi":"10.4103/efh.efh_203_19","title":"A network of networks: 40 years of uniting global agendas toward universal health and equitable care","year":2019,"lang":"en","type":"review","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; University of British Columbia","funders":"","keywords":"Universal health care; Political science; Universal coverage; Health care; Health policy; Law","score_opus":0.15761745278814632,"score_gpt":0.5221428162249685,"score_spread":0.3645253634368222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981079755","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005011377,0.9856768,0.00032259492,0.0007504517,0.004005031,0.006977832,0.00055215834,0.00006416998,0.0016008355],"genre_scores_gemma":[0.00042866156,0.99113667,0.0030639418,0.00167401,0.0011562966,0.00023014963,0.0015571406,0.00008821105,0.0006648898],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99356806,0.0014066556,0.0024437208,0.00060687854,0.00033098194,0.0016437002],"domain_scores_gemma":[0.99295545,0.0009913384,0.0041114674,0.0006396218,0.00059343776,0.00070867315],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018682838,0.0004331566,0.0029422864,0.00014469553,0.0006257452,0.000009284467,0.00039568057,0.00055512664,0.000051997962],"category_scores_gemma":[0.00022736129,0.0004583831,0.00025830258,0.0010314212,0.000078301426,0.00010524105,0.00023825944,0.00070140505,0.000019619547],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048585072,0.000052490224,0.00041914484,0.2018146,0.000046996112,1.1344451e-7,0.0047289296,0.000041240994,5.9452193e-10,0.010677133,0.05624752,0.72592324],"study_design_scores_gemma":[0.00037722202,0.00047886843,0.00007668648,0.06712305,0.00011487393,0.0000027786416,0.018054644,0.000017342614,1.7885627e-9,0.00022513563,0.91330355,0.0002258151],"about_ca_topic_score_codex":0.00468606,"about_ca_topic_score_gemma":0.00038109915,"teacher_disagreement_score":0.8570561,"about_ca_system_score_codex":0.0032244197,"about_ca_system_score_gemma":0.03910252,"threshold_uncertainty_score":0.9997868},"labels":[],"label_agreement":null},{"id":"W2981507789","doi":"","title":"Examination outcomes and work locations of international medical graduate family medicine residents in Canada.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Canadian Society for International Health; Canadian Medical Association; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"Specialty; Family medicine; Medicine; Certification; IMG; Graduate medical education; Odds ratio; Cohort; Medical education; Accreditation; Management; Internal medicine","score_opus":0.1318215394464243,"score_gpt":0.4267699408408192,"score_spread":0.29494840139439493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981507789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9473106,0.00023662856,0.00001480448,0.038113587,0.001666553,0.00076449726,0.000009514981,0.000013580309,0.011870203],"genre_scores_gemma":[0.9958179,0.00045716634,0.00003389411,0.00096524495,0.000117197356,0.00052610645,0.0000146569955,0.000008908412,0.0020589414],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997833,0.00021507188,0.0006271122,0.00018042032,0.00077329,0.0003710998],"domain_scores_gemma":[0.9983436,0.00053910626,0.00038977282,0.00031746877,0.00017510664,0.00023495751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014923533,0.00009326607,0.00026071738,0.000110179426,0.00030228056,0.0000053491235,0.00040111062,0.00009555968,0.00006608158],"category_scores_gemma":[0.0038012909,0.00007743602,0.0000102331915,0.00009326864,0.00013395987,0.00012423411,0.00016745194,0.00030619497,0.000004206672],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015209951,0.000010880667,0.9430444,0.000042527336,0.000009456945,0.0000060520924,0.00035333287,8.445514e-7,9.538376e-8,0.0005862815,0.006579831,0.049351048],"study_design_scores_gemma":[0.00090363447,0.0000030498097,0.9949721,0.00036615517,0.0000061774044,3.0260168e-7,0.0010214236,0.000033423938,6.9010684e-7,0.00030575806,0.002331525,0.00005575108],"about_ca_topic_score_codex":0.8644469,"about_ca_topic_score_gemma":0.9116084,"teacher_disagreement_score":0.051927667,"about_ca_system_score_codex":0.00053585303,"about_ca_system_score_gemma":0.0005948894,"threshold_uncertainty_score":0.4550775},"labels":[],"label_agreement":null},{"id":"W2981691678","doi":"10.22605/rrh2467","title":"Journal Search - issue 4, 2012","year":2012,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural health; Rural area; Library science; MEDLINE; Health information; Medicine; Political science; Health care; Computer science","score_opus":0.05796913742355524,"score_gpt":0.460554656779868,"score_spread":0.40258551935631276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981691678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67068595,0.12080431,0.0006750693,0.14698543,0.010686372,0.0024536902,0.00003215556,0.00037291166,0.047304124],"genre_scores_gemma":[0.8193028,0.045561444,0.008729025,0.034044687,0.013215571,0.0000063482717,0.00003487766,0.00009630243,0.07900894],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99599457,0.0009311649,0.0006756393,0.00014202062,0.00035494965,0.0019016843],"domain_scores_gemma":[0.9976184,0.00020156373,0.00023027357,0.0002128686,0.00012244559,0.0016144932],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024615126,0.00018104757,0.00038319157,0.00009579089,0.0023454286,0.00001426435,0.00013707472,0.00020992079,0.0015447566],"category_scores_gemma":[0.000050552448,0.0001286102,0.00006276929,0.00021031676,0.00007501116,0.00035951342,0.00012206533,0.001312702,0.0014973665],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012337534,0.00007829432,0.036859047,0.0012289439,0.000027039394,0.0000050829,0.013917331,0.0000014863332,0.000019289915,0.0026546535,0.3287873,0.61629814],"study_design_scores_gemma":[0.00062877504,0.00018963762,0.04433611,0.0009421057,0.000007595172,0.00012780707,0.00834007,0.00008074963,0.000002838088,0.0005308011,0.94464266,0.0001708618],"about_ca_topic_score_codex":0.0027334425,"about_ca_topic_score_gemma":0.000112834154,"teacher_disagreement_score":0.6161273,"about_ca_system_score_codex":0.00032173796,"about_ca_system_score_gemma":0.0004463114,"threshold_uncertainty_score":0.99936795},"labels":[],"label_agreement":null},{"id":"W2981914480","doi":"","title":"The pipeline flows through pre-clerkship – the early exposure of medical learners to rural healthcare","year":2019,"lang":"en","type":"article","venue":"Research Online (University of Wollongong)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Rural health; Rural area; ROMP; Health care; Likert scale; Nursing; Psychology","score_opus":0.09798518228437526,"score_gpt":0.4740366866060618,"score_spread":0.37605150432168655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981914480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8451544,0.0010366694,0.000036032798,0.14951895,0.00033723706,0.0020914862,0.00011140779,0.00004625329,0.0016675473],"genre_scores_gemma":[0.9722541,0.0019105355,0.00048158332,0.00053483207,0.0002827696,0.0000051152333,0.000047850026,0.00003109669,0.024452148],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9917076,0.0029048112,0.00059896935,0.00039611594,0.0029864518,0.0014060518],"domain_scores_gemma":[0.9935661,0.0030971086,0.0002850797,0.0011982828,0.00126427,0.00058917864],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006065397,0.00019774714,0.0005264493,0.00016858533,0.0018296291,0.000012768046,0.0024206468,0.00047843187,0.0010963733],"category_scores_gemma":[0.0011724867,0.00013942663,0.00017183446,0.0015109673,0.00058996823,0.00020344724,0.0013262952,0.0026399253,0.00044351723],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008744587,0.00104364,0.40281737,0.0038548203,0.00039409683,0.00009361299,0.22231457,0.0005138324,0.0005476979,0.041705642,0.25378898,0.064181164],"study_design_scores_gemma":[0.00347491,0.002094364,0.1925223,0.0032151476,0.000032964326,0.000004778434,0.48899797,0.0032399748,0.00001735481,0.0014576775,0.3045741,0.00036845135],"about_ca_topic_score_codex":0.04454908,"about_ca_topic_score_gemma":0.03674292,"teacher_disagreement_score":0.2666834,"about_ca_system_score_codex":0.0003056924,"about_ca_system_score_gemma":0.0016050927,"threshold_uncertainty_score":0.9998168},"labels":[],"label_agreement":null},{"id":"W2981977110","doi":"10.9707/1944-5660.1483","title":"Leveraging Effective Consulting to Advance Diversity, Equity, and Inclusion in Philanthropy","year":2019,"lang":"en","type":"article","venue":"The Foundation Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Public relations; Work (physics); Political science; Business; Sociology; Engineering; Social science","score_opus":0.05920932425685731,"score_gpt":0.4760957624510316,"score_spread":0.41688643819417426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981977110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.792416,0.05483427,0.000507576,0.07316345,0.001545906,0.016644087,0.000007065862,0.00017304419,0.060708635],"genre_scores_gemma":[0.95517266,0.022295253,0.00021856056,0.02179334,0.000057224515,0.000095446674,0.000011163319,0.000010619396,0.0003457118],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979784,0.0007557072,0.00037182926,0.0002335992,0.00033372277,0.0003267538],"domain_scores_gemma":[0.9985084,0.0008409542,0.00020324306,0.00025667716,0.000113882204,0.00007682041],"candidate_categories":["sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032040935,0.00011336534,0.00031151643,0.000046880283,0.0023114723,0.000009024781,0.00031417148,0.00004582081,0.0004606604],"category_scores_gemma":[0.00044903823,0.00008223991,0.000021000482,0.00037630866,0.000036446214,0.00014834684,0.030323962,0.00031783548,0.001053637],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000105194216,0.000039983468,0.18947001,0.014165239,0.000013306242,0.0000032139421,0.023946704,0.00004150692,0.000106850006,0.00713902,0.0023071025,0.7626619],"study_design_scores_gemma":[0.002538751,0.0002423796,0.09388816,0.10871092,0.00008008801,0.000007489898,0.0030217518,0.00047408842,0.000019475247,0.024427224,0.7660057,0.0005839427],"about_ca_topic_score_codex":0.00068861915,"about_ca_topic_score_gemma":0.00023583775,"teacher_disagreement_score":0.76369864,"about_ca_system_score_codex":0.00024459846,"about_ca_system_score_gemma":0.000055644345,"threshold_uncertainty_score":0.99972415},"labels":[],"label_agreement":null},{"id":"W2982203764","doi":"10.5206/uwomj.v88i1.6184","title":"Interventions to improve recruitment and retention of physicians in rural and remote Canada: a systematic review","year":2019,"lang":"en","type":"review","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scopus; Workforce; Psychological intervention; Inclusion (mineral); Rural area; Medical education; Health care; Medicine; Variety (cybernetics); MEDLINE; Nursing; Family medicine; Psychology; Political science","score_opus":0.1041151874505368,"score_gpt":0.4145330509740323,"score_spread":0.31041786352349554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982203764","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016356511,0.99283475,0.00006958986,0.00064404344,0.0004501121,0.0041662008,0.000038281036,0.0000045491893,0.00015681016],"genre_scores_gemma":[0.00004359177,0.9966487,0.00013963258,0.00027406603,0.000031337182,0.0000021907454,0.00001626229,0.000011354211,0.0028328458],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9963817,0.001025211,0.0014552147,0.00020496284,0.0006024887,0.00033044317],"domain_scores_gemma":[0.9973023,0.00030064644,0.0016543444,0.00023982323,0.00016559895,0.00033726415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014778761,0.00021409683,0.0025764855,0.0001697489,0.00014049644,0.0000036606248,0.00032984768,0.00026576748,0.00016486933],"category_scores_gemma":[0.00023111953,0.00018416352,0.000238036,0.00015599781,0.00006085046,0.00007295523,0.00027741282,0.0012557006,0.0000062915724],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014439827,0.000023717726,0.00039226038,0.8948757,0.00007581595,0.000054208853,0.00083258824,2.506006e-8,1.8352988e-8,0.000007761785,0.0006337688,0.10308969],"study_design_scores_gemma":[0.00045495486,0.0001464962,0.0004032049,0.899844,0.0012519053,0.000057240653,0.001214533,0.000001178007,4.1293484e-9,0.0000052924033,0.09650882,0.00011235194],"about_ca_topic_score_codex":0.7213472,"about_ca_topic_score_gemma":0.97859144,"teacher_disagreement_score":0.25724426,"about_ca_system_score_codex":0.0020342353,"about_ca_system_score_gemma":0.0035791087,"threshold_uncertainty_score":0.75099707},"labels":[],"label_agreement":null},{"id":"W2982382649","doi":"","title":"Understanding the Lived Experiences of Saudi Students Enrolled in Canadian Graduate Nursing Programs","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Nursing; Graduate students; Lived experience; Psychology; Medicine; Pedagogy","score_opus":0.34552923407085995,"score_gpt":0.4599474789358311,"score_spread":0.11441824486497115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982382649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942205,0.00008864217,0.000028756629,0.00038199237,0.00078283175,0.0022837978,0.000004859885,0.00007721425,0.0021314376],"genre_scores_gemma":[0.99602574,0.00005298487,0.000012514484,0.00030517793,0.000049175975,0.0000127719995,0.000011869202,0.000035024666,0.0034947142],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9955775,0.0012041249,0.00060674053,0.0005130101,0.000731024,0.0013675601],"domain_scores_gemma":[0.99798125,0.00032329554,0.00042982097,0.00059036067,0.00016809923,0.00050719804],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013738038,0.00030105645,0.00052385905,0.0006047402,0.00077269686,0.000073625924,0.0012768954,0.0003036757,0.00010373565],"category_scores_gemma":[0.000060947088,0.00026649947,0.00010264914,0.0011126129,0.00023015986,0.0007014618,0.00023949736,0.0011165168,0.00022973216],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014254308,0.00007404048,0.9181613,0.00013913428,0.000028113303,0.00004764754,0.08110001,0.000014611762,0.00001479643,0.00020717918,0.0000010079962,0.00006963904],"study_design_scores_gemma":[0.0015889623,0.0001516205,0.69647974,0.0033264232,0.000027873559,0.0000025733518,0.29766384,0.0000015236604,0.000020914358,0.00024799068,0.0002480072,0.00024054668],"about_ca_topic_score_codex":0.0055817473,"about_ca_topic_score_gemma":0.3172291,"teacher_disagreement_score":0.31164736,"about_ca_system_score_codex":0.0026892652,"about_ca_system_score_gemma":0.0007826401,"threshold_uncertainty_score":0.9999787},"labels":[],"label_agreement":null},{"id":"W2982463728","doi":"10.22605/rrh4066","title":"Community health nurses: the mainstay of remote primary care in the Canadian North","year":2016,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Staffing; Nursing; Health care; Community health; Medicine; Workforce; Work (physics); Family medicine; Public health; Political science","score_opus":0.03375979900483148,"score_gpt":0.38231303343793266,"score_spread":0.34855323443310116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982463728","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79747486,0.007705751,0.000022067734,0.17711343,0.000743829,0.0033805515,0.0002632769,0.000058893114,0.013237316],"genre_scores_gemma":[0.9542866,0.0064076255,0.0004925866,0.03770298,0.00016998936,0.000005911872,0.00007632857,0.000026783628,0.0008312216],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9925411,0.0045018615,0.0009860131,0.00021049433,0.0003840143,0.0013765325],"domain_scores_gemma":[0.997158,0.0007212912,0.0004973976,0.0008735885,0.00015144788,0.00059826527],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029686994,0.00023632491,0.00055722194,0.0001253343,0.0039612004,0.000009906162,0.00057498954,0.0001790111,0.000023116332],"category_scores_gemma":[0.000101300066,0.00010528561,0.00006039357,0.0004908722,0.00030951708,0.00008103848,0.00011558095,0.0013710611,0.000029380657],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115274706,0.000030678995,0.042918593,0.0023181655,0.000009486113,0.000004218624,0.07444548,0.000001299628,0.0000011449433,0.0013453614,0.0090693785,0.8697409],"study_design_scores_gemma":[0.001236524,0.0006081382,0.61908376,0.0052870545,0.0000061668707,0.000016616534,0.07006148,0.00002722627,4.5448772e-7,0.0012766827,0.30220196,0.00019395784],"about_ca_topic_score_codex":0.9164421,"about_ca_topic_score_gemma":0.9879286,"teacher_disagreement_score":0.86954695,"about_ca_system_score_codex":0.002055323,"about_ca_system_score_gemma":0.0049711857,"threshold_uncertainty_score":0.9973355},"labels":[],"label_agreement":null},{"id":"W2987044397","doi":"10.1097/acm.0000000000003055","title":"We Must Graduate Physicians, Not Doctors","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Internship; Salary; Workforce; Physician supply; Family medicine; Graduate medical education; Curriculum; Medical education; Medical school; Medicine; Position (finance); Psychology; Political science; Business; Accreditation; Finance","score_opus":0.1370434208729847,"score_gpt":0.48141505344788876,"score_spread":0.34437163257490405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987044397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85881615,0.0019085825,0.00003186128,0.07929452,0.005714713,0.0015226542,0.000011572774,0.00032649364,0.052373473],"genre_scores_gemma":[0.8905517,0.0042371643,0.00004451396,0.03181103,0.002946912,0.00007016598,0.000042684635,0.000050167884,0.07024567],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961198,0.00041030953,0.001056145,0.0004877124,0.0007794711,0.0011465786],"domain_scores_gemma":[0.9974287,0.0010389047,0.00045850335,0.0005826706,0.00014104182,0.00035015395],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001298153,0.0002904174,0.00068359455,0.00014119591,0.00032176112,0.0000012722145,0.0004948038,0.00052773504,0.0037342776],"category_scores_gemma":[0.00042536034,0.00021878922,0.000048452774,0.00052327715,0.00015915521,0.00014694541,0.00014723784,0.0028829847,0.008545999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015240381,0.000010126482,0.06762794,0.0010219278,0.00003687872,0.000011016501,0.04272351,0.000007389689,0.0023012133,0.016022341,0.85967416,0.010411078],"study_design_scores_gemma":[0.0024140186,0.00024596296,0.010777053,0.0065228874,0.000060269384,0.0000034574343,0.039302636,0.00015343633,0.00013756714,0.002822765,0.9372345,0.00032543018],"about_ca_topic_score_codex":0.00078277354,"about_ca_topic_score_gemma":0.000022406019,"teacher_disagreement_score":0.07756034,"about_ca_system_score_codex":0.00024636096,"about_ca_system_score_gemma":0.000152447,"threshold_uncertainty_score":0.9994174},"labels":[],"label_agreement":null},{"id":"W2987921925","doi":"10.5539/hes.v9n4p181","title":"How Well Does Undergraduate Education Prepare College Students for the Employment Outlook? A Secondary Data Analysis of Baccalaureate and Beyond Longitudinal Study (B&amp;B)","year":2019,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Baccalaureate Degree; Graduation (instrument); Bachelor; Medical education; Curriculum; Matriculation; Graduate degree; Longitudinal study; Psychology; Higher education; Medicine; Pedagogy; Political science","score_opus":0.12989530989866305,"score_gpt":0.5068683941491338,"score_spread":0.3769730842504707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987921925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96468854,0.009598401,0.000014073249,0.013880784,0.0047593047,0.0055157496,0.000450036,0.000050403243,0.0010427214],"genre_scores_gemma":[0.87657624,0.00084622076,0.00044113566,0.0007248869,0.00025676514,0.0013912212,0.0003139731,0.000028761275,0.11942079],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970283,0.00045453262,0.0007606155,0.00078733044,0.0005314523,0.00043779513],"domain_scores_gemma":[0.99531376,0.0013534994,0.00067517674,0.0014884764,0.0010454897,0.00012358133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010144288,0.0003031655,0.0007748907,0.00027159654,0.0009014888,0.00004781199,0.00060719776,0.00009428776,0.000282773],"category_scores_gemma":[0.00007826854,0.00018805824,0.0000846782,0.00080600596,0.00011594678,0.00030536827,0.000684568,0.00021047844,0.000028516844],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011193408,0.00091013487,0.88701797,0.00049458275,0.0028330924,7.9825874e-8,0.0046910504,0.0000038147805,0.0000019480813,0.001941498,0.10163338,0.0003605075],"study_design_scores_gemma":[0.0006714725,0.0001250212,0.659415,0.00016502036,0.0019422119,1.7506973e-7,0.14582978,0.000006275831,9.743056e-7,0.0006374457,0.19104548,0.00016112659],"about_ca_topic_score_codex":0.00056035485,"about_ca_topic_score_gemma":0.0055196392,"teacher_disagreement_score":0.22760296,"about_ca_system_score_codex":0.00028725286,"about_ca_system_score_gemma":0.00076126977,"threshold_uncertainty_score":0.76687926},"labels":[],"label_agreement":null},{"id":"W2988935879","doi":"10.31128/ajgp-05-19-4929","title":"Remodelling general practice training: Tension and innovation","year":2019,"lang":"en","type":"article","venue":"Australian Journal of General Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Training (meteorology); Dialectic; Stakeholder; Organisational change; General practice; Qualitative research; Management; Political science; Public relations; Medical education; Engineering ethics; Sociology; Medicine; Engineering; Social science; Geography","score_opus":0.1479296685219855,"score_gpt":0.4788375972643302,"score_spread":0.33090792874234465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2988935879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9297834,0.0004673779,0.00069165404,0.04085745,0.0027693207,0.0006866269,0.0000049626424,0.000040548275,0.024698673],"genre_scores_gemma":[0.83773714,0.00092230446,0.1077363,0.014687418,0.0025227007,0.0000056449194,0.000014671768,0.000067845234,0.036305953],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950824,0.0014336136,0.0017253524,0.00031797332,0.0007106639,0.0007299933],"domain_scores_gemma":[0.992205,0.0014967448,0.0029056238,0.00031766106,0.0027663785,0.00030854234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050243847,0.00026221052,0.00052138447,0.0003891216,0.00046287937,0.000060106493,0.00023472935,0.00034464616,0.0003096845],"category_scores_gemma":[0.0039322064,0.00022861708,0.00006873987,0.0008991393,0.000056131656,0.0028625382,0.00007700675,0.0019392751,0.0001726923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015775993,0.0011595425,0.04541291,0.0019166903,0.0013784834,0.0018334308,0.060335934,0.019465724,0.10405006,0.26466766,0.39922136,0.084782206],"study_design_scores_gemma":[0.0021729204,0.00080666103,0.0014388097,0.0007390917,0.00021818992,0.0013860791,0.02162295,0.001709912,0.00016017638,0.0010262711,0.9683817,0.0003372644],"about_ca_topic_score_codex":0.0002812889,"about_ca_topic_score_gemma":0.0000072509224,"teacher_disagreement_score":0.5691603,"about_ca_system_score_codex":0.0002435399,"about_ca_system_score_gemma":0.00062489684,"threshold_uncertainty_score":0.9322734},"labels":[],"label_agreement":null},{"id":"W2988974968","doi":"","title":"A quantitative day in the life of a Saskatchewan rural physician.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatoon Medical Imaging; University of Saskatchewan","funders":"","keywords":"Workload; Specialty; Rural area; Family medicine; Medicine; Christian ministry; Nursing","score_opus":0.0701144899608814,"score_gpt":0.4029837462032781,"score_spread":0.3328692562423967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2988974968","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9560383,0.00032219538,0.00002753768,0.0048884726,0.0005591605,0.0023013668,0.00001969693,0.000042709868,0.03580056],"genre_scores_gemma":[0.9903874,0.000011591814,0.00014649455,0.006510243,0.00036815068,0.0017865255,0.000005112317,0.000013369838,0.00077111373],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9973969,0.0009640592,0.00048974395,0.00014787432,0.00026533764,0.00073609815],"domain_scores_gemma":[0.99827147,0.00088042085,0.00024832395,0.00032946875,0.00015327417,0.00011705789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016379153,0.00011254213,0.00026641614,0.0000655988,0.00024133893,0.000004285064,0.00031888578,0.0001014329,0.000052387135],"category_scores_gemma":[0.000549214,0.00007503646,0.000044237033,0.00055016467,0.00019202163,0.000092541246,0.000069600144,0.0003456696,0.00017868691],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010496771,0.0005736917,0.19141863,0.00072193274,0.000102628095,0.000009428918,0.5763895,0.000005712541,0.00006405682,0.034812268,0.10496446,0.089888014],"study_design_scores_gemma":[0.00075523165,0.00011522104,0.74378246,0.00019852955,0.000015976473,2.0372327e-7,0.23277663,0.00004792129,0.000032641085,0.002622394,0.019534033,0.00011873663],"about_ca_topic_score_codex":0.0027584385,"about_ca_topic_score_gemma":0.004740381,"teacher_disagreement_score":0.5523639,"about_ca_system_score_codex":0.00007858178,"about_ca_system_score_gemma":0.00019168676,"threshold_uncertainty_score":0.41699523},"labels":[],"label_agreement":null},{"id":"W2989120413","doi":"10.22605/rrh310","title":"Correction, article no. 278: Rural Canadian community health and quality of life: testing a workbook to determine priorities and move to action","year":2004,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workbook; Quality of life (healthcare); Quality (philosophy); Rural area; Action (physics); Rural health; Medicine; Gerontology; Medical education; Psychology; Nursing; Political science; Law","score_opus":0.11918856899927574,"score_gpt":0.43329029275594866,"score_spread":0.3141017237566729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989120413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9801277,0.0012451742,0.0000957972,0.015756529,0.0007306287,0.0014481888,0.000029881565,0.000084007224,0.00048207407],"genre_scores_gemma":[0.9748663,0.0007609364,0.0043701814,0.018941881,0.00020403191,0.000010113077,0.000010832281,0.000022371934,0.0008133845],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9967746,0.00092061394,0.00094317057,0.00021696111,0.00019853677,0.0009460799],"domain_scores_gemma":[0.9960544,0.0005732974,0.00033514414,0.00027191045,0.0002695179,0.0024956942],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015815498,0.00020985818,0.00059458206,0.00015530465,0.0024093422,0.000020345715,0.00008419087,0.00014346653,0.000008939574],"category_scores_gemma":[0.0011457928,0.0001904125,0.000021144653,0.00038983312,0.00009972769,0.00013467495,0.00012254574,0.00073445035,0.000018891098],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008462333,0.00010127355,0.3709821,0.0060491264,0.000027551298,0.0000018536763,0.05664049,0.00007156268,0.00030478882,0.00056258304,0.0057880725,0.5586243],"study_design_scores_gemma":[0.0016637318,0.0018819369,0.9345834,0.006077701,0.0000066185517,0.0000220872,0.04850881,0.00047221355,0.000018504594,0.0010078218,0.005401407,0.00035574829],"about_ca_topic_score_codex":0.9021958,"about_ca_topic_score_gemma":0.7388366,"teacher_disagreement_score":0.5636013,"about_ca_system_score_codex":0.0008768383,"about_ca_system_score_gemma":0.0020774119,"threshold_uncertainty_score":0.9988894},"labels":[],"label_agreement":null},{"id":"W2989414956","doi":"","title":"Pulse : Canada has 57 803 active MDs: CIHI","year":2001,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Population; Demography; Health information; Gerontology; Health care; Environmental health","score_opus":0.027048854993721057,"score_gpt":0.3573236453966945,"score_spread":0.3302747904029734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989414956","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4100862,0.0008807439,0.000044082484,0.4595204,0.00804096,0.0006796959,0.00017099988,0.000075048774,0.12050185],"genre_scores_gemma":[0.89253277,0.00063255965,0.00006860552,0.08355505,0.005639931,0.000034335542,0.00003713834,0.000041205363,0.017458424],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941483,0.0008988936,0.0009058346,0.00022888609,0.0020909132,0.0017271457],"domain_scores_gemma":[0.9925137,0.0007443064,0.00053451123,0.00017806859,0.000993132,0.0050362637],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002165611,0.00019065448,0.00036576236,0.00015353525,0.00246385,0.000043933065,0.00040953982,0.0007459512,0.050195813],"category_scores_gemma":[0.0048499336,0.0001803886,0.00007342164,0.00049967726,0.00004605556,0.0001770151,0.000032286793,0.0031348336,0.0008041863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000016470703,0.000012403479,0.11024242,0.00001142361,0.000047879472,0.0007666404,0.0013421265,0.0000033259978,3.1156387e-7,0.00024394876,0.86193115,0.025381925],"study_design_scores_gemma":[0.00077314454,0.000025619513,0.04533522,0.00024819083,0.000014389812,0.00010478331,0.0098143965,0.00007418412,5.206024e-7,0.00019036153,0.94325566,0.00016351657],"about_ca_topic_score_codex":0.94802547,"about_ca_topic_score_gemma":0.9986466,"teacher_disagreement_score":0.48244652,"about_ca_system_score_codex":0.013862751,"about_ca_system_score_gemma":0.054910287,"threshold_uncertainty_score":0.9999738},"labels":[],"label_agreement":null},{"id":"W2989708021","doi":"10.25318/82-003-x201900500001-eng","title":"Does geography matter in mortality? An analysis of potentially avoidable mortality by remoteness index in Canada","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":105,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Census; Mortality rate; Geography; Demography; Index (typography); Population; Medicine; Multivariate analysis; Location; Environmental health","score_opus":0.0188447364863576,"score_gpt":0.32497689493040305,"score_spread":0.30613215844404545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989708021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99385685,0.000082521256,0.000011479371,0.0005657669,0.0006037776,0.002160101,0.0002084101,0.000023039,0.002488077],"genre_scores_gemma":[0.9967226,0.000029950541,0.000019915553,0.0015892792,0.00002725666,0.0005851449,0.00015022921,0.000022796095,0.0008528423],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954725,0.00083249627,0.0012753768,0.00055546523,0.0006200309,0.0012441439],"domain_scores_gemma":[0.9980798,0.00016558406,0.00043569226,0.0008668874,0.00014007822,0.0003119547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016481796,0.00022202423,0.00086686265,0.0005248052,0.00009291908,0.000009550099,0.000416385,0.0002297974,0.0008650319],"category_scores_gemma":[0.000049185644,0.00017059335,0.000100094214,0.0020703773,0.00004298742,0.00025489207,0.000117088326,0.0005142745,0.000012260562],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050018156,0.00008424484,0.996995,0.00028472318,0.00015792574,0.000008263638,0.00018896647,0.0010566348,0.0000047282915,0.000018056908,0.0004920092,0.00065947004],"study_design_scores_gemma":[0.0005784847,0.00000471627,0.9956137,0.0000672901,0.00011782641,5.3344422e-8,0.0016168009,0.0008483468,0.000014117881,0.00013864454,0.0008029287,0.00019707489],"about_ca_topic_score_codex":0.99213874,"about_ca_topic_score_gemma":0.9970823,"teacher_disagreement_score":0.0049435417,"about_ca_system_score_codex":0.00089828094,"about_ca_system_score_gemma":0.0006951087,"threshold_uncertainty_score":0.9471493},"labels":[],"label_agreement":null},{"id":"W2989909482","doi":"10.22454/primer.2019.635563","title":"If You Build It They Will Come…and Stay: A Community-Based Family Medicine Program","year":2019,"lang":"en","type":"article","venue":"PRiMER","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Regent Park Community Health Centre; University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Graduation (instrument); Government (linguistics); Tracking (education); Medical education; Medicine; Population; Economic shortage; Work (physics); Family medicine; Psychology; Pedagogy; Engineering","score_opus":0.07495541452280433,"score_gpt":0.4520788198350653,"score_spread":0.37712340531226096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989909482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93146795,0.0008879928,0.000025715912,0.010648055,0.0006915628,0.003232729,0.000022365322,0.00040197247,0.052621637],"genre_scores_gemma":[0.9760103,0.00012041818,0.0021679355,0.016458524,0.00023143334,0.00025243944,0.00011795639,0.00006013711,0.004580854],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964293,0.0013593226,0.0006382882,0.00029319225,0.0004207304,0.0008591425],"domain_scores_gemma":[0.9970922,0.0011058943,0.00026060434,0.00095533405,0.00023589625,0.00035006774],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016239602,0.00027390438,0.0005432487,0.000112008776,0.0008513764,0.000009815036,0.00039728932,0.00028458604,0.001050816],"category_scores_gemma":[0.00017608804,0.00020756238,0.000046540325,0.00024898798,0.00018586745,0.000119306336,0.00025478672,0.0015547187,0.0008582297],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017916967,0.00022347395,0.96798605,0.0009315249,0.00003710574,0.0000029973448,0.0064288983,0.000005658793,0.00013163086,0.0018967064,0.016894044,0.0052827573],"study_design_scores_gemma":[0.0025199982,0.0007047651,0.0405634,0.0014342791,0.00004292121,9.786557e-7,0.0069522723,0.00022057479,0.000008914796,0.0010288666,0.9462867,0.00023636305],"about_ca_topic_score_codex":0.0073463614,"about_ca_topic_score_gemma":0.00038031998,"teacher_disagreement_score":0.92939264,"about_ca_system_score_codex":0.00017480724,"about_ca_system_score_gemma":0.00024376361,"threshold_uncertainty_score":0.9999197},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2990316684","doi":"10.36834/cmej.56976","title":"Factors perceived to influence rural career choice of urban background family physicians: a qualitative analysis","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University; University of Calgary; University of Alberta","funders":"","keywords":"Rural area; Qualitative research; Psychology; Family medicine; Medicine; Sociology","score_opus":0.06599732468892641,"score_gpt":0.47229989889788654,"score_spread":0.4063025742089601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990316684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854743,0.00028489914,0.000022368942,0.00905944,0.001717109,0.0005060777,0.00004881619,0.00001369737,0.0028733192],"genre_scores_gemma":[0.9624833,0.000026300087,0.00017748756,0.0344047,0.00051550195,0.000028067274,0.00004732981,0.000020045472,0.0022972673],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99601686,0.0009829163,0.0009340368,0.00023927029,0.0009824607,0.00084447203],"domain_scores_gemma":[0.9905201,0.0007117296,0.00041294037,0.00033780644,0.0013172714,0.006700162],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010567334,0.00020279536,0.0005543321,0.0006863275,0.0004823873,0.000023270502,0.0005251072,0.00029313948,0.017935906],"category_scores_gemma":[0.005895653,0.00017600936,0.00016314682,0.001520398,0.00010586261,0.0002479369,0.000028952352,0.0011683765,0.00038860828],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025776297,0.000086507884,0.5818786,0.00016578974,0.00033289343,0.0000028213756,0.2765214,0.000106870815,0.000053912376,0.00073762523,0.13593295,0.0041548507],"study_design_scores_gemma":[0.00022168974,0.000067462366,0.60219514,0.00075209496,0.00008193882,7.8958544e-7,0.34796098,0.000032339714,6.90996e-7,0.000060091257,0.04848269,0.00014407416],"about_ca_topic_score_codex":0.21449825,"about_ca_topic_score_gemma":0.15393949,"teacher_disagreement_score":0.087450266,"about_ca_system_score_codex":0.0015146345,"about_ca_system_score_gemma":0.031045955,"threshold_uncertainty_score":0.98296183},"labels":[],"label_agreement":null},{"id":"W2990376036","doi":"","title":"Case 9 : Achieving Health Equity in Ontario: Increasing Capacity for Relationship Building with Indigenous Communities","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Health equity; Equity (law); Capacity building; Business; Geography; Economic growth; Political science; Economics; Health care","score_opus":0.3052617217276669,"score_gpt":0.45114001208862164,"score_spread":0.14587829036095473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990376036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99463284,0.000078150944,0.00048338177,0.00022815767,0.00035634666,0.0032770056,0.00005995893,0.00022911356,0.0006550476],"genre_scores_gemma":[0.9951294,0.000012422162,0.0014969691,0.00080341153,0.000053951553,0.0000167252,0.00006685954,0.0000733269,0.0023468996],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9942185,0.0024432617,0.00076902134,0.0005519401,0.00042047177,0.0015967682],"domain_scores_gemma":[0.9955317,0.0021279065,0.0007183626,0.00085576193,0.000280261,0.00048603734],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0033186185,0.00043724754,0.0007734146,0.000733571,0.0025475137,0.000104445644,0.0007117485,0.00043823087,0.000060086677],"category_scores_gemma":[0.00011094023,0.00047596297,0.000100466714,0.00068043405,0.00012521069,0.0017292291,0.00065309764,0.0029438233,0.000083790044],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006832777,0.00008597676,0.9727269,0.00075501564,0.000029090017,0.00023733889,0.024596572,0.00015452076,0.000009914122,0.00047043117,3.2048106e-7,0.00025064556],"study_design_scores_gemma":[0.002679872,0.00054576877,0.975792,0.003627901,0.000039796432,0.00027988155,0.014702372,0.0000012891232,0.0000064166597,0.0001952432,0.0016608299,0.00046865214],"about_ca_topic_score_codex":0.074990205,"about_ca_topic_score_gemma":0.94473153,"teacher_disagreement_score":0.8697413,"about_ca_system_score_codex":0.006120139,"about_ca_system_score_gemma":0.0018724003,"threshold_uncertainty_score":0.9997692},"labels":[],"label_agreement":null},{"id":"W2990549867","doi":"10.5539/gjhs.v11n13p121","title":"A Continuous Professional Development Strategy for Expanded Competencies Needed by Radiographers Working in Rural Areas","year":2019,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Focus group; Medical education; Health care; Nursing; Medicine; Rural area; Qualitative research; Continuing professional development; Exploratory research; Professional development; Psychology; Business; Political science; Sociology","score_opus":0.04683644486079448,"score_gpt":0.4161581256266351,"score_spread":0.36932168076584065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990549867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873331,0.0030569844,0.00019997993,0.0020036823,0.0042240056,0.0020299095,0.000011604307,0.00003429468,0.0011064182],"genre_scores_gemma":[0.99238795,0.00012586494,0.0047239074,0.0022625118,0.000102430626,0.000046277528,0.000007261368,0.000013019014,0.0003307807],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99383706,0.00035159028,0.0022873923,0.0003557567,0.0012575156,0.0019106814],"domain_scores_gemma":[0.99624777,0.00030820342,0.0018328428,0.00023006037,0.00070160296,0.00067954825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00586146,0.00027459458,0.0008779791,0.00031023443,0.0012019138,0.00004470564,0.00090041937,0.00016273462,0.00008480329],"category_scores_gemma":[0.0001582679,0.00021869667,0.00011316541,0.0017522932,0.00029027511,0.00046689334,0.00013402208,0.00067722774,0.00002748942],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004929159,0.00015633545,0.95928717,0.0002670186,0.000012886454,0.000005249038,0.0018361269,0.00011320058,0.00016260662,0.0010688172,0.013385567,0.023212116],"study_design_scores_gemma":[0.010249364,0.0016475565,0.75767213,0.012620793,0.000014468965,0.00018838314,0.16108279,0.00052985223,0.00008926292,0.0020118244,0.053124554,0.0007690355],"about_ca_topic_score_codex":0.000733942,"about_ca_topic_score_gemma":0.00031103124,"teacher_disagreement_score":0.20161505,"about_ca_system_score_codex":0.0020401955,"about_ca_system_score_gemma":0.008733002,"threshold_uncertainty_score":0.99688655},"labels":[],"label_agreement":null},{"id":"W2990562061","doi":"10.22605/rrh5466","title":"Strategic analysis of interventions to reduce physician shortages in rural regions","year":2019,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Hôpital Charles-Le Moyne","funders":"","keywords":"Psychological intervention; Context (archaeology); Incentive; Medicine; Health human resources; Business; Population; Health care; Public relations; Economic growth; Nursing; Environmental health; Political science; Economics; Geography","score_opus":0.06672261380970726,"score_gpt":0.4558115306321483,"score_spread":0.38908891682244107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990562061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98187315,0.0011682818,0.00003099724,0.010315669,0.0003494748,0.0012806164,0.000046916797,0.00005093711,0.0048839613],"genre_scores_gemma":[0.9931279,0.0010337187,0.00047857928,0.0021241566,0.000075355994,0.00000869099,0.00007314747,0.000015716596,0.0030627558],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972609,0.0004871934,0.0010326009,0.00026535324,0.00021392172,0.00073999807],"domain_scores_gemma":[0.9986331,0.00016357792,0.00035748995,0.00038353686,0.0000990077,0.00036331732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006377668,0.00017844365,0.0007884352,0.00049361633,0.00028720166,0.0000067370847,0.00016397209,0.00013576304,0.00015415656],"category_scores_gemma":[0.000017092587,0.00014749338,0.00018442581,0.0017355223,0.00004695509,0.000087241075,0.00009794354,0.0004503319,0.000088757915],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012438496,0.0012069906,0.49526924,0.021411428,0.0011898434,0.000020325753,0.04670493,0.0019030983,0.0017970576,0.13561691,0.013878448,0.2797579],"study_design_scores_gemma":[0.0015667463,0.0011885575,0.8623601,0.015245559,0.0002679835,0.0000025304494,0.10493129,0.0046496615,0.000015796093,0.005844695,0.0033623716,0.00056471885],"about_ca_topic_score_codex":0.017529445,"about_ca_topic_score_gemma":0.011986047,"teacher_disagreement_score":0.36709088,"about_ca_system_score_codex":0.00023101155,"about_ca_system_score_gemma":0.0002536043,"threshold_uncertainty_score":0.9890129},"labels":[],"label_agreement":null},{"id":"W2990939585","doi":"10.22605/rrh5313","title":"Precarious patients: health professionals’ perspectives on providing care to Mexican and Jamaican migrants in Canada’s Seasonal Agricultural Worker Program","year":2019,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University; Institute for Work & Health; Canada Auto Workers; Balsillie School of International Affairs; University of Toronto","funders":"","keywords":"Health care; Context (archaeology); Nursing; Qualitative research; Confidentiality; Medicine; Work (physics); Medical education; Sociology; Political science; Geography; Engineering","score_opus":0.010833010721910626,"score_gpt":0.350425283314098,"score_spread":0.3395922725921874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990939585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9513536,0.0051796488,3.4778262e-7,0.03453666,0.0006355478,0.0071706306,0.00008999272,0.00009074488,0.0009428049],"genre_scores_gemma":[0.98896295,0.00069855334,0.0007092177,0.008423377,0.00016042007,0.000072889954,0.0000991905,0.000032885826,0.0008405034],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99551165,0.0008405748,0.00079713506,0.0006812342,0.0006016856,0.0015677032],"domain_scores_gemma":[0.9977725,0.00021190394,0.00037550053,0.00024954873,0.00022546666,0.0011650606],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042769552,0.00037262504,0.000745194,0.00011932766,0.0010251022,0.000019702069,0.00015644328,0.00015768239,0.00003384032],"category_scores_gemma":[0.000062971,0.00025444414,0.000039610488,0.0004286038,0.000042817755,0.00011215421,0.00016295101,0.00096326304,0.000019194977],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038519368,0.00018274733,0.54485065,0.0017687508,0.000017096721,0.000002910395,0.08710907,0.000010110794,0.0000015374229,0.0003110399,0.00837093,0.35698995],"study_design_scores_gemma":[0.0012341267,0.0010230914,0.7962343,0.006257492,0.0000027973624,0.000001973614,0.18300277,0.000064581356,5.8225567e-7,0.000015956311,0.011908214,0.00025408668],"about_ca_topic_score_codex":0.7984586,"about_ca_topic_score_gemma":0.87902087,"teacher_disagreement_score":0.35673586,"about_ca_system_score_codex":0.0038990618,"about_ca_system_score_gemma":0.0049490067,"threshold_uncertainty_score":0.99999076},"labels":[],"label_agreement":null},{"id":"W2991004153","doi":"10.1080/22423982.2019.1697474","title":"The north is not all the same: comparing health system performance in 18 northern regions of Canada","year":2019,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; University of Toronto; Institute for Circumpolar Health Research; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; Socioeconomic status; Geography; Population; Health care; Population health; Environmental health; Demography; Socioeconomics; Medicine; Economic growth; Sociology","score_opus":0.051088924225662524,"score_gpt":0.3834966298422153,"score_spread":0.33240770561655275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991004153","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9115215,0.002998018,0.00004249299,0.07904922,0.004052659,0.0008750478,0.000060127673,0.000014150538,0.0013867583],"genre_scores_gemma":[0.9839433,0.001384668,0.000045826255,0.013859335,0.00039296268,0.000010579488,0.000008485513,0.00002569318,0.0003291642],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99392474,0.00097511173,0.002501511,0.00019933576,0.00153212,0.0008671565],"domain_scores_gemma":[0.99408007,0.0009860358,0.0031334036,0.00045121557,0.0009945829,0.00035467386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035405117,0.00019860276,0.00065673183,0.0001630721,0.0006982654,0.000020560934,0.0013082643,0.00008023173,0.000042754455],"category_scores_gemma":[0.00016983053,0.00012783798,0.000111471934,0.00029316428,0.000070022026,0.00017991281,0.00012992181,0.0014376821,0.000026972484],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002152514,0.000041018735,0.9714379,0.00053107133,0.00008242552,0.0000073225783,0.006480077,0.00082997157,0.0000021331255,0.0025585261,0.016127933,0.0016864112],"study_design_scores_gemma":[0.0017164999,0.00031662188,0.79680884,0.0041677477,0.0000084495205,0.00010853202,0.013298583,0.0016610378,0.0000048017578,0.00009582722,0.18164767,0.00016538517],"about_ca_topic_score_codex":0.31039447,"about_ca_topic_score_gemma":0.7746035,"teacher_disagreement_score":0.46420905,"about_ca_system_score_codex":0.0042594736,"about_ca_system_score_gemma":0.0115887765,"threshold_uncertainty_score":0.999563},"labels":[],"label_agreement":null},{"id":"W2991279408","doi":"","title":"The experiences of intrapartum nurses in a northeastern Ontario, Canada setting in providing labour support","year":2019,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Labour ward; Nursing; Medicine; Labour economics; Political science; Obstetrics; Pregnancy; Economics; Biology","score_opus":0.011361551378235054,"score_gpt":0.29009684094444904,"score_spread":0.27873528956621396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991279408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97584575,0.00017983587,0.0000012633235,0.00016592996,0.0047863293,0.0013484196,0.000029248795,0.00002411851,0.017619103],"genre_scores_gemma":[0.8054924,0.000050969546,0.000018650591,0.00005299456,0.000043531665,0.000015557407,0.00035343994,0.000025310548,0.19394714],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9968953,0.00043776334,0.0007824341,0.00047191308,0.00048963673,0.0009229155],"domain_scores_gemma":[0.99812335,0.0003220591,0.00081299304,0.00038967302,0.00020085563,0.00015105405],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034700928,0.00031621574,0.000577912,0.00042385384,0.00048719152,0.0000147368755,0.00066522695,0.00037940245,0.0007081121],"category_scores_gemma":[0.00005868569,0.0003011684,0.000072792944,0.0007904693,0.000057831374,0.0001892999,0.000087614775,0.0011941711,0.000013235755],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006119187,0.000081914804,0.50150543,0.0015736911,0.000049343984,0.00019941636,0.4888814,0.000045383516,0.000012256306,0.001940054,0.0030742968,0.0020248732],"study_design_scores_gemma":[0.00067991135,0.00005874094,0.016188363,0.0024915186,0.000025593361,6.7684846e-7,0.8458114,0.000026299573,0.000031274456,0.000011254115,0.13441384,0.00026112742],"about_ca_topic_score_codex":0.9433665,"about_ca_topic_score_gemma":0.9999032,"teacher_disagreement_score":0.48531708,"about_ca_system_score_codex":0.0017407691,"about_ca_system_score_gemma":0.0077642067,"threshold_uncertainty_score":0.99994403},"labels":[],"label_agreement":null},{"id":"W2991449957","doi":"10.3912/ojin.vol21no01man05","title":"Internationally Educated Nurses’ and Their Contributions to the Patient Experience","year":2016,"lang":"en","type":"article","venue":"OJIN The Online Journal of Issues in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Immigration; Cultural diversity; Ethnic group; Nursing; Health care; Diversity (politics); Phenomenology (philosophy); Qualitative research; Cultural competence; Medicine; Population; Psychology; Sociology; Political science; Pedagogy; Social science","score_opus":0.022176437622245724,"score_gpt":0.4767310560067399,"score_spread":0.4545546183844941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991449957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78551835,0.0030079198,0.00028427574,0.20771065,0.002419046,0.00043508157,0.000046493158,0.0000112449525,0.00056692056],"genre_scores_gemma":[0.9952883,0.000629677,0.0006243307,0.0017925042,0.00081078574,0.000016796455,0.0000020743685,0.000014638053,0.00082089077],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976985,0.0006169123,0.00084904145,0.00013501607,0.00028221865,0.00041830566],"domain_scores_gemma":[0.9973875,0.0010903268,0.0004828204,0.00025586694,0.00062588346,0.00015758388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000863982,0.00014402607,0.00026519183,0.00012369895,0.00047828024,0.000017447112,0.0004550178,0.000078303805,0.00010466796],"category_scores_gemma":[0.0014042206,0.000058682734,0.000049337075,0.000289561,0.00018939102,0.00015447293,0.00007711647,0.00047803085,0.00001990666],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010066261,0.0010229736,0.030598395,0.00003953855,0.000074177355,0.000021525006,0.34054056,0.00015739966,0.0040805074,0.015409729,0.090787254,0.51626134],"study_design_scores_gemma":[0.0020145467,0.0007710455,0.049301926,0.02434232,0.00003486179,0.00019526618,0.17711857,0.00025450264,0.00097214436,0.01378633,0.7308768,0.00033169638],"about_ca_topic_score_codex":0.00009190596,"about_ca_topic_score_gemma":0.00015892621,"teacher_disagreement_score":0.6400895,"about_ca_system_score_codex":0.0005746643,"about_ca_system_score_gemma":0.00022578765,"threshold_uncertainty_score":0.36785933},"labels":[],"label_agreement":null},{"id":"W2991963171","doi":"10.36834/cmej.42182","title":"Are rural residents missing out on teaching? A comparison of teaching opportunities for urban and rural family medicine residents at the University of Manitoba","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Context (archaeology); Rural area; Medicine; Medical school; Medical education; Family medicine; Geography","score_opus":0.11990034952230093,"score_gpt":0.4432316378091519,"score_spread":0.323331288286851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991963171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9202138,0.0010249485,0.000031665826,0.06945964,0.002143987,0.00041343292,0.000029106903,0.0000097075235,0.0066736965],"genre_scores_gemma":[0.9836886,0.000081436585,0.00014298422,0.01111854,0.0013951034,0.0000024410651,0.000020995712,0.000016333765,0.0035335894],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99714226,0.0009469365,0.0006755809,0.00012557929,0.000638948,0.0004707187],"domain_scores_gemma":[0.9952351,0.00059313525,0.000894587,0.0002130329,0.00044398758,0.0026201438],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002358016,0.00013644503,0.00035871365,0.00022995844,0.0029872134,0.000010351805,0.00036326918,0.00020551293,0.001490955],"category_scores_gemma":[0.007754462,0.000105414205,0.000044964116,0.000058697115,0.00059694494,0.00010254503,0.000050132327,0.0011250656,0.000011994933],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013213656,0.00003396907,0.15767942,0.00015402614,0.000022758026,0.000005315314,0.024845054,3.1800852e-7,0.00000900438,0.00067692733,0.8007264,0.015714666],"study_design_scores_gemma":[0.00094603415,0.00024423597,0.28154925,0.007887784,0.000056838515,0.000018068633,0.5402819,0.00011381834,0.0000024775288,0.0005153012,0.16827466,0.00010968389],"about_ca_topic_score_codex":0.09436543,"about_ca_topic_score_gemma":0.23769113,"teacher_disagreement_score":0.6324518,"about_ca_system_score_codex":0.00088787754,"about_ca_system_score_gemma":0.0076018823,"threshold_uncertainty_score":0.99942183},"labels":[],"label_agreement":null},{"id":"W2992372213","doi":"","title":"Untapped Potential: Performance of Procedural Skills in the Family Medicine Clerkship.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Accreditation; Test (biology); Medicine; Medical education; Family medicine; Graduate medical education; Psychology","score_opus":0.07205550666339508,"score_gpt":0.403798662179275,"score_spread":0.33174315551587996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2992372213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9478519,0.00034280683,0.0000019846514,0.012017316,0.0009090519,0.0025669702,0.0000054038346,0.000037872946,0.03626671],"genre_scores_gemma":[0.99254775,0.00035949278,0.000030407213,0.0031179427,0.00039530505,0.0016341431,0.0000072528574,0.000017439184,0.0018902584],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974731,0.0002999108,0.00069166895,0.0002216652,0.00043571746,0.0008779109],"domain_scores_gemma":[0.9981466,0.00022213352,0.00056821865,0.0007967529,0.00013546264,0.00013086438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018358596,0.00014985964,0.00034705322,0.0000792842,0.0008672619,0.000009631813,0.00090177084,0.00016420236,0.000051320698],"category_scores_gemma":[0.0007203531,0.000092129965,0.000037065398,0.00016196,0.00026256594,0.00020838641,0.00014252967,0.0005458923,0.000048094484],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031125968,0.00015857107,0.87897885,0.0011576577,0.000018807654,0.000012438108,0.007400528,0.00001581538,0.0000316613,0.0013949202,0.032902002,0.077617474],"study_design_scores_gemma":[0.001152522,0.00004656356,0.98288405,0.00041261726,0.000013774651,0.0000017370303,0.0024473707,0.00006658218,0.000011643251,0.00027906778,0.012597551,0.00008649586],"about_ca_topic_score_codex":0.0019794519,"about_ca_topic_score_gemma":0.0004847482,"teacher_disagreement_score":0.10390521,"about_ca_system_score_codex":0.000100656456,"about_ca_system_score_gemma":0.00010503826,"threshold_uncertainty_score":0.66703653},"labels":[],"label_agreement":null},{"id":"W2993602873","doi":"","title":"Lessons Learned and Pathways Forward Indigenous Medical Workforce Development in Canada since 2004","year":2011,"lang":"en","type":"article","venue":"Focus on Health Professional Education A Multi-Professional Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Workforce; Mentorship; Workforce development; Metis; Political science; Health care; Public relations; Medicine; Medical education; Economic growth; Nursing","score_opus":0.1605394058962708,"score_gpt":0.47241483066824785,"score_spread":0.31187542477197705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993602873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88443893,0.0064523225,0.00033753132,0.08202925,0.020002738,0.0043655476,0.000084335756,0.0001464961,0.0021428133],"genre_scores_gemma":[0.9470467,0.0016965377,0.010793785,0.030684495,0.00091501005,0.0010595215,0.00011516569,0.00014633509,0.007542454],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9871952,0.0033960033,0.0032687094,0.0009758906,0.0025835717,0.0025806394],"domain_scores_gemma":[0.9923038,0.0013479089,0.0019411463,0.0005176562,0.0007838922,0.0031056127],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0048598903,0.000717304,0.0010759679,0.0006343414,0.0046961154,0.00002186331,0.0008982034,0.0007770237,0.0017617356],"category_scores_gemma":[0.0012157348,0.0005780848,0.00010110635,0.00077382196,0.00015654415,0.0003829804,0.00041493768,0.005997087,0.00024656922],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0019297088,0.0036087679,0.2964504,0.0011845022,0.00006993071,0.00016674477,0.077198446,0.000021106844,0.000012072228,0.013679199,0.044783793,0.5608953],"study_design_scores_gemma":[0.0076549114,0.00046858573,0.75120026,0.032303695,0.000020885649,0.0002343105,0.10353126,0.00032917003,0.000046116038,0.007484457,0.09528759,0.0014387411],"about_ca_topic_score_codex":0.2781204,"about_ca_topic_score_gemma":0.6319733,"teacher_disagreement_score":0.5594566,"about_ca_system_score_codex":0.0077811214,"about_ca_system_score_gemma":0.1843419,"threshold_uncertainty_score":0.99966705},"labels":[],"label_agreement":null},{"id":"W2993817058","doi":"10.36834/cmej.43431","title":"Physician workforce planning in Ontario must move from short-term reactivity to long-term proactivity","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Term (time); Proactivity; Workforce; Reactivity (psychology); Computer science; Business; Psychology; Medicine; Social psychology; Economics; Economic growth; Alternative medicine; Physics","score_opus":0.05856450581517026,"score_gpt":0.4255129542367438,"score_spread":0.36694844842157354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993817058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625603,0.00010646193,0.00010041845,0.011334459,0.0048095807,0.00075943826,0.000011962182,0.000028729271,0.020288652],"genre_scores_gemma":[0.957849,0.0000100676325,0.00030295269,0.03570574,0.0041842037,0.00008953148,0.000048272672,0.00003544515,0.001774744],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961738,0.0005378056,0.0007657174,0.00043950684,0.0007578387,0.0013253528],"domain_scores_gemma":[0.98908687,0.00025253822,0.00022964164,0.00039712095,0.0003567227,0.009677131],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012066141,0.0002573403,0.00041414125,0.00038620512,0.0011599029,0.000055132157,0.00049009966,0.0004927984,0.014048791],"category_scores_gemma":[0.0025433865,0.0002546965,0.000063136635,0.00046598134,0.00013225515,0.00036204586,0.000060174145,0.0032205735,0.00041496352],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000072943374,0.00013573686,0.8509711,0.000018804445,0.000014311226,0.00008116492,0.016064573,0.0000021840724,0.000010932264,0.000064776126,0.03270436,0.09985913],"study_design_scores_gemma":[0.00033526492,0.00007374598,0.9349568,0.0029376505,0.000013105074,0.000022970795,0.0026691866,0.000022269016,0.000008984759,0.00022167749,0.058497168,0.00024121563],"about_ca_topic_score_codex":0.6204997,"about_ca_topic_score_gemma":0.9808339,"teacher_disagreement_score":0.3603342,"about_ca_system_score_codex":0.0066898973,"about_ca_system_score_gemma":0.07057149,"threshold_uncertainty_score":0.9999905},"labels":[],"label_agreement":null},{"id":"W2993997102","doi":"","title":"Research Guides: Canadian Health Care for Foreign Trained Professionals: Videos","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Health professionals; Political science","score_opus":0.23252786391741276,"score_gpt":0.5815806061658434,"score_spread":0.34905274224843064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993997102","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000065412074,0.02905485,0.00006588988,0.083302796,0.009009411,0.029340735,0.010715342,0.0005394475,0.8379061],"genre_scores_gemma":[0.0038464027,0.003030322,0.0100778695,0.04155316,0.011533311,0.010813747,0.0153774,0.00066881086,0.903099],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9828675,0.003318967,0.0029855473,0.0018481478,0.0019423348,0.007037533],"domain_scores_gemma":[0.9817604,0.004713325,0.0015931926,0.0031190289,0.0053219325,0.003492163],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.010400857,0.0010246311,0.002413448,0.0016048315,0.020129759,0.00012591138,0.0031441504,0.0034816985,0.005199056],"category_scores_gemma":[0.005072507,0.0008621364,0.0004567285,0.0005085651,0.00042123612,0.00029832643,0.00058756047,0.005389554,0.001396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00011327412,0.0000305443,0.000206521,0.00994037,0.0000651033,0.000017195247,0.007859272,7.330301e-7,1.2002708e-7,0.019431157,0.9535418,0.008793883],"study_design_scores_gemma":[0.0012691235,0.00048387123,0.00017873257,0.014417143,0.000026728683,0.0000022677195,0.08641602,0.000020731832,0.0000013243575,0.004700259,0.8918306,0.00065314793],"about_ca_topic_score_codex":0.7881456,"about_ca_topic_score_gemma":0.93077743,"teacher_disagreement_score":0.14263181,"about_ca_system_score_codex":0.00908708,"about_ca_system_score_gemma":0.07616473,"threshold_uncertainty_score":0.9993829},"labels":[],"label_agreement":null},{"id":"W2994013890","doi":"","title":"An incredible learning journey.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Moncton; University of New Brunswick","funders":"","keywords":"Psychology","score_opus":0.06631477378783632,"score_gpt":0.40712435979623285,"score_spread":0.3408095860083965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994013890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7401542,0.0002826966,0.000008244245,0.0011235335,0.00038467188,0.00094064,0.0000029261457,0.00038479327,0.2567183],"genre_scores_gemma":[0.9397639,0.00025965716,0.00022499879,0.0020127136,0.00079179404,0.0014302669,0.000017798804,0.000032540258,0.055466317],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99717796,0.00069683936,0.00042777043,0.00025517223,0.00025262075,0.0011896183],"domain_scores_gemma":[0.99877846,0.00017801682,0.00010792811,0.00030868067,0.000075022195,0.0005519189],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011899413,0.00012830463,0.00021439213,0.00006761499,0.0009891533,0.000016234775,0.00024352242,0.00019262884,0.007203513],"category_scores_gemma":[0.00015280781,0.00011740429,0.00003539208,0.00029625918,0.00003461252,0.00025015644,0.00003156361,0.0008539029,0.0019615402],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015110368,0.000075547265,0.2884405,0.00010190095,0.000012741359,0.000013548704,0.002439529,0.00027340648,0.0000039703195,0.0007104329,0.034488473,0.6732889],"study_design_scores_gemma":[0.00045155096,0.000031779924,0.34570888,0.00004305339,0.000007144258,0.0000022708848,0.0010975343,0.00014309399,0.0000057566995,0.00037669708,0.652007,0.00012527479],"about_ca_topic_score_codex":0.0007451237,"about_ca_topic_score_gemma":0.00012816137,"teacher_disagreement_score":0.6731636,"about_ca_system_score_codex":0.0001869212,"about_ca_system_score_gemma":0.00008107045,"threshold_uncertainty_score":0.99881554},"labels":[],"label_agreement":null},{"id":"W2994105251","doi":"","title":"A Comparative Study Of Migrants' Access To Healthcare: Similarities And Differences Between England, Germany, Italy, Spain, Canada, And The United States","year":2017,"lang":"en","type":"article","venue":"NSUWorks (Nova Southeastern University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Health care; Geography; Law","score_opus":0.1024149033063676,"score_gpt":0.3768712913708293,"score_spread":0.2744563880644617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994105251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99059945,0.00011983828,0.00004947458,0.0061159246,0.00020416839,0.0017969768,0.00033284537,0.000031309763,0.0007499834],"genre_scores_gemma":[0.99810433,0.00008181805,0.000014827558,0.0004927108,0.00008485221,0.0000058784735,0.000019529723,0.000014651509,0.001181407],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99719834,0.001040453,0.0004392229,0.00039010722,0.00035819277,0.0005736825],"domain_scores_gemma":[0.99691355,0.0012711826,0.00052206276,0.0005931915,0.00034781062,0.00035220064],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00050471374,0.00027106635,0.000786418,0.00024105614,0.0021703725,0.00008033129,0.00085390435,0.00014911906,0.00002176537],"category_scores_gemma":[0.00007973316,0.00020481163,0.000029165114,0.00031209367,0.0004451302,0.0002015214,0.0009327615,0.0005954118,0.0000030007468],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007093159,0.00003772739,0.9396994,0.00020029355,0.00010696987,0.000016910873,0.058258634,0.000011892367,1.3185354e-7,0.00045906985,0.00012710618,0.0003725392],"study_design_scores_gemma":[0.004418857,0.0002245413,0.77101827,0.000626232,0.00010256937,7.49691e-7,0.21935882,0.00018474192,6.2786575e-7,0.00014849556,0.003701984,0.000214132],"about_ca_topic_score_codex":0.864015,"about_ca_topic_score_gemma":0.9475897,"teacher_disagreement_score":0.16868116,"about_ca_system_score_codex":0.000094950556,"about_ca_system_score_gemma":0.0002818347,"threshold_uncertainty_score":0.99912864},"labels":[],"label_agreement":null},{"id":"W2994279514","doi":"","title":"Nurse recruitment. Abroad minded.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Workforce; Accommodation; Nursing; Medicine; Business; Psychology; Political science; Geography; Law","score_opus":0.104234377831934,"score_gpt":0.4381761668771703,"score_spread":0.3339417890452363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994279514","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43564802,0.0007720699,0.0000020726259,0.0039396607,0.0010994148,0.0047824285,0.000019164443,0.00030339634,0.5534338],"genre_scores_gemma":[0.56580824,0.00032804557,0.00029273267,0.0061879144,0.00076969666,0.018861506,0.000031963806,0.000047075904,0.40767282],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970638,0.00035423646,0.00054419664,0.0003342803,0.00028698254,0.0014164667],"domain_scores_gemma":[0.9986523,0.00019812744,0.00011425179,0.00048423323,0.000064684406,0.000486411],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006361886,0.00017468452,0.0002614001,0.000060842605,0.0005529394,0.000008967214,0.00025436006,0.0002461272,0.01507556],"category_scores_gemma":[0.00009164803,0.00015656534,0.000061823484,0.0002974933,0.000055602817,0.00012362716,0.000027002981,0.0004757644,0.00619926],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010969102,0.00006664388,0.024110079,0.000060402395,0.000012789119,0.0000096640015,0.0010424337,0.0000028077552,4.2461843e-7,0.00062663434,0.3428577,0.6311007],"study_design_scores_gemma":[0.00058987766,0.0000125546085,0.23760058,0.000055771485,0.000011051669,0.0000014985058,0.00040786853,0.000006141036,0.0000075440303,0.0004231756,0.7607645,0.0001194431],"about_ca_topic_score_codex":0.00039266562,"about_ca_topic_score_gemma":0.00011403716,"teacher_disagreement_score":0.6309813,"about_ca_system_score_codex":0.0003423648,"about_ca_system_score_gemma":0.000084120715,"threshold_uncertainty_score":0.99457455},"labels":[],"label_agreement":null},{"id":"W2994291402","doi":"10.12927/hcpol.2017.25101","title":"What Do We Know and Not Know about the Professional Integration of International Medical Graduates (IMGs) in Canada?","year":2017,"lang":"en","type":"review","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta; Canadian Institute for Health Information; Regional Municipality of Waterloo; University of Waterloo","funders":"Canadian Institutes of Health Research; University of Waterloo","keywords":"Immigration; Need to know; Public relations; Medical education; Political science; Sociology; Psychology; Medicine; Law; Computer science","score_opus":0.1698816711009601,"score_gpt":0.5499289440915661,"score_spread":0.38004727299060603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994291402","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013259126,0.8518373,6.193432e-7,0.13964549,0.00516413,0.0025073427,0.00036193745,0.000025671374,0.00032495573],"genre_scores_gemma":[0.0014455114,0.9896526,0.000032684882,0.0030250375,0.0019516251,0.0008033941,0.00030834324,0.00007440029,0.0027064062],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99131304,0.0027123855,0.0026498933,0.0006731545,0.0014865341,0.0011650128],"domain_scores_gemma":[0.9932429,0.0024126268,0.0021676086,0.00095233537,0.00055878377,0.0006657136],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022224751,0.00060236244,0.0021102093,0.00049412914,0.00094119523,0.000052273383,0.001372764,0.0010687857,0.00033662043],"category_scores_gemma":[0.002634792,0.00038355266,0.00016111211,0.0004458556,0.00027737385,0.0002966343,0.0006647801,0.0034004855,0.000053109197],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028120847,0.000023723858,0.00083791435,0.021299891,0.000031668507,0.0000137782545,0.0018152517,5.2305932e-8,1.9220876e-8,0.014321847,0.008143494,0.95348424],"study_design_scores_gemma":[0.00025316697,0.000027950735,0.0008238384,0.24528538,0.000025709782,0.000016557708,0.0024143418,0.000015769532,1.6727545e-7,0.0004652958,0.75047225,0.00019960105],"about_ca_topic_score_codex":0.9086015,"about_ca_topic_score_gemma":0.9651478,"teacher_disagreement_score":0.9532846,"about_ca_system_score_codex":0.0035549458,"about_ca_system_score_gemma":0.04983291,"threshold_uncertainty_score":0.99986166},"labels":[],"label_agreement":null},{"id":"W2994697428","doi":"10.15273/dmj.vol46no1.9826","title":"The Dalhousie Medical Students’ Society","year":2019,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.023682916232589002,"score_gpt":0.41916577365696633,"score_spread":0.39548285742437733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994697428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8571801,0.0029885168,0.00056898606,0.084187336,0.015321068,0.0014368616,0.000012842427,0.00036081782,0.03794347],"genre_scores_gemma":[0.7493579,0.024878955,0.00087633554,0.13801089,0.018601159,0.00018871848,0.000044368117,0.00031756845,0.06772415],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98441994,0.0016105457,0.0019103384,0.00047062428,0.009345006,0.0022435281],"domain_scores_gemma":[0.9919455,0.0033699658,0.0006455948,0.00075625716,0.00043230134,0.0028503712],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.014634215,0.00038064085,0.00068519625,0.00005898293,0.003582882,0.00013204418,0.003531066,0.001112362,0.030492444],"category_scores_gemma":[0.0031764752,0.00022377964,0.00038611563,0.00045867535,0.00047852015,0.00018539344,0.0013024582,0.0069493544,0.006142991],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018213772,0.00026588378,0.31667107,0.00019009793,0.0002171814,0.0003698793,0.005487609,0.0000033108797,0.0000065141835,0.002055704,0.62646765,0.048082963],"study_design_scores_gemma":[0.0031068746,0.00018918059,0.029189002,0.001440558,0.00003591924,0.00034694758,0.0062101632,0.0006463043,0.0000016286974,0.0007472467,0.9578052,0.0002809348],"about_ca_topic_score_codex":0.00014439107,"about_ca_topic_score_gemma":0.0003574595,"teacher_disagreement_score":0.3313376,"about_ca_system_score_codex":0.00038739253,"about_ca_system_score_gemma":0.0036952703,"threshold_uncertainty_score":0.99771434},"labels":[],"label_agreement":null},{"id":"W2994729496","doi":"","title":"Research Guides: Canadian Health Care for Foreign Trained Professionals: Journals","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Health professionals; Medical education; Political science; Medicine","score_opus":0.31166356533901984,"score_gpt":0.6107662522824767,"score_spread":0.2991026869434569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994729496","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007039641,0.070920706,0.00006554598,0.10627831,0.009426554,0.022070475,0.009062844,0.00035178685,0.78175336],"genre_scores_gemma":[0.0034345798,0.009075085,0.009849097,0.042543374,0.016247472,0.0062330225,0.008149734,0.0006655698,0.9038021],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98163855,0.0039765434,0.0035122032,0.0015367798,0.0022849105,0.0070509873],"domain_scores_gemma":[0.9794071,0.00448063,0.0022278253,0.0026387225,0.0071752975,0.0040704748],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.016332362,0.0009706669,0.0025585222,0.0020325445,0.023293931,0.00019853051,0.0032413036,0.0034015442,0.00852421],"category_scores_gemma":[0.0060862456,0.0007915138,0.00051178894,0.0005498925,0.00036452088,0.00035118434,0.0005142589,0.0067504267,0.0010359214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00010075674,0.0000301032,0.0002739268,0.007177621,0.00008048409,0.000022273112,0.007703233,9.4855704e-7,1.6123073e-7,0.009170064,0.9650417,0.010398745],"study_design_scores_gemma":[0.001223326,0.00042157006,0.0002722687,0.021712765,0.0000277007,0.000004982833,0.09409768,0.000013028849,0.0000011282948,0.005868929,0.87576663,0.0005900061],"about_ca_topic_score_codex":0.65317965,"about_ca_topic_score_gemma":0.8785086,"teacher_disagreement_score":0.22532898,"about_ca_system_score_codex":0.008769838,"about_ca_system_score_gemma":0.079179704,"threshold_uncertainty_score":0.9997419},"labels":[],"label_agreement":null},{"id":"W2994909675","doi":"10.4103/cjrm.cjrm_84_19","title":"Progress made on access to rural healthcare in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; College of Family Physicians of Canada; Memorial University of Newfoundland; Queen's University","funders":"","keywords":"Health care; Business; Political science; Nursing; Economic growth; Medicine; Economics","score_opus":0.04447087149037474,"score_gpt":0.4217078575622907,"score_spread":0.3772369860719159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994909675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80533445,0.0018674926,5.043107e-7,0.18541035,0.004514891,0.0009382424,0.000022237595,0.000005734766,0.0019061214],"genre_scores_gemma":[0.96796614,0.00006346015,0.000024682739,0.030155648,0.0008239816,0.00001688639,0.000009136371,0.000027849179,0.0009122119],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99651307,0.0003441807,0.0011526243,0.00012858427,0.00057738076,0.0012841857],"domain_scores_gemma":[0.99564195,0.00027518364,0.00045559267,0.00029965866,0.00042008486,0.0029075162],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006945821,0.00021872688,0.0006949369,0.00054724904,0.00022295042,0.000009099467,0.0006754358,0.00013323303,0.0019865462],"category_scores_gemma":[0.00031634708,0.00016422072,0.0000353384,0.0006950116,0.000058316407,0.00016458904,0.000031080323,0.0012622102,0.00012086248],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00014305701,0.000003684458,0.88033664,0.0002300755,0.000008951103,0.0002445561,0.002358234,0.00005922278,0.000004493933,0.0003989618,0.10643527,0.009776843],"study_design_scores_gemma":[0.0025309317,0.0012223895,0.7885495,0.018383993,0.000013303464,0.000065326436,0.052706607,0.000018401466,0.000007699077,0.00025813995,0.1359707,0.0002730591],"about_ca_topic_score_codex":0.9921031,"about_ca_topic_score_gemma":0.9987846,"teacher_disagreement_score":0.16263172,"about_ca_system_score_codex":0.0054513267,"about_ca_system_score_gemma":0.017018268,"threshold_uncertainty_score":0.99892575},"labels":[],"label_agreement":null},{"id":"W2995134703","doi":"10.52544/2642-7184(1)2002","title":"The International Medical Graduate","year":2020,"lang":"en","type":"article","venue":"Mediterranean Journal of Emergency Medicine & Acute Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; IMG; Medical education; Commission; Position (finance); Political science; Face (sociological concept); Graduate medical education; Matching (statistics); Medicine; Accreditation; Sociology; Business; Law; Computer science","score_opus":0.18263446821158283,"score_gpt":0.48252709335229427,"score_spread":0.29989262514071147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995134703","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13975507,0.025457997,0.0006382131,0.67967457,0.11789307,0.0008674285,0.00004702542,0.000117342126,0.03554927],"genre_scores_gemma":[0.8551866,0.05859042,0.00025073864,0.02285078,0.060514376,0.000039454462,0.00010932038,0.000112158355,0.00234617],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931444,0.0005405104,0.0024976374,0.00024397655,0.002892083,0.0006813856],"domain_scores_gemma":[0.99453753,0.0005695833,0.0012235834,0.00028989153,0.0020809483,0.0012984592],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001933115,0.00027571514,0.0006057504,0.00010141079,0.0007393439,0.0000044718586,0.0016895853,0.00020393405,0.01252394],"category_scores_gemma":[0.0051032933,0.00015369918,0.00021855437,0.00044367008,0.00019467626,0.00017384888,0.00020352654,0.0020839903,0.00014615503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035626662,0.000011598241,0.0060539697,0.0001345277,0.00019643914,0.0002505556,0.04464403,0.0000024128904,0.00004995868,0.00016104987,0.932788,0.015351189],"study_design_scores_gemma":[0.0019330522,0.00085737486,0.0011375768,0.001255257,0.00016605518,0.00004727884,0.060645115,0.000233218,0.000009970061,0.0001959596,0.9333684,0.00015074911],"about_ca_topic_score_codex":0.000046883655,"about_ca_topic_score_gemma":0.00006070104,"teacher_disagreement_score":0.7154315,"about_ca_system_score_codex":0.00018698133,"about_ca_system_score_gemma":0.0006045753,"threshold_uncertainty_score":0.98837876},"labels":[],"label_agreement":null},{"id":"W2995159761","doi":"","title":"Aboriginal women: education and major fields of study","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Census; General partnership; Unemployment; Economic growth; Higher education; Political science; Population; Sociology; Demography; Economics","score_opus":0.02914562550424779,"score_gpt":0.48121207948904254,"score_spread":0.4520664539847947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995159761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9494617,0.00039210802,0.000017024397,0.0004447687,0.00082603045,0.0006480278,0.0000013804671,0.00003213936,0.048176844],"genre_scores_gemma":[0.98312986,0.00003838618,0.00051770237,0.0009493468,0.00027598685,0.00014889154,0.0000014529818,0.0000061811734,0.0149321705],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989592,0.00016440237,0.00028133162,0.00008773831,0.00011690367,0.00039041814],"domain_scores_gemma":[0.9993274,0.00013379948,0.000091352114,0.00016735941,0.00008577644,0.00019430078],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050458015,0.00006585821,0.00014485545,0.000043476633,0.00017257233,0.000001575709,0.00005600428,0.000080186765,0.0018485864],"category_scores_gemma":[0.000024087212,0.000052223462,0.000007843807,0.000115046416,0.000017401922,0.000109110944,0.000020789656,0.00016638909,0.00010453283],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002555587,0.00043198248,0.93927336,0.00014702807,0.0000062958006,6.551456e-8,0.039824523,5.1367355e-8,0.000005030657,0.0059582037,0.011606417,0.0027215132],"study_design_scores_gemma":[0.0006638145,0.00034589783,0.596517,0.00011155193,0.000014853807,9.911807e-7,0.19831471,0.0000034838356,0.000016817829,0.00057069573,0.20332809,0.00011207459],"about_ca_topic_score_codex":0.0012849449,"about_ca_topic_score_gemma":0.00019923804,"teacher_disagreement_score":0.34275633,"about_ca_system_score_codex":0.00008533739,"about_ca_system_score_gemma":0.00019352423,"threshold_uncertainty_score":0.99906385},"labels":[],"label_agreement":null},{"id":"W2995225039","doi":"10.4103/cjrm.cjrm_4_19","title":"A systematic review of reviews: Recruitment and retention of rural family physicians","year":2019,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada; Memorial University of Newfoundland","funders":"","keywords":"Psychology; Family medicine; Medicine; Genealogy; History","score_opus":0.21118467739469823,"score_gpt":0.4818649936553868,"score_spread":0.27068031626068856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995225039","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000042513202,0.9869739,0.0000043940304,0.0009438966,0.0020084046,0.009250764,0.000082585866,0.0000044327894,0.00068911706],"genre_scores_gemma":[0.000032658667,0.99692255,0.00004604093,0.0012448903,0.00047806228,0.00013632468,0.00006296675,0.000046843747,0.0010296484],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9897136,0.0025480997,0.0064029796,0.00013929456,0.0005656001,0.00063043024],"domain_scores_gemma":[0.98693997,0.0007309891,0.01001554,0.0006301547,0.0008981355,0.00078518584],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0045357887,0.0004866565,0.009362599,0.0005439633,0.00014140183,0.0000028768425,0.00052615936,0.00035105876,0.00025905046],"category_scores_gemma":[0.0021533307,0.00029817474,0.0006226047,0.00068126724,0.0002271106,0.00010939264,0.00003327351,0.0011147677,0.000045967863],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004241724,0.0000049104956,0.000013279655,0.8951147,0.00015624659,0.000010551114,0.0006393887,1.6222263e-8,5.028925e-7,0.00010662604,0.027237847,0.0767117],"study_design_scores_gemma":[0.000246472,0.0003576144,0.0000073566393,0.6100578,0.0033385484,0.000058792928,0.0023259402,1.7643045e-7,2.0504547e-8,0.000019601828,0.3834754,0.00011227641],"about_ca_topic_score_codex":0.0049711256,"about_ca_topic_score_gemma":0.0012257573,"teacher_disagreement_score":0.35623756,"about_ca_system_score_codex":0.00085869886,"about_ca_system_score_gemma":0.0028154382,"threshold_uncertainty_score":0.999947},"labels":[],"label_agreement":null},{"id":"W2995327540","doi":"","title":"Performance of UK National Health Service compared with other high income countries: observational study","year":2019,"lang":"en","type":"article","venue":"London School of Economics and Political Science Research Online (London School of Economics and Political Science)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Per capita; Observational study; Life expectancy; Population; Gross domestic product; Medicine; Per capita income; Demography; Business; Environmental health; Economic growth; Economics","score_opus":0.12143806593547235,"score_gpt":0.4599217614686641,"score_spread":0.33848369553319174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995327540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98307294,0.00008359398,0.0000014424318,0.010807094,0.00020684177,0.0015732402,0.0006055938,0.0000136609415,0.0036355748],"genre_scores_gemma":[0.9955134,0.00042332336,0.0013123623,0.0023006124,0.00020933035,0.00003090072,0.0000137886855,0.000025736676,0.00017055067],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9927059,0.00031336857,0.0020114582,0.0009922993,0.0009023728,0.0030746409],"domain_scores_gemma":[0.9907523,0.0019332934,0.000635057,0.0006313785,0.002673331,0.0033746453],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01152151,0.00031939882,0.0011045546,0.0007839229,0.0009438715,0.000116870935,0.0011898123,0.00017185367,0.0006391485],"category_scores_gemma":[0.0011690452,0.00026648463,0.000057895326,0.0011852599,0.0040268856,0.0010855892,0.0008073849,0.000872604,0.000092532115],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022834938,0.0001437181,0.5216813,0.00023751892,0.000012652403,1.4204296e-7,0.000094499475,0.0002530274,0.000022569286,0.47728315,0.000021662117,0.000021436139],"study_design_scores_gemma":[0.0027679785,0.0021331508,0.95224595,0.00051919534,0.000010525484,0.0000061684723,0.0037295735,0.019433523,0.00011109533,0.016884312,0.0018151276,0.00034342185],"about_ca_topic_score_codex":0.019436333,"about_ca_topic_score_gemma":0.0027518326,"teacher_disagreement_score":0.46039882,"about_ca_system_score_codex":0.0017289207,"about_ca_system_score_gemma":0.016058926,"threshold_uncertainty_score":0.9999787},"labels":[],"label_agreement":null},{"id":"W2995772826","doi":"10.1177/0840470419886617","title":"A longitudinal review of rural health policy in Ontario","year":2019,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health policy; Rural health; Christian ministry; Rural area; Economic growth; Political science; Health care; Economics","score_opus":0.1494023513700808,"score_gpt":0.5138837040484917,"score_spread":0.3644813526784109,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995772826","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000013544984,0.93772304,0.000006157772,0.022965364,0.0016524984,0.01875773,0.00014501347,0.0001244194,0.01862441],"genre_scores_gemma":[0.000008764635,0.9622262,0.00026145257,0.017426746,0.00020097053,0.0016403391,0.0009617223,0.00015841688,0.017115356],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.986314,0.0026281804,0.005766962,0.00092124275,0.0010647455,0.0033048885],"domain_scores_gemma":[0.99300104,0.0003863136,0.003732385,0.0020357263,0.00021531642,0.0006291871],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030689691,0.0010556061,0.0068264212,0.0013948686,0.00046481704,0.000009857622,0.001125877,0.0010313676,0.0008624777],"category_scores_gemma":[0.00009105708,0.000929314,0.0008205083,0.0022408357,0.00007720552,0.00014330995,0.0011405912,0.004215123,0.0016868374],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000119996685,0.00005221333,0.0028365485,0.5500258,0.00006162775,0.000011730533,0.0002119678,1.1369387e-7,4.875208e-11,0.013702401,0.032532368,0.40055323],"study_design_scores_gemma":[0.00030097342,0.00015774347,0.00038848084,0.45296177,0.000107253996,0.000004624089,0.00073689374,2.1395148e-7,3.1442715e-10,0.00013187963,0.54492724,0.0002829216],"about_ca_topic_score_codex":0.5082007,"about_ca_topic_score_gemma":0.52287316,"teacher_disagreement_score":0.5123949,"about_ca_system_score_codex":0.011688647,"about_ca_system_score_gemma":0.009939057,"threshold_uncertainty_score":0.99931574},"labels":[],"label_agreement":null},{"id":"W2996073589","doi":"10.1111/medu.14015","title":"A comparison of teaching opportunities for rural and urban family medicine residents","year":2019,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Dalhousie University; University of Ottawa; University of Alberta; University of Saskatchewan; University of Manitoba","funders":"","keywords":"Medical education; Family medicine; Rural area; Medicine; Psychology; Gerontology","score_opus":0.12995772398827407,"score_gpt":0.5332417114994045,"score_spread":0.40328398751113037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996073589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95745194,0.0017665917,0.00008330848,0.019015707,0.0020815043,0.000940504,0.000003923012,0.000035970927,0.01862054],"genre_scores_gemma":[0.98556304,0.00012900542,0.00035998796,0.0059128245,0.0004000067,0.00010302996,0.000083313505,0.000013115041,0.007435659],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820036,0.00029393015,0.00064797705,0.0001362362,0.00044238658,0.00027914232],"domain_scores_gemma":[0.9984262,0.0007420225,0.00027182727,0.00017747148,0.00015962303,0.00022286084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012898546,0.00009291532,0.0003435465,0.00008655761,0.00023115396,0.0000022055124,0.00013109265,0.00017731689,0.00052227563],"category_scores_gemma":[0.0018982462,0.00007396388,0.000018989935,0.000057169975,0.00010457235,0.00007575331,0.000045250836,0.00037443754,0.00001855781],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007600516,0.000121028395,0.4708284,0.0012187662,0.000008621029,1.2164558e-7,0.014391483,1.6756172e-7,0.000059470312,0.011914847,0.46135303,0.04002805],"study_design_scores_gemma":[0.0017272339,0.0005604718,0.23025174,0.008305333,0.00004505861,0.0000014458648,0.31164032,0.0010151473,0.0000066701136,0.0018048302,0.44447073,0.00017100509],"about_ca_topic_score_codex":0.0018493782,"about_ca_topic_score_gemma":0.000060963128,"teacher_disagreement_score":0.29724884,"about_ca_system_score_codex":0.000090285925,"about_ca_system_score_gemma":0.0010909982,"threshold_uncertainty_score":0.5718552},"labels":[],"label_agreement":null},{"id":"W2996073775","doi":"","title":"Special Issue 2019, Article 2 from Series of 5: Empowering African-Canadian Career Excellence","year":2019,"lang":"en","type":"article","venue":"International Journal of Community Development and Management Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Excellence; Series (stratigraphy); Career development; Management; Political science; Sociology; Public relations; Pedagogy; Law; Economics","score_opus":0.06250936549179986,"score_gpt":0.39362192483878733,"score_spread":0.33111255934698747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996073775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93465996,0.00081699295,0.000011814028,0.005131735,0.0033871057,0.00028306135,0.000009371807,0.000008842321,0.05569111],"genre_scores_gemma":[0.9868392,0.003641807,0.0021476904,0.00056146045,0.0007269726,0.000008329463,0.00000766172,0.000009594838,0.006057283],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99838686,0.00018052506,0.00069561164,0.00006783181,0.00042647496,0.00024270202],"domain_scores_gemma":[0.9985017,0.00023537532,0.00040483472,0.00014433292,0.00060683186,0.00010691283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000731013,0.00012161686,0.0003027942,0.00022725764,0.0003938625,0.000013549691,0.00046492743,0.000043237007,0.0005526155],"category_scores_gemma":[0.00004395239,0.000107282234,0.000034253404,0.00009426291,0.00007524659,0.00024250185,0.0005525297,0.00035265693,0.00008883538],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013962843,0.00024511176,0.32135,0.0008169077,0.0038140076,0.00008996444,0.37181905,0.000072138544,0.00006860143,0.007515883,0.22285572,0.06995634],"study_design_scores_gemma":[0.0009818905,0.00006528497,0.120356515,0.0009749288,0.000026076494,0.0000016207465,0.17239855,0.0000012866703,0.000102765494,0.0008048603,0.7041751,0.000111081026],"about_ca_topic_score_codex":0.00604414,"about_ca_topic_score_gemma":0.018618463,"teacher_disagreement_score":0.48131943,"about_ca_system_score_codex":0.000307334,"about_ca_system_score_gemma":0.00011962231,"threshold_uncertainty_score":0.9992892},"labels":[],"label_agreement":null},{"id":"W2996420401","doi":"","title":"Will increased undergraduate places result in more health professionals for the bush?: lessons from the medical workforce","year":2009,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Distribution (mathematics); Global health; Business; Health professionals; Training (meteorology); Health professions; Economic growth; Public relations; Political science; Government (linguistics); Health care; Geography; Economics","score_opus":0.07633487370191057,"score_gpt":0.4953409068379211,"score_spread":0.41900603313601054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996420401","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050749183,0.0038121368,0.0010344997,0.9350496,0.00086526683,0.005002073,0.00017804277,0.00023845246,0.00307077],"genre_scores_gemma":[0.77979344,0.0016660817,0.0011765219,0.20761117,0.0009780921,0.00072648755,0.00022204473,0.000045887904,0.0077802567],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931458,0.001955228,0.0015142605,0.0006170541,0.0011582407,0.0016093765],"domain_scores_gemma":[0.98272496,0.015012872,0.0005512477,0.0009314316,0.0002134633,0.00056601915],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0048349523,0.00036969405,0.00064784393,0.00007162238,0.0026595632,0.000027291062,0.0011549336,0.00049103436,0.0005246051],"category_scores_gemma":[0.0027008334,0.00018084886,0.00012718712,0.00071166473,0.0001969165,0.00023093095,0.00019673731,0.0016621198,0.000097251555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012330279,0.00037209707,0.014430126,0.00013017117,0.000045848203,0.000011845448,0.00945807,0.0001028003,0.000003976869,0.10410854,0.8366226,0.03348089],"study_design_scores_gemma":[0.008640598,0.00044692014,0.14291622,0.009896482,0.000054562133,0.0000060780753,0.069427766,0.012914877,0.000011985372,0.07712534,0.67780894,0.0007502341],"about_ca_topic_score_codex":0.014624303,"about_ca_topic_score_gemma":0.022873607,"teacher_disagreement_score":0.72904426,"about_ca_system_score_codex":0.00045332822,"about_ca_system_score_gemma":0.0024896683,"threshold_uncertainty_score":0.9986388},"labels":[],"label_agreement":null},{"id":"W2996465264","doi":"10.36834/cmej.67807","title":"A resident-led clinic that promotes the health of refugee women through advocacy and partnership","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"General partnership; Refugee; Medicine; Family medicine; Nursing; Health care; Medical education; Political science","score_opus":0.05323962578746257,"score_gpt":0.4617885933537519,"score_spread":0.40854896756628933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996465264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77639794,0.0027786864,0.0000025650522,0.20840436,0.0022011201,0.00087438285,0.0000036246458,0.000013919274,0.0093234265],"genre_scores_gemma":[0.8979588,0.0013697383,0.00015856241,0.08836149,0.00083851494,0.00007256909,0.000008161897,0.000024029372,0.011208125],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958797,0.0013412846,0.0009078445,0.0002141625,0.0006805125,0.00097647816],"domain_scores_gemma":[0.99253476,0.00064806687,0.0006241531,0.00035087092,0.0002717002,0.005570456],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004469096,0.00014078921,0.00037366664,0.00012499726,0.00083921495,0.000021112184,0.00038482528,0.00026073295,0.045944538],"category_scores_gemma":[0.0058832383,0.00009694621,0.00004568704,0.00027550352,0.00018229784,0.00015432334,0.000038092923,0.0015606715,0.00029032287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091093236,0.00006893983,0.16123393,0.0006452769,0.000041483912,0.0000061691926,0.09205619,1.6363202e-7,4.822783e-7,0.0036503386,0.71790326,0.02430269],"study_design_scores_gemma":[0.0007857844,0.0002793736,0.035582125,0.0019946147,0.0000074999375,0.0000718472,0.10970723,0.000012667174,7.372896e-7,0.004923142,0.84651625,0.00011875463],"about_ca_topic_score_codex":0.033783928,"about_ca_topic_score_gemma":0.046978924,"teacher_disagreement_score":0.12861298,"about_ca_system_score_codex":0.0010638564,"about_ca_system_score_gemma":0.118742004,"threshold_uncertainty_score":0.9726502},"labels":[],"label_agreement":null},{"id":"W2996518124","doi":"10.36834/cmej.69040","title":"A medical student goes to the country of Nunavut","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","score_opus":0.016500297792891437,"score_gpt":0.45081182720515933,"score_spread":0.4343115294122679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996518124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5811874,0.0012272251,0.000019860958,0.3721374,0.0126446765,0.000912319,0.000014524498,0.000015677113,0.03184091],"genre_scores_gemma":[0.76886237,0.00032014956,0.00009867952,0.22284305,0.0025128203,0.000055753328,0.000009737406,0.000020707188,0.00527675],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959459,0.0005325105,0.0008117294,0.00016173799,0.0018411126,0.0007070503],"domain_scores_gemma":[0.9869736,0.00038567913,0.00022173808,0.00032361998,0.00052385376,0.011571554],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0031167502,0.000115295945,0.00025570526,0.0001705499,0.0005475616,0.000015224667,0.00084744225,0.00034447442,0.16927338],"category_scores_gemma":[0.012079186,0.000075882825,0.000048307982,0.0003992027,0.00008772923,0.000060534476,0.00005605441,0.0016727968,0.0018930219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000136776325,0.00006940779,0.08162958,0.000084510975,0.000021021826,0.000012847824,0.007962586,0.0000036570796,5.154339e-7,0.005358956,0.8814007,0.023442518],"study_design_scores_gemma":[0.00032449848,0.000062325526,0.030721297,0.0014355311,0.000008928415,0.000075857315,0.021995824,0.000045072455,3.277234e-7,0.00015012015,0.9451014,0.00007881772],"about_ca_topic_score_codex":0.028041352,"about_ca_topic_score_gemma":0.20196806,"teacher_disagreement_score":0.18767494,"about_ca_system_score_codex":0.0008696016,"about_ca_system_score_gemma":0.11754615,"threshold_uncertainty_score":0.99888414},"labels":[],"label_agreement":null},{"id":"W2996545479","doi":"10.3390/ijerph17010043","title":"Exploring Satisfaction and Migration Intentions of Physicians in Three University Hospitals in Poland","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Salary; Earnings; Thematic analysis; Scale (ratio); Psychology; Qualitative research; Nursing; Health care; Sample (material); Family medicine; Medicine; Business; Sociology; Geography","score_opus":0.14506774629554425,"score_gpt":0.428164667368518,"score_spread":0.28309692107297374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996545479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903348,0.00034442317,0.000028251196,0.008446844,0.00021578454,0.0003043806,0.000028894241,0.0000019264323,0.0002946614],"genre_scores_gemma":[0.9919001,0.007788043,0.00010747972,0.00008822786,0.000050652834,0.000002435841,0.000005904848,0.0000050701638,0.000052073672],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981,0.00039008324,0.0004710859,0.00011803419,0.0006054148,0.00031540627],"domain_scores_gemma":[0.99912286,0.00032209957,0.0002632285,0.000063784166,0.00009151327,0.00013649333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017967094,0.000058036298,0.00017972352,0.0005684678,0.00009235502,0.0000098451965,0.00010606722,0.000047057067,0.00008650174],"category_scores_gemma":[0.00010971526,0.000057221896,0.00002007027,0.00017142504,0.000089278525,0.00067352416,0.00010056952,0.00055419607,0.00000595328],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107303735,0.00011322229,0.9714104,0.000044197604,0.000010997187,0.0000055841656,0.0017563049,0.0000038597736,0.00044913593,0.0010443681,0.00003559397,0.025019066],"study_design_scores_gemma":[0.0009431006,0.00035858835,0.9801729,0.00047488135,5.096369e-7,0.0000041185804,0.015590211,0.00006507106,0.0000040944965,0.0006184682,0.001733898,0.000034197554],"about_ca_topic_score_codex":0.004132742,"about_ca_topic_score_gemma":0.00901494,"teacher_disagreement_score":0.024984868,"about_ca_system_score_codex":0.0008876361,"about_ca_system_score_gemma":0.0002442717,"threshold_uncertainty_score":0.6247497},"labels":[],"label_agreement":null},{"id":"W2996827193","doi":"10.1136/bmj.l6971","title":"Working as a doctor in Canada","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Economic shortage; Immigration; Work (physics); Quality (philosophy); Economic growth; Political science; Geography; Business; Medicine","score_opus":0.05085713933762591,"score_gpt":0.44056472624693493,"score_spread":0.389707586909309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996827193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7523161,0.00012943336,3.8291006e-7,0.004511774,0.0022266484,0.00094304315,0.0000015947655,0.0000268373,0.23984417],"genre_scores_gemma":[0.9591203,0.000012332859,0.0001466603,0.0059394375,0.0002536173,0.00008190494,0.000004069415,0.000013633281,0.034428075],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983711,0.00020144675,0.00042275662,0.00017229655,0.00022909718,0.00060329476],"domain_scores_gemma":[0.99911517,0.00032405747,0.00011390661,0.00028196815,0.000032755026,0.0001321308],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003700785,0.00008464996,0.00019304066,0.000037647573,0.0001030413,0.0000024651454,0.00014192518,0.00008388075,0.0037957064],"category_scores_gemma":[0.0001141462,0.00007791346,0.000014988685,0.00022348811,0.0000052455694,0.000033540415,0.00007134373,0.00038995538,0.0035512673],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030801304,0.0000043629184,0.89277565,0.00006476964,0.0000020368188,0.000021836973,0.00053059706,0.00002226023,0.000004600509,0.0020585111,0.103133634,0.0013509378],"study_design_scores_gemma":[0.0004975531,0.000016312399,0.14611073,0.0009742985,0.0000013666769,0.000001297532,0.0036359488,0.00010536774,0.0000032747034,0.00026865405,0.84827363,0.000111570946],"about_ca_topic_score_codex":0.97591126,"about_ca_topic_score_gemma":0.9922403,"teacher_disagreement_score":0.74666494,"about_ca_system_score_codex":0.0013489597,"about_ca_system_score_gemma":0.0034031172,"threshold_uncertainty_score":0.99722457},"labels":[],"label_agreement":null},{"id":"W2998456765","doi":"10.1016/j.healthplace.2019.102279","title":"The utility of conceptualisations of place and belonging in workforce retention: A proposal for future rural health research","year":2019,"lang":"en","type":"article","venue":"Health & Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Department of Health and Aged Care, Australian Government","keywords":"Workforce; Staffing; Metropolitan area; Rural area; Rural health; Public relations; Economic growth; Sociology; Nursing; Political science; Medicine","score_opus":0.12837091649368712,"score_gpt":0.492971322450855,"score_spread":0.3646004059571679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998456765","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.858439,0.01596782,0.00010049053,0.110417776,0.0011672248,0.011939852,0.00018643947,0.00006954098,0.0017118293],"genre_scores_gemma":[0.99061716,0.002322111,0.002279578,0.0009535426,0.00023312075,0.0003989285,0.00006643366,0.000036096008,0.0030930366],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99242306,0.0031924965,0.0017346682,0.00041336697,0.00067736773,0.0015590708],"domain_scores_gemma":[0.99305815,0.0044315974,0.00091077277,0.00063189777,0.0006098766,0.00035769425],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01303474,0.00019574286,0.00070888834,0.00017011752,0.0016178736,0.000010574963,0.00030760936,0.00025131035,0.00009621621],"category_scores_gemma":[0.0005922921,0.0001535975,0.000065648324,0.00088023755,0.0003471866,0.00015123216,0.00016028987,0.0011625768,0.00001430856],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00478849,0.0003185759,0.3455603,0.021021642,0.0000442282,0.0000012872714,0.13466126,0.00012895944,0.000025784517,0.3227443,0.13685554,0.033849627],"study_design_scores_gemma":[0.0077075893,0.0028505267,0.14809474,0.012029068,0.000011749084,0.00000996162,0.5349814,0.0118234875,0.000021384278,0.008016946,0.27399296,0.0004601565],"about_ca_topic_score_codex":0.0034035654,"about_ca_topic_score_gemma":0.008692746,"teacher_disagreement_score":0.40032017,"about_ca_system_score_codex":0.0005608074,"about_ca_system_score_gemma":0.0051372373,"threshold_uncertainty_score":0.9996819},"labels":[],"label_agreement":null},{"id":"W2999236760","doi":"10.55016/ojs/sppp.v12i1.69730","title":"Social Policy Trends: Refugee Resettlement in Calgary","year":2020,"lang":"en","type":"article","venue":"The School of Public Policy Publications","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Political science; Development economics; Economics; Law","score_opus":0.13773613765304754,"score_gpt":0.48869983300690917,"score_spread":0.3509636953538616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999236760","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024361303,0.00017884163,0.00007064199,0.7892262,0.00007487794,0.0008678614,0.00017564849,0.00025213722,0.1847925],"genre_scores_gemma":[0.94573796,0.00010715755,0.00037408926,0.03482003,0.0041041924,0.0009244859,0.00024117457,0.000062568666,0.01362832],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944132,0.0015737541,0.0014580151,0.00044148622,0.0006688348,0.0014447013],"domain_scores_gemma":[0.9966507,0.0003846771,0.00066536246,0.0009040079,0.0005116779,0.0008835607],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019596436,0.00025967305,0.00047183776,0.0011703868,0.0011173002,0.000053669602,0.0015066102,0.00028613576,0.0023519706],"category_scores_gemma":[0.0067966026,0.00020771963,0.00014631434,0.0074985647,0.00028996673,0.00053028285,0.00059432595,0.0012713327,0.00087324553],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024508332,0.00010328634,0.020938076,0.00007600464,0.000030553852,3.0649935e-7,0.0032484848,0.0000027370497,0.000040044088,0.57071215,0.3973657,0.0074581695],"study_design_scores_gemma":[0.00090736884,0.000053519027,0.23241958,0.000039513616,0.0000111519275,7.555027e-7,0.0018000376,0.00008473866,0.0000044799426,0.0069091828,0.75760657,0.00016308772],"about_ca_topic_score_codex":0.012884053,"about_ca_topic_score_gemma":0.0017765024,"teacher_disagreement_score":0.9213767,"about_ca_system_score_codex":0.0011396538,"about_ca_system_score_gemma":0.005305614,"threshold_uncertainty_score":0.9999047},"labels":[],"label_agreement":null},{"id":"W2999366734","doi":"10.1093/aje/161.supplement_1.s92b","title":"367: A Linkage Follow-Up Study of Health and Health Service Utilization Among Canada's Immigrant Populations","year":2005,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Immigration; Linkage (software); Medicine; Environmental health; Health services; Gerontology; Demography; Geography; Population; Sociology; Genetics; Biology","score_opus":0.1808517279316506,"score_gpt":0.48910977906792324,"score_spread":0.30825805113627264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999366734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9345237,0.00404758,0.0012624873,0.05852146,0.0006888803,0.00085643196,0.000019935078,0.000018422956,0.00006111201],"genre_scores_gemma":[0.9679635,0.0010296317,0.004266627,0.026349029,0.00025573728,0.000015354257,0.0000219147,0.000026478365,0.00007168536],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9875319,0.0070399838,0.0039016807,0.00029417765,0.00028453913,0.00094771816],"domain_scores_gemma":[0.98997474,0.0019170326,0.0064182486,0.00035414041,0.00055096933,0.0007848836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007833406,0.00023070922,0.0019389027,0.00023092382,0.000651975,0.000001772003,0.00026467294,0.00009578092,0.00005399597],"category_scores_gemma":[0.0016655698,0.00019284303,0.000071792405,0.000697353,0.00015425743,0.00012156619,0.00008314273,0.00082171673,0.0000027106933],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012713301,0.00013403546,0.9407772,0.0001431817,0.00005357184,0.0000023129614,0.010694162,0.00071750855,4.6399956e-7,0.00048977486,0.009718153,0.037142534],"study_design_scores_gemma":[0.0017855746,0.003245095,0.8864265,0.0007309789,0.000032799784,0.000023959365,0.0914431,0.0009419841,1.587548e-7,0.00028544647,0.014930831,0.0001535593],"about_ca_topic_score_codex":0.9178123,"about_ca_topic_score_gemma":0.9517719,"teacher_disagreement_score":0.08074894,"about_ca_system_score_codex":0.0008706698,"about_ca_system_score_gemma":0.0032637024,"threshold_uncertainty_score":0.786391},"labels":[],"label_agreement":null},{"id":"W2999718638","doi":"10.29173/hsi153","title":"Poverty: One of the greatest challenges faced by primary health care providers","year":2019,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Poverty; Primary care; Primary health care; Health care; Medicine; Nursing; Economic growth; Environmental health; Family medicine; Economics","score_opus":0.09586050535629634,"score_gpt":0.4330724160090798,"score_spread":0.33721191065278344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999718638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69582397,0.045733947,0.000023028964,0.21657807,0.007814831,0.011382864,0.00015020423,0.00039242354,0.02210068],"genre_scores_gemma":[0.9298268,0.003499025,0.00063650176,0.06407009,0.00023097808,0.00015994358,0.000027843802,0.00005301807,0.0014957992],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99301976,0.0006353663,0.0014457498,0.00095101463,0.0016531337,0.0022949919],"domain_scores_gemma":[0.99556226,0.00030530134,0.0013718694,0.0014533739,0.0005028322,0.0008043391],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0031155506,0.00032449074,0.0008672822,0.00019387077,0.0022161785,0.000018519006,0.0013288351,0.00021925672,0.00018416072],"category_scores_gemma":[0.00017892272,0.00023842417,0.00009467072,0.0013678281,0.0009937922,0.00050800457,0.00057008764,0.0009568292,0.00029776184],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030925576,0.0005383555,0.25543904,0.02992505,0.000029822346,0.0000014090015,0.281536,0.00006137956,0.000894129,0.008760452,0.32377735,0.09872776],"study_design_scores_gemma":[0.0030034264,0.0025069688,0.42000103,0.007954923,0.000013820179,0.00000769274,0.1779271,0.00007992405,0.00032054275,0.00045243616,0.38689804,0.00083409087],"about_ca_topic_score_codex":0.0037352433,"about_ca_topic_score_gemma":0.00061679044,"teacher_disagreement_score":0.23400284,"about_ca_system_score_codex":0.0028508154,"about_ca_system_score_gemma":0.011847531,"threshold_uncertainty_score":0.9990828},"labels":[],"label_agreement":null},{"id":"W2999975142","doi":"","title":"An in-country model of workforce support for trained mid-level eye care workers in Papua New Guinea and Pacific Islands.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Association for Canadian Studies; Université de Montréal","funders":"","keywords":"Workforce; Medicine; New guinea; Economic shortage; Human resources; Blindness; Training (meteorology); Optometry; Nursing; Medical education; Gerontology; Economic growth; Government (linguistics); Management; Geography","score_opus":0.1052879539611676,"score_gpt":0.40386709276385774,"score_spread":0.29857913880269016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999975142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9568892,0.0007092725,0.00025512232,0.0021263035,0.0007691218,0.006586242,0.00046501463,0.00008010425,0.032119628],"genre_scores_gemma":[0.98883176,0.00012266084,0.0016593912,0.00028605715,0.00019210423,0.0018792944,0.00010801667,0.000048332815,0.0068723895],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970138,0.000118818214,0.00086368487,0.00047505228,0.00024503784,0.0012836186],"domain_scores_gemma":[0.9979646,0.00018544665,0.00045415782,0.00081313954,0.00013257409,0.00045008634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000983521,0.00025715388,0.00059334026,0.00016803866,0.0004299281,0.00002878869,0.0004758547,0.0004159401,0.000022477403],"category_scores_gemma":[0.00037661963,0.0002431645,0.000054567434,0.00016243692,0.000109857036,0.00033474667,0.00009689708,0.00041911425,0.0000029479688],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006698148,0.00004983704,0.9267184,0.0006551161,0.0000091014335,0.0000043035266,0.0104423985,0.00022055121,0.000010327197,0.0002585591,0.0042487406,0.05671284],"study_design_scores_gemma":[0.0058903447,0.00007672958,0.9615632,0.0005576167,0.000025258827,5.169667e-7,0.021116495,0.0024122172,0.000024894956,0.0015270881,0.006446811,0.00035878445],"about_ca_topic_score_codex":0.0019375632,"about_ca_topic_score_gemma":0.00888351,"teacher_disagreement_score":0.056354057,"about_ca_system_score_codex":0.00027015625,"about_ca_system_score_gemma":0.0005191485,"threshold_uncertainty_score":0.99159604},"labels":[],"label_agreement":null},{"id":"W2999998484","doi":"10.15694/mep.2020.000016.1","title":"Lessons from across the pond: Student perspectives on the Internal Medicine clerkship experience at an Irish and Canadian medical school","year":2020,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Irish; Medical education; Experiential learning; Medicine; Quality (philosophy); Medical school; Psychology; Pedagogy","score_opus":0.10804511754257455,"score_gpt":0.49208254538107643,"score_spread":0.38403742783850187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999998484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6260246,0.000798276,0.0000036484923,0.35970926,0.0006505452,0.0005833488,0.00006626056,0.000073772535,0.012090297],"genre_scores_gemma":[0.8945925,0.0002386227,0.00001371235,0.10199327,0.0019605584,0.00018287194,0.00002252775,0.000031351054,0.0009645643],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99496496,0.0012574025,0.00059557613,0.0007016632,0.0013788553,0.0011015714],"domain_scores_gemma":[0.9941537,0.0016369671,0.00020156137,0.00069520436,0.00027440136,0.003038194],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019021686,0.00027912823,0.00038228443,0.00004680443,0.0026127442,0.00015184154,0.0015936376,0.00032807872,0.020658288],"category_scores_gemma":[0.009534499,0.00014981008,0.000045123244,0.00039760422,0.0007584723,0.00034375602,0.0006077645,0.002026566,0.00026853976],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011957219,0.000034932018,0.09172307,0.00001819996,0.000034923683,0.000058513295,0.47342104,8.260654e-7,0.000006330521,0.0035723515,0.42973435,0.0012759033],"study_design_scores_gemma":[0.0006923612,0.00018514913,0.1920883,0.0004301382,0.00001126482,0.0000045384236,0.6315401,0.00013318981,0.0000048356765,0.00014641735,0.17460985,0.00015383723],"about_ca_topic_score_codex":0.2565576,"about_ca_topic_score_gemma":0.43379703,"teacher_disagreement_score":0.26856792,"about_ca_system_score_codex":0.00069682515,"about_ca_system_score_gemma":0.0010075665,"threshold_uncertainty_score":0.9988086},"labels":[],"label_agreement":null},{"id":"W3000257485","doi":"10.36834/cmej.68175","title":"Canadians studying medicine abroad and their journey to secure postgraduate training in Canada or the United States","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Medical Council of Canada","funders":"","keywords":"Workforce; Licensure; Political science; Commission; Family medicine; Medicine; Medical education; Library science","score_opus":0.0872572201741502,"score_gpt":0.42535739252644755,"score_spread":0.33810017235229733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000257485","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32913908,0.0004992263,0.000011486282,0.6676824,0.0013449136,0.0004828476,0.000030271423,0.000009755746,0.0008000251],"genre_scores_gemma":[0.5993955,0.0003668177,0.0000359789,0.39875576,0.0010510074,0.000028609586,0.000026735028,0.00002193846,0.0003176286],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965168,0.0007481262,0.00084741425,0.00023336282,0.0005555335,0.0010987406],"domain_scores_gemma":[0.9812492,0.0006427141,0.00019372904,0.00015198281,0.00036635483,0.017395992],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014176482,0.00021034708,0.00036395277,0.00032466117,0.0012580045,0.000027200658,0.00046339643,0.0001370567,0.010444711],"category_scores_gemma":[0.013925952,0.00011510557,0.00001759818,0.001214734,0.00009541661,0.00007281451,0.000031330637,0.0022164623,0.0000138073065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036535886,0.000004352819,0.008439189,0.00006106909,0.000022222022,0.00015542653,0.26408103,0.00010041661,4.190387e-7,0.00022590568,0.6973111,0.02956232],"study_design_scores_gemma":[0.0003768561,0.00006673955,0.0055393814,0.00096969533,0.000006946458,0.00010174259,0.4305424,0.0009604481,8.227066e-8,0.000113761635,0.5612162,0.00010574515],"about_ca_topic_score_codex":0.9985936,"about_ca_topic_score_gemma":0.99991745,"teacher_disagreement_score":0.28383303,"about_ca_system_score_codex":0.0037397,"about_ca_system_score_gemma":0.2875727,"threshold_uncertainty_score":0.9943802},"labels":[],"label_agreement":null},{"id":"W3000565438","doi":"","title":"Optimal Life-Careers","year":2013,"lang":"en","type":"book","venue":"LAP LAMBERT Academic Publishing eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coping (psychology); Underemployment; Immigration; Career development; Grounded theory; Psychology; Sociology; Social psychology; Qualitative research; Political science; Social science; Economic growth; Unemployment; Clinical psychology","score_opus":0.05729006295057949,"score_gpt":0.37441431737532865,"score_spread":0.3171242544247492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000565438","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014655273,0.0027088444,0.000026826656,0.0065550716,0.0063865674,0.0036439963,0.00026108458,0.0016933671,0.97725874],"genre_scores_gemma":[0.0007220093,0.00032126004,0.00088122353,0.024763534,0.008502448,0.00085103424,0.0009471799,0.00050377165,0.96250755],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98900753,0.00091637677,0.0028968528,0.0016384369,0.0020062635,0.003534545],"domain_scores_gemma":[0.99074614,0.0022871478,0.0021803784,0.0016917628,0.0009857749,0.0021087679],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002933222,0.0013396122,0.0019197766,0.0005977505,0.0014611253,0.00043721715,0.0032806061,0.009811331,0.004045261],"category_scores_gemma":[0.0029737533,0.0012798323,0.00042557638,0.00018893606,0.00038499097,0.0018519216,0.0019288647,0.022774002,0.0065233908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056511348,0.0000067360484,0.00046889271,0.0008152335,0.0001473396,0.00001999655,0.0035207109,0.000008426961,0.000004890389,0.029388413,0.96258825,0.002974588],"study_design_scores_gemma":[0.00094573206,0.000060581864,0.000084824205,0.0046653696,0.0001564972,0.000010424892,0.0009761074,0.00009411136,0.0000023765228,0.009152559,0.98273873,0.001112676],"about_ca_topic_score_codex":0.0018998197,"about_ca_topic_score_gemma":0.00024263916,"teacher_disagreement_score":0.020235853,"about_ca_system_score_codex":0.0027992022,"about_ca_system_score_gemma":0.007199523,"threshold_uncertainty_score":0.9999355},"labels":[],"label_agreement":null},{"id":"W3001874672","doi":"10.4103/cjrm.cjrm_43_19","title":"Recruitment and retention of healthcare professionals in rural Canada: A systematic review","year":2020,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Systematic review; Health care; Nursing; Medicine; Psychology; MEDLINE; Political science","score_opus":0.1544742434182323,"score_gpt":0.47972246604632723,"score_spread":0.32524822262809494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3001874672","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004284288,0.9582283,3.9985957e-7,0.032096893,0.0017382937,0.0076908697,0.00010187366,0.000004182791,0.000096367585],"genre_scores_gemma":[0.00036738697,0.99521697,0.000020498934,0.0032861894,0.00039992336,0.00024449843,0.000073356,0.000042109674,0.00034910065],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99009,0.003015339,0.0052609406,0.00016951494,0.0007026468,0.00076152023],"domain_scores_gemma":[0.9915128,0.00084954133,0.004696555,0.00032596488,0.00065298023,0.0019621605],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0028164191,0.00044738836,0.006512906,0.00047703416,0.00021457112,0.0000026624662,0.00044277738,0.0003646057,0.00027589878],"category_scores_gemma":[0.0027348183,0.00028187793,0.00019262839,0.0008305102,0.000113292495,0.00007772992,0.000039988743,0.0018834386,0.000006346002],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007336652,0.0000032459477,0.00009215701,0.9376269,0.000072427094,0.0002182042,0.0006683008,1.3178116e-8,1.7471468e-8,0.00017364041,0.028776318,0.03236145],"study_design_scores_gemma":[0.00029622283,0.0001909807,0.000023335118,0.6803095,0.00070488127,0.00016950241,0.005296062,3.5227814e-7,5.982827e-9,0.000023365303,0.31286585,0.00011996499],"about_ca_topic_score_codex":0.7609252,"about_ca_topic_score_gemma":0.92492956,"teacher_disagreement_score":0.28408954,"about_ca_system_score_codex":0.003491281,"about_ca_system_score_gemma":0.028282791,"threshold_uncertainty_score":0.99996334},"labels":[],"label_agreement":null},{"id":"W3002097699","doi":"10.1016/j.ijnurstu.2020.103533","title":"“A time to lead” efforts to promote social justice: The promise and challenges of the United Nations 2030 agenda and sustainable development goals for nurses","year":2020,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Ottawa","funders":"","keywords":"Sustainable development; Social justice; Economic Justice; Political science; Lead (geology); Public relations; Public administration; Economic growth; Nursing; Business; Medicine; Psychology; Criminology; Economics; Law","score_opus":0.1657124515708658,"score_gpt":0.49307164239799417,"score_spread":0.3273591908271284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002097699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56220573,0.0037030065,0.000054227567,0.43034858,0.0011074098,0.0015983441,0.000019321129,0.000013874678,0.00094949733],"genre_scores_gemma":[0.9847797,0.0012934017,0.0032012677,0.004683741,0.0011753115,0.00012834252,0.0000028838317,0.000031836607,0.0047034933],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99852544,0.00014262824,0.000547925,0.00012724852,0.0003823246,0.00027441143],"domain_scores_gemma":[0.9971044,0.0005280568,0.00040304102,0.000053800126,0.0018236603,0.000087006716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006648711,0.0001153191,0.0002578612,0.00023520296,0.0010741492,0.000015960852,0.00025575925,0.00004661964,0.000007754809],"category_scores_gemma":[0.0016549679,0.00007065418,0.00004518005,0.00033241126,0.00012965512,0.000081321814,0.0001591558,0.00017727033,0.000003359458],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012908038,0.0002438023,0.0005304632,0.0016210187,0.0011576732,0.000015335323,0.69201386,0.00024031282,0.0003329058,0.022384074,0.23072903,0.049440745],"study_design_scores_gemma":[0.0013623185,0.00048257987,0.013564949,0.0045700227,0.0002759274,0.000018427872,0.23170273,0.000090041525,0.00029588892,0.001737521,0.7457155,0.00018408042],"about_ca_topic_score_codex":0.00000680177,"about_ca_topic_score_gemma":0.000016370604,"teacher_disagreement_score":0.51498646,"about_ca_system_score_codex":0.0002673154,"about_ca_system_score_gemma":0.00021162162,"threshold_uncertainty_score":0.8261596},"labels":[],"label_agreement":null},{"id":"W3002105248","doi":"","title":"Local surgeon receives award for work in Canadian Armed Forces","year":2019,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Political science; Aeronautics; Law; Engineering; Mechanical engineering","score_opus":0.10575615320898059,"score_gpt":0.40257777526252575,"score_spread":0.2968216220535452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002105248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919938,0.0001667409,0.00013412387,0.0013116334,0.0015171248,0.0025338307,0.00008325572,0.00017907299,0.0020804463],"genre_scores_gemma":[0.9651267,0.00008542298,0.000061023267,0.0013666659,0.00012025326,0.000019715402,0.00009789003,0.00007525709,0.03304708],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951202,0.0008032989,0.0006424095,0.00081923517,0.00037104014,0.0022437626],"domain_scores_gemma":[0.9967496,0.00085919345,0.0003165198,0.0007044574,0.000285997,0.0010842484],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012577762,0.00042263672,0.00068850326,0.0009864636,0.00066819607,0.000058033907,0.00089011405,0.00071356574,0.00026543922],"category_scores_gemma":[0.00013959016,0.00047712598,0.00016417005,0.0011413759,0.00011866429,0.001065297,0.00022781991,0.0012575275,0.0015537548],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055901153,0.00003372952,0.99663633,0.00032195944,0.000026016527,0.00007324472,0.0013802177,0.00008102668,0.000009498257,0.00024549596,0.000030242576,0.00060321967],"study_design_scores_gemma":[0.002036645,0.00014117645,0.8533298,0.0015885541,0.00002744894,0.000002182732,0.0041760798,0.0000014331258,0.0000394673,0.00015481531,0.138053,0.00044943395],"about_ca_topic_score_codex":0.013634902,"about_ca_topic_score_gemma":0.8117391,"teacher_disagreement_score":0.79810417,"about_ca_system_score_codex":0.0023675757,"about_ca_system_score_gemma":0.0013532527,"threshold_uncertainty_score":0.999768},"labels":[],"label_agreement":null},{"id":"W3003787628","doi":"10.18584/iipj.2019.10.5.9340","title":"Colonial Legacies and Collaborative Action: Improving Indigenous Peoples’ Health Care in Canada","year":2020,"lang":"en","type":"article","venue":"International Indigenous Policy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Women's College Hospital; Western University","funders":"Associated Medical Services","keywords":"Indigenous; Health care; Mainstream; Health equity; Poverty; Cultural safety; Nursing; Medicine; Health policy; Social determinants of health; Public relations; Political science; Economic growth; Public health","score_opus":0.03235676828288194,"score_gpt":0.416642058025215,"score_spread":0.38428528974233306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3003787628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95996,0.0027061515,0.000026563785,0.032673687,0.0013810792,0.0009742266,0.00033951088,0.00004109152,0.0018976799],"genre_scores_gemma":[0.9810583,0.0014654179,0.00038298842,0.014095953,0.0026965265,0.000045036886,0.000040260013,0.000036298825,0.00017920426],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996334,0.0005028054,0.001069997,0.00031763263,0.00068934885,0.0010861875],"domain_scores_gemma":[0.99731857,0.00037698678,0.0008169662,0.00011513945,0.00063098216,0.0007413656],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00036496558,0.0002614177,0.00045680837,0.00029288506,0.0018731735,0.0000859009,0.00042484896,0.00014868344,0.00017492528],"category_scores_gemma":[0.0004794033,0.00026072926,0.00004218019,0.00058069703,0.000055522556,0.000329433,0.00015988201,0.0014400864,0.0000272268],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00052600756,0.000041281168,0.27432054,0.00034896834,0.000088968096,0.00023290035,0.70052636,0.00025727227,0.00004289501,0.00085691095,0.00514572,0.0176122],"study_design_scores_gemma":[0.004573203,0.0012965278,0.17102449,0.0007817102,0.000020546837,0.00046697186,0.59629065,0.00014593186,0.000087690234,0.00030363398,0.22426507,0.00074357225],"about_ca_topic_score_codex":0.93539673,"about_ca_topic_score_gemma":0.98599076,"teacher_disagreement_score":0.21911934,"about_ca_system_score_codex":0.0126411095,"about_ca_system_score_gemma":0.060793296,"threshold_uncertainty_score":0.9999845},"labels":[],"label_agreement":null},{"id":"W3004534989","doi":"","title":"Four years after graduation: Occupational therapists' work destinations and perceptions of preparedness for practice","year":2009,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Preparedness; Occupational therapy; Graduation (instrument); Curriculum; Medical education; Medicine; Perception; Nursing; Occupational safety and health; Rural area; Psychology; Family medicine; Pedagogy; Physical therapy","score_opus":0.025586981552505474,"score_gpt":0.36085579349423974,"score_spread":0.33526881194173425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004534989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98720723,0.0000884709,0.004571217,0.0056891115,0.0000671282,0.0007484275,0.00005527841,0.00009984201,0.0014733189],"genre_scores_gemma":[0.9607807,0.00011386003,0.038220435,0.00010917605,0.000018377508,0.000006667754,0.000015257857,0.0000055039386,0.0007300344],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99912274,0.00008770157,0.00023395239,0.00021588847,0.00013071361,0.00020902602],"domain_scores_gemma":[0.9986225,0.0002801691,0.00027480142,0.0002554905,0.0005119557,0.000055108274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023251191,0.00008992765,0.0001983926,0.00022721839,0.00030029402,0.0000020395044,0.00016527047,0.0002489401,0.0001551906],"category_scores_gemma":[0.00029764342,0.00010229487,0.00004309731,0.00036992918,0.00019176505,0.00012986692,0.00006766317,0.0002070452,0.000016153417],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016397677,0.00033043497,0.9166902,0.0001964521,0.00008437438,0.000012373514,0.007937842,0.000026684618,0.000117447584,0.032416824,0.0050757057,0.035471898],"study_design_scores_gemma":[0.0009990362,0.00014510231,0.9616898,0.00028121332,0.00005676134,0.0000037381308,0.0084463,0.000033321026,0.0000057419447,0.007888519,0.020343238,0.000107276755],"about_ca_topic_score_codex":0.000112127986,"about_ca_topic_score_gemma":0.00011766366,"teacher_disagreement_score":0.044999555,"about_ca_system_score_codex":0.00010904247,"about_ca_system_score_gemma":0.00017134161,"threshold_uncertainty_score":0.41714638},"labels":[],"label_agreement":null},{"id":"W3005550891","doi":"10.12927/cjnl.2020.26099","title":"The NCLEX-RN as an Entry-to-Practice Exam in New Brunswick: The Rocky Road Story of Francophone Candidates to the Nursing Profession","year":2019,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Montfort Hospital; Université de Moncton; Vitalité Health Network","funders":"","keywords":"French; Nursing; Entry Level; Work (physics); Registered nurse; Nursing practice; Medical education; Psychology; Medicine; Pedagogy; Humanities; Engineering","score_opus":0.096629363601394,"score_gpt":0.42874936891491416,"score_spread":0.33212000531352015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005550891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6639244,0.0042140833,0.00008744332,0.30731997,0.008386884,0.0043028384,0.0000033462654,0.00012205384,0.011638968],"genre_scores_gemma":[0.9675212,0.000061211686,0.00034750302,0.011884664,0.0010971898,0.000049931758,0.000008690847,0.0000791226,0.0189505],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9912617,0.0047549447,0.00084929203,0.00059198565,0.00090318185,0.0016388708],"domain_scores_gemma":[0.99326986,0.00406757,0.00051168527,0.0014144146,0.00025541766,0.0004810668],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00451943,0.00035554954,0.00046557272,0.00015620876,0.0023807548,0.000050254894,0.0011394441,0.0003796857,0.00019057885],"category_scores_gemma":[0.0018873448,0.0002050589,0.000077644676,0.0012761703,0.0002223417,0.00036588803,0.00007732708,0.0025564837,0.0016555147],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034390688,0.00039789706,0.020319361,0.00026060976,0.000030762927,0.0000053939057,0.6148719,0.00046835508,0.00062052155,0.0025283147,0.14795281,0.20910497],"study_design_scores_gemma":[0.0011980357,0.00054576574,0.071986966,0.0114040505,0.0000412857,0.000008679884,0.79223424,0.00024994393,0.00024624757,0.0005854888,0.1211827,0.0003165975],"about_ca_topic_score_codex":0.011103361,"about_ca_topic_score_gemma":0.01113977,"teacher_disagreement_score":0.3035968,"about_ca_system_score_codex":0.0010666004,"about_ca_system_score_gemma":0.002935872,"threshold_uncertainty_score":0.99974465},"labels":[],"label_agreement":null},{"id":"W3005955113","doi":"10.1136/bmj.m587","title":"Glen Harrison Lowther","year":2020,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.11940394462484913,"score_gpt":0.4951901313223774,"score_spread":0.3757861866975283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005955113","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1829527,0.0007951272,0.00029737895,0.25677216,0.0014901061,0.002410915,0.00002797811,0.000677595,0.55457604],"genre_scores_gemma":[0.91933674,0.00003888528,0.0017796289,0.057311013,0.0026714357,0.0001608434,0.0000130874305,0.000044727818,0.018643614],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985215,0.00023790586,0.00038886993,0.00019786815,0.00018975782,0.00046406582],"domain_scores_gemma":[0.9991821,0.0001180298,0.000120700235,0.00021764713,0.00006320807,0.00029832922],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002593411,0.00009749223,0.00018609085,0.000015157989,0.00027658913,0.0000038266303,0.0001671222,0.0001456724,0.0053817015],"category_scores_gemma":[0.00027303773,0.00008408885,0.00003790019,0.00017653404,0.000019260398,0.000053062126,0.00009292823,0.00035886985,0.014271025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006290418,0.000009499118,0.055702712,0.00015824646,0.0000063158627,0.0000069871257,0.0033493065,0.000004457137,0.00004423503,0.0016783882,0.936362,0.0026149151],"study_design_scores_gemma":[0.00039329944,0.00006221493,0.0076680197,0.0001588344,0.0000057511807,3.871716e-7,0.0019792696,0.00023919735,0.000022015269,0.00025883332,0.9891105,0.000101632424],"about_ca_topic_score_codex":0.00021710778,"about_ca_topic_score_gemma":0.00004655758,"teacher_disagreement_score":0.73638403,"about_ca_system_score_codex":0.00006635816,"about_ca_system_score_gemma":0.00013811135,"threshold_uncertainty_score":0.9955275},"labels":[],"label_agreement":null},{"id":"W3006132748","doi":"10.12927/cjnl.2020.26106","title":"Perspectives on the Need for a Nursing Entry-to-Practice Examination in Canada","year":2019,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Nursing; Context (archaeology); Nursing practice; Nursing research; Nurse education; Medicine; History","score_opus":0.18830514131287568,"score_gpt":0.4299795449271547,"score_spread":0.241674403614279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006132748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55484307,0.00064475863,0.00027979,0.33800402,0.003974845,0.004996093,0.000013053799,0.00009050155,0.09715385],"genre_scores_gemma":[0.9858337,0.000006290987,0.0006729461,0.009634373,0.00030947683,0.0001460225,0.00000776393,0.000038327427,0.0033511203],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99678963,0.0010116022,0.00037858536,0.00039916977,0.0004217369,0.0009992523],"domain_scores_gemma":[0.99429154,0.0047630873,0.0001895716,0.00037917163,0.00022035345,0.00015625842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012806786,0.00018371789,0.00024307152,0.00013825165,0.00048477016,0.00001733164,0.00023963714,0.00014570153,0.00017647322],"category_scores_gemma":[0.0017844081,0.00015404916,0.000035038694,0.00049227494,0.000050767736,0.00015187441,0.00000788669,0.0007427153,0.00019375916],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023679058,0.00054200506,0.013241975,0.0006104682,0.00003351789,0.000008410455,0.6529936,0.0007812805,0.00026039896,0.11373279,0.13994087,0.07548674],"study_design_scores_gemma":[0.00086409063,0.00018161182,0.021703558,0.006031362,0.000016429753,0.0000015881623,0.9568812,0.0007595606,0.00003572733,0.0005081679,0.012831402,0.0001852683],"about_ca_topic_score_codex":0.154003,"about_ca_topic_score_gemma":0.14801753,"teacher_disagreement_score":0.43099058,"about_ca_system_score_codex":0.007408418,"about_ca_system_score_gemma":0.0013648022,"threshold_uncertainty_score":0.99640197},"labels":[],"label_agreement":null},{"id":"W3006243889","doi":"10.20344/amp.12562","title":"Migration of Junior Doctors: The Case of Psychiatric Trainees in Portugal","year":2020,"lang":"en","type":"article","venue":"Acta Médica Portuguesa","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Douglas Mental Health University Institute","funders":"","keywords":"Workforce; Psychiatry; Brain drain; Sample (material); Psychology; Medicine; Political science; Demographic economics","score_opus":0.04959498654997021,"score_gpt":0.3942836168397692,"score_spread":0.344688630289799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006243889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9761147,0.0006907362,0.0000105452,0.01699439,0.00032484517,0.00091952574,0.00006677599,0.000054739245,0.0048237327],"genre_scores_gemma":[0.9961924,0.0003520404,0.0002971844,0.0025220506,0.00029113406,0.00007216049,0.000031713123,0.000024490773,0.00021683892],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970957,0.00043179965,0.001401451,0.00027294696,0.0002724929,0.0005256164],"domain_scores_gemma":[0.99793833,0.00046207948,0.00076532474,0.00041386325,0.00015214611,0.00026822378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082798745,0.00018375121,0.00047667872,0.0001258942,0.0001562991,0.0000025709166,0.0003052578,0.00022262051,0.0007601554],"category_scores_gemma":[0.00046686715,0.00013348035,0.00008964621,0.0009371009,0.00013279532,0.00013372286,0.00008251767,0.0005414623,0.000018038967],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010415991,0.00080619194,0.62036407,0.003476281,0.00012414707,0.000885057,0.113457315,0.000039841616,0.0018806686,0.010844531,0.22566827,0.021412058],"study_design_scores_gemma":[0.006592396,0.002338896,0.39427692,0.0014208577,0.00024257637,0.00021237947,0.16615658,0.002504269,0.00036943704,0.0020188126,0.4227849,0.0010819832],"about_ca_topic_score_codex":0.0049969056,"about_ca_topic_score_gemma":0.0025535305,"teacher_disagreement_score":0.22608714,"about_ca_system_score_codex":0.00008075225,"about_ca_system_score_gemma":0.0004766302,"threshold_uncertainty_score":0.8323168},"labels":[],"label_agreement":null},{"id":"W3006246445","doi":"10.4038/jccpsl.v11i2.8254","title":"Comparative health care systems Canada and Sri Lanka","year":2006,"lang":"en","type":"article","venue":"Journal of the College of Community Physicians of Sri Lanka","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical journal; Sri lanka; Health care; Section (typography); Library science; Medicine; Political science; Medical education; Family medicine; Computer science; History; Law","score_opus":0.03249454319001792,"score_gpt":0.36909009438086554,"score_spread":0.3365955511908476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006246445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98160803,0.004203543,0.0000020645434,0.0034276508,0.00088647474,0.0007040174,0.0008419483,0.000009399564,0.008316881],"genre_scores_gemma":[0.99853206,0.0000781533,0.00013064336,0.0008046322,0.00025321692,0.000005314787,0.000011031505,0.0000122259935,0.00017270187],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9946008,0.0028083096,0.0014373171,0.000072034105,0.00063988,0.00044171052],"domain_scores_gemma":[0.9942727,0.0011386687,0.0027767697,0.0006394205,0.0010431434,0.00012927705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096957514,0.00021223786,0.0012169691,0.00009216915,0.0011433084,0.0000050627705,0.00085899804,0.00010732938,0.000009127211],"category_scores_gemma":[0.000056234592,0.00015429521,0.00012980832,0.00040328526,0.00019933152,0.000118049145,0.00024031008,0.0014397692,0.0000010214087],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012708077,0.0013457992,0.07983367,0.011084055,0.000657014,0.000021844367,0.33366698,0.0044257804,0.0008294325,0.011842349,0.5544492,0.00057305384],"study_design_scores_gemma":[0.0028824992,0.0008973712,0.04677939,0.008305924,0.00013421217,0.000028375898,0.85719967,0.000077439385,0.00045277606,0.00065368117,0.082275435,0.0003132087],"about_ca_topic_score_codex":0.6193624,"about_ca_topic_score_gemma":0.71477044,"teacher_disagreement_score":0.5235327,"about_ca_system_score_codex":0.00071055314,"about_ca_system_score_gemma":0.0020965238,"threshold_uncertainty_score":0.8793519},"labels":[],"label_agreement":null},{"id":"W3006648387","doi":"","title":"Progress made on access to rural health care in Canada","year":2020,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; Memorial University of Newfoundland","funders":"","keywords":"Rural area; Accountability; Work (physics); Rural health; Psychological intervention; Public relations; Health care; Political science; Medicine; Business; Public administration; Economic growth; Nursing","score_opus":0.04894527369621108,"score_gpt":0.3889716362746301,"score_spread":0.340026362578419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006648387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84772944,0.00096545066,0.0000029742332,0.14230911,0.00209824,0.004130769,0.00013624465,0.00011106283,0.002516716],"genre_scores_gemma":[0.91941303,0.000045597295,0.000079744124,0.07869103,0.0007231238,0.0008605545,0.000060900747,0.00003286998,0.000093151604],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99398196,0.00041922578,0.0006530279,0.00038140756,0.0004995169,0.0040648365],"domain_scores_gemma":[0.9966682,0.00009692604,0.00016383626,0.00025270254,0.00005407733,0.0027642676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023770174,0.00022415686,0.00041626886,0.00005799375,0.00031583727,0.00002089133,0.0005338789,0.000094967734,0.00018619983],"category_scores_gemma":[0.00016908547,0.00021076047,0.000033067132,0.0005936342,0.000018886445,0.00012048915,0.00019408426,0.0007506626,0.00007598032],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00032527963,0.000019017907,0.85363483,0.0005120659,0.00000541328,0.000029440289,0.01111551,0.00021015565,1.3622055e-7,0.00024704705,0.092750736,0.04115034],"study_design_scores_gemma":[0.0007440256,0.00008957196,0.8393956,0.00030548565,0.0000023389014,3.3094133e-7,0.012961137,0.000034708755,0.000010507766,0.0000071130044,0.14626703,0.00018214407],"about_ca_topic_score_codex":0.775193,"about_ca_topic_score_gemma":0.96292615,"teacher_disagreement_score":0.18773319,"about_ca_system_score_codex":0.008377389,"about_ca_system_score_gemma":0.006809879,"threshold_uncertainty_score":0.9988206},"labels":[],"label_agreement":null},{"id":"W3006790137","doi":"10.1016/s1474-4422(19)30486-7","title":"Health-care disparities for people with multiple sclerosis","year":2020,"lang":"en","type":"letter","venue":"The Lancet Neurology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Multiple Sclerosis Society of Canada","funders":"Pfizer UK; Genentech; Eisai; Roche Products; GlaxoSmithKline foundation; Sanofi Genzyme; Five Prime Therapeutics; GW Pharmaceuticals; Ironwood Pharmaceuticals, Incorporated; Biogen; Celgene; EMD Serono; Multiple Sclerosis International Federation; Elan; Novartis; Teva Pharmaceutical Industries; Sanofi; Merck","keywords":"Scopus; Medicine; Multiple sclerosis; Alternative medicine; Family medicine; Resource (disambiguation); MEDLINE; Political science; Psychiatry; Pathology","score_opus":0.09920784599062572,"score_gpt":0.3733095206169387,"score_spread":0.27410167462631296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006790137","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021972244,0.0021235482,0.00011046237,0.98680776,0.0020037205,0.004216561,0.0012328422,0.00045086525,0.00085702934],"genre_scores_gemma":[0.016627247,0.000745689,0.00039884605,0.9630468,0.014900905,0.0022430464,0.0010307829,0.00017692796,0.0008297937],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99411607,0.0018377418,0.0007286648,0.0007755832,0.00033725117,0.0022046708],"domain_scores_gemma":[0.99369425,0.0041554393,0.0007111858,0.0010689928,0.00020678813,0.00016337109],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00029530405,0.0005037573,0.0018379625,0.00006468553,0.0017660282,0.000019099314,0.0010262625,0.0008893628,0.00011006218],"category_scores_gemma":[0.00025761768,0.00033011663,0.00013324355,0.00024365481,0.00022717638,0.000047158203,0.00029828944,0.005586673,0.00027586322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009976398,0.000006191757,0.01867782,0.0033436117,0.0000360114,0.000020733236,0.0031847316,0.00000859548,3.3025526e-7,0.00017561036,0.97322214,0.00032661317],"study_design_scores_gemma":[0.001671522,0.0010245445,0.0070892395,0.00036170488,0.000048142843,0.000008186751,0.0003424622,0.000057720557,4.4134197e-7,0.00033032475,0.9887971,0.0002685663],"about_ca_topic_score_codex":0.0022423966,"about_ca_topic_score_gemma":0.007443922,"teacher_disagreement_score":0.023760984,"about_ca_system_score_codex":0.00012532122,"about_ca_system_score_gemma":0.0005621251,"threshold_uncertainty_score":0.99991506},"labels":[],"label_agreement":null},{"id":"W3006859822","doi":"10.1136/medhum-2019-011753","title":"The case of Dr Masajiro Miyazaki: Japanese-Canadian healthcare in World War II","year":2020,"lang":"en","type":"article","venue":"Medical Humanities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Relocation; Memoir; World War II; Health care; Government (linguistics); Medical care; Resistance (ecology); Agency (philosophy); Sociology; Diversity (politics); Political science; Law; Nursing; Medicine; Social science","score_opus":0.10701499440700664,"score_gpt":0.4133642543742121,"score_spread":0.30634925996720547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006859822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65113145,0.008373417,0.0000011025196,0.26150593,0.001542944,0.0015949731,0.00011208905,0.00016226585,0.07557581],"genre_scores_gemma":[0.9612708,0.00037746126,0.000022679538,0.029390208,0.0007038698,0.00012719585,0.000020798157,0.000033982276,0.00805297],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605715,0.000799152,0.0011158154,0.0002906616,0.00053957355,0.00119764],"domain_scores_gemma":[0.99683815,0.0013356508,0.0002018609,0.00034640732,0.00017578245,0.0011021608],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011097058,0.00021044922,0.00046998562,0.00016368358,0.002213993,0.000007795016,0.0005201689,0.00027504427,0.0043190597],"category_scores_gemma":[0.0013260194,0.00015534257,0.00006671605,0.00048451184,0.00048192855,0.00007782324,0.00022700027,0.0014848989,0.00024201674],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002938114,0.00011567362,0.030858384,0.0042269537,0.000051112886,0.0059078317,0.398746,0.000004193446,0.0000013064958,0.17129658,0.37179273,0.016705375],"study_design_scores_gemma":[0.00074648013,0.00022819663,0.0011772729,0.0011888694,0.000009930095,0.000030690757,0.1882009,0.00028892956,0.0000022813767,0.0013876669,0.80654156,0.00019723322],"about_ca_topic_score_codex":0.37867326,"about_ca_topic_score_gemma":0.945201,"teacher_disagreement_score":0.5665277,"about_ca_system_score_codex":0.0003717878,"about_ca_system_score_gemma":0.0013635511,"threshold_uncertainty_score":0.999085},"labels":[],"label_agreement":null},{"id":"W3007961535","doi":"10.1097/acm.0000000000003130","title":"In Reply to Fyfe and Douglass","year":2020,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Workforce; Socioeconomic status; Economic shortage; Rural area; Perspective (graphical); Physician supply; Medical education; Psychology; Medicine; Family medicine; Nursing; Political science; Environmental health; Population","score_opus":0.09293969456936603,"score_gpt":0.4773922171551379,"score_spread":0.3844525225857719,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007961535","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016574612,0.0036585585,0.0000147814535,0.9742074,0.0031732442,0.0019911292,0.000020662486,0.00014712218,0.015129622],"genre_scores_gemma":[0.0008174453,0.0026232,0.000081749255,0.93345475,0.025493577,0.0002483132,0.00012040986,0.00008455651,0.037075967],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948106,0.00074478134,0.0016017683,0.0008687535,0.0007044426,0.001269673],"domain_scores_gemma":[0.9966094,0.001768573,0.00044186268,0.0005409699,0.00009466507,0.00054454047],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0010707268,0.0004456926,0.0012453016,0.00033418403,0.00021975429,0.0000016996196,0.00056000764,0.0021100377,0.0014079827],"category_scores_gemma":[0.002461332,0.00035738602,0.000026636613,0.0006766691,0.00015762425,0.00007626075,0.0003887351,0.015864393,0.0013675765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043891112,5.983135e-7,0.003223609,0.0012370874,0.000008882212,0.00042718396,0.011363701,1.2778484e-7,0.000010359127,0.0001301559,0.983271,0.00028338667],"study_design_scores_gemma":[0.00095483335,0.00017020808,0.00031746793,0.007464436,0.000035147747,0.000011415217,0.0019300673,0.000008517358,0.0000010499031,0.0021322898,0.98670983,0.0002647567],"about_ca_topic_score_codex":0.0027302366,"about_ca_topic_score_gemma":0.000044834025,"teacher_disagreement_score":0.040752638,"about_ca_system_score_codex":0.00040743916,"about_ca_system_score_gemma":0.00029269408,"threshold_uncertainty_score":0.9998878},"labels":[],"label_agreement":null},{"id":"W3008140805","doi":"10.2174/0250688202002022005","title":"Willingness of Medical Students to Practice in their Country of Origin after Studies: A Nigerian Perspective","year":2020,"lang":"en","type":"article","venue":"New Emirates Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Remuneration; Developing country; Emigration; Medicine; Descriptive statistics; Health care; Healthcare service; Statistical software; Cross-sectional study; Family medicine; Socioeconomics; Nursing; Geography; Business; Economic growth; Sociology; Economics; Finance","score_opus":0.0603103548470379,"score_gpt":0.5135159119530941,"score_spread":0.4532055571060562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008140805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81287247,0.008327287,0.00036365163,0.17467758,0.001867119,0.0008122196,0.000019929323,0.00003445677,0.0010252726],"genre_scores_gemma":[0.94811356,0.005466531,0.00090066483,0.043115806,0.0021766117,0.000043575226,0.0000022018394,0.000040195762,0.00014085343],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99154025,0.0012837087,0.0018404761,0.0003427814,0.004241939,0.0007508527],"domain_scores_gemma":[0.992832,0.0028785446,0.00072049757,0.00021066942,0.0010722957,0.0022859767],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004972907,0.00025125165,0.0009801293,0.00011034452,0.00016475738,0.000014298754,0.0011458697,0.00050571887,0.0028008367],"category_scores_gemma":[0.025207505,0.00017967568,0.00008537447,0.00092220824,0.0002070747,0.00020303356,0.0004863313,0.0025607224,0.000070263195],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00589104,0.001024681,0.4141335,0.0013938269,0.00064239296,0.0018133455,0.4513929,0.00003635008,0.00005014187,0.0020819162,0.1119642,0.009575735],"study_design_scores_gemma":[0.008957142,0.001740975,0.017798971,0.020647772,0.00011974342,0.00014454742,0.66834563,0.00020712506,0.000055289278,0.001710968,0.27976942,0.0005024009],"about_ca_topic_score_codex":0.00093971257,"about_ca_topic_score_gemma":0.0007815867,"teacher_disagreement_score":0.3963345,"about_ca_system_score_codex":0.00050266524,"about_ca_system_score_gemma":0.0041153403,"threshold_uncertainty_score":0.9997404},"labels":[],"label_agreement":null},{"id":"W3010507003","doi":"10.5206/uwomj.v88i1.6226","title":"Resettling refugee physicians into their profession of choice","year":2020,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Population; Subsidy; Medicine; Health care; Family medicine; Nursing; Political science; Law; Environmental health","score_opus":0.045402583468009114,"score_gpt":0.36929569930444406,"score_spread":0.32389311583643493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010507003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785497,0.00011167489,0.0010627671,0.017609617,0.0004436548,0.0002422814,0.0000062797053,0.000033530898,0.0019404953],"genre_scores_gemma":[0.9941267,0.00014292402,0.0011254201,0.0024822075,0.00049129745,1.6614649e-7,0.000008888937,0.000015193475,0.0016072304],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974188,0.0005321067,0.0005794703,0.00019702503,0.00084319117,0.0004293778],"domain_scores_gemma":[0.997726,0.00040493137,0.0007183185,0.0001819133,0.00031912007,0.0006497196],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007069597,0.00013902118,0.00049919076,0.000072156145,0.000631404,0.000003063921,0.0006714136,0.00030831477,0.0016847829],"category_scores_gemma":[0.0003201718,0.00012405586,0.00012325814,0.0001924379,0.00019347719,0.00019646202,0.00033464195,0.002032906,0.000046961068],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072918663,0.00015408233,0.83172494,0.0005975286,0.000088112516,0.00012863796,0.13793267,0.0000143941825,0.00032233988,0.00010798929,0.011993071,0.016207062],"study_design_scores_gemma":[0.0052384124,0.00094791845,0.18924107,0.011529704,0.000111128655,0.000018748748,0.085191734,0.00024731262,0.00013189406,0.0004248264,0.7065734,0.0003438142],"about_ca_topic_score_codex":0.031030217,"about_ca_topic_score_gemma":0.16009118,"teacher_disagreement_score":0.6945804,"about_ca_system_score_codex":0.00044794867,"about_ca_system_score_gemma":0.0016617806,"threshold_uncertainty_score":0.9992278},"labels":[],"label_agreement":null},{"id":"W3011142396","doi":"","title":"Dental Hygiene Curriculum and Core Competency Development: A Case Study of One Ontario College Program","year":2019,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dental hygiene; Curriculum; Core competency; Medical education; Hygiene; Core curriculum; Medicine; Dentistry; Psychology; Pedagogy; Management","score_opus":0.060697575187279175,"score_gpt":0.4592006292344161,"score_spread":0.39850305404713693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011142396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9754216,0.0007305059,3.2501487e-7,0.000016977478,0.0012365871,0.009035397,0.00001962945,0.00013325062,0.01340573],"genre_scores_gemma":[0.93122774,0.000036231842,0.002093011,0.00003459201,0.000059857644,0.0007586088,0.0005015045,0.000068002235,0.06522042],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99679667,0.000239222,0.0010455399,0.00060096063,0.0005711194,0.0007464818],"domain_scores_gemma":[0.9976661,0.00016464837,0.0009327083,0.00045930344,0.0004976594,0.0002795488],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035005994,0.00044555208,0.000993958,0.00020273417,0.00073849846,0.000009634199,0.00022594217,0.00053765246,0.0005817274],"category_scores_gemma":[0.00004907534,0.00043461047,0.00005215204,0.0003822801,0.000035445977,0.000068137655,0.00014256002,0.0011283446,0.00013439909],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027378826,0.0028952179,0.58609957,0.004100928,0.00018138412,0.0007228381,0.40134576,0.0000015236546,0.00000973865,0.0003113183,0.0011852868,0.0028726277],"study_design_scores_gemma":[0.002714352,0.0012701898,0.074355036,0.003248216,0.00018116985,0.00008263836,0.9085813,0.000026869915,0.000008616734,0.000012000026,0.00905421,0.00046540695],"about_ca_topic_score_codex":0.25853845,"about_ca_topic_score_gemma":0.9163592,"teacher_disagreement_score":0.6578207,"about_ca_system_score_codex":0.00080265943,"about_ca_system_score_gemma":0.002435798,"threshold_uncertainty_score":0.9998106},"labels":[],"label_agreement":null},{"id":"W3012007010","doi":"10.21037/mhealth.2019.12.03","title":"Telehealth and indigenous populations around the world: a systematic review on current modalities for physical and mental health","year":2020,"lang":"en","type":"review","venue":"mHealth","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Telehealth; Modalities; Indigenous; Mental health; Treatment modality; Current (fluid); Psychology; Telemedicine; Medicine; Health care; Psychiatry; Sociology; Political science; Engineering; Social science","score_opus":0.1821643370087088,"score_gpt":0.5414122552681523,"score_spread":0.35924791825944347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012007010","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000015274045,0.94224733,0.00001737968,0.0132897,0.0010497249,0.041866146,0.0012289557,0.00016215314,0.00012336095],"genre_scores_gemma":[0.000022615137,0.9811396,0.00015215483,0.009451123,0.0010512708,0.006742139,0.0006647082,0.00014335224,0.00063304347],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98939085,0.004245224,0.0030841995,0.0009819688,0.0006537705,0.0016439593],"domain_scores_gemma":[0.992536,0.0026134043,0.0028524431,0.0008624133,0.00011650857,0.001019208],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0027560648,0.0009103939,0.0060768677,0.00025855826,0.0040166355,0.00004899886,0.0004517413,0.00021751151,0.00001092603],"category_scores_gemma":[0.00038149304,0.00056260923,0.00036041054,0.0008306293,0.00015346926,0.000089974914,0.00023229174,0.0020584073,0.00008709575],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015187278,0.00006925862,0.000009930492,0.8551008,0.00003914152,5.8562244e-7,0.004329406,7.314809e-8,1.9643798e-10,0.008874718,0.012344363,0.11921651],"study_design_scores_gemma":[0.00019727879,0.00031927013,0.0000041615076,0.4595543,0.00039263518,0.000010359343,0.0007061259,0.00002302141,3.923181e-10,0.00036080013,0.53821677,0.00021526928],"about_ca_topic_score_codex":0.0006053499,"about_ca_topic_score_gemma":0.0013333478,"teacher_disagreement_score":0.5258724,"about_ca_system_score_codex":0.0019965745,"about_ca_system_score_gemma":0.0036219503,"threshold_uncertainty_score":0.99968255},"labels":[],"label_agreement":null},{"id":"W3012082941","doi":"","title":"Perception of disability as a barrier for Canadian medical students.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Perception; Affect (linguistics); Learning disability; Gerontology; Psychology; Medicine; Medical education; Psychiatry; Communication","score_opus":0.06211516351987748,"score_gpt":0.4247165937493817,"score_spread":0.3626014302295042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012082941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93327034,0.000056103487,0.000025556406,0.04992173,0.0005501272,0.004683044,0.00012235479,0.00006883551,0.011301918],"genre_scores_gemma":[0.97847044,0.00001735264,0.00007558576,0.016804764,0.00043784612,0.0034897716,0.000024114855,0.000016367188,0.0006637659],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975371,0.00025842784,0.0005125853,0.00025509894,0.00066951534,0.0007673028],"domain_scores_gemma":[0.9970859,0.00028975724,0.000095977746,0.00020038425,0.00014439582,0.002183554],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013817952,0.00009930994,0.00026071374,0.000022456932,0.00030106504,0.0000049680953,0.0004006375,0.0002754165,0.0036155705],"category_scores_gemma":[0.0034564636,0.00008892762,0.000066339395,0.000167411,0.00011785594,0.000057652276,0.00009284869,0.00032687624,0.00015239869],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018648048,0.000053379266,0.8917078,0.0006034944,0.00002072096,0.000002311681,0.0043431777,8.1601115e-7,0.0000012357334,0.0010020151,0.0414116,0.060666963],"study_design_scores_gemma":[0.00079785293,0.000048419854,0.7396984,0.000045347002,0.000015406531,3.087521e-7,0.0061137686,0.00005111115,0.0000017399203,0.0002637842,0.2528747,0.00008917475],"about_ca_topic_score_codex":0.085778356,"about_ca_topic_score_gemma":0.0949975,"teacher_disagreement_score":0.2114631,"about_ca_system_score_codex":0.0005197675,"about_ca_system_score_gemma":0.0007055725,"threshold_uncertainty_score":0.99729526},"labels":[],"label_agreement":null},{"id":"W3012248845","doi":"10.12927/hcpol.2020.26135","title":"Kicking off the 2020s with Healthcare Policy","year":2020,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Plague (disease); Health care; Focus (optics); Public relations; Healthcare policy; Political science; Healthcare system; Health equity; Population; Health policy; Medicine; International health; Environmental health","score_opus":0.09066120797858827,"score_gpt":0.4712844169169857,"score_spread":0.3806232089383974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012248845","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04398033,0.0049236356,0.00007433418,0.9335298,0.00047836284,0.0035553963,0.00021731447,0.0008266508,0.0124142105],"genre_scores_gemma":[0.714109,0.0012785646,0.00034040588,0.27503288,0.0074785133,0.00038117534,0.00005795105,0.00014283949,0.0011786793],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99115056,0.00222421,0.0014822884,0.0009903559,0.00096479035,0.0031877914],"domain_scores_gemma":[0.99411774,0.0008468867,0.00076314394,0.0012580686,0.0007348649,0.0022793035],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008642948,0.00064228836,0.0009296773,0.00028183617,0.003498623,0.000046441608,0.0009923286,0.0005655753,0.00028220375],"category_scores_gemma":[0.0011971327,0.00043996668,0.00015936936,0.003328673,0.00027937593,0.00023015508,0.00045596855,0.0028277729,0.0016435302],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012496469,0.00010638743,0.116569355,0.0078114285,0.00011506049,0.00015550778,0.1019842,0.000110387744,0.00001898728,0.5604251,0.11901967,0.09243427],"study_design_scores_gemma":[0.0018309313,0.0011234957,0.021112265,0.0018478206,0.00002896759,0.000054824664,0.022166183,0.0003952644,0.000015957528,0.0037835862,0.94693494,0.00070578756],"about_ca_topic_score_codex":0.13093144,"about_ca_topic_score_gemma":0.015053616,"teacher_disagreement_score":0.82791525,"about_ca_system_score_codex":0.0016188945,"about_ca_system_score_gemma":0.009581595,"threshold_uncertainty_score":0.9998052},"labels":[],"label_agreement":null},{"id":"W3012294847","doi":"10.5897/err2019.3873","title":"Remote and rural placements occurring during early medical training as a multidimensional place-based medical education experience","year":2020,"lang":"en","type":"article","venue":"Educational Research and Reviews","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Curriculum; Medical education; Rural area; Perception; Relevance (law); Accountability; Psychology; Pedagogy; Medicine; Political science","score_opus":0.24720633832113095,"score_gpt":0.5707515328956536,"score_spread":0.3235451945745227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012294847","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9292162,0.013551486,0.000013905026,0.05369917,0.0003853487,0.0012897042,0.000004136279,0.000022895172,0.0018171439],"genre_scores_gemma":[0.9687137,0.008115948,0.0035498939,0.014407005,0.00208625,0.0006318893,0.000069246824,0.000037869824,0.002388169],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950222,0.0011560181,0.0007735665,0.00046824728,0.0017954415,0.0007845249],"domain_scores_gemma":[0.99537957,0.0018051505,0.00015358908,0.0001860287,0.00031157667,0.0021640633],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002736349,0.00018232768,0.0003562426,0.00012242213,0.0013582589,0.000024712408,0.00025518987,0.00021982282,0.005706414],"category_scores_gemma":[0.017324893,0.00014706608,0.000037066868,0.0004122343,0.0003370435,0.00016388965,0.00024256697,0.0012770407,0.00042682746],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024634923,0.0012666644,0.46826082,0.010961715,0.00008428538,0.00005055983,0.16792227,0.000004453657,0.0008317899,0.036914784,0.11215696,0.19908221],"study_design_scores_gemma":[0.0052941223,0.00084578036,0.18158934,0.03393598,0.0000211682,0.000094576564,0.041767072,0.005145584,0.000041737592,0.0020739676,0.7282872,0.0009034727],"about_ca_topic_score_codex":0.00067901134,"about_ca_topic_score_gemma":0.00009009771,"teacher_disagreement_score":0.61613023,"about_ca_system_score_codex":0.00019850841,"about_ca_system_score_gemma":0.009129982,"threshold_uncertainty_score":0.9999418},"labels":[],"label_agreement":null},{"id":"W3012358811","doi":"10.1186/s12960-020-00466-y","title":"Caribbean nurse migration—a scoping review","year":2020,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Social policy; Health services research; Nursing research; Health administration; Caribbean region; Nursing; Health care; Political science; Medicine; Geography; Public health; Latin Americans","score_opus":0.1195916175364801,"score_gpt":0.5037906987108717,"score_spread":0.3841990811743916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012358811","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12085808,0.20258857,0.0010167335,0.604993,0.0012699051,0.036792673,0.00037427666,0.0020349098,0.030071873],"genre_scores_gemma":[0.1775488,0.028900376,0.005186463,0.76875216,0.0063327975,0.004061911,0.0008911271,0.00039557778,0.007930781],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99568635,0.0006921694,0.0014911061,0.00056017895,0.0003823203,0.0011878537],"domain_scores_gemma":[0.9973061,0.0004037509,0.0007287345,0.00045188505,0.00020165535,0.00090784125],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011696689,0.00027173976,0.00083725835,0.00006120103,0.0025844835,0.000015422464,0.00036570305,0.00016010713,0.0009512029],"category_scores_gemma":[0.00039549105,0.0002548259,0.00015203487,0.0003559306,0.00006845246,0.00009828074,0.00006981045,0.0005767491,0.0004552444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012698043,0.00006601356,0.011117458,0.16162622,0.000025928543,0.0000035236544,0.032926302,0.000013365308,0.000012677237,0.0059407535,0.7837195,0.004421294],"study_design_scores_gemma":[0.0010417181,0.00065438496,0.0011562029,0.10764343,0.000030369625,0.0000010861709,0.003543275,0.00010357099,0.0000020182347,0.00015232053,0.8853709,0.00030070258],"about_ca_topic_score_codex":0.00093033107,"about_ca_topic_score_gemma":0.003115167,"teacher_disagreement_score":0.1736882,"about_ca_system_score_codex":0.0002969519,"about_ca_system_score_gemma":0.0006302646,"threshold_uncertainty_score":0.9999904},"labels":[],"label_agreement":null},{"id":"W3013158179","doi":"10.1080/1369183x.2020.1731988","title":"Intermediaries and transnational regimes of skill: nursing skills and competencies in the context of international migration","year":2020,"lang":"en","type":"article","venue":"Journal of Ethnic and Migration Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Intermediary; Credential; Context (archaeology); Business; Public relations; Political science; Marketing; Law","score_opus":0.08265522084500203,"score_gpt":0.4493479034979196,"score_spread":0.36669268265291755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013158179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92603344,0.017223319,0.00038282675,0.05586719,0.00020231126,0.00019883901,0.000010680956,0.0000028512297,0.00007852965],"genre_scores_gemma":[0.98138905,0.01713503,0.00057165674,0.0007716985,0.000088723245,0.0000048152665,0.0000032653766,0.0000033105068,0.000032475764],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.998583,0.00023786181,0.0007532134,0.00008133548,0.0002493354,0.00009521696],"domain_scores_gemma":[0.99769485,0.001163243,0.0005879142,0.000035557554,0.000477699,0.000040741925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063464703,0.000084277686,0.00032857584,0.000092579794,0.00011540694,0.000005252979,0.0000681267,0.000057729427,0.000007128567],"category_scores_gemma":[0.0005315979,0.00005444467,0.000031107244,0.00012814256,0.0005347026,0.00020090194,0.000021972357,0.0002287615,1.2243552e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030332373,0.000110464985,0.13562994,0.00045834898,0.00014658812,0.0000028717116,0.78336656,0.000009756231,0.0007211651,0.059940163,0.004159859,0.015150987],"study_design_scores_gemma":[0.001793357,0.0005404926,0.32485336,0.0017704838,0.00008607587,0.000020962254,0.66097826,0.00021371056,0.0002810974,0.0043910583,0.004971658,0.00009947845],"about_ca_topic_score_codex":0.000022750828,"about_ca_topic_score_gemma":0.0007355197,"teacher_disagreement_score":0.18922341,"about_ca_system_score_codex":0.000028563145,"about_ca_system_score_gemma":0.000071176684,"threshold_uncertainty_score":0.22201891},"labels":[],"label_agreement":null},{"id":"W3014605025","doi":"10.1111/jonm.13022","title":"Leading nursing beyond 2020 – the challenge and the opportunity","year":2020,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public relations; Health care; Nursing; Medicine; Leadership development; Political science; Commission","score_opus":0.11944750357489337,"score_gpt":0.44856692895059685,"score_spread":0.3291194253757035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014605025","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03301831,0.007879514,0.0013457369,0.7527065,0.0024681503,0.0013458425,0.000002264847,0.000048546128,0.20118512],"genre_scores_gemma":[0.98102987,0.0034063903,0.0008999612,0.012299043,0.0013615597,0.000010106169,9.5126245e-7,0.000027816186,0.0009643043],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972033,0.0008261307,0.0008229016,0.00016793901,0.000501683,0.00047803068],"domain_scores_gemma":[0.99805576,0.00045588097,0.0007682748,0.00023826351,0.00013470648,0.00034709933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021488117,0.00016365015,0.00038776212,0.000053508717,0.001268814,0.000038145587,0.00041450933,0.00007519625,0.00015320003],"category_scores_gemma":[0.00018280513,0.00008931032,0.0001002228,0.00025909144,0.0003130505,0.00015861623,0.00008983441,0.0010377645,0.000031003634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015237626,0.00023281976,0.00053706166,0.0006297724,0.0002590567,0.00016855342,0.08960013,0.00015213263,0.000010770574,0.19332178,0.39480814,0.318756],"study_design_scores_gemma":[0.009880746,0.0009241078,0.0074979304,0.016091462,0.0012346717,0.00011277091,0.23972228,0.0036278737,0.000007860235,0.093140155,0.6272435,0.0005166315],"about_ca_topic_score_codex":0.0000052323803,"about_ca_topic_score_gemma":0.0000019767137,"teacher_disagreement_score":0.9480116,"about_ca_system_score_codex":0.00031168945,"about_ca_system_score_gemma":0.00008164506,"threshold_uncertainty_score":0.975882},"labels":[],"label_agreement":null},{"id":"W3014658371","doi":"","title":"Early-career work location of Memorial University medical graduates: Why the decline in rural practice?","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Graduation (instrument); Rural area; Medical school; Medicine; Work (physics); Gerontology; Geography; Demography; Family medicine; Medical education; Sociology","score_opus":0.07250103707281909,"score_gpt":0.3792397316716961,"score_spread":0.30673869459887704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014658371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8554583,0.00027639448,0.00006842469,0.12820481,0.0027613633,0.0022320645,0.0000062226636,0.000053510877,0.010938871],"genre_scores_gemma":[0.9959532,0.00015887021,0.00008841744,0.0019722837,0.0006635659,0.00012769098,0.000006681071,0.000011342824,0.0010179314],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99732405,0.0008262559,0.00044432457,0.00017248424,0.000629191,0.0006036893],"domain_scores_gemma":[0.9968331,0.001270191,0.0005786948,0.0006443297,0.00043504575,0.00023867248],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0031148158,0.000108209686,0.00023902084,0.000057258727,0.0007853015,0.00001518692,0.00081508065,0.00026075044,0.000080221456],"category_scores_gemma":[0.008784397,0.00008116177,0.000035862548,0.00032673206,0.00022540579,0.00034568706,0.0004003906,0.0006709638,0.000056119414],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020521781,0.00021490337,0.85671425,0.00022983685,0.00005320932,0.000040854262,0.0043077427,0.000013852655,3.1291438e-7,0.006197132,0.05332711,0.07684863],"study_design_scores_gemma":[0.0014913856,0.000015918278,0.8916575,0.00030282108,0.000026471685,6.6483443e-7,0.0034553246,0.000027950815,0.0000020856762,0.00047198424,0.10246685,0.00008109368],"about_ca_topic_score_codex":0.01411876,"about_ca_topic_score_gemma":0.0048902524,"teacher_disagreement_score":0.14049488,"about_ca_system_score_codex":0.00024772002,"about_ca_system_score_gemma":0.00031531704,"threshold_uncertainty_score":0.999565},"labels":[],"label_agreement":null},{"id":"W3015040395","doi":"10.15027/48953","title":"Teaching, Research and the Canadian Professoriate: Findings from the 2018 APIKS survey","year":2020,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Human capital; Higher education; Political science; Business; Accounting; Medical education; Library science; Management; Public relations; Economic growth; Medicine; Economics","score_opus":0.18722185744594325,"score_gpt":0.45819492280733126,"score_spread":0.270973065361388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015040395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79267824,0.0034811446,0.000109919194,0.14716391,0.01058126,0.0045230533,0.0074522477,0.00024388642,0.03376637],"genre_scores_gemma":[0.9858833,0.00012850975,0.00029446016,0.005892081,0.0036201063,0.00029369892,0.0015969217,0.000029213155,0.0022617427],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99283844,0.0036043797,0.00073100696,0.0006244919,0.001174397,0.0010273001],"domain_scores_gemma":[0.9916727,0.005934745,0.00017399689,0.0008102635,0.00068779103,0.00072047935],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0061197984,0.0002545745,0.00034364575,0.00006230674,0.015154409,0.00016739164,0.00088194426,0.00027536112,0.00016171897],"category_scores_gemma":[0.008335265,0.00015207542,0.000044261436,0.00056249026,0.0017708137,0.0004471666,0.0007303059,0.0030877404,0.00041205503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010016321,0.000038721657,0.22397457,0.0001260691,0.00007916677,0.00006566569,0.013543754,0.0000047838876,0.00003351885,0.33230677,0.42872006,0.000105292595],"study_design_scores_gemma":[0.0014720774,0.00007795523,0.0793816,0.00059280085,0.000025813126,0.000008531213,0.003737955,0.00016597986,0.000021614134,0.0017080825,0.9125802,0.00022739085],"about_ca_topic_score_codex":0.9241377,"about_ca_topic_score_gemma":0.7793838,"teacher_disagreement_score":0.48386014,"about_ca_system_score_codex":0.0009096429,"about_ca_system_score_gemma":0.004451422,"threshold_uncertainty_score":0.9992122},"labels":[],"label_agreement":null},{"id":"W3016055115","doi":"10.1503/cmaj.1095858","title":"Exam delays throw residents’ careers into limbo","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Deferral; Medicine; Medical education; Family medicine; Finance; Business","score_opus":0.03233723405200805,"score_gpt":0.36984658057802766,"score_spread":0.3375093465260196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016055115","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2890188,0.001460024,0.00021572025,0.648656,0.005194128,0.00067296764,0.000050445688,0.00016084229,0.054571047],"genre_scores_gemma":[0.7694582,0.0005355812,0.0004081053,0.22035131,0.0073905406,0.000022935646,0.000024864949,0.000045787547,0.0017627128],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947538,0.0009796906,0.0009275358,0.00023776389,0.0018920343,0.001209221],"domain_scores_gemma":[0.9919413,0.00055973633,0.00044756124,0.00013296942,0.00069824996,0.0062202145],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023666949,0.00016607298,0.00034788958,0.00011510436,0.001632154,0.000042613952,0.00048337772,0.0008551597,0.018293062],"category_scores_gemma":[0.0075573074,0.00015923013,0.000096595446,0.0004608434,0.000041302057,0.00018176335,0.000055467535,0.0030563339,0.0028807775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000011422408,0.000005077426,0.25910506,0.000040158793,0.000038682956,0.00023062478,0.0060739457,0.0000045630363,0.0000016024742,0.00041931044,0.7290465,0.005023004],"study_design_scores_gemma":[0.0009927995,0.00009896956,0.047723804,0.00035554098,0.00002334257,0.000019986639,0.011593304,0.00024056926,0.0000015531546,0.0005951723,0.93816495,0.00018998902],"about_ca_topic_score_codex":0.039782718,"about_ca_topic_score_gemma":0.20808214,"teacher_disagreement_score":0.48043936,"about_ca_system_score_codex":0.003874773,"about_ca_system_score_gemma":0.008665843,"threshold_uncertainty_score":0.99994916},"labels":[],"label_agreement":null},{"id":"W3016200221","doi":"10.1186/s12992-020-00563-6","title":"Globalization and health scholarship in a time of pandemic: from critical past to uncertain future","year":2020,"lang":"en","type":"editorial","venue":"Globalization and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Scholarship; Health services research; Social policy; Public health; Globalization; Health policy; Political science; Coronavirus disease 2019 (COVID-19); Development economics; Sociology; Economic growth; Medicine; Economics; Law; Nursing","score_opus":0.062419300508294404,"score_gpt":0.46743448222219125,"score_spread":0.40501518171389683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016200221","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005656605,0.05199147,0.004390256,0.2556115,0.6516834,0.013877243,0.013951549,0.001071662,0.0017663012],"genre_scores_gemma":[0.019464323,0.05307302,0.0077255447,0.10301861,0.79283774,0.00041662788,0.022363896,0.00038932438,0.00071089424],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917893,0.0020261877,0.0023948653,0.0011822879,0.0013078314,0.0012995611],"domain_scores_gemma":[0.99553394,0.0007038267,0.0010438736,0.00046298892,0.0006547216,0.0016006458],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0029254141,0.0005927854,0.0017805106,0.0002728002,0.0007437366,0.00006597717,0.00039656527,0.0016517936,0.0001985731],"category_scores_gemma":[0.0014660027,0.00061139424,0.00006283321,0.0012765045,0.000114396826,0.00021161948,0.00036809206,0.0015736395,0.00008720963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002087017,0.00006976429,0.12560795,0.0032871822,0.000015978392,0.0000033400704,0.003632644,0.000009385078,5.0460534e-7,0.003354725,0.86078954,0.0030202942],"study_design_scores_gemma":[0.0018502527,0.0005529787,0.04735433,0.0068538613,0.000026099367,0.0000012473257,0.0017777443,0.00018145659,1.277866e-7,0.002085413,0.9388705,0.0004459864],"about_ca_topic_score_codex":0.014272651,"about_ca_topic_score_gemma":0.00920581,"teacher_disagreement_score":0.15259288,"about_ca_system_score_codex":0.0020455006,"about_ca_system_score_gemma":0.0040551093,"threshold_uncertainty_score":0.9996443},"labels":[],"label_agreement":null},{"id":"W3016290429","doi":"","title":"BRINGING IT HOME: CANADIAN UNDERGRADUATE NURSING STUDENT EXPERIENCES IN UNDER-RESOURCED COUNTRIES","year":2020,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Medical education; Medicine","score_opus":0.017116917818133806,"score_gpt":0.2883042361262188,"score_spread":0.271187318308085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016290429","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9296176,0.00032864846,0.00002961102,0.0103646,0.00088052545,0.0009482764,0.00015284783,0.0002265402,0.05745137],"genre_scores_gemma":[0.9089341,0.00050854206,0.0005227241,0.00056409196,0.000069523216,4.2685917e-7,0.0008480598,0.000053014082,0.08849952],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9967238,0.0004835537,0.00042125292,0.0007500898,0.00056590245,0.0010554334],"domain_scores_gemma":[0.997831,0.00026533255,0.0005994579,0.00039257266,0.00012474535,0.0007868761],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014697039,0.00045455157,0.00088402844,0.0010488491,0.001634772,0.00002736909,0.001230753,0.00078829715,0.0023915095],"category_scores_gemma":[0.000010122184,0.0006695627,0.00019291216,0.0012284624,0.00028608658,0.0011485968,0.00020399471,0.0012692484,0.00018608154],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007255842,0.00007570198,0.042923685,0.00088367943,0.00009651481,0.00062270183,0.940832,0.00012033066,0.000006041574,0.0013001927,0.012104502,0.00030902817],"study_design_scores_gemma":[0.0011389793,0.00007703725,0.01802085,0.0038594855,0.00009082821,8.8804825e-7,0.9324437,0.000110144305,0.000011088956,0.00026736877,0.04347006,0.00050959503],"about_ca_topic_score_codex":0.19456804,"about_ca_topic_score_gemma":0.66913885,"teacher_disagreement_score":0.47457084,"about_ca_system_score_codex":0.0015707999,"about_ca_system_score_gemma":0.004990769,"threshold_uncertainty_score":0.99966496},"labels":[],"label_agreement":null},{"id":"W3016495863","doi":"","title":"Where to Live and Work? Examining the Influence Of job and Community Characteristics On Post-graduation Plans among Physician Assistant Students","year":2020,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Economic shortage; Nursing; Job satisfaction; Psychology; Rural area; Work (physics); Health care; Community health; Medical education; Medicine; Family medicine; Gerontology; Political science; Public health; Social psychology","score_opus":0.06606888184384133,"score_gpt":0.3692793962831625,"score_spread":0.3032105144393211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016495863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971258,0.00012250087,0.000005701521,0.002274425,0.000058955586,0.00033052766,0.000012518315,0.000008245511,0.00006129691],"genre_scores_gemma":[0.9967143,0.00038370924,0.00022946222,0.0025911664,0.000033963704,0.000007134031,0.0000053092263,0.000008331486,0.000026637073],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965926,0.002113014,0.00068819744,0.000048317896,0.00034287455,0.00021499729],"domain_scores_gemma":[0.9974712,0.0011947703,0.000602422,0.00016049194,0.0003277528,0.00024336604],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016873432,0.00014773001,0.00035660533,0.000047135545,0.0020273738,0.000032834523,0.000340876,0.00007066165,0.0000043691584],"category_scores_gemma":[0.00030009536,0.00010034406,0.000015689602,0.00014638843,0.00010218502,0.00010951017,0.00047740803,0.0020767958,0.0000025800387],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034480382,0.000097941804,0.74187744,0.00028504882,0.000047706508,0.0000020866612,0.23772149,0.000008550853,0.00011933701,0.000011266664,0.00009957148,0.019384764],"study_design_scores_gemma":[0.00036939807,0.0006589841,0.84525067,0.0033094173,0.00001808705,0.0000021029427,0.14987265,0.0000026699995,0.000010350077,0.000022732476,0.0004003538,0.00008259291],"about_ca_topic_score_codex":0.0006696986,"about_ca_topic_score_gemma":0.00095668057,"teacher_disagreement_score":0.10337324,"about_ca_system_score_codex":0.000091025766,"about_ca_system_score_gemma":0.00010553675,"threshold_uncertainty_score":0.99927187},"labels":[],"label_agreement":null},{"id":"W3016530687","doi":"","title":"LibGuides: Temporary Access to Additional Scholarly Resources During COVID-19: General Content - Dalhousie Users Only","year":2020,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Computer science; Business; Political science; World Wide Web; Virology; Medicine","score_opus":0.16133681202333244,"score_gpt":0.42949979906217967,"score_spread":0.2681629870388472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016530687","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13542223,0.006445857,0.00023820541,0.31374103,0.014629335,0.019873222,0.079172455,0.007909365,0.4225683],"genre_scores_gemma":[0.0019826293,0.0013745521,0.0064841094,0.42247006,0.016045213,0.0025178127,0.020784782,0.00068219576,0.52765864],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98750925,0.0018314554,0.0034580396,0.0022972159,0.002307831,0.0025961816],"domain_scores_gemma":[0.9883695,0.0023868259,0.00157356,0.0014873829,0.0009964046,0.005186319],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0011502038,0.0013676034,0.0020216957,0.00091003766,0.00411757,0.0007190273,0.003334952,0.0020896627,0.075865686],"category_scores_gemma":[0.0071742116,0.0012640775,0.00047691836,0.0013844919,0.0002348104,0.0021093031,0.0031124162,0.0048274463,0.004112419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056646473,0.00007198199,0.028872218,0.0035498869,0.00018672117,0.00034015143,0.0022270384,0.000079558704,0.000013006863,0.00063458737,0.96330315,0.0001552188],"study_design_scores_gemma":[0.0014951939,0.00022360269,0.014039186,0.0038717266,0.00008328017,0.00002308098,0.004735562,0.000018109558,0.000008005744,0.0002681796,0.9740236,0.0012105115],"about_ca_topic_score_codex":0.018713392,"about_ca_topic_score_gemma":0.0055275173,"teacher_disagreement_score":0.1334396,"about_ca_system_score_codex":0.0024504974,"about_ca_system_score_gemma":0.01033906,"threshold_uncertainty_score":0.9999075},"labels":[],"label_agreement":null},{"id":"W3016944993","doi":"10.35613/ccl.2012.2027","title":"2012 Annual Report: How to Maintain an Engaged Workforce","year":2012,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Business; Economic growth; Economics","score_opus":0.1759874195307128,"score_gpt":0.48458704275094766,"score_spread":0.3085996232202348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016944993","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008645249,0.004846641,0.0020717664,0.010036057,0.023907574,0.008989694,0.0007721164,0.0020983396,0.93863255],"genre_scores_gemma":[0.049999524,0.0009070834,0.008210422,0.004482475,0.014889101,0.0011818273,0.001994885,0.00044285873,0.9178918],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9831321,0.0057303966,0.0026184202,0.0016089829,0.0026744169,0.004235665],"domain_scores_gemma":[0.9867241,0.0019336044,0.0020025424,0.0032676521,0.002691928,0.0033801869],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.023375984,0.0011859939,0.0020266417,0.0005424696,0.0031919093,0.000054056025,0.0010376016,0.003111667,0.012200874],"category_scores_gemma":[0.0070084617,0.0010317167,0.0003299529,0.0008631121,0.00010690299,0.000874113,0.00081681006,0.0091160545,0.004508523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009138374,0.00012523538,0.0132984845,0.00087961875,0.000060897895,0.00039382232,0.0040279096,0.0000037338034,0.000002639449,0.001402781,0.96619684,0.013516687],"study_design_scores_gemma":[0.00033574775,0.00020335536,0.0069507356,0.0019859623,0.00012248963,0.00024802404,0.022769926,0.00000243726,0.0000031667028,0.00019156709,0.96615154,0.0010350529],"about_ca_topic_score_codex":0.005479555,"about_ca_topic_score_gemma":0.0067714127,"teacher_disagreement_score":0.041354276,"about_ca_system_score_codex":0.003456083,"about_ca_system_score_gemma":0.0059865084,"threshold_uncertainty_score":0.99964863},"labels":[],"label_agreement":null},{"id":"W3017147588","doi":"","title":"Planning for COVID-19 in the Provision of Surgical Services in Nova Scotia","year":2020,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Coronavirus disease 2019 (COVID-19); Nova (rocket); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Medicine; Geography; Virology; Engineering; Outbreak; Aeronautics; Infectious disease (medical specialty); Disease","score_opus":0.1268806656469459,"score_gpt":0.4647532260229758,"score_spread":0.3378725603760299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3017147588","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96582,0.0013110252,0.00016872076,0.018706571,0.0003422875,0.0030075505,0.00003056646,0.00007970068,0.0105335405],"genre_scores_gemma":[0.98977184,0.00003420126,0.00029591372,0.009441237,0.00024374966,0.00009151759,0.000046197394,0.00002184747,0.00005348355],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970827,0.0006929925,0.0009297702,0.0003734499,0.00035847444,0.0005625961],"domain_scores_gemma":[0.99705917,0.0020333142,0.00029900527,0.00028378435,0.00009343334,0.00023131407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089889026,0.0001864206,0.00045039918,0.00013337309,0.00022529901,0.000010826525,0.0004969559,0.00028582665,0.00014193777],"category_scores_gemma":[0.00023322349,0.00012260753,0.00005674956,0.0007356659,0.00005986588,0.00016008313,0.00013156972,0.0006263282,0.000078311066],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025341094,0.0003825606,0.57836145,0.011269349,0.000020646154,0.00038647704,0.3343964,0.0019564212,0.00021355157,0.054044984,0.015568101,0.00086592545],"study_design_scores_gemma":[0.011739926,0.00085388916,0.027257737,0.005240634,0.000035611996,0.000009979639,0.08772189,0.009292276,0.00013061124,0.016747287,0.84030807,0.00066207914],"about_ca_topic_score_codex":0.0050974824,"about_ca_topic_score_gemma":0.008813242,"teacher_disagreement_score":0.82474,"about_ca_system_score_codex":0.000165263,"about_ca_system_score_gemma":0.00046271674,"threshold_uncertainty_score":0.77059025},"labels":[],"label_agreement":null},{"id":"W3017717409","doi":"10.36834/cmej.69786","title":"CaRMS at 50: Making the match for medical education","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Hospital for Sick Children; Canadian Forest Service","funders":"","keywords":"Political science; Matching (statistics); Library science; Humanities; Operations research; Welfare economics; Public administration; Computer science; Medicine; Philosophy; Engineering; Economics","score_opus":0.04661997919612825,"score_gpt":0.46554734730686953,"score_spread":0.41892736811074127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3017717409","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028448513,0.002839213,0.0002533382,0.9420489,0.0106114745,0.0011021261,0.000016786204,0.000043303062,0.014636354],"genre_scores_gemma":[0.30207232,0.00033898326,0.0007550247,0.6799168,0.012324521,0.0003287604,0.000064067346,0.000050302944,0.004149195],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962071,0.0005350053,0.00089787337,0.00026387593,0.0011516799,0.0009444654],"domain_scores_gemma":[0.9842826,0.000486322,0.00032538272,0.00024223849,0.0006068741,0.014056575],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019986401,0.00017312932,0.00025662847,0.000112715934,0.0024078104,0.000039247014,0.0007456971,0.00050873484,0.08945968],"category_scores_gemma":[0.033224244,0.00012673481,0.000097194716,0.00033766296,0.00014161298,0.00010694943,0.000058640686,0.0018189598,0.00063379406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024063165,0.000029579733,0.0041451543,0.000126903,0.000012034176,0.0000045559586,0.006036408,9.3929145e-7,3.9138786e-7,0.0038747904,0.9414714,0.044273764],"study_design_scores_gemma":[0.00036596146,0.000041896445,0.0016231457,0.0008943744,0.000021545531,0.00014578215,0.015106439,0.00040505672,4.3624493e-7,0.0010127872,0.9802553,0.00012726322],"about_ca_topic_score_codex":0.010087153,"about_ca_topic_score_gemma":0.0602685,"teacher_disagreement_score":0.27362382,"about_ca_system_score_codex":0.0018030003,"about_ca_system_score_gemma":0.19860788,"threshold_uncertainty_score":0.99889094},"labels":[],"label_agreement":null},{"id":"W3021953446","doi":"10.22454/fammed.2020.337280","title":"What Is the Impact on Rural Area Residents When the Local Physician Leaves?","year":2020,"lang":"en","type":"article","venue":"Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"MicroResearch","keywords":"Snowball sampling; Cohesion (chemistry); Rural community; Health care; Nursing; Family medicine; Primary care; Psychology; Medicine; Sociology; Political science; Socioeconomics","score_opus":0.10426879509860804,"score_gpt":0.45304034977392604,"score_spread":0.348771554675318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021953446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50169146,0.006143088,0.00011640053,0.4625363,0.002740264,0.0020491404,0.000029107183,0.00019232344,0.024501868],"genre_scores_gemma":[0.73933965,0.0010250368,0.0000052333435,0.2552577,0.0022505517,0.000054687353,0.000022446671,0.000034698,0.002010027],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9965109,0.00075293594,0.0006416391,0.00032815937,0.0008647719,0.0009015607],"domain_scores_gemma":[0.9970702,0.0013100747,0.00029342424,0.0007515064,0.000153544,0.00042124634],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007636071,0.00032911546,0.00050431106,0.00003699659,0.0010692638,0.00002098945,0.0007306872,0.00017065225,0.00091690174],"category_scores_gemma":[0.00024410483,0.0001363606,0.000112247515,0.00041790347,0.00039932446,0.00019982563,0.00017547334,0.0013368434,0.001930292],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036525034,0.000020443516,0.006248123,0.00007663543,0.00004332557,0.000012070663,0.040179223,0.000046693618,0.000061100654,0.00035941048,0.94446373,0.008124016],"study_design_scores_gemma":[0.003290528,0.0020452638,0.32437357,0.008012301,0.00012586448,0.000002540234,0.44088492,0.0024457367,0.000046447887,0.0046279556,0.21375266,0.00039222726],"about_ca_topic_score_codex":0.0049016597,"about_ca_topic_score_gemma":0.00008341538,"teacher_disagreement_score":0.73071104,"about_ca_system_score_codex":0.00026276964,"about_ca_system_score_gemma":0.00020624397,"threshold_uncertainty_score":0.9999964},"labels":[],"label_agreement":null},{"id":"W3022029406","doi":"10.3138/jmvfh-2019-0025","title":"Correlates of perceived military to civilian transition challenges among Canadian Armed Forces Veterans","year":2020,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University; Department of National Defence","funders":"","keywords":"Preparedness; Military service; Military personnel; Mental health; Logistic regression; Odds; Medicine; Gerontology; Psychology; Demography; Psychiatry; Political science; Sociology; Law","score_opus":0.060783224130947694,"score_gpt":0.3524137227001674,"score_spread":0.29163049856921974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022029406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90556157,0.06210723,0.00005794352,0.029866189,0.0007001308,0.0009991269,0.00016719261,0.000027888802,0.0005127359],"genre_scores_gemma":[0.9442768,0.03602401,0.0010598946,0.01816169,0.00038780397,0.000011931752,0.000019073777,0.00003741469,0.00002139748],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99526167,0.0010446719,0.0018978071,0.00037115725,0.00045062357,0.00097404193],"domain_scores_gemma":[0.996046,0.00041706482,0.00033742745,0.00023958861,0.00035544965,0.0026044638],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00132765,0.00032259838,0.0010847728,0.00036240008,0.0005692427,0.0000022992394,0.00030096387,0.0002634772,0.00009666463],"category_scores_gemma":[0.0001504052,0.0002880847,0.00019485598,0.00028567397,0.00013824625,0.00030138926,0.00003178885,0.0010035543,0.000018002387],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004484221,0.00024326073,0.06732141,0.009597886,0.00030268152,0.00026218643,0.8342687,0.0010391697,0.00093818194,0.0001233835,0.02971501,0.051703937],"study_design_scores_gemma":[0.00255729,0.006000622,0.85345846,0.0044839205,0.00005842531,0.000028887649,0.12026858,0.0012953295,0.0000021613448,0.00016607824,0.011341063,0.00033917034],"about_ca_topic_score_codex":0.12651122,"about_ca_topic_score_gemma":0.15400964,"teacher_disagreement_score":0.78613704,"about_ca_system_score_codex":0.0003531078,"about_ca_system_score_gemma":0.0011099532,"threshold_uncertainty_score":0.99995714},"labels":[],"label_agreement":null},{"id":"W3022469276","doi":"10.1503/cmaj.1095866","title":"Medical schools receive $5 million to support trainees during pandemic","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical school; Foundation (evidence); Medicine; Medical education; Family medicine; Political science; Disease; Infectious disease (medical specialty); Virology; Outbreak","score_opus":0.03467526069319196,"score_gpt":0.3815371184786943,"score_spread":0.3468618577855024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022469276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61777776,0.00012717633,0.000082460196,0.37368134,0.00177991,0.00046393662,0.000054427044,0.000104941566,0.0059280153],"genre_scores_gemma":[0.79143745,0.00052662526,0.00018654496,0.19858389,0.00782377,0.000038900416,0.000022585262,0.000041936873,0.0013383061],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931661,0.00088086206,0.0012252189,0.00030098693,0.0029292875,0.0014975311],"domain_scores_gemma":[0.98518646,0.00045482442,0.0003629207,0.00011998688,0.000566325,0.013309494],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00356843,0.00019714695,0.00045006565,0.00018863806,0.0011912805,0.000034600747,0.0005460906,0.001151649,0.044878777],"category_scores_gemma":[0.019931687,0.00018337063,0.000108592285,0.0006313199,0.000025563795,0.00015804174,0.00006175491,0.004405987,0.0044754837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003760899,0.00000997207,0.32270867,0.000057601457,0.000046373665,0.00057950534,0.004726676,0.000004938845,0.000010991074,0.000083754756,0.65541494,0.016318941],"study_design_scores_gemma":[0.0018141284,0.00018020175,0.076267436,0.00082778104,0.000018154988,0.00013184063,0.0077116024,0.00011466405,0.0000036858276,0.000109858986,0.9125543,0.0002663262],"about_ca_topic_score_codex":0.0033085856,"about_ca_topic_score_gemma":0.05126888,"teacher_disagreement_score":0.25713935,"about_ca_system_score_codex":0.0032986554,"about_ca_system_score_gemma":0.012336558,"threshold_uncertainty_score":0.9978909},"labels":[],"label_agreement":null},{"id":"W3023319520","doi":"","title":"Two Wings and a Prayer: Should Canada Make It Easier for Canadian Doctors Trained Abroad to Enter Practice Here?","year":2014,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Prayer; Economic shortage; Population; Rhetoric; Training (meteorology); Political science; Medical education; Medicine; Public relations; Management; Sociology; Economics; Government (linguistics); Demography; Geography; Theology","score_opus":0.039068764751143785,"score_gpt":0.3821106006825087,"score_spread":0.3430418359313649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023319520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6528986,0.00023473593,0.00021274158,0.26215416,0.0061811977,0.008868082,0.00046973076,0.00015076874,0.06882998],"genre_scores_gemma":[0.9052939,0.000016955792,0.0014455091,0.08245043,0.0011773627,0.0012380305,0.000053893484,0.000058673573,0.008265279],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99382645,0.00039300436,0.0006053427,0.00051141594,0.00038478777,0.0042790067],"domain_scores_gemma":[0.9945371,0.00084100344,0.00018755966,0.00034657863,0.00018216623,0.0039055713],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001428093,0.00029174052,0.00038420138,0.000102488695,0.0007909325,0.00004139586,0.00025847496,0.00019901793,0.00023943395],"category_scores_gemma":[0.0025750229,0.00027875902,0.0000507229,0.00023320611,0.00003881706,0.00017891401,0.00006003438,0.00051578844,0.000020409248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006991248,0.00006683693,0.24284287,0.0005639832,0.00011423411,0.000036063368,0.012115242,0.000042828982,0.0000068617696,0.007121135,0.6875647,0.048826154],"study_design_scores_gemma":[0.0013472622,0.000049034603,0.097375885,0.00011880985,0.000044269793,0.0000066848274,0.003955984,0.00008547701,0.000006174737,0.00006813266,0.8966863,0.00025599822],"about_ca_topic_score_codex":0.97310203,"about_ca_topic_score_gemma":0.9986283,"teacher_disagreement_score":0.25239527,"about_ca_system_score_codex":0.002714338,"about_ca_system_score_gemma":0.0031927929,"threshold_uncertainty_score":0.99996644},"labels":[],"label_agreement":null},{"id":"W3023472458","doi":"10.1097/ju.0000000000000850.020","title":"FR01-20 HOME GROWN: THE DEVELOPMENT AND STRUCTURE OF UROLOGICAL TRAINING IN THE CARIBBEAN","year":2020,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Training (meteorology); Mirroring; West indies; Medical education; Library science; History; Sociology; Ethnology; Geography","score_opus":0.07895123240136633,"score_gpt":0.37613074693968174,"score_spread":0.2971795145383154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023472458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9030671,0.0013407797,0.000046750865,0.09455978,0.00022009187,0.00027438632,0.000004505758,0.0000051522534,0.00048144843],"genre_scores_gemma":[0.981888,0.00009372881,0.00020290498,0.017508484,0.00028782623,0.0000021821343,9.038775e-7,0.0000075245625,0.000008449853],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9963313,0.0021588216,0.00079374155,0.00008820085,0.00024454884,0.00038343595],"domain_scores_gemma":[0.9972499,0.001885286,0.0005454417,0.00014424232,0.00008381511,0.000091332244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020235635,0.000114900424,0.00035344975,0.000037485253,0.00034966387,0.0000032522678,0.00059044524,0.00017576238,0.000112820126],"category_scores_gemma":[0.00032032025,0.00004555646,0.00003387773,0.00020545746,0.00020970881,0.000035861343,0.0001252585,0.0016161571,0.000003987406],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026413954,0.000049395654,0.10645081,0.00017485388,0.00013344742,0.000081919425,0.8618118,0.00089333626,0.0009874878,0.010206584,0.0069275075,0.009641424],"study_design_scores_gemma":[0.0036879084,0.0033414587,0.53957343,0.00013821486,0.00022964414,0.00068257103,0.19111243,0.0004198435,0.00006578398,0.024084909,0.23636791,0.00029589448],"about_ca_topic_score_codex":0.000025903211,"about_ca_topic_score_gemma":0.0002593222,"teacher_disagreement_score":0.6706994,"about_ca_system_score_codex":0.000024918323,"about_ca_system_score_gemma":0.00028511827,"threshold_uncertainty_score":0.70214885},"labels":[],"label_agreement":null},{"id":"W3024406748","doi":"","title":"Response to \"Medical Student Career Choice: Comparing the Social Accountability of Canadian and American Medical Schools\".","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Medical school; Medical education; Psychology; Political science; Medicine","score_opus":0.11176845010052548,"score_gpt":0.4795399705848638,"score_spread":0.3677715204843383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024406748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85834664,0.000057632187,0.0000011308621,0.13643968,0.0005339943,0.0015009172,0.000021958562,0.000027614413,0.003070428],"genre_scores_gemma":[0.99162847,0.000023617851,0.000016627278,0.0064515034,0.0004493408,0.0011351217,0.000002339557,0.000016321235,0.000276662],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99565345,0.0010702075,0.0005823648,0.0003182631,0.0012514404,0.0011242621],"domain_scores_gemma":[0.99544907,0.000994248,0.00029169017,0.00068134867,0.00020676795,0.0023768905],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00693616,0.00014864127,0.00045068245,0.00014188717,0.003176286,0.00005355005,0.0011208268,0.0002266282,0.00023247897],"category_scores_gemma":[0.013727889,0.000108543405,0.00004359669,0.00024882038,0.0007353759,0.0000830491,0.00061814015,0.0010290674,0.000031150863],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023538024,0.000023557552,0.9485254,0.000040733798,0.000018226041,0.0000061054134,0.0045562796,1.3673642e-7,2.5957348e-7,0.00010519633,0.012525638,0.03396304],"study_design_scores_gemma":[0.0005340708,0.000017704291,0.879337,0.00009237349,0.000010973548,0.0000010144503,0.0071490477,0.000009833102,6.5423853e-7,0.000016124226,0.11274484,0.00008636355],"about_ca_topic_score_codex":0.65237224,"about_ca_topic_score_gemma":0.8396901,"teacher_disagreement_score":0.18731783,"about_ca_system_score_codex":0.00060461665,"about_ca_system_score_gemma":0.0020940956,"threshold_uncertainty_score":0.99812144},"labels":[],"label_agreement":null},{"id":"W3024511783","doi":"","title":"Medical Student Career Choice: Comparing the Social Accountability of Canadian and American Medical Schools.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Accountability; Psychology; Medical education; Medical school; Political science; Medicine; Law","score_opus":0.1116897141618889,"score_gpt":0.4691694128904428,"score_spread":0.3574796987285539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024511783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92730546,0.0001608458,8.585319e-7,0.05837476,0.00068176416,0.0011880684,0.000018089258,0.000029679224,0.012240483],"genre_scores_gemma":[0.9957241,0.000098935874,0.00000885857,0.0025002274,0.00069156894,0.0007970914,0.0000046143327,0.0000148147,0.0001598244],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99634933,0.00048452066,0.00057931634,0.00028106163,0.0012501106,0.0010556399],"domain_scores_gemma":[0.99697447,0.00050241605,0.0003895547,0.0005801513,0.00018452569,0.0013688545],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035095485,0.00014329159,0.00046013403,0.000089532165,0.0034219476,0.00004880391,0.0011056085,0.00025169537,0.00028471404],"category_scores_gemma":[0.003946948,0.00010050274,0.00004709959,0.00017458812,0.0011381732,0.0001004821,0.00051991903,0.0012119799,0.000018560315],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014486477,0.000020320997,0.9360852,0.00006482657,0.000022635752,0.0000035321118,0.0023415945,5.0334698e-8,3.042566e-8,0.00033336418,0.0074650664,0.053648874],"study_design_scores_gemma":[0.000539192,0.000007480866,0.9380976,0.000082575156,0.00001686323,0.0000010233654,0.006400914,0.000022489865,3.7224888e-7,0.00004700161,0.054701645,0.00008283884],"about_ca_topic_score_codex":0.7704617,"about_ca_topic_score_gemma":0.904384,"teacher_disagreement_score":0.13392234,"about_ca_system_score_codex":0.00042306355,"about_ca_system_score_gemma":0.0013602918,"threshold_uncertainty_score":0.99787545},"labels":[],"label_agreement":null},{"id":"W3024569154","doi":"","title":"Medical school outreach and mentorship for rural secondary school students: a pilot of the Southwestern Ontario Medical Mentorship Program.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; University of Ottawa","funders":"","keywords":"Mentorship; Outreach; Medical education; Session (web analytics); Medical school; Population; Medicine; Rural area; Family medicine; Psychology; Political science","score_opus":0.07076558769973686,"score_gpt":0.4154410425339993,"score_spread":0.3446754548342625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024569154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9675693,0.00044113633,0.0000045138363,0.009890526,0.002512563,0.009655887,0.00004365593,0.00012426509,0.00975814],"genre_scores_gemma":[0.96123624,0.00003262383,0.00006726684,0.002149214,0.0006296787,0.013116264,0.000021891263,0.000047051923,0.022699755],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99415314,0.0005279085,0.001142528,0.00048308674,0.0021122785,0.0015810655],"domain_scores_gemma":[0.9945976,0.0005412632,0.000802098,0.001147368,0.00022146748,0.0026902028],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004651199,0.000336882,0.00062609476,0.00007370996,0.0016636571,0.00011553407,0.0020002814,0.0005283737,0.0019795767],"category_scores_gemma":[0.0054402156,0.00022821326,0.0001399738,0.0000842388,0.00047523502,0.0002839605,0.0011699834,0.0016050881,0.000046719386],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041385516,0.0003711086,0.9708159,0.00038368156,0.00012441732,0.0000053507047,0.0019882573,1.8283815e-8,3.3167387e-7,0.0006073283,0.004524209,0.020765569],"study_design_scores_gemma":[0.004655344,0.00020205956,0.9523658,0.00075772713,0.000082096936,0.0000050290096,0.002060462,0.00000422157,0.0000032641224,0.0006432861,0.03901959,0.00020112238],"about_ca_topic_score_codex":0.031921767,"about_ca_topic_score_gemma":0.14409086,"teacher_disagreement_score":0.112169094,"about_ca_system_score_codex":0.0007605356,"about_ca_system_score_gemma":0.0020033822,"threshold_uncertainty_score":0.99963605},"labels":[],"label_agreement":null},{"id":"W3024573347","doi":"10.1503/cjs.013618","title":"Access to surgery is not an election priority","year":2018,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Blame; Medical emergency; MEDLINE; General surgery; Psychiatry; Law","score_opus":0.11969156055628259,"score_gpt":0.45399175929534413,"score_spread":0.3343001987390615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024573347","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06396848,0.0005852154,0.000015086755,0.0037426157,0.92974377,0.00053024746,0.0005530812,0.000040201776,0.00082128175],"genre_scores_gemma":[0.011471283,0.00062555325,0.0000691828,0.0061854185,0.978427,0.00003105906,0.00017615336,0.00016681741,0.0028475183],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.991829,0.001356551,0.002804137,0.0005746748,0.0012994378,0.0021362237],"domain_scores_gemma":[0.97996956,0.0071602217,0.0024838694,0.000769291,0.0045075845,0.005109484],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006952528,0.00055376894,0.0019552975,0.0024033256,0.0014859041,0.000184634,0.00093204237,0.002320702,0.003149602],"category_scores_gemma":[0.010466642,0.00055470475,0.0005153288,0.0011760917,0.00012976951,0.0009412316,0.00007143572,0.0036890635,0.00040844904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019807853,0.000014695878,0.039608262,0.00042957294,0.000056815246,0.00022424982,0.0007359953,7.347105e-7,0.0000010042746,0.0000025840748,0.9552427,0.0034853353],"study_design_scores_gemma":[0.00012223226,0.00008577325,0.008515164,0.0038880499,0.00006758608,0.000013895838,0.00022065818,9.677575e-7,0.000015260084,0.0000897231,0.9865117,0.00046897077],"about_ca_topic_score_codex":0.10192856,"about_ca_topic_score_gemma":0.26473677,"teacher_disagreement_score":0.16280821,"about_ca_system_score_codex":0.0035349254,"about_ca_system_score_gemma":0.064955026,"threshold_uncertainty_score":0.99981403},"labels":[],"label_agreement":null},{"id":"W3024634875","doi":"","title":"Workload of French-speaking family physicians in francophone rural and northern communities in Ontario.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Workload; French; Concordance; Competence (human resources); Rural area; Population; Medicine; Family medicine; Geography; Demography; Nursing; Gerontology; Psychology; Environmental health; Sociology; Social psychology","score_opus":0.045701592671528,"score_gpt":0.3239051203215326,"score_spread":0.2782035276500046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024634875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96778554,0.0010810989,0.000003972896,0.00017614415,0.0006664275,0.001061045,0.0000069314824,0.000032802294,0.029186025],"genre_scores_gemma":[0.99773705,0.00010291469,0.000101303,0.0007452454,0.00014295032,0.00049344904,0.0000070007263,0.000018059936,0.00065201445],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99792147,0.00035577067,0.0006070018,0.00013210972,0.00017553379,0.0008081317],"domain_scores_gemma":[0.9989801,0.0003129081,0.00021110082,0.0003077424,0.00010334179,0.00008480767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062493404,0.00014664684,0.00039522047,0.00015408831,0.0001902953,0.0000051329016,0.00020030852,0.00015491582,0.00009125667],"category_scores_gemma":[0.000045656314,0.00014422812,0.000024767349,0.0004169987,0.0002179099,0.00012440461,0.00014812814,0.000699554,0.000030912084],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005507217,0.00004900431,0.86916953,0.00008108394,0.0000049864966,0.000001935108,0.053922266,0.0000041506505,0.0000042185075,0.000022744043,0.00018785488,0.076497145],"study_design_scores_gemma":[0.00087347714,0.000029752251,0.9527566,0.0011591037,0.0000024586957,2.3472462e-7,0.0398264,0.000018781788,0.000004928649,0.0003654109,0.0048482437,0.000114650975],"about_ca_topic_score_codex":0.7590815,"about_ca_topic_score_gemma":0.98584753,"teacher_disagreement_score":0.22676605,"about_ca_system_score_codex":0.00042173004,"about_ca_system_score_gemma":0.00013787237,"threshold_uncertainty_score":0.5881452},"labels":[],"label_agreement":null},{"id":"W3024698145","doi":"10.1177/084456211504700401","title":"Message from the Senior Editors","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Health care; Usability; Nursing; Political science; Library science; Sociology; Management; Medicine","score_opus":0.2897982038927144,"score_gpt":0.5571027517802319,"score_spread":0.26730454788751756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024698145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72143775,0.008591224,0.000033801527,0.14294969,0.025708813,0.00083998934,0.00010745445,0.000022498776,0.10030878],"genre_scores_gemma":[0.978116,0.000030252017,0.00024548997,0.000695847,0.01739203,0.0000062817844,0.0000053248477,0.000032481108,0.0034763187],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948665,0.0021713364,0.0005610218,0.00014120176,0.0010042501,0.0012557211],"domain_scores_gemma":[0.9929968,0.0018977501,0.00019564394,0.0003645142,0.0019454643,0.0025998275],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0062295906,0.000104190294,0.00024037731,0.00026710358,0.0015335963,0.0000550596,0.0007609253,0.00021401749,0.0005965873],"category_scores_gemma":[0.003275264,0.00007052934,0.000058584897,0.00056824926,0.00043969863,0.00012855628,0.000024417139,0.0025330496,0.00031822815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050426697,0.000009685803,0.018807111,0.000005947182,0.0000071584823,0.00011028777,0.021767378,0.000011093566,0.000006278093,0.00032272664,0.9512664,0.007635472],"study_design_scores_gemma":[0.000743249,0.00020844022,0.012843017,0.0040985798,0.000016078373,0.000025538198,0.11448853,0.0000304323,0.000009917816,0.014813851,0.85262096,0.000101383695],"about_ca_topic_score_codex":0.056361303,"about_ca_topic_score_gemma":0.033814188,"teacher_disagreement_score":0.25667822,"about_ca_system_score_codex":0.0033051518,"about_ca_system_score_gemma":0.011525169,"threshold_uncertainty_score":0.99976814},"labels":[],"label_agreement":null},{"id":"W3024712431","doi":"10.11575/prism/37850","title":"Nurses, Soft Skills and Power: Life Stories of Internationally Educated Nurses","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Soft power; Soft skills; Power (physics); Nursing; Psychology; Medicine; Medical education; Political science; Politics; Physics","score_opus":0.03761713495190773,"score_gpt":0.46986781706851194,"score_spread":0.4322506821166042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024712431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8262772,0.0015716349,0.000001266194,0.0012397338,0.0074473456,0.0024005007,0.00034322968,0.000010005076,0.16070907],"genre_scores_gemma":[0.69415826,0.00045122154,0.0022136366,0.0007051759,0.0004968735,0.00023099064,0.0048558023,0.00011729098,0.29677075],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99728066,0.00026949577,0.0010481429,0.0005481455,0.0004273294,0.00042621544],"domain_scores_gemma":[0.9971282,0.00050582184,0.0010482828,0.0003146898,0.00063173193,0.00037128897],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028306604,0.0003388388,0.00077994296,0.00012719427,0.00035231814,0.00004974285,0.0007106594,0.00053723366,0.008086564],"category_scores_gemma":[0.0010942412,0.00032904814,0.00006150979,0.00025607715,0.00007471256,0.00021930142,0.00015828632,0.0007436184,0.0006993435],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002329047,0.0012891497,0.062177934,0.0031320278,0.0007464047,0.00003769252,0.48418182,0.0000045793477,0.0003405792,0.004531184,0.31733468,0.1238949],"study_design_scores_gemma":[0.00084112445,0.00022665702,0.025967954,0.004382516,0.00011853563,0.0000012417224,0.09886459,0.0000061012342,0.00020007003,0.00022311369,0.8687704,0.00039770218],"about_ca_topic_score_codex":0.0012462878,"about_ca_topic_score_gemma":0.0029248598,"teacher_disagreement_score":0.5514357,"about_ca_system_score_codex":0.00016806413,"about_ca_system_score_gemma":0.002784558,"threshold_uncertainty_score":0.99991614},"labels":[],"label_agreement":null},{"id":"W3024752583","doi":"10.3138/jmvfh-2019-0026","title":"Military to civilian transition challenges, caregiving activities, and well-being among spouses of newly released Canadian Armed Forces Veterans","year":2020,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Distress; Military service; Psychology; Well-being; Military personnel; Gerontology; Medicine; Clinical psychology; Political science; Psychotherapist","score_opus":0.03779592670875419,"score_gpt":0.3265056252477254,"score_spread":0.2887096985389712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024752583","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91284263,0.06483532,0.00010930845,0.020141298,0.0004194752,0.00091893185,0.00008967496,0.00003095955,0.0006124282],"genre_scores_gemma":[0.9433959,0.03901622,0.0013016005,0.015772223,0.00042691495,0.000010690287,0.000013406408,0.00004512614,0.000017904355],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9956137,0.0010128361,0.0015455125,0.0004142132,0.0004342069,0.0009795263],"domain_scores_gemma":[0.99630755,0.00055349094,0.00034570176,0.00023460228,0.00019030878,0.0023683624],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012198837,0.00034180927,0.0010623715,0.0003977901,0.0006931105,0.00000450258,0.00022057431,0.00023159468,0.000034575],"category_scores_gemma":[0.00012684902,0.00032507276,0.0001356128,0.00026253867,0.00013830689,0.00042741743,0.00003973612,0.00093061686,0.0000028267873],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004339636,0.00016710383,0.057014283,0.016210515,0.0002783797,0.00038668595,0.8280991,0.00044037358,0.0010066745,0.0001603676,0.016065406,0.07583149],"study_design_scores_gemma":[0.0064902427,0.009434156,0.5445569,0.015053305,0.00014763909,0.00010061355,0.37362117,0.00179399,0.000022560656,0.00032555932,0.047554955,0.00089891546],"about_ca_topic_score_codex":0.23759677,"about_ca_topic_score_gemma":0.2198113,"teacher_disagreement_score":0.48754263,"about_ca_system_score_codex":0.00040460943,"about_ca_system_score_gemma":0.0012063439,"threshold_uncertainty_score":0.9999201},"labels":[],"label_agreement":null},{"id":"W3024971622","doi":"10.1017/cem.2020.369","title":"Don't forget our dual public health crises","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Centre for Disease Control; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Content (measure theory); Action (physics); Public health; Dual (grammatical number); World Wide Web; Advertising; Computer science; Nursing; Business","score_opus":0.3851946086702236,"score_gpt":0.5062389656319684,"score_spread":0.12104435696174476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024971622","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060383156,0.017457388,0.00041272535,0.8790913,0.027077133,0.00072059646,0.00006593348,0.000047175017,0.014744569],"genre_scores_gemma":[0.955715,0.002269415,0.00025847842,0.028909348,0.010315511,0.000010144149,0.000025446874,0.00005722833,0.002439425],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99489635,0.0006341715,0.0022328824,0.00023123743,0.00052686984,0.0014784924],"domain_scores_gemma":[0.99040973,0.00009259876,0.0011764568,0.00024766245,0.0009509983,0.0071225413],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019555974,0.00024796207,0.0007861972,0.00033238958,0.0009124985,0.000003473372,0.00045536208,0.00017089327,0.0073796874],"category_scores_gemma":[0.003397013,0.00019583352,0.0001219081,0.0009159195,0.00005902264,0.00023820005,0.00002838394,0.0012038342,0.00013304206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020358391,0.000008459731,0.075158454,0.00028857953,0.00003748638,0.000079874924,0.012329249,0.0000044730195,0.0000083467885,0.0010041534,0.90974295,0.0013176021],"study_design_scores_gemma":[0.0008941293,0.0009553934,0.0054600327,0.00059644226,0.000024079874,0.000010346117,0.052897457,0.000021620788,7.020918e-7,0.000329498,0.9386651,0.00014522791],"about_ca_topic_score_codex":0.030019948,"about_ca_topic_score_gemma":0.08815794,"teacher_disagreement_score":0.89533186,"about_ca_system_score_codex":0.00052237493,"about_ca_system_score_gemma":0.008248779,"threshold_uncertainty_score":0.9973735},"labels":[],"label_agreement":null},{"id":"W3025083904","doi":"10.1017/cem.2020.342","title":"P138: Parental leave policies and culture for physicians in emergency medicine","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Emergency department; Likert scale; Family medicine; Maternity leave; Medicine; Parental leave; Nursing; Work (physics); Psychology; Sick leave","score_opus":0.1638455442776487,"score_gpt":0.47531962139948114,"score_spread":0.31147407712183245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025083904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4547887,0.07059739,0.0003338003,0.4067338,0.03526562,0.0025849603,0.00021422772,0.00004807335,0.029433394],"genre_scores_gemma":[0.97213984,0.008384534,0.000110665445,0.004192954,0.010522357,0.000031698048,0.000041229774,0.000055284956,0.0045214174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99638677,0.00019983824,0.001947201,0.00024561916,0.00031450513,0.00090607407],"domain_scores_gemma":[0.99677086,0.0001017967,0.00079079147,0.00015683101,0.0005566508,0.0016230667],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006480114,0.000274487,0.0007925855,0.00027698016,0.0004535011,9.805642e-7,0.00032353366,0.00019191712,0.0062188827],"category_scores_gemma":[0.0017357606,0.00020652778,0.00008773919,0.0007562776,0.00017296591,0.00014829288,0.000021235748,0.0007727006,0.000014062654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069045025,0.000009237014,0.18691283,0.0004357461,0.000033202017,0.000019581392,0.067122266,0.000007881856,0.00019477778,0.0009975104,0.7436445,0.0005534299],"study_design_scores_gemma":[0.0029342244,0.002217081,0.047904037,0.0029742678,0.00014363398,0.0000061394435,0.09884371,0.00012235212,0.0000073360734,0.0037342727,0.84079653,0.0003164443],"about_ca_topic_score_codex":0.025982779,"about_ca_topic_score_gemma":0.13968235,"teacher_disagreement_score":0.51735115,"about_ca_system_score_codex":0.00023839854,"about_ca_system_score_gemma":0.00061352755,"threshold_uncertainty_score":0.9946896},"labels":[],"label_agreement":null},{"id":"W3025214832","doi":"","title":"LIFE COURSE APPROACH TO ORAL HEALTH RESEARCH WORKSHOP: A SUMMATIVE REPORT.","year":2016,"lang":"en","type":"other","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Summative assessment; Life course approach; Course (navigation); Medical education; Medicine; Engineering ethics; Psychology; Formative assessment; Mathematics education; Engineering; Social psychology","score_opus":0.3290188199308736,"score_gpt":0.5368816337373321,"score_spread":0.2078628138064585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025214832","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021022035,0.004982906,0.0003429479,0.031906564,0.00260701,0.018683475,0.00025980195,0.0008548397,0.9403414],"genre_scores_gemma":[0.00054128474,0.0006344587,0.0017661671,0.0076687895,0.0034672853,0.030310119,0.00019196887,0.0009208897,0.95449907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9863575,0.0043163043,0.0015744211,0.0014030626,0.0017601277,0.004588551],"domain_scores_gemma":[0.9908042,0.001280926,0.0012199976,0.0019066493,0.0005304559,0.0042578],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0113102235,0.00059177115,0.0014779208,0.00080563116,0.00095204066,0.000034103596,0.0009445474,0.0012717777,0.0026977565],"category_scores_gemma":[0.005314984,0.00045211514,0.00013769792,0.001160028,0.00027643883,0.00007596865,0.0006846009,0.0026570316,0.005388421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010430146,0.00016195438,0.0011288888,0.0009690602,0.00009945067,0.00003555053,0.0010566126,4.0685654e-7,9.620681e-9,0.0017461107,0.9618272,0.032870434],"study_design_scores_gemma":[0.00066211476,0.00002923794,0.0037717093,0.0020168948,0.000019030746,0.000005966336,0.0030444013,0.0000014012081,6.899561e-8,0.00025935972,0.9897969,0.0003929673],"about_ca_topic_score_codex":0.0035329985,"about_ca_topic_score_gemma":0.0032719483,"teacher_disagreement_score":0.03247747,"about_ca_system_score_codex":0.0015395001,"about_ca_system_score_gemma":0.0037928366,"threshold_uncertainty_score":0.99979305},"labels":[],"label_agreement":null},{"id":"W3025559605","doi":"","title":"CNA leads development of first nursing list for Choosing Wisely Canada.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; MEDLINE; Medicine; Political science","score_opus":0.0787241013639113,"score_gpt":0.3894762310432286,"score_spread":0.3107521296793173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025559605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93022615,0.0006229277,0.0010445581,0.01036477,0.004911852,0.005680462,0.0000624755,0.00015675423,0.046930045],"genre_scores_gemma":[0.9885351,0.000005491258,0.0042723827,0.00084518467,0.0006291666,0.0016424516,0.000019680729,0.000032310243,0.0040182127],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99755204,0.00007736214,0.0007077647,0.00025201033,0.00028711624,0.0011237131],"domain_scores_gemma":[0.99842095,0.0003189185,0.00030108105,0.0002458125,0.00040904156,0.00030418515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006842493,0.00014861926,0.00029228302,0.00006068058,0.0012965467,0.000006004125,0.00021188747,0.00013060034,0.00007283838],"category_scores_gemma":[0.00039490114,0.00014365057,0.000029131017,0.00023599926,0.000102702026,0.0000699362,0.00004584091,0.00017820144,0.000011057721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004968652,0.00016481992,0.16101412,0.0020649284,0.00006266602,0.0000022310799,0.016390463,0.0000049171135,0.000023568366,0.0018685571,0.48544636,0.3324605],"study_design_scores_gemma":[0.0007556758,0.000017736467,0.22053847,0.0008744094,0.000018428362,6.142004e-7,0.0018686494,0.0000612478,0.000854705,0.00018207249,0.77463007,0.00019795506],"about_ca_topic_score_codex":0.052796338,"about_ca_topic_score_gemma":0.7258249,"teacher_disagreement_score":0.6730286,"about_ca_system_score_codex":0.0015196141,"about_ca_system_score_gemma":0.0014259727,"threshold_uncertainty_score":0.997212},"labels":[],"label_agreement":null},{"id":"W3025850608","doi":"10.1017/cem.2020.128","title":"LO73: Are women under-represented in emergency medicine residency programs across Canada?","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Family medicine; Medical school; Emergency medicine; Medical education","score_opus":0.21454895571739002,"score_gpt":0.4777428553706591,"score_spread":0.26319389965326906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025850608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70780253,0.011186959,0.00004485144,0.24741478,0.022135047,0.0011638202,0.00004842124,0.00003549439,0.010168077],"genre_scores_gemma":[0.98263264,0.0026533552,0.000029617187,0.0035553237,0.005467948,0.000055590055,0.000031969186,0.00008104233,0.0054925308],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99115044,0.00072258385,0.004168876,0.00048085372,0.001089597,0.002387637],"domain_scores_gemma":[0.9907521,0.00018014373,0.0018975836,0.0004960318,0.0013683663,0.0053057764],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002125018,0.0004567712,0.0013045789,0.00024180704,0.00071092235,0.0000021685823,0.00097387476,0.0002977581,0.04002309],"category_scores_gemma":[0.004944449,0.00036593457,0.00009485555,0.0023973961,0.00021579249,0.00021588674,0.000066456974,0.0018769782,0.000047619058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001117668,0.000017096967,0.44771278,0.00049305434,0.000057765934,0.0004069357,0.029744307,0.000056585017,0.0000251508,0.00023351413,0.520645,0.0004959898],"study_design_scores_gemma":[0.0032940267,0.0013802957,0.18152866,0.004749244,0.0000652329,0.000012787206,0.22802693,0.00007763204,0.0000022321858,0.0029531782,0.57739496,0.0005148325],"about_ca_topic_score_codex":0.93207,"about_ca_topic_score_gemma":0.996218,"teacher_disagreement_score":0.27483007,"about_ca_system_score_codex":0.0022825843,"about_ca_system_score_gemma":0.00745169,"threshold_uncertainty_score":0.99987924},"labels":[],"label_agreement":null},{"id":"W3026172751","doi":"10.36834/cmej.68486","title":"National survey of Canadian residents and program directors regarding parental leave during residency","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université Laval; Memorial University of Newfoundland","funders":"","keywords":"Parental leave; Family medicine; Medicine; Program director; Work hours; Feeling; Breastfeeding; Demography; Psychology; Pediatrics; Medical education; Work (physics); Social psychology; Sociology","score_opus":0.07233686673007499,"score_gpt":0.44168918662923157,"score_spread":0.36935231989915657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026172751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9229671,0.0013614565,5.712602e-7,0.06002693,0.0018061561,0.00059035793,0.000075097305,0.000027834176,0.013144498],"genre_scores_gemma":[0.987729,0.00049643184,0.00024496877,0.010000934,0.0009677586,0.000031195523,0.000058182613,0.000023276016,0.00044825397],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966143,0.0007261849,0.0007967018,0.00023587409,0.0008740131,0.0007529288],"domain_scores_gemma":[0.9835509,0.00021899241,0.00027335816,0.00009914971,0.00096736656,0.014890203],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016169413,0.00013997259,0.00026351478,0.0006643987,0.0010890375,0.00003083168,0.0002723907,0.00028110316,0.008099552],"category_scores_gemma":[0.033368535,0.00013998424,0.000036078796,0.00089179655,0.000113854614,0.0001681465,0.000029649533,0.0011581942,0.000053423326],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029300747,0.000019626514,0.73908097,0.00016103529,0.000022162048,0.000031492833,0.0034025293,0.0000016766805,0.0000019139443,0.00036639892,0.2501185,0.006764438],"study_design_scores_gemma":[0.0004206837,0.000048319693,0.9571468,0.0011415385,0.000008227429,0.000056978915,0.00345792,0.00005412748,0.0000029780726,0.00012482199,0.03740607,0.00013148933],"about_ca_topic_score_codex":0.90660036,"about_ca_topic_score_gemma":0.9814448,"teacher_disagreement_score":0.2180659,"about_ca_system_score_codex":0.0013482111,"about_ca_system_score_gemma":0.12851505,"threshold_uncertainty_score":0.99280715},"labels":[],"label_agreement":null},{"id":"W3026935614","doi":"10.1186/s12889-020-08912-1","title":"Rural chronic disease research patterns in the United Kingdom, United States, Canada, Australia and New Zealand: a systematic integrative review","year":2020,"lang":"en","type":"review","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Indigenous; Public health; Biostatistics; Systematic review; Context (archaeology); Health care; Metropolitan area; Rural area; Gerontology; Environmental health; Family medicine; MEDLINE; Economic growth; Nursing; Geography; Pathology; Political science","score_opus":0.4077850881659914,"score_gpt":0.5520457502145172,"score_spread":0.14426066204852578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026935614","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000094519404,0.92908055,0.000016467322,0.04829165,0.00042172553,0.020983199,0.0009944625,0.00008812275,0.0000293004],"genre_scores_gemma":[0.00011353564,0.97631943,0.000025369727,0.010821161,0.00052267144,0.0028813367,0.006813957,0.00010881907,0.002393744],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.94936174,0.04052402,0.004130681,0.00093563495,0.0018158111,0.0032321042],"domain_scores_gemma":[0.9851303,0.0072892737,0.0019479656,0.0015134957,0.00061548117,0.0035034902],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013225898,0.0009840629,0.004655929,0.001132843,0.0011438981,0.00012948463,0.0016438046,0.00043953003,0.00038732527],"category_scores_gemma":[0.005058055,0.0005782785,0.00022191029,0.0073184343,0.00014407546,0.00016777797,0.0004631694,0.0059879688,0.00019254115],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008840437,0.000030445879,0.0005431278,0.7170133,0.000042213254,0.000053143212,0.0014946609,4.0937599e-7,8.198505e-11,0.00196905,0.27330896,0.005535835],"study_design_scores_gemma":[0.00028504396,0.0001005711,0.00015182447,0.43151286,0.000091019094,0.000010077421,0.0019813173,0.000042888776,6.1382496e-11,0.000029771116,0.56555927,0.00023534181],"about_ca_topic_score_codex":0.955824,"about_ca_topic_score_gemma":0.8998704,"teacher_disagreement_score":0.29225034,"about_ca_system_score_codex":0.011740409,"about_ca_system_score_gemma":0.07629238,"threshold_uncertainty_score":0.99966687},"labels":[],"label_agreement":null},{"id":"W3027747428","doi":"10.4103/efh.efh_160_19","title":"Balancing health disparities through socially accountable medical education.","year":2020,"lang":"en","type":"letter","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Health equity; Business; Environmental health; Medicine; Economics; Economic growth; Health care","score_opus":0.0645917143839215,"score_gpt":0.40546344585509597,"score_spread":0.34087173147117444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3027747428","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003803016,0.0059697586,0.000049092418,0.92192805,0.009697307,0.0043478855,0.0001693178,0.0005728896,0.057227686],"genre_scores_gemma":[0.00048838847,0.002112951,0.0004623832,0.91835535,0.030122744,0.01120728,0.0012921668,0.00016637423,0.035792377],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9909553,0.0014297449,0.0016890838,0.0008972228,0.0018852237,0.0031434204],"domain_scores_gemma":[0.9961476,0.0009673871,0.0010706048,0.00066558475,0.00032197175,0.00082687574],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0012224352,0.000583708,0.0013757551,0.00010507707,0.0018669802,0.000061904975,0.0010300827,0.0020336458,0.001858688],"category_scores_gemma":[0.0018775549,0.00056364835,0.00019035133,0.0004923563,0.00018685826,0.00031021857,0.00043695638,0.007820577,0.00091922114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014318126,0.000035203426,0.0044378303,0.0036182217,0.0000462611,0.000034561206,0.0013389604,1.2449796e-7,2.6038196e-9,0.0015271098,0.9771482,0.0117992135],"study_design_scores_gemma":[0.00036857888,0.000016112954,0.0044066445,0.0011714328,0.00003177492,0.0000050619888,0.001017847,0.0000037680877,7.406727e-8,0.0060695377,0.98649466,0.00041448625],"about_ca_topic_score_codex":0.0131661305,"about_ca_topic_score_gemma":0.0015674568,"teacher_disagreement_score":0.02143531,"about_ca_system_score_codex":0.002497813,"about_ca_system_score_gemma":0.020815922,"threshold_uncertainty_score":0.9998587},"labels":[],"label_agreement":null},{"id":"W3028006623","doi":"10.1503/cmaj.1095868","title":"Canada’s PPE crisis isn’t over yet, say doctors","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Data science; Computer science","score_opus":0.020334600981552736,"score_gpt":0.3505871577269954,"score_spread":0.3302525567454426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028006623","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07253939,0.000583272,0.000024377727,0.8814366,0.005514501,0.00038171123,0.00021041377,0.00006226433,0.039247483],"genre_scores_gemma":[0.47192883,0.00019001742,0.00006606496,0.5191998,0.0046548853,0.000011324013,0.000022982234,0.000035298566,0.0038908022],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99442357,0.0007765329,0.0009834018,0.00023783906,0.0021643504,0.001414312],"domain_scores_gemma":[0.9911391,0.0005546598,0.00047343367,0.00012958272,0.0005129663,0.007190253],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015610066,0.00018542392,0.0003814463,0.00008553205,0.0013208683,0.00003383713,0.00041630588,0.00064945844,0.057063393],"category_scores_gemma":[0.004997013,0.00017343873,0.000084832536,0.0004125906,0.000020389225,0.00013410673,0.000041314954,0.0028234657,0.00072453305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000007060818,0.0000037193956,0.10405356,0.000022707995,0.00004051788,0.000211606,0.0008458752,0.0000033370854,3.937575e-7,0.00043121172,0.8929095,0.0014704766],"study_design_scores_gemma":[0.00063620106,0.000029641576,0.037194833,0.00013274657,0.000020139218,0.0000105198815,0.0034841397,0.00012322565,6.8174535e-7,0.00008618659,0.95812106,0.00016063006],"about_ca_topic_score_codex":0.9401728,"about_ca_topic_score_gemma":0.99501663,"teacher_disagreement_score":0.39938945,"about_ca_system_score_codex":0.006572644,"about_ca_system_score_gemma":0.04908706,"threshold_uncertainty_score":0.99997926},"labels":[],"label_agreement":null},{"id":"W3028413284","doi":"","title":"Canada not in the recovery phase yet, says Justin Trudeau","year":2020,"lang":"en","type":"article","venue":"Yeni Şafak","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Prime minister; Political science; Phase (matter); Law; Physics; Politics","score_opus":0.09111753454745497,"score_gpt":0.4340187014731123,"score_spread":0.3429011669256573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028413284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7945328,0.000419956,0.000031230444,0.13148676,0.0018565499,0.0016486676,0.00027455107,0.0001291062,0.06962043],"genre_scores_gemma":[0.91603994,0.000055709246,0.00017472348,0.08097279,0.00055777794,0.00010767655,0.000040968895,0.000026110412,0.0020243246],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99718475,0.0006367731,0.00062714436,0.0003201228,0.0004325051,0.0007987309],"domain_scores_gemma":[0.9981424,0.00096913875,0.00017224145,0.00036389707,0.00006350568,0.0002888111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056716474,0.00018178162,0.0003086072,0.00003291613,0.00048618592,0.000010118389,0.00046162284,0.00015370281,0.0008918797],"category_scores_gemma":[0.0007338179,0.00013727653,0.00004252122,0.00051782076,0.00003072943,0.00008183441,0.00009829491,0.0009110645,0.00045340924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033946123,0.000063957224,0.004777928,0.00024392821,0.000008416328,0.00014357759,0.006540458,0.00006413886,0.00005666731,0.0021760124,0.9796575,0.0059279683],"study_design_scores_gemma":[0.0017783378,0.0001605759,0.0041824374,0.0002181792,0.000016260878,0.0000024629444,0.008788611,0.00039641146,0.000035329143,0.00017852681,0.984056,0.00018688389],"about_ca_topic_score_codex":0.7196558,"about_ca_topic_score_gemma":0.8467506,"teacher_disagreement_score":0.12709478,"about_ca_system_score_codex":0.00050001114,"about_ca_system_score_gemma":0.0023749257,"threshold_uncertainty_score":0.9765458},"labels":[],"label_agreement":null},{"id":"W3028672970","doi":"10.3760/cma.j.issn.1000-6672.2014.05.010","title":"安吉县丰食溪农村社区卫生人才现状分析","year":2014,"lang":"zh","type":"article","venue":"Zhonghua yiyuan guanli zazhi","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.04213856731727463,"score_gpt":0.40166248091492374,"score_spread":0.3595239135976491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028672970","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1562801,0.007525299,0.0019081921,0.02413186,0.02208108,0.00487918,0.00029852302,0.0017664488,0.7811293],"genre_scores_gemma":[0.88704383,0.0010946052,0.0029072715,0.01291717,0.006370088,0.0002058883,0.00018048057,0.00040133073,0.088879324],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9856345,0.0032192122,0.002928457,0.0019909865,0.0015977744,0.0046290923],"domain_scores_gemma":[0.9904209,0.0023033638,0.0013471579,0.003022746,0.0007615457,0.0021443127],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0035598092,0.0013974783,0.0019747054,0.00047957158,0.0030084809,0.0001560165,0.0017809668,0.002029351,0.010941454],"category_scores_gemma":[0.0019679372,0.0014064612,0.00059835106,0.001495293,0.0005665083,0.00054307224,0.001034716,0.0034253574,0.040236227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052176794,0.0008521352,0.07416455,0.0037369167,0.00025810226,0.000090923306,0.011981367,0.00008215333,0.00015279281,0.29797214,0.50679696,0.103390165],"study_design_scores_gemma":[0.0033862256,0.0009403365,0.021960692,0.00384673,0.00025410362,0.000026306903,0.0052849455,0.0026943837,0.00004877772,0.024639433,0.93528384,0.0016342356],"about_ca_topic_score_codex":0.0025155891,"about_ca_topic_score_gemma":0.0012828751,"teacher_disagreement_score":0.73076373,"about_ca_system_score_codex":0.00095954846,"about_ca_system_score_gemma":0.000928254,"threshold_uncertainty_score":0.9998776},"labels":[],"label_agreement":null},{"id":"W3030425505","doi":"10.1097/01.nep.0000000000000660","title":"A 15-Year Trend Study of Internationally Educated Nurses’ NCLEX-RN Performance","year":2020,"lang":"en","type":"article","venue":"Nursing Education Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Odds; Licensure; Odds ratio; Nursing; Medicine; Nurse education; Family medicine; Medical education; Demography; Sociology; Logistic regression","score_opus":0.05478452764150635,"score_gpt":0.4706458417688223,"score_spread":0.415861314127316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3030425505","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9350845,0.0003566379,0.000008952946,0.008491316,0.0022574803,0.0011183644,0.000009768461,0.00014385449,0.052529097],"genre_scores_gemma":[0.9946522,0.000043481145,0.00046968405,0.00047031118,0.0007902404,0.00012468442,0.000026526308,0.000035603058,0.0033872325],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99783945,0.0003591358,0.00058552495,0.00044288643,0.00039872652,0.00037428582],"domain_scores_gemma":[0.9983435,0.00015730635,0.00038575972,0.00028443008,0.0005936147,0.00023535968],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019453632,0.00019115489,0.0003058569,0.00019228939,0.00044880604,0.000013623736,0.0002959603,0.000107336404,0.00114344],"category_scores_gemma":[0.00028968032,0.0001925739,0.000049267266,0.0006788187,0.00012657138,0.00024220998,0.000030413159,0.0004648205,0.00020300067],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003806845,0.007342964,0.12328933,0.00017222563,0.00005678567,3.2522306e-7,0.816064,0.000028675653,0.00024473827,0.0047114985,0.036808565,0.010900226],"study_design_scores_gemma":[0.0007339916,0.00055470347,0.3116443,0.0007139109,0.000034921846,0.0000010643762,0.68209803,0.00011567846,0.000030343028,0.0001798204,0.003749044,0.00014423789],"about_ca_topic_score_codex":0.0002926215,"about_ca_topic_score_gemma":0.000061031948,"teacher_disagreement_score":0.18835494,"about_ca_system_score_codex":0.000733777,"about_ca_system_score_gemma":0.0011660374,"threshold_uncertainty_score":0.9997696},"labels":[],"label_agreement":null},{"id":"W3031967037","doi":"10.3138/ptc-2019-0059","title":"How Do I Choose a Job? Factors Influencing the Career and Employment Decisions of Physiotherapy Graduates in Canada","year":2020,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University; University of Toronto; University of British Columbia; Canadian Physiotherapy Association; University of Saskatchewan; University of Alberta","funders":"","keywords":"Mentorship; Competence (human resources); Medical education; Medicine; Clinical Practice; Career Pathways; Nursing; Psychology; Physical therapy","score_opus":0.04801153138883287,"score_gpt":0.36111287429650313,"score_spread":0.3131013429076703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3031967037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786271,0.0024241693,0.000007262608,0.01739006,0.00031833412,0.0009839234,0.00012911239,0.000021380849,0.00009865456],"genre_scores_gemma":[0.9876624,0.00082099315,0.000048912574,0.011071879,0.00013384888,0.00007364138,0.000008129646,0.000052732023,0.00012750168],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971727,0.00033816948,0.00058942975,0.0004092506,0.0007201393,0.00077032327],"domain_scores_gemma":[0.9977284,0.0009612545,0.0003139087,0.00043573434,0.00015568068,0.00040501356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012494884,0.00032838297,0.00058882916,0.000052194227,0.00044558645,0.000020228354,0.0004301219,0.000071012735,0.0001214477],"category_scores_gemma":[0.00009192131,0.00022625246,0.000049771003,0.0006621425,0.000060951683,0.00011644228,0.000082327686,0.000493692,7.584354e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026108648,0.000038539132,0.89663184,0.00037920786,0.00014946901,0.000020274343,0.026925081,0.00047494876,0.0057240003,0.00045382572,0.054671813,0.0142699145],"study_design_scores_gemma":[0.0026885953,0.00018377301,0.8188156,0.0011836563,0.00001984156,6.941004e-7,0.074604705,0.00058527634,0.0014910138,0.00053012226,0.099178635,0.00071808195],"about_ca_topic_score_codex":0.999503,"about_ca_topic_score_gemma":0.9997518,"teacher_disagreement_score":0.07781623,"about_ca_system_score_codex":0.0016266198,"about_ca_system_score_gemma":0.0070144357,"threshold_uncertainty_score":0.99861485},"labels":[],"label_agreement":null},{"id":"W3033376213","doi":"10.1186/s12960-020-00484-w","title":"Human resources for health interventions in high- and middle-income countries: findings of an evidence review","year":2020,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Saudi Health Council","keywords":"Workforce; Psychological intervention; Social policy; Health services research; Health administration; Health human resources; Health policy; Human resources; Population; Grey literature; Medicine; Health care; Public health; Economic growth; Environmental health; Nursing; Political science; Economics; MEDLINE; Management","score_opus":0.2172968813226511,"score_gpt":0.5389815632556649,"score_spread":0.3216846819330138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033376213","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018877365,0.9649795,0.000021050337,0.0077170017,0.0003423194,0.022948755,0.0018182889,0.00021879705,0.00006650972],"genre_scores_gemma":[0.00012246826,0.98627305,0.001268773,0.0058110575,0.000679489,0.0036589631,0.00054760865,0.00027324675,0.0013653314],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98323363,0.0037827652,0.0080840485,0.0017527869,0.0007858933,0.002360874],"domain_scores_gemma":[0.98730785,0.003215447,0.0063483105,0.0013670528,0.0003969794,0.0013643455],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.009694143,0.0011394441,0.008346222,0.00085571513,0.0030127277,0.000060359413,0.0014579552,0.0008026692,0.0002267938],"category_scores_gemma":[0.0011755202,0.0010401416,0.0010217341,0.0010370499,0.00038847778,0.00029895583,0.00048855535,0.001894119,0.0000346],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007980357,0.00011450135,0.00025624927,0.95543486,0.00007637523,0.0000032365597,0.005317458,3.5854538e-7,1.4134992e-8,0.0029901997,0.012641131,0.023085842],"study_design_scores_gemma":[0.0006702886,0.0019579912,0.00029052366,0.46134162,0.00018059104,0.0000043758178,0.00044120295,0.0000023447078,1.0188623e-8,0.00023601846,0.5345252,0.0003498272],"about_ca_topic_score_codex":0.004381632,"about_ca_topic_score_gemma":0.009250268,"teacher_disagreement_score":0.5218841,"about_ca_system_score_codex":0.002105232,"about_ca_system_score_gemma":0.0019309853,"threshold_uncertainty_score":0.9992049},"labels":[],"label_agreement":null},{"id":"W3034169592","doi":"10.3399/bjgpopen20x101034","title":"Comparing international postgraduate training and healthcare context with the UK to streamline overseas GP recruitment: four case studies","year":2020,"lang":"en","type":"article","venue":"BJGP Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Royal College of General Practitioners","keywords":"Context (archaeology); Certificate; Stakeholder; Desk; Revalidation; Health care; Business; Public relations; Political science; Medicine; Medical education; Geography; Computer science","score_opus":0.5830959777331979,"score_gpt":0.5381821814463753,"score_spread":0.04491379628682257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034169592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7564838,0.0009474889,0.000032240754,0.23086452,0.000374339,0.0052624964,0.00011428053,0.000075934586,0.0058448846],"genre_scores_gemma":[0.9652699,0.00013346672,0.0008653661,0.03211333,0.00026983756,0.0004424339,0.000023230019,0.00002572532,0.0008566746],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9980377,0.00038076856,0.00042836426,0.0003950651,0.00025624433,0.00050184777],"domain_scores_gemma":[0.9983676,0.0004759051,0.00021539243,0.00022786828,0.00028613207,0.00042706786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056965847,0.00019924069,0.00044995587,0.000033219516,0.0010795707,0.000058976235,0.00040694154,0.000056689285,0.00011233329],"category_scores_gemma":[0.00024746775,0.00013100982,0.000023176799,0.00020825684,0.00006504993,0.0001481522,0.0008328554,0.0004249324,0.00006623128],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032593007,0.000073923715,0.3679629,0.00079339306,0.000721605,0.002517325,0.40590754,0.0001919394,0.000012364735,0.022703968,0.13319385,0.0626619],"study_design_scores_gemma":[0.0045337905,0.0010098906,0.011179136,0.0022918093,0.000075409196,0.00028436244,0.5935278,0.0007944666,0.0000070916967,0.00021681396,0.38564873,0.0004307172],"about_ca_topic_score_codex":0.005709352,"about_ca_topic_score_gemma":0.02628295,"teacher_disagreement_score":0.35678378,"about_ca_system_score_codex":0.00021080456,"about_ca_system_score_gemma":0.00022312262,"threshold_uncertainty_score":0.9914848},"labels":[],"label_agreement":null},{"id":"W3034715224","doi":"10.1503/cmaj.1095875","title":"Is Canada ready for the second wave of COVID-19?","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Prime minister; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Prime (order theory); Race (biology); Third wave; Coronavirus; Political science; Virology; Medicine; Disease; Sociology; Politics; Law; Gender studies; Political economy; Pathology; Mathematics; Infectious disease (medical specialty); Outbreak; Combinatorics","score_opus":0.07905244174588216,"score_gpt":0.40690789432111973,"score_spread":0.32785545257523757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034715224","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018153753,0.0005936054,0.00025496044,0.9705457,0.0020897703,0.0007315533,0.0011982884,0.00001481125,0.006417558],"genre_scores_gemma":[0.2770648,0.00012425303,0.00010681152,0.7145567,0.003011018,0.00003654335,0.00002667865,0.00002134502,0.0050518424],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969102,0.00039246638,0.00076745026,0.00013034495,0.0010783586,0.00072113733],"domain_scores_gemma":[0.9918676,0.0025469088,0.00056254136,0.000106866566,0.00062017614,0.0042958893],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021409928,0.00009921647,0.0002665814,0.000035187284,0.0012428852,0.000010526946,0.00029695887,0.00035165966,0.02899153],"category_scores_gemma":[0.0105084125,0.00007395616,0.00006392533,0.00022005336,0.000032437416,0.000044506432,0.000020304069,0.0012284195,0.000042546428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013810941,0.0000021157534,0.017928988,0.00010139999,0.00004886499,0.000030425907,0.0023835585,0.000002524091,4.9435147e-7,0.00057953456,0.97744775,0.001460542],"study_design_scores_gemma":[0.00071849563,0.00003643892,0.0025424208,0.00005194418,0.000016572889,0.000009154276,0.0070025884,0.0005705563,0.0000020836158,0.00021331613,0.9887678,0.00006863046],"about_ca_topic_score_codex":0.74148786,"about_ca_topic_score_gemma":0.99273324,"teacher_disagreement_score":0.25891104,"about_ca_system_score_codex":0.0035269721,"about_ca_system_score_gemma":0.054606054,"threshold_uncertainty_score":0.9978265},"labels":[],"label_agreement":null},{"id":"W303504891","doi":"10.71781/621","title":"L’intégration professionnelle : perception des médecins immigrants","year":2010,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Immigration; Ethnology; Sociology; Art","score_opus":0.06875781744943056,"score_gpt":0.4550585973120224,"score_spread":0.38630077986259187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W303504891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9254661,0.00058306014,0.00009056485,0.0014851249,0.009398432,0.007302501,0.00025105762,0.000017040047,0.05540611],"genre_scores_gemma":[0.7179706,0.001153071,0.030117791,0.00029409275,0.00129416,0.00060996856,0.0061573694,0.00018448883,0.24221848],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99177736,0.001974283,0.0021974547,0.0014672177,0.00081568,0.0017679963],"domain_scores_gemma":[0.99460506,0.0006389909,0.0015845521,0.0011385563,0.001204548,0.0008282707],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0024538047,0.0009444499,0.0012070747,0.00031906768,0.005114867,0.00026796464,0.0015524474,0.0039591836,0.11355838],"category_scores_gemma":[0.0008211128,0.0009054642,0.00024395582,0.00079540955,0.00031144396,0.0011792099,0.00047541788,0.0043782787,0.032087397],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009932162,0.00086912984,0.02488531,0.0013731675,0.00006757973,0.00002507012,0.15639926,0.000014910408,0.010626713,0.00017966554,0.009728957,0.794837],"study_design_scores_gemma":[0.0031762838,0.0006170752,0.41891596,0.020132078,0.00043039783,0.000017095294,0.37825635,0.0010241424,0.0016919692,0.0012791469,0.17283879,0.0016207056],"about_ca_topic_score_codex":0.019288812,"about_ca_topic_score_gemma":0.23353307,"teacher_disagreement_score":0.7932163,"about_ca_system_score_codex":0.0009141833,"about_ca_system_score_gemma":0.0020347408,"threshold_uncertainty_score":0.9993396},"labels":[],"label_agreement":null},{"id":"W3035809862","doi":"10.18103/mra.v8i6.2146","title":"How Official Language and Country of Origin Impacts Health Workforce Integration in Canada","year":2020,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Credential; Immigration; Workforce; Acculturation; Political science; Economic shortage; Economic growth; Demographic economics; Medicine; Psychology; Economics; Linguistics; Law","score_opus":0.09591518068098663,"score_gpt":0.4898397495620757,"score_spread":0.39392456888108907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3035809862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89422816,0.0040673036,0.00032656177,0.09707604,0.00014509376,0.0010330789,0.0000733763,0.000026925734,0.0030234663],"genre_scores_gemma":[0.994005,0.0021749448,0.00023479719,0.0029272602,0.00030499767,0.000034325956,0.00004506304,0.000015849597,0.0002577331],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99460083,0.0019446015,0.0005405907,0.0002852074,0.0015319871,0.0010968031],"domain_scores_gemma":[0.9949799,0.0032369948,0.00012564004,0.00017070581,0.00006269781,0.0014240311],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001691606,0.00012170991,0.00040589037,0.00012744793,0.00026952036,0.000010318866,0.00030144284,0.00009543452,0.00020202533],"category_scores_gemma":[0.008152356,0.00009560528,0.000017279108,0.0006088059,0.00028825304,0.00007270764,0.00021975588,0.0019012959,0.0000057747843],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012243999,0.00009242514,0.24310969,0.0028891382,0.000016669284,0.00021738002,0.074159,0.0000075481694,0.00031909367,0.011501377,0.0435241,0.62293917],"study_design_scores_gemma":[0.0062060547,0.0021023385,0.25339672,0.018983513,0.000007560705,0.000008334599,0.36254504,0.026613288,0.00024884543,0.002239052,0.32699102,0.00065822987],"about_ca_topic_score_codex":0.7942578,"about_ca_topic_score_gemma":0.9502883,"teacher_disagreement_score":0.62228096,"about_ca_system_score_codex":0.0004223828,"about_ca_system_score_gemma":0.013489663,"threshold_uncertainty_score":0.9921029},"labels":[],"label_agreement":null},{"id":"W3036392974","doi":"10.1016/j.jogc.2020.05.002","title":"The Shifting Roles of the SOGC in the Face of the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Face (sociological concept); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Virology; Sociology; Internal medicine; Social science; Outbreak","score_opus":0.06072770491762337,"score_gpt":0.3636744843740541,"score_spread":0.3029467794564307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036392974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.937071,0.008487662,0.0000068062795,0.04911855,0.004154045,0.00044544213,0.000022001437,0.0000019947602,0.00069247774],"genre_scores_gemma":[0.98636496,0.00042501508,0.000013055499,0.0130718,0.00003956326,0.000004114216,2.019593e-7,0.000006654708,0.00007462082],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969048,0.0012256218,0.00095680996,0.00009323857,0.00046033552,0.00035919124],"domain_scores_gemma":[0.98093194,0.017136717,0.0013518413,0.00022472945,0.00019958634,0.00015516003],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001676804,0.00010255693,0.00031886087,0.00003610414,0.00079607737,0.0000060212265,0.00086152065,0.00014328309,0.000046221943],"category_scores_gemma":[0.020045375,0.00004184577,0.000070299,0.00073698536,0.0001674036,0.000030723186,0.00019383423,0.0011694016,2.4969444e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009866828,0.000012447341,0.9765432,0.00012414309,0.000023393772,0.000020599866,0.008045338,0.00046589263,0.000004752923,0.00063844054,0.009929907,0.004182033],"study_design_scores_gemma":[0.0013452453,0.00014105708,0.7350871,0.00004988351,0.000050493683,0.000012672077,0.063985415,0.00019374554,0.000006827871,0.00079401856,0.19825421,0.00007934663],"about_ca_topic_score_codex":0.023383407,"about_ca_topic_score_gemma":0.33679035,"teacher_disagreement_score":0.31340694,"about_ca_system_score_codex":0.0006783241,"about_ca_system_score_gemma":0.0046192063,"threshold_uncertainty_score":0.9882092},"labels":[],"label_agreement":null},{"id":"W3036612836","doi":"10.22605/rrh5719","title":"Setting priorities for rural allied health in Australia: a scoping review","year":2020,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Rural health; Scope of practice; Medicine; Rural area; Health care; Nursing; Economic growth","score_opus":0.1596464282803635,"score_gpt":0.5430506045885125,"score_spread":0.38340417630814905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036612836","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000043604014,0.94014174,0.000031159685,0.035513077,0.0010180929,0.02269856,0.0002656814,0.00020895337,0.000118372045],"genre_scores_gemma":[9.655823e-7,0.97674805,0.0032144284,0.01696376,0.000838957,0.00029918464,0.00052924786,0.000131634,0.0012737993],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9888297,0.0026524179,0.004635158,0.0008214112,0.000389446,0.0026718974],"domain_scores_gemma":[0.9940803,0.0013590618,0.0027240783,0.0005101406,0.00012192896,0.001204486],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003485241,0.000947442,0.0068162465,0.00022829455,0.0014523631,0.000028693277,0.00040940614,0.00069690385,0.00007499386],"category_scores_gemma":[0.00041454472,0.00074525306,0.00045000672,0.0007758296,0.0000992913,0.00014250475,0.00028519388,0.0024797774,0.00012338409],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010356823,0.000005762631,0.0000053204726,0.46602428,0.000013511892,0.0000025863574,0.0003838584,4.5053806e-8,2.8246632e-9,0.00014333017,0.007493888,0.52591705],"study_design_scores_gemma":[0.00033782693,0.0001798343,0.000009054235,0.5075707,0.000044495217,0.000018670915,0.0003773858,0.000009090426,1.6384171e-9,0.00011742495,0.49104783,0.00028767603],"about_ca_topic_score_codex":0.006577305,"about_ca_topic_score_gemma":0.0025420475,"teacher_disagreement_score":0.5256294,"about_ca_system_score_codex":0.0017925955,"about_ca_system_score_gemma":0.00808385,"threshold_uncertainty_score":0.9998476},"labels":[],"label_agreement":null},{"id":"W3037106984","doi":"10.1097/acm.0000000000003361","title":"A Foot in the Door: Foreign International Medical Students’ Obstacles to Hands-On Clinical Electives in the United States","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical education; Curriculum; Quarter (Canadian coin); Diversity (politics); Psychology; Medicine; Political science; Family medicine; Pedagogy; Law; Government (linguistics); Geography","score_opus":0.18315488206691857,"score_gpt":0.5638929961226236,"score_spread":0.380738114055705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037106984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70469534,0.00021400518,0.000060215145,0.29008597,0.0003387667,0.0012317061,0.000004982782,0.00003649624,0.0033325222],"genre_scores_gemma":[0.7423794,0.0018552633,0.000010655546,0.25397235,0.0014007111,0.0001985299,0.00006592903,0.000013768292,0.000103345825],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926237,0.0026960033,0.0015093462,0.00041717928,0.00208952,0.000664293],"domain_scores_gemma":[0.9904286,0.008605507,0.00022972995,0.0002731706,0.000099046956,0.00036391043],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00902781,0.00020691782,0.00044810367,0.00020649628,0.00021899547,0.0000068737154,0.0023131184,0.00043567212,0.00049377844],"category_scores_gemma":[0.01119633,0.000104034916,0.000036545283,0.0012509978,0.00023063387,0.00005492123,0.00025114266,0.0042714207,0.00016016375],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006288763,0.000054670185,0.65712583,0.000050247298,0.00002261673,0.00005872211,0.11188388,0.000019854013,0.0000021901812,0.009690766,0.21868663,0.0017756996],"study_design_scores_gemma":[0.008587614,0.0035344586,0.29904425,0.0036414622,0.000032886244,0.0000089512105,0.29293978,0.0015332737,0.0000025392146,0.008470123,0.38195565,0.0002490153],"about_ca_topic_score_codex":0.0008896837,"about_ca_topic_score_gemma":0.00042956264,"teacher_disagreement_score":0.3580816,"about_ca_system_score_codex":0.00015201903,"about_ca_system_score_gemma":0.0001885603,"threshold_uncertainty_score":0.9980258},"labels":[],"label_agreement":null},{"id":"W3037466748","doi":"10.4103/cjrm.cjrm_32_20","title":"President's Message. Summer 2020 – Traversing uncertainty","year":2020,"lang":"en","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Traverse; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Public relations; Political science; Rural area; Coronavirus; Geography; Medicine; Virology; Disease; Infectious disease (medical specialty)","score_opus":0.03335914252268712,"score_gpt":0.3956391513365772,"score_spread":0.36228000881389005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037466748","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010723158,0.017122677,0.000010415003,0.046494406,0.92745894,0.00073985604,0.00027057232,0.000029255601,0.0068015745],"genre_scores_gemma":[0.012344112,0.0019208406,0.00005329369,0.0032038619,0.97424245,0.000009561241,0.00032086033,0.00011662621,0.007788395],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933837,0.000953555,0.0022734262,0.00029654804,0.0015547404,0.0015380207],"domain_scores_gemma":[0.9887528,0.0024252904,0.0020712293,0.00041078782,0.0017277289,0.0046122056],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001709889,0.0005751943,0.0018528998,0.00047278948,0.00090015464,0.000022097804,0.0010693702,0.0014797589,0.009509662],"category_scores_gemma":[0.0064770156,0.00045464534,0.00023598572,0.00044791077,0.00039081046,0.00020684474,0.00005094456,0.0062103765,0.000358492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017414297,0.0000033074293,0.0011161625,0.0006983182,0.00012106843,0.00096358964,0.0046411497,0.000013981696,0.0000043295568,0.00003625586,0.9909858,0.0012418699],"study_design_scores_gemma":[0.0021411127,0.0006491868,0.0003561276,0.013138749,0.0003675519,0.000023957775,0.015787477,0.000007425577,7.247699e-7,0.0002667929,0.9669418,0.00031912848],"about_ca_topic_score_codex":0.1469451,"about_ca_topic_score_gemma":0.12435417,"teacher_disagreement_score":0.046783518,"about_ca_system_score_codex":0.0026492637,"about_ca_system_score_gemma":0.017397285,"threshold_uncertainty_score":0.99981654},"labels":[],"label_agreement":null},{"id":"W3037611325","doi":"10.4103/cjrm.cjrm_33_20","title":"Rural and Remote 2020","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Rural area; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Rural health; Medicine; Economic growth; Geography; Socioeconomics; Disease; Virology; Sociology; Economics; Infectious disease (medical specialty)","score_opus":0.04129564790007843,"score_gpt":0.38782492824535775,"score_spread":0.3465292803452793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037611325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62664896,0.015720367,0.00006898357,0.34604046,0.0021212152,0.00035109572,0.000013131042,0.000019161593,0.009016629],"genre_scores_gemma":[0.9686398,0.00090761343,0.00030468183,0.026198097,0.0032086114,6.08208e-7,0.000004635667,0.000019500498,0.00071648724],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981796,0.00019809243,0.0007435287,0.00007134698,0.00022899489,0.0005784371],"domain_scores_gemma":[0.995865,0.00020088509,0.00035914345,0.00010540122,0.00028070246,0.0031889079],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000454187,0.00013885486,0.00045616057,0.00010011522,0.00037006428,0.000004845794,0.00020748391,0.00012585717,0.002087394],"category_scores_gemma":[0.0011099564,0.00010093786,0.000035951853,0.0002893959,0.0001890263,0.00011023156,0.000018358698,0.0008585416,0.00008358504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000206721,0.0000024246401,0.074832596,0.00041820662,0.0000536167,0.00075054425,0.025731478,0.0000050617364,0.00021971956,0.0010990691,0.8142918,0.08238876],"study_design_scores_gemma":[0.0031101608,0.0014591931,0.03216898,0.0061463816,0.00009173094,0.0003248967,0.071069635,0.00018069096,0.000006488877,0.0014376591,0.88377017,0.00023402426],"about_ca_topic_score_codex":0.02271087,"about_ca_topic_score_gemma":0.01428589,"teacher_disagreement_score":0.3419908,"about_ca_system_score_codex":0.00018939823,"about_ca_system_score_gemma":0.0011482367,"threshold_uncertainty_score":0.99882483},"labels":[],"label_agreement":null},{"id":"W3037784507","doi":"10.4103/cjrm.cjrm_11_20","title":"Need for organised human involvement to produce rural physicians","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Family medicine; Medicine","score_opus":0.07004814813767365,"score_gpt":0.40599013876420476,"score_spread":0.3359419906265311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037784507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7049192,0.00060258334,0.00018082323,0.29018855,0.0017677809,0.0015250909,0.000031338168,0.000024140643,0.00076044956],"genre_scores_gemma":[0.93916804,0.000013469814,0.00034572883,0.05433027,0.005108958,0.000028502238,0.000025478636,0.000041730033,0.00093784335],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974916,0.00014857874,0.0010087065,0.00012820309,0.00032659044,0.000896311],"domain_scores_gemma":[0.99588853,0.00014643677,0.00048091396,0.00019732148,0.00076195254,0.0025248735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057040853,0.00020566474,0.00061831326,0.00019700451,0.0007184337,0.000007833009,0.00042218802,0.00010394806,0.0008784978],"category_scores_gemma":[0.00093571574,0.00016281495,0.000074292075,0.0005184154,0.00009520135,0.00010813336,0.000022075013,0.00056040235,0.00007997179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018441245,0.000012825929,0.024069866,0.0004445007,0.000058967522,0.000044456257,0.04554222,0.000024259876,0.009430528,0.0014593138,0.91503423,0.0036943976],"study_design_scores_gemma":[0.0067720274,0.006101991,0.016316272,0.007382503,0.00019128586,0.000015652728,0.25593325,0.000034929744,0.00056299457,0.0011836205,0.70502603,0.00047940682],"about_ca_topic_score_codex":0.011765107,"about_ca_topic_score_gemma":0.026042514,"teacher_disagreement_score":0.23585828,"about_ca_system_score_codex":0.00060771557,"about_ca_system_score_gemma":0.0014584062,"threshold_uncertainty_score":0.99481565},"labels":[],"label_agreement":null},{"id":"W3037878828","doi":"10.1007/s40596-020-01274-1","title":"How to Serve the Underserved: Making the Case for Rural and Remote Mental Health Training for Psychiatry Residents","year":2020,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; University of British Columbia","funders":"","keywords":"Mental health; Training (meteorology); Psychiatry; Medical education; Psychology; Residency training; Medicine; MEDLINE; Continuing education; Political science; Geography","score_opus":0.12177879284231116,"score_gpt":0.44985033028790283,"score_spread":0.3280715374455917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037878828","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027555123,0.013546893,0.0007212702,0.9524045,0.016257048,0.012631932,0.0012757465,0.00024117484,0.00016589632],"genre_scores_gemma":[0.003956913,0.0007326829,0.012883844,0.957324,0.020891123,0.0008142274,0.00041661577,0.0002891896,0.0026913723],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926218,0.0012688055,0.0017023709,0.0011579572,0.00059651356,0.0026525757],"domain_scores_gemma":[0.99500793,0.0017577327,0.0016379033,0.000994911,0.00013424434,0.00046728094],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0022043902,0.0008726133,0.001118986,0.00016165338,0.005985638,0.00010356517,0.0014557282,0.0019773312,0.00001925975],"category_scores_gemma":[0.00038887034,0.0005948838,0.0003858114,0.0004903154,0.00018076038,0.00020581351,0.00046204292,0.008949078,0.0000251397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028873343,0.000005126438,0.0010577715,0.0038356239,0.00012995777,0.000010938568,0.009585129,0.0000010800356,5.252005e-7,0.0013659084,0.98054963,0.0031695568],"study_design_scores_gemma":[0.0015951792,0.0003472249,0.0002532401,0.006414491,0.00015856572,0.00030075505,0.08166046,0.00023269953,6.574573e-8,0.029429512,0.87902874,0.00057904347],"about_ca_topic_score_codex":0.0010202532,"about_ca_topic_score_gemma":0.0032489542,"teacher_disagreement_score":0.10152089,"about_ca_system_score_codex":0.00057785533,"about_ca_system_score_gemma":0.0019235285,"threshold_uncertainty_score":0.99965024},"labels":[],"label_agreement":null},{"id":"W3038310406","doi":"10.1097/acm.0000000000003560","title":"Exploring the Contributions of Combined Model Regional Medical Education Campuses to the Physician Workforce","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Armed Forces; Université de Sherbrooke; University of British Columbia","funders":"","keywords":"Graduation (instrument); Workforce; Medicine; Family medicine; Medical education; Inclusion (mineral); Economic shortage; Psychology; Government (linguistics); Political science","score_opus":0.2408498796695986,"score_gpt":0.4805481658264622,"score_spread":0.23969828615686362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3038310406","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2208859,0.0015659971,0.0029410743,0.7688211,0.001019423,0.0015124,0.000013303666,0.00009771223,0.003143076],"genre_scores_gemma":[0.80955774,0.0013687642,0.00003931024,0.18519385,0.0025731877,0.0004529001,0.000035952675,0.000019098608,0.00075919385],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968926,0.00046964939,0.0009054396,0.00026383126,0.0009271237,0.00054141047],"domain_scores_gemma":[0.9968393,0.001504114,0.00032849965,0.00037972862,0.00035127992,0.0005970664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013729167,0.00017408651,0.00039650014,0.000045384088,0.0007272548,0.0000013093288,0.00079591386,0.00019720804,0.00015090097],"category_scores_gemma":[0.0047667,0.00009164456,0.00004367391,0.0007787471,0.0002871527,0.000105764695,0.00018282785,0.0018260306,0.00012984665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019497886,0.000018121644,0.0015251512,0.00013541263,0.000026071546,6.060091e-7,0.054882497,0.0005189651,0.00018599788,0.13247132,0.8028822,0.007158701],"study_design_scores_gemma":[0.0026483098,0.0004428701,0.0027648483,0.008447591,0.00018917338,0.0000044166695,0.1021048,0.02697514,0.0001557569,0.011908515,0.8440061,0.0003524403],"about_ca_topic_score_codex":0.00032708162,"about_ca_topic_score_gemma":0.000030779618,"teacher_disagreement_score":0.58867186,"about_ca_system_score_codex":0.00013799306,"about_ca_system_score_gemma":0.0013208654,"threshold_uncertainty_score":0.79332954},"labels":[],"label_agreement":null},{"id":"W3038479736","doi":"10.4103/njcp.njcp_705_19","title":"Emigration plans after graduation of clinical medical students of ebonyi state university Abakaliki, Nigeria: Implications for policy","year":2020,"lang":"en","type":"article","venue":"Nigerian Journal of Clinical Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Graduation (instrument); Residence; Remuneration; Emigration; Specialty; Cross-sectional study; Rural area; Family medicine; Demography; Geography; Finance","score_opus":0.16886908537857578,"score_gpt":0.58923976581475,"score_spread":0.4203706804361742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3038479736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8513627,0.00012847742,0.010467096,0.13407858,0.0015268569,0.0011975735,0.00031424142,0.00002658794,0.00089788163],"genre_scores_gemma":[0.9799468,0.001515007,0.007978707,0.008232409,0.002073324,0.000007828705,0.000023848608,0.0000279171,0.00019417996],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9875841,0.0041880184,0.006257581,0.0003323484,0.0012168126,0.00042111907],"domain_scores_gemma":[0.9714958,0.01644833,0.0076527046,0.00037133234,0.0029194946,0.001112327],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.014024623,0.00019011671,0.0013206212,0.00013224802,0.0002190183,0.000013213996,0.0008290157,0.00057031616,0.00015309636],"category_scores_gemma":[0.08134783,0.00017159135,0.00049937883,0.00049409026,0.0002985414,0.0007042831,0.00018354064,0.0016333972,0.000026033647],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.015504042,0.0011204632,0.94477373,0.00038443756,0.00037616628,0.000032463307,0.0032069974,0.000022281518,0.00002945164,0.0016331302,0.021640137,0.0112767],"study_design_scores_gemma":[0.009095561,0.0035806831,0.7030029,0.00095862965,0.00038733342,0.000018755605,0.005524038,0.000110551584,0.00001721237,0.0017254457,0.27532256,0.0002562633],"about_ca_topic_score_codex":0.00016442142,"about_ca_topic_score_gemma":0.00035353404,"teacher_disagreement_score":0.25368243,"about_ca_system_score_codex":0.00010859294,"about_ca_system_score_gemma":0.0038486342,"threshold_uncertainty_score":0.92639035},"labels":[],"label_agreement":null},{"id":"W3038686267","doi":"10.1093/aje/kwaa103","title":"Response to Society for Epidemiologic Research Diversity and Inclusion Survey Commentaries","year":2020,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Mailman School of Public Health, Columbia University; California Center for Population Research, University of California, Los Angeles; National Center for Advancing Translational Sciences; National Institute of Child Health and Human Development; National Institute on Drug Abuse; Université de Montréal; National Heart, Lung, and Blood Institute; Foundation for the National Institutes of Health; Doris Duke Charitable Foundation; University of California, San Francisco; Genentech; National Institute of Environmental Health Sciences; University of California, Los Angeles; National Institutes of Health; National Institute on Aging; Emory University; Eunice Kennedy Shriver National Institute of Child Health and Human Development; Aarhus Universitet","keywords":"Diversity (politics); Inclusion (mineral); Medicine; Environmental health; Epidemiology; Gerontology; Sociology; Social science; Anthropology; Pathology","score_opus":0.4187969815085931,"score_gpt":0.5680333831802914,"score_spread":0.14923640167169827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3038686267","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6968981,0.0006562778,0.0066066766,0.29499215,0.00020904215,0.00054281345,0.000053969954,0.000015388472,0.000025591164],"genre_scores_gemma":[0.80767375,0.0006438106,0.030327603,0.16100007,0.00027438186,0.000015521775,0.000008776936,0.000013819138,0.000042244752],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.96757364,0.029211374,0.0015033869,0.000360223,0.00024717452,0.0011042202],"domain_scores_gemma":[0.83306354,0.16387023,0.0010994883,0.0001993312,0.0008605398,0.00090684235],"candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09117994,0.00017119406,0.0013910499,0.00010708075,0.0069781193,0.0000016260013,0.0005859819,0.00018292261,0.00006831941],"category_scores_gemma":[0.14793606,0.00013054197,0.00019704018,0.0005611848,0.00092705357,0.00008136497,0.009692229,0.0013195574,0.000011998833],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00930179,0.00001895628,0.69389117,0.00003772163,0.00004981337,0.0000030065185,0.021413594,0.000043936092,0.000037445127,0.00042781388,0.27209532,0.002679417],"study_design_scores_gemma":[0.0015173386,0.010645996,0.5194087,0.00025129816,0.000034393277,0.000010421912,0.021928454,0.000366689,0.0000032827093,0.014223553,0.43138367,0.00022621869],"about_ca_topic_score_codex":0.005252041,"about_ca_topic_score_gemma":0.00028905788,"teacher_disagreement_score":0.17448251,"about_ca_system_score_codex":0.00041238053,"about_ca_system_score_gemma":0.00030798555,"threshold_uncertainty_score":0.9983172},"labels":[],"label_agreement":null},{"id":"W3040890661","doi":"10.1111/hsc.13088","title":"Emerging best practices for supporting temporary migrant farmworkers in Western Canada","year":2020,"lang":"en","type":"article","venue":"Health & Social Care in the Community","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Okanagan College; Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Migrant workers; Best practice; Socioeconomics; Political science; Economic growth; Sociology; Economics","score_opus":0.21198190595561328,"score_gpt":0.5164393810403405,"score_spread":0.3044574750847272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040890661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82915205,0.0022462555,0.000007731848,0.16264836,0.00051895546,0.003051447,0.00014693214,0.00006512448,0.0021631592],"genre_scores_gemma":[0.94467205,0.00011842214,0.0001391555,0.053981677,0.00042543153,0.00039632022,0.00017295542,0.000040239323,0.00005377249],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9859826,0.010576813,0.001431406,0.00024412575,0.00045849598,0.0013065424],"domain_scores_gemma":[0.9934633,0.0040283483,0.0016177825,0.00041552854,0.00020220208,0.0002728323],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005957975,0.0002510643,0.000626202,0.00005605597,0.0042435555,0.000020630423,0.00091678766,0.00022994688,0.000024653842],"category_scores_gemma":[0.0018668689,0.00022449793,0.00007319428,0.0007224123,0.00006650481,0.00016590646,0.0002673282,0.003812331,0.0000083793775],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032856376,0.000089946145,0.42522693,0.004388705,0.000009114674,0.000017270573,0.5319803,0.000022648395,6.957047e-7,0.00009642858,0.021582693,0.016256727],"study_design_scores_gemma":[0.000807485,0.00019074649,0.019885907,0.0006413199,0.000007855694,8.7161425e-7,0.6754688,0.000057259473,3.474501e-7,0.00010109461,0.30267128,0.0001670433],"about_ca_topic_score_codex":0.97716725,"about_ca_topic_score_gemma":0.9945952,"teacher_disagreement_score":0.40534103,"about_ca_system_score_codex":0.0018601747,"about_ca_system_score_gemma":0.0057806806,"threshold_uncertainty_score":0.99985564},"labels":[],"label_agreement":null},{"id":"W3041698167","doi":"10.22215/sdhlab/2019.6","title":"Report: Rural Youth Health in Canada, Sweden and Australia","year":2020,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Rural health; Health care; Population health; Economic growth; Rural population; Geography; Population; Socioeconomics; Political science; Environmental health; Medicine; Sociology","score_opus":0.16475258586667033,"score_gpt":0.47683258495087555,"score_spread":0.31207999908420525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041698167","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16553795,0.010208304,0.000014461837,0.09449761,0.02365272,0.01278365,0.0030373149,0.00066116924,0.6896068],"genre_scores_gemma":[0.7233848,0.007941982,0.0004776903,0.010060331,0.002417184,0.00020741325,0.003039155,0.00019420106,0.25227728],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925894,0.0006194273,0.0029859315,0.00080248615,0.0012303451,0.0017723861],"domain_scores_gemma":[0.9958035,0.00024327576,0.0016454649,0.00068275933,0.00036371147,0.0012613294],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017599398,0.0005589259,0.0017447538,0.00014858392,0.00044965008,0.000013162356,0.00029208945,0.000673466,0.0017457373],"category_scores_gemma":[0.00061691995,0.0004977559,0.00007105826,0.00042394013,0.000047080386,0.0000708749,0.00033243973,0.0027998746,0.00011649222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020738826,0.000007730423,0.34734288,0.001955652,0.000020286818,0.0003686574,0.0012967698,0.0000012460926,5.0060926e-8,0.00006399866,0.6481561,0.000765879],"study_design_scores_gemma":[0.00057195773,0.00008629068,0.23285131,0.005010302,0.000035337787,0.00012729155,0.027223205,0.0000075961652,2.3098043e-7,0.00007775684,0.7334145,0.0005942753],"about_ca_topic_score_codex":0.99952906,"about_ca_topic_score_gemma":0.9994582,"teacher_disagreement_score":0.5578468,"about_ca_system_score_codex":0.011039641,"about_ca_system_score_gemma":0.07477006,"threshold_uncertainty_score":0.9997474},"labels":[],"label_agreement":null},{"id":"W3041789969","doi":"10.24018/ejmed.2020.2.4.370","title":"“Home and Away” A look at Gulf Medical Students’ Influencing Factors, Challenges and Attitudes for Studying Medicine Abroad","year":2020,"lang":"en","type":"article","venue":"European Journal of Medical and Health Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Study abroad; Scholarship; Inclusion (mineral); Medical education; Psychology; Perception; Higher education; Political science; Medicine; Pedagogy; Social psychology","score_opus":0.22691770294858257,"score_gpt":0.49928244626319335,"score_spread":0.2723647433146108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041789969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7426009,0.07331354,0.00008852324,0.18272886,0.0004555326,0.00040910183,0.0000028345205,0.000028409228,0.0003723034],"genre_scores_gemma":[0.87401533,0.10138191,0.00044296499,0.022695038,0.0013940845,0.000003891785,0.000001044599,0.000019213641,0.000046523965],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9931684,0.0011410953,0.001534048,0.00043066806,0.0029753933,0.0007504101],"domain_scores_gemma":[0.99458194,0.0014329525,0.00077050464,0.00009090741,0.00015648795,0.0029671981],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.020351768,0.00022741655,0.00080798526,0.00012955343,0.0016914175,0.00003138381,0.000761227,0.00011091308,0.00027560632],"category_scores_gemma":[0.0019969332,0.00013754771,0.000036956826,0.00018339034,0.0010734659,0.00019623844,0.0007450702,0.00090893504,0.0000052785713],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022177602,0.00009406539,0.7894687,0.005090122,0.00006999657,0.00021934323,0.095351726,0.0000015770576,0.0000065265717,0.0014529234,0.016372228,0.09165101],"study_design_scores_gemma":[0.004967495,0.005673926,0.8588429,0.0117171295,0.00003508677,0.0001477831,0.0440285,0.00020844862,4.8873636e-7,0.00021724986,0.07390836,0.00025262687],"about_ca_topic_score_codex":0.00009422541,"about_ca_topic_score_gemma":0.00020208013,"teacher_disagreement_score":0.16003382,"about_ca_system_score_codex":0.00010040301,"about_ca_system_score_gemma":0.0008237052,"threshold_uncertainty_score":0.9996082},"labels":[],"label_agreement":null},{"id":"W3043835338","doi":"10.1007/s40596-020-01285-y","title":"The Creation of the Minority Housestaff Organization: a Liberated Space for Underrepresented Minority Physicians to Thrive in Medicine","year":2020,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Family medicine; Underrepresented Minority; Physician assistants; Medicine; Space (punctuation); Failure to thrive; Medical education; Psychology; Political science; Pediatrics; Health care; Nurse practitioners; Law","score_opus":0.04770499318069292,"score_gpt":0.41405117527380036,"score_spread":0.36634618209310743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043835338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5509829,0.0012969695,0.00077251834,0.43396544,0.0023837362,0.0038708942,0.00005055103,0.00014550808,0.006531489],"genre_scores_gemma":[0.9811726,0.00031601285,0.00037558176,0.015485663,0.001539176,0.00012001692,0.000026096266,0.000031815052,0.0009329912],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99754834,0.00048607626,0.0007898578,0.0003470607,0.0003275196,0.0005011547],"domain_scores_gemma":[0.9978271,0.0008106313,0.00047459,0.00040416792,0.0003297367,0.00015374181],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046604357,0.00018076951,0.00034144666,0.000039861636,0.00069214427,0.000003548224,0.00059111434,0.00033463677,0.000035649664],"category_scores_gemma":[0.0015265094,0.000116694,0.00004578809,0.0018640385,0.00014006294,0.0000832805,0.0001284988,0.0009862526,0.000025422774],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023620635,0.000046616628,0.68031734,0.00034470722,0.000023920575,1.3906057e-7,0.0124763595,0.00009616529,0.00045127395,0.014757768,0.29069507,0.00055444275],"study_design_scores_gemma":[0.005067356,0.00064876885,0.8078832,0.002999903,0.00018938429,0.0000016854801,0.058305524,0.001374043,0.0004988084,0.017271323,0.10523561,0.00052438426],"about_ca_topic_score_codex":0.0009805489,"about_ca_topic_score_gemma":0.0015207134,"teacher_disagreement_score":0.43018976,"about_ca_system_score_codex":0.00015334951,"about_ca_system_score_gemma":0.00046751002,"threshold_uncertainty_score":0.5323484},"labels":[],"label_agreement":null},{"id":"W3043905296","doi":"10.35248/2167-1044.20.9.361","title":"Rural Womenandrsquo;s Mental Health: Status and Need for Services","year":2020,"lang":"en","type":"article","venue":"Journal of Depression & Anxiety","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Mental health; Rural area; Quarter (Canadian coin); Medicine; Center for Epidemiologic Studies Depression Scale; Gerontology; Environmental health; Health care; Psychiatry; Depressive symptoms; Geography; Anxiety","score_opus":0.03006229070430918,"score_gpt":0.3933963469974576,"score_spread":0.36333405629314847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043905296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9565962,0.00979898,0.00017308927,0.030595602,0.0011504084,0.0011267724,0.000075913296,0.00005338041,0.00042967158],"genre_scores_gemma":[0.973281,0.007066882,0.002899882,0.015522536,0.000898232,0.000022813645,0.000022804248,0.000036803936,0.00024901694],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971873,0.00030118827,0.0011295357,0.00019218185,0.0004162273,0.00077354145],"domain_scores_gemma":[0.99715436,0.00020719577,0.0011492716,0.00013849692,0.0002632828,0.0010873685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067270466,0.00019792307,0.00057505077,0.00006313374,0.00082974986,0.000021502568,0.00020733326,0.0001684695,0.00015930069],"category_scores_gemma":[0.00008421001,0.00014360245,0.00012220113,0.0001820129,0.000034369932,0.00033405473,0.00015436899,0.00061951275,0.000012639736],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030785375,0.00011633309,0.79272497,0.0026628317,0.00008156692,0.000003337213,0.04226535,0.0000305927,0.0014403942,0.0001757416,0.1263099,0.031110458],"study_design_scores_gemma":[0.006920615,0.0010075144,0.058184635,0.0027625563,0.000034007833,0.000021580825,0.04980577,0.00079351745,0.00013089788,0.0003587275,0.8797296,0.00025052993],"about_ca_topic_score_codex":0.00011700641,"about_ca_topic_score_gemma":0.000035203288,"teacher_disagreement_score":0.75341976,"about_ca_system_score_codex":0.00018271466,"about_ca_system_score_gemma":0.00033921126,"threshold_uncertainty_score":0.6381849},"labels":[],"label_agreement":null},{"id":"W3044024741","doi":"10.4102/safp.v62i1.5117","title":"The role of family physicians in emergency and essential surgical care in the district health system in South Africa","year":2020,"lang":"en","type":"article","venue":"South African Family Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Medicine; Primary health care; Primary care; Family medicine; Nursing; Work (physics); Alternative medicine; Rural health; Health care; Rural area; Environmental health; Economic growth; Population","score_opus":0.03576569688744888,"score_gpt":0.3632199471492509,"score_spread":0.32745425026180197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044024741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8342715,0.041273236,0.000027035629,0.010865923,0.0006388123,0.004192585,0.00038551693,0.00012325557,0.108222164],"genre_scores_gemma":[0.99788445,0.0006434521,0.00008319539,0.00086953817,0.00022098946,0.00021910465,0.00001549868,0.000035641755,0.00002812235],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9905244,0.005454385,0.0015641605,0.00056573993,0.00072303996,0.001168239],"domain_scores_gemma":[0.995122,0.0028704768,0.0010723529,0.0005122519,0.00019209465,0.00023079549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026068075,0.00030380426,0.00067470997,0.00012478528,0.0006006408,0.000025809337,0.0006018814,0.00018994852,0.0000045929432],"category_scores_gemma":[0.0012376052,0.00021223954,0.00008359491,0.0021722957,0.00013947407,0.00021760397,0.0002313993,0.0014886266,0.0000412235],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017039195,0.00016031909,0.062337834,0.0009849727,0.000022137285,0.00008799548,0.9207796,0.000089604226,0.00002029884,0.007888939,0.000702222,0.0052221688],"study_design_scores_gemma":[0.001074008,0.00021120535,0.030154457,0.00035342772,0.000022874987,0.0000014036005,0.885682,0.00025749576,4.399243e-7,0.00004155026,0.08203503,0.00016613783],"about_ca_topic_score_codex":0.003913462,"about_ca_topic_score_gemma":0.001096442,"teacher_disagreement_score":0.16361299,"about_ca_system_score_codex":0.00038868273,"about_ca_system_score_gemma":0.000678494,"threshold_uncertainty_score":0.8654877},"labels":[],"label_agreement":null},{"id":"W3044424351","doi":"10.1017/cem.2020.454","title":"New challenges and mitigation strategies for resident selection during the coronavirus disease pandemic","year":2020,"lang":"en","type":"letter","venue":"Canadian Journal of Emergency Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Selection (genetic algorithm); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Virology; Disease; Infectious disease (medical specialty); Outbreak; Computer science; Artificial intelligence","score_opus":0.2401121789615301,"score_gpt":0.46155043273748003,"score_spread":0.22143825377594994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044424351","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0064941496,0.08965491,0.00008675198,0.8925067,0.009505136,0.0010566973,0.0000453591,0.000019392477,0.0006308935],"genre_scores_gemma":[0.10904159,0.18333703,0.0002567773,0.47501692,0.19709879,0.00026873694,0.0003016202,0.00037001094,0.034308527],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971263,0.00039190947,0.0012047515,0.00024624143,0.0003676904,0.0006631339],"domain_scores_gemma":[0.9967919,0.00031161652,0.0009910867,0.00017216941,0.00048305313,0.0012501735],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050160213,0.0002728805,0.0005112541,0.00020787452,0.00085420336,0.0000057496354,0.00028386663,0.0003473787,0.0018167153],"category_scores_gemma":[0.0006661685,0.0001891432,0.00009308161,0.00015925962,0.00008952921,0.00014930732,0.000013864218,0.0021665143,0.00000828933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007389466,6.715045e-7,0.0041227425,0.001627039,0.00005832245,0.00008192968,0.006151378,0.000005477946,0.0000077551695,0.0002179214,0.9867021,0.0009507878],"study_design_scores_gemma":[0.0006565221,0.00026063793,0.01996037,0.0027836512,0.00023968505,0.000010869442,0.007433063,0.000011033374,2.5178446e-7,0.008980274,0.95950043,0.0001632284],"about_ca_topic_score_codex":0.014398226,"about_ca_topic_score_gemma":0.11372155,"teacher_disagreement_score":0.4174898,"about_ca_system_score_codex":0.00052662793,"about_ca_system_score_gemma":0.0054797702,"threshold_uncertainty_score":0.99909574},"labels":[],"label_agreement":null},{"id":"W3044764597","doi":"10.5694/mja2.50697","title":"Recruiting and retaining general practitioners in rural practice: systematic review and meta‐analysis of rural pipeline effects","year":2020,"lang":"en","type":"review","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Pipeline (software); Medicine; Systematic review; MEDLINE; Political science; Computer science; Pathology","score_opus":0.15358205005104802,"score_gpt":0.5426060451163909,"score_spread":0.38902399506534285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044764597","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000113680355,0.9872479,0.000019012452,0.009682244,0.00020111757,0.0026437426,0.00001987433,0.000010025675,0.000062438165],"genre_scores_gemma":[0.00041860787,0.99687004,0.00041064637,0.0016060953,0.0002697679,0.00010612036,0.00002168507,0.000030859082,0.00026614813],"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","domain_scores_codex":[0.9832238,0.010090796,0.0047105183,0.00019033738,0.0012451041,0.00053944695],"domain_scores_gemma":[0.98178905,0.009562752,0.0073184264,0.00032490518,0.00039128267,0.00061357016],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0128083825,0.0004562337,0.009564595,0.00035400994,0.00019815005,0.00001895624,0.0004996495,0.00049031316,0.0003683007],"category_scores_gemma":[0.016121829,0.00023735905,0.00089179276,0.0013965872,0.00020112506,0.00023967614,0.00020004001,0.0034702295,0.000010728384],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031067346,0.000030040756,0.000011296861,0.9623317,0.029792804,0.0002603089,0.001094898,0.0000011123553,7.599414e-8,0.00025768866,0.0013344049,0.0048545725],"study_design_scores_gemma":[0.00027781393,0.00011199738,0.000005386022,0.41871172,0.55382764,0.00053690944,0.0026635795,0.00002216408,3.7162057e-8,0.000025610134,0.023651345,0.0001658051],"about_ca_topic_score_codex":0.00030417496,"about_ca_topic_score_gemma":0.00003251572,"teacher_disagreement_score":0.54362,"about_ca_system_score_codex":0.0002117505,"about_ca_system_score_gemma":0.00068868144,"threshold_uncertainty_score":0.9988288},"labels":[],"label_agreement":null},{"id":"W3044807219","doi":"10.18060/24223","title":"All In: The Urban Mission","year":2020,"lang":"en","type":"article","venue":"Metropolitan Universities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Inclusion (mineral); Theme (computing); Political science; Public administration; Public relations; Economic growth; Geography; Sociology; Social science; Archaeology","score_opus":0.09959371042938904,"score_gpt":0.41431959906344534,"score_spread":0.3147258886340563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044807219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47619274,0.0009301719,0.000040194653,0.051245052,0.00029332377,0.00052824704,0.000028135377,0.00015774553,0.4705844],"genre_scores_gemma":[0.97314346,0.0000861233,0.00018232226,0.020053519,0.00032399336,0.0000025914442,0.000014675359,0.000013312264,0.006180012],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99802333,0.00071400235,0.00024269264,0.00018948833,0.0002679603,0.00056255446],"domain_scores_gemma":[0.99907,0.00038329684,0.000085299784,0.00021794673,0.00005580612,0.00018766719],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026958244,0.0001214943,0.00019694651,0.00012348415,0.0005757149,0.00001176191,0.00041104524,0.00011245362,0.0010815295],"category_scores_gemma":[0.000061117775,0.00009309082,0.00005224537,0.00047915202,0.00011329692,0.00013198744,0.00011015381,0.00050311856,0.00044471704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015722083,0.00003614358,0.040419135,0.0002610798,0.000020694162,0.00010391048,0.100097746,0.0000079750525,0.000023118599,0.34407282,0.5146789,0.00012123274],"study_design_scores_gemma":[0.00030964028,0.00006896816,0.0022359483,0.00005648419,0.000009448279,3.7324816e-7,0.44706166,0.0000577905,0.0000036622719,0.0003365272,0.54979146,0.0000680232],"about_ca_topic_score_codex":0.008666172,"about_ca_topic_score_gemma":0.00035968146,"teacher_disagreement_score":0.49695072,"about_ca_system_score_codex":0.001320794,"about_ca_system_score_gemma":0.00023306535,"threshold_uncertainty_score":0.9998316},"labels":[],"label_agreement":null},{"id":"W3045714119","doi":"10.1007/s00428-020-02894-6","title":"Number of pathologists in Germany: comparison with European countries, USA, and Canada","year":2020,"lang":"en","type":"article","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":114,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workload; Economic shortage; German; West germany; Population; Medicine; Family medicine; Geography; Environmental health; Management; History; Government (linguistics)","score_opus":0.052607814428391186,"score_gpt":0.4277115655232194,"score_spread":0.3751037510948282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045714119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9595102,0.0019354776,0.00020192146,0.0042046793,0.00028321228,0.001137378,0.00016529724,0.00013188247,0.032429967],"genre_scores_gemma":[0.98580265,0.0012198366,0.0030685123,0.009210311,0.00027014536,0.00005277691,0.00012460645,0.00006777237,0.00018340089],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9924138,0.0027791406,0.0017372849,0.0010419438,0.000617354,0.0014104655],"domain_scores_gemma":[0.99511224,0.0023846356,0.0009456842,0.0007344397,0.00019372687,0.0006292508],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016358367,0.0006175863,0.0015541803,0.000108077744,0.00043355278,0.000011600646,0.00079515146,0.0003130735,0.00029462838],"category_scores_gemma":[0.0011539299,0.00044814692,0.00007352356,0.0005315516,0.0013294127,0.0001352476,0.00064507173,0.0021489193,0.00015632526],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010757996,0.0001510716,0.9735371,0.0008536523,0.000100477126,0.00087039405,0.006095581,0.0001896952,0.00084644905,0.0045604473,0.009734972,0.0019843879],"study_design_scores_gemma":[0.0055579105,0.0014674885,0.88928765,0.001470412,0.00022291033,0.000022394504,0.01206972,0.0010241126,0.0003234643,0.001089499,0.086378075,0.0010863779],"about_ca_topic_score_codex":0.14254013,"about_ca_topic_score_gemma":0.16185646,"teacher_disagreement_score":0.08424944,"about_ca_system_score_codex":0.00015229372,"about_ca_system_score_gemma":0.001441102,"threshold_uncertainty_score":0.99979705},"labels":[],"label_agreement":null},{"id":"W3046026181","doi":"10.1177/0844562120939795","title":"Does Being a Visible Minority Matter? Predictors of Internationally Educated Nurses’ Workplace Integration","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Health Canada","keywords":"Mentorship; Perception; Immigration; Limiting; Nursing; Social integration; Psychology; Medicine; Medical education; Political science","score_opus":0.08824804545357617,"score_gpt":0.4858771777283427,"score_spread":0.39762913227476654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046026181","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9230903,0.00038985116,0.000116924195,0.046133395,0.0031691447,0.00053381315,0.000030829295,0.000012515976,0.026523259],"genre_scores_gemma":[0.9957802,0.000026954103,0.00045465247,0.00045102235,0.0011732234,0.000006805115,0.0000117890795,0.000023056504,0.0020722453],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99634004,0.0009546274,0.0009272442,0.00019966063,0.0007548189,0.00082362205],"domain_scores_gemma":[0.9951768,0.0006338136,0.00040383855,0.00018232023,0.0021518976,0.0014513305],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001690449,0.00013193127,0.00033494883,0.0006733579,0.00059827155,0.00004254904,0.00056678813,0.00019365121,0.0009855683],"category_scores_gemma":[0.0016223994,0.00009764919,0.000079245656,0.00095987873,0.00029022736,0.00027040247,0.000022380458,0.0017457072,0.000093455375],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003442371,0.000071728195,0.62336004,0.00027941333,0.00004226176,0.000051646053,0.06295042,0.000041434836,0.00053314684,0.001599446,0.29808033,0.012645919],"study_design_scores_gemma":[0.0032023978,0.0018729586,0.62412655,0.056234654,0.00014099688,0.000072212926,0.22213617,0.0015030914,0.0012598016,0.019780478,0.06897776,0.0006929217],"about_ca_topic_score_codex":0.007363996,"about_ca_topic_score_gemma":0.0065761623,"teacher_disagreement_score":0.22910257,"about_ca_system_score_codex":0.002094955,"about_ca_system_score_gemma":0.0055007488,"threshold_uncertainty_score":0.99992764},"labels":[],"label_agreement":null},{"id":"W3046484365","doi":"10.22605/rrh5772","title":"Factors explaining the shortage and poor retention of qualified health workers in rural and remote areas of the Kayes, region of Mali: a qualitative study","year":2020,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval; Public Health Ontario; Université du Québec à Chicoutimi","funders":"","keywords":"Economic shortage; Rural area; Socioeconomics; Qualitative research; Geography; Rural health; Environmental health; Medicine; Sociology; Social science","score_opus":0.13231001390524377,"score_gpt":0.44445792237876436,"score_spread":0.3121479084735206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046484365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9675279,0.0032675136,0.00005266986,0.02623935,0.00016178004,0.0025941776,0.000035504967,0.00002323663,0.00009786979],"genre_scores_gemma":[0.9961493,0.002251542,0.00019742888,0.001210596,0.00004303087,0.0000033783467,0.000014197795,0.00002102956,0.00010948635],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9930523,0.004023141,0.0016209494,0.0003131768,0.0004090305,0.00058140326],"domain_scores_gemma":[0.9969797,0.00083398237,0.0014626585,0.00028682913,0.00011402488,0.00032277076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025674743,0.00025380126,0.00093642826,0.00008996165,0.0006111259,0.000006008494,0.00016878408,0.00014929484,0.000005653057],"category_scores_gemma":[0.00030668528,0.00014333331,0.00006688307,0.0005707333,0.00029165426,0.0000983906,0.00019079389,0.0006449842,2.7876843e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010685246,0.000087935885,0.29478136,0.0043087793,0.000059907263,0.0000020659518,0.6563406,0.0000052789683,0.00003466526,0.0010076587,0.0007729984,0.041530196],"study_design_scores_gemma":[0.0011117815,0.0009391286,0.3159192,0.0037006426,0.000015652535,0.0000024405465,0.6771262,0.00049545075,0.00000657947,0.00043815371,0.00013795207,0.00010681181],"about_ca_topic_score_codex":0.052398693,"about_ca_topic_score_gemma":0.0058789826,"teacher_disagreement_score":0.04651971,"about_ca_system_score_codex":0.00012584556,"about_ca_system_score_gemma":0.00042769345,"threshold_uncertainty_score":0.9539115},"labels":[],"label_agreement":null},{"id":"W3048234258","doi":"10.12927/hcq.2020.26281","title":"COVID-19 and SARS – Learnings from Two Health Systems: Australia and Canada","year":2020,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Pandemic; Medicine; Best practice; Healthcare system; Family medicine; Nursing; Political science; Health care; Virology; Infectious disease (medical specialty); Outbreak; Pathology","score_opus":0.09688504095789272,"score_gpt":0.44449914415999453,"score_spread":0.34761410320210184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048234258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7034542,0.0061760433,0.0000997273,0.28608793,0.0011066949,0.0020609875,0.0006248024,0.00028188675,0.00010770436],"genre_scores_gemma":[0.9198401,0.00026665133,0.0002806003,0.07813986,0.00075446983,0.00008862369,0.00014919776,0.000050866107,0.0004296356],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408054,0.0018807792,0.0012366936,0.00087178755,0.0005246842,0.0014055215],"domain_scores_gemma":[0.99348056,0.00072214316,0.0006165889,0.0003731326,0.0001578887,0.0046497006],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006669525,0.00038103576,0.0008764371,0.00006244734,0.0015695202,0.00004091999,0.00020861837,0.00021449605,0.0002112075],"category_scores_gemma":[0.00025923815,0.0003805873,0.000032173448,0.00024727912,0.000102666025,0.00014913901,0.00005883441,0.0012362294,0.000084517946],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003692722,0.000018347055,0.4755157,0.0134359915,0.000059235826,0.00016167885,0.080862984,0.000023403309,0.000013927361,0.0077372976,0.4090472,0.01275496],"study_design_scores_gemma":[0.0026696797,0.0015094291,0.039329782,0.0011344461,0.000021845533,0.000021533111,0.09910782,0.0005686349,4.110485e-7,0.00038473695,0.8546741,0.0005775939],"about_ca_topic_score_codex":0.99662465,"about_ca_topic_score_gemma":0.970103,"teacher_disagreement_score":0.44562688,"about_ca_system_score_codex":0.0014387509,"about_ca_system_score_gemma":0.008139419,"threshold_uncertainty_score":0.9998646},"labels":[],"label_agreement":null},{"id":"W3048852567","doi":"","title":"Employment-Related Geographic Mobility of Healthcare Workers -Nova Scotia Policy Brief","year":2019,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Consolidation (business); Health care; Business; Stakeholder; Nova (rocket); Public relations; Political science; Economic growth; Geography; Economics; Accounting; Engineering","score_opus":0.0426928887694955,"score_gpt":0.36824296211512564,"score_spread":0.32555007334563013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048852567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86760706,0.00008603431,0.000010980155,0.0013688559,0.0112623675,0.003417645,0.00010425669,0.00031174027,0.11583106],"genre_scores_gemma":[0.9299895,0.00013190892,0.00011624031,0.000047036192,0.0021877065,7.3371746e-7,0.000062636114,0.000058498437,0.06740571],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9871523,0.0061802,0.0009804281,0.0014008896,0.0019579432,0.0023282685],"domain_scores_gemma":[0.9924353,0.001524177,0.00072688085,0.001731577,0.002386113,0.0011959504],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00287998,0.0005097338,0.0011371968,0.0025923795,0.0023992602,0.00003745014,0.002047705,0.0011796413,0.00088296796],"category_scores_gemma":[0.00044491395,0.0006121648,0.0004775598,0.006604109,0.0011701167,0.0008653089,0.0015861755,0.002919419,0.00062846683],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.016588552,0.0009717837,0.86349803,0.0018615798,0.0006338779,0.0010199634,0.0046250112,0.00027510436,0.0038914771,0.090623125,0.015274061,0.0007374338],"study_design_scores_gemma":[0.028729912,0.0040831794,0.09811455,0.0035411553,0.00034889055,0.000029178034,0.083364256,0.00016961433,0.0016607767,0.0014988624,0.7764388,0.0020208505],"about_ca_topic_score_codex":0.21794647,"about_ca_topic_score_gemma":0.005821973,"teacher_disagreement_score":0.7653835,"about_ca_system_score_codex":0.004276205,"about_ca_system_score_gemma":0.005905566,"threshold_uncertainty_score":0.99973005},"labels":[],"label_agreement":null},{"id":"W3049492570","doi":"10.12968/bjca.2020.0045","title":"An international focus on cardiac surgery nursing: student perspectives","year":2020,"lang":"en","type":"article","venue":"British Journal of Cardiac Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Medicine; Perspective (graphical); Nursing; Cardiac surgery; Focus (optics); Surgery","score_opus":0.044430365586314045,"score_gpt":0.43671811996446663,"score_spread":0.3922877543781526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3049492570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8921895,0.02063291,0.00017455156,0.015794618,0.01573164,0.000715024,0.000139315,0.00013377755,0.054488648],"genre_scores_gemma":[0.98798454,0.0035826468,0.00051125576,0.0006426007,0.0071198405,0.000009258271,0.000014023227,0.00006348594,0.00007234662],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99500746,0.0015787178,0.0011402773,0.00037787695,0.0011825877,0.00071309955],"domain_scores_gemma":[0.99670166,0.0006333455,0.0007576311,0.00021699363,0.0009014413,0.0007889404],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014600053,0.00023494467,0.0009803164,0.00017852255,0.0006587435,0.00011478674,0.00041703336,0.00020889593,0.0001830727],"category_scores_gemma":[0.00053709245,0.00027765986,0.0005982675,0.00031098304,0.0001547852,0.00060375483,0.000026038999,0.0013531591,0.000053322085],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091017183,0.00078780437,0.06636367,0.000077363096,0.00041815502,0.00038878957,0.062445845,0.00013918751,0.00023026962,0.0020445175,0.2128204,0.65337384],"study_design_scores_gemma":[0.0014551583,0.0012776422,0.5388919,0.03031314,0.0004400465,0.00029534145,0.34199187,0.00007349531,0.000306368,0.0018755146,0.08207956,0.0009999393],"about_ca_topic_score_codex":0.00006868621,"about_ca_topic_score_gemma":0.000001909694,"teacher_disagreement_score":0.6523739,"about_ca_system_score_codex":0.0013866473,"about_ca_system_score_gemma":0.00054124475,"threshold_uncertainty_score":0.9999676},"labels":[],"label_agreement":null},{"id":"W3049560927","doi":"10.5203/jcanpa.v1i5.869","title":"Factors that Influence Canadian Physician Assistants to Practice Rurally: A Survey Response","year":2020,"lang":"en","type":"article","venue":"UMANOJS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Economic shortage; Medicine; Scope of practice; Autonomy; Rural health; Rural area; Nursing; Family medicine; Health care; Medical education; Political science","score_opus":0.14353616996748425,"score_gpt":0.46094703294747735,"score_spread":0.3174108629799931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3049560927","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96050084,0.0000829639,0.000017926577,0.028483752,0.0006481424,0.0011670088,0.00034966966,0.00019764123,0.008552051],"genre_scores_gemma":[0.91248596,0.000010611561,0.00028093997,0.085301876,0.00009933871,0.000050456998,0.000049619746,0.00004989496,0.0016712869],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99396896,0.003216246,0.0005059342,0.0005045747,0.00049666135,0.0013076301],"domain_scores_gemma":[0.99355066,0.003291581,0.00026305325,0.0005134379,0.0004346936,0.0019465903],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001857818,0.0002939564,0.0004110479,0.00013044887,0.0010841285,0.000039650255,0.00052185415,0.0002368977,0.000420123],"category_scores_gemma":[0.009467599,0.0002690428,0.000052360618,0.0008726554,0.000044343524,0.0004254578,0.00015265612,0.00074373337,0.0031136107],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035118728,0.00004684441,0.8242524,0.00016440464,0.000049406775,0.00009006382,0.03580047,0.000057731715,0.00026128878,0.00044317258,0.13440862,0.0009136924],"study_design_scores_gemma":[0.00019592476,0.00011536644,0.59127253,0.0001650273,0.000008548851,1.9180672e-7,0.005892066,0.000011139737,0.00002076947,0.000013357125,0.40212125,0.00018380844],"about_ca_topic_score_codex":0.42447186,"about_ca_topic_score_gemma":0.53061396,"teacher_disagreement_score":0.26771262,"about_ca_system_score_codex":0.0009143906,"about_ca_system_score_gemma":0.001902535,"threshold_uncertainty_score":0.99997616},"labels":[],"label_agreement":null},{"id":"W3049715506","doi":"10.36834/cmej.69677","title":"Caring for refugees and asylum seekers in Canada: Early experiences and comprehensive global health training for medical students","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Ottawa Public Health; Bruyère; University of Ottawa","funders":"","keywords":"Refugee; Training (meteorology); Medical education; Psychology; Political science; Medicine; Geography; Law","score_opus":0.04905587818581768,"score_gpt":0.4571590254944908,"score_spread":0.4081031473086731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3049715506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8353219,0.0023716243,0.00006946896,0.15958229,0.0016774948,0.0008469798,0.00003477736,0.000008144855,0.000087328764],"genre_scores_gemma":[0.8672888,0.00021002669,0.00061213685,0.13076888,0.0008778627,0.00019136962,0.000012493617,0.000013263964,0.000025133551],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9968772,0.00026593174,0.0007740856,0.00027833157,0.00088266603,0.0009218126],"domain_scores_gemma":[0.9860366,0.00038331168,0.00020913103,0.0000668085,0.00021532201,0.0130888345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010732514,0.00014441874,0.00038849423,0.00007027721,0.00087998045,0.00003837053,0.0003270673,0.00019342483,0.0005894503],"category_scores_gemma":[0.0069592474,0.00013880026,0.000023889084,0.00019179497,0.00010893589,0.00009823795,0.000041964282,0.0007097035,9.440121e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015805941,0.00003756353,0.4207546,0.0008081056,0.000053911477,0.000051996412,0.1550916,0.000003850504,2.1050452e-7,0.0014198811,0.23858754,0.18303268],"study_design_scores_gemma":[0.0025752713,0.00029285383,0.17700064,0.0021441083,0.000011688193,0.00009938074,0.46867657,0.0010191122,1.10632605e-7,0.00031147036,0.34762397,0.00024481912],"about_ca_topic_score_codex":0.8953776,"about_ca_topic_score_gemma":0.9896951,"teacher_disagreement_score":0.31358498,"about_ca_system_score_codex":0.0024818531,"about_ca_system_score_gemma":0.19939473,"threshold_uncertainty_score":0.8331372},"labels":[],"label_agreement":null},{"id":"W3054855786","doi":"10.1093/pch/pxaa068.114","title":"115 An Evidence-Based Model of Care for Newcomer Children with Special Health Care Needs","year":2020,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Thematic analysis; Health care; Population; Formative assessment; Medical home; Medicine; Nursing; Interpreter; Refugee; Special needs; Family medicine; Psychology; Qualitative research; Environmental health; Geography; Political science; Sociology","score_opus":0.07060560806714951,"score_gpt":0.39513763354854176,"score_spread":0.32453202548139226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3054855786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51986855,0.13860103,0.023481727,0.2579092,0.0033730948,0.04276811,0.0080929445,0.0016944011,0.0042109187],"genre_scores_gemma":[0.9016784,0.003424516,0.018303355,0.06554704,0.0092503885,0.00034055117,0.001207837,0.00021196758,0.000035977242],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9929589,0.00091226934,0.0019628317,0.00094946765,0.0010660909,0.0021504115],"domain_scores_gemma":[0.9936569,0.00059489306,0.0016452842,0.0008821383,0.0009998041,0.0022210318],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010030365,0.0006062166,0.0015665754,0.00040629585,0.002273967,0.000021365056,0.0007642303,0.00040186074,0.0000881089],"category_scores_gemma":[0.00033851553,0.00054303696,0.00024053417,0.001716782,0.000111027766,0.00035292387,0.0001486311,0.0013782822,0.00004081498],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0035589398,0.00033641647,0.59850127,0.023236832,0.000082966966,0.0000017563443,0.24715376,0.025160339,0.000001095903,0.006015444,0.07100416,0.024947006],"study_design_scores_gemma":[0.057266086,0.072592124,0.23433578,0.021618718,0.0011186725,0.0000134525,0.3674774,0.04690874,0.00006727755,0.0009240112,0.19003461,0.0076431343],"about_ca_topic_score_codex":0.0036218315,"about_ca_topic_score_gemma":0.004843454,"teacher_disagreement_score":0.38180983,"about_ca_system_score_codex":0.0014300861,"about_ca_system_score_gemma":0.01078631,"threshold_uncertainty_score":0.9997021},"labels":[],"label_agreement":null},{"id":"W3080091337","doi":"","title":"Australia’s alcohol and other drug workforce: National survey results 2019-2020","year":2020,"lang":"en","type":"article","venue":"HRB National Drugs Library (Health Research Board)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Government (linguistics); Quarter (Canadian coin); Population; Metropolitan area; Medicine; Workforce planning; Cohort; Family medicine; Geography; Political science; Environmental health","score_opus":0.3723906168385963,"score_gpt":0.5353266467862187,"score_spread":0.16293602994762235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080091337","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10833628,0.0051274938,0.000024879078,0.6097867,0.0013182579,0.008105822,0.013859659,0.0010884727,0.25235248],"genre_scores_gemma":[0.7752543,0.0021689765,0.0030236552,0.092732534,0.004843468,0.0006265255,0.0041645234,0.00028105476,0.11690492],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98203427,0.00736683,0.0020010704,0.0013254696,0.0048846942,0.002387695],"domain_scores_gemma":[0.9871894,0.007944726,0.0005983456,0.0003998254,0.001478399,0.002389317],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.011564972,0.00046151405,0.0007361805,0.00050241157,0.0022884791,0.00015433898,0.00093249994,0.00044976338,0.0022202514],"category_scores_gemma":[0.0045915367,0.00044505103,0.000112512265,0.002639784,0.00046736063,0.001260729,0.0008380982,0.0032481449,0.0033162152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013842864,0.00008610743,0.03556069,0.00042779316,0.00003473413,0.0000088778015,0.0040004617,0.00006981075,0.0000034317156,0.028480139,0.9291933,0.0007503624],"study_design_scores_gemma":[0.002877203,0.00020779345,0.13763256,0.0005292748,0.0000028560958,0.000002436033,0.001454264,0.0009967441,0.000009301525,0.006096509,0.849815,0.0003760646],"about_ca_topic_score_codex":0.004193518,"about_ca_topic_score_gemma":0.00032409726,"teacher_disagreement_score":0.66691804,"about_ca_system_score_codex":0.00071610144,"about_ca_system_score_gemma":0.00685711,"threshold_uncertainty_score":0.99980015},"labels":[],"label_agreement":null},{"id":"W3080349097","doi":"10.1097/acm.0000000000003292","title":"University of Alberta Faculty of Medicine and Dentistry","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dentistry; MEDLINE; Medical education; Family medicine; Political science","score_opus":0.1428023648161849,"score_gpt":0.4639457922543031,"score_spread":0.3211434274381182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080349097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8033419,0.0048504053,0.0002925508,0.15436916,0.00047151718,0.00067774055,0.00002638247,0.00005013611,0.03592015],"genre_scores_gemma":[0.98971695,0.0019143882,0.000086176304,0.004158852,0.00038003386,6.9749007e-7,0.000036628462,0.000009750175,0.0036965176],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984064,0.00018695285,0.0005982522,0.00021608247,0.0003156495,0.00027664608],"domain_scores_gemma":[0.99809766,0.00078348385,0.0004541493,0.00015528467,0.00014059353,0.0003688378],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040975006,0.00011702194,0.00055919477,0.00004616149,0.000120407916,8.003516e-8,0.000248125,0.00030115413,0.0024281081],"category_scores_gemma":[0.0014638755,0.00009211894,0.000015992178,0.00030440468,0.00062486896,0.00004876671,0.00014507129,0.00075652404,0.000034087934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000386412,0.000006566201,0.18657129,0.0033866586,0.00006347592,0.00002065914,0.16460326,0.0000021467245,0.0038493916,0.014038262,0.62478167,0.0022902214],"study_design_scores_gemma":[0.010720066,0.0011258988,0.049399152,0.010182134,0.00036194077,0.000016037175,0.25591865,0.00039608608,0.00016769304,0.002431464,0.668993,0.0002878725],"about_ca_topic_score_codex":0.006152059,"about_ca_topic_score_gemma":0.00011903634,"teacher_disagreement_score":0.186375,"about_ca_system_score_codex":0.000033846452,"about_ca_system_score_gemma":0.000090674315,"threshold_uncertainty_score":0.99848384},"labels":[],"label_agreement":null},{"id":"W3080848751","doi":"","title":"Exploring Perceptions of Health Care: Colorectal Cancer Screening Barriers among Chinese-Canadian Women.","year":2018,"lang":"en","type":"article","venue":"Journal of ethnographic and qualitative research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perception; Colorectal cancer; Psychology; Colorectal cancer screening; Health care; Medicine; Cultural influence; Qualitative research; Cancer; Family medicine; Sociology; Colonoscopy; Political science; Internal medicine","score_opus":0.33356039300496093,"score_gpt":0.5967950871774139,"score_spread":0.263234694172453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080848751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99165857,0.0034732928,0.00008077029,0.002873631,0.0003462754,0.0005274328,0.000058763624,0.000011335486,0.00096990337],"genre_scores_gemma":[0.99541736,0.003068381,0.00061684864,0.00022509087,0.00043949793,0.00012312247,0.0000029436906,0.000027357977,0.000079386715],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9895558,0.00658799,0.0012619649,0.00023432463,0.000987969,0.0013719562],"domain_scores_gemma":[0.99224585,0.0021501489,0.00065016287,0.0001623496,0.003259591,0.00153187],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.016376467,0.00017826677,0.0006583348,0.0017299154,0.0028751753,0.000016400105,0.00028450886,0.00017101501,0.0005885469],"category_scores_gemma":[0.0017329697,0.00014125169,0.000114244234,0.002265092,0.0017717695,0.0004620494,0.000095660005,0.001962903,0.0000064989354],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018345832,0.000010700835,0.34507257,0.0003036034,0.00007488128,0.0000025857075,0.65012145,0.0000021579615,0.000043976623,0.0002485037,0.00094856916,0.0029875862],"study_design_scores_gemma":[0.0005264847,0.0011138583,0.30530432,0.0012471607,0.000004836016,0.0000012444815,0.6898523,0.000015478829,0.0000033947035,0.00049794954,0.0013458008,0.00008714523],"about_ca_topic_score_codex":0.08335935,"about_ca_topic_score_gemma":0.094248086,"teacher_disagreement_score":0.03976823,"about_ca_system_score_codex":0.00073405006,"about_ca_system_score_gemma":0.0027701352,"threshold_uncertainty_score":0.9984229},"labels":[],"label_agreement":null},{"id":"W3081094532","doi":"10.1016/j.teln.2020.07.007","title":"GUEST EDITORIAL: The impact of Covid-19 on clinical practice hours in pre-licensure registered nurse programs","year":2020,"lang":"en","type":"editorial","venue":"Teaching and learning in nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Licensure; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Registered nurse; Nursing; 2019-20 coronavirus outbreak; Medical education; Psychology; Virology; Internal medicine","score_opus":0.07591884664623422,"score_gpt":0.5532078209118672,"score_spread":0.47728897426563294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081094532","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024819193,0.0010630266,0.000009779966,0.006061225,0.96003157,0.0021925159,0.000025493593,0.00031296242,0.005484238],"genre_scores_gemma":[0.048629005,0.00029486476,0.00045298404,0.00024283,0.94933134,0.00008528316,0.00026713184,0.00014235279,0.00055422785],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.970954,0.023387708,0.0022041067,0.0010145844,0.0012625303,0.0011770918],"domain_scores_gemma":[0.9630396,0.032964334,0.0024991406,0.00067413313,0.0002543005,0.00056851987],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.021850716,0.0005886568,0.0014197511,0.00025389506,0.0013940296,0.00007813967,0.00058232655,0.002469815,0.00000836234],"category_scores_gemma":[0.13903068,0.00044454972,0.00023127437,0.00045835468,0.00037437232,0.00018793512,0.00009848911,0.031386096,0.000016011467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027601626,0.00042420079,0.025454473,0.00057485566,0.000039671006,0.000027121814,0.078479975,0.00064877205,3.9157098e-7,0.00003451488,0.8783754,0.01318043],"study_design_scores_gemma":[0.002360646,0.002259576,0.0037315853,0.019122835,0.00009423303,0.0000031051693,0.024208745,0.00017344092,1.5191572e-8,0.0000613876,0.94761705,0.00036735117],"about_ca_topic_score_codex":0.024791677,"about_ca_topic_score_gemma":0.00037680988,"teacher_disagreement_score":0.11717997,"about_ca_system_score_codex":0.0019307397,"about_ca_system_score_gemma":0.0028229023,"threshold_uncertainty_score":0.999906},"labels":[],"label_agreement":null},{"id":"W3081414563","doi":"10.1136/bmjopen-2020-037705","title":"Exploration of rural physicians’ lived experience of practising outside their usual scope of practice to provide access to essential medical care (clinical courage): an international phenomenological study","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":78,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Flinders University; Australian Government","keywords":"Courage; Medicine; Context (archaeology); Lived experience; Narrative; Qualitative research; Scholarship; Phenomenon; Nursing; Medical education; Psychological intervention; Psychology; Sociology; Psychotherapist; Social science","score_opus":0.4377737285032723,"score_gpt":0.641781171395332,"score_spread":0.2040074428920597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081414563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9662365,0.000021611027,0.001235554,0.0145734195,0.0007338387,0.014544811,0.00004821874,0.000036195186,0.0025698603],"genre_scores_gemma":[0.9910255,0.000022964214,0.0028393213,0.004289584,0.00055897963,0.0011724439,0.000041934272,0.000024230092,0.000025029189],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9935295,0.0023909113,0.0020591798,0.00046832723,0.0011703953,0.00038166926],"domain_scores_gemma":[0.9949844,0.0012791089,0.0015291558,0.00051737047,0.0012377608,0.0004521954],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0021458364,0.00020345187,0.0008248891,0.00006975636,0.00019169092,0.000051844592,0.0019763196,0.00018456239,0.0003948417],"category_scores_gemma":[0.009142161,0.00017080686,0.00006258715,0.0004553848,0.00011921303,0.0025238069,0.002337513,0.0005135009,0.00003102853],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012595293,0.0026481112,0.1082202,0.0004977529,0.00017180503,0.000042997184,0.8406075,0.0005187594,0.00093909405,0.0004927666,0.0020800454,0.031185675],"study_design_scores_gemma":[0.0025513514,0.0041944585,0.031715475,0.0020029687,0.000049256334,0.0000016836318,0.9544229,0.00035324672,0.001000306,0.000049317427,0.0033900056,0.00026906698],"about_ca_topic_score_codex":0.00253646,"about_ca_topic_score_gemma":0.0007567693,"teacher_disagreement_score":0.11381536,"about_ca_system_score_codex":0.000114597045,"about_ca_system_score_gemma":0.0010708569,"threshold_uncertainty_score":0.9992043},"labels":[],"label_agreement":null},{"id":"W3082746199","doi":"10.1111/aspp.12547","title":"“We Want Your Nurses!”: Negotiating Labor Agreements in Recruiting Filipino Nurses","year":2020,"lang":"en","type":"article","venue":"Asian Politics & Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Negotiation; Business; Political science; Public relations; International trade; Law","score_opus":0.0897771887010827,"score_gpt":0.4717398013989207,"score_spread":0.381962612697838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3082746199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8308101,0.00048765595,0.000016760556,0.078467354,0.001590387,0.0018970273,0.00036874876,0.0003740504,0.08598787],"genre_scores_gemma":[0.9734669,0.0001996571,0.000978729,0.014394918,0.0041670557,0.00014581178,0.0000714749,0.000111177105,0.0064643133],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99392927,0.00073468086,0.0014663104,0.0006144841,0.0005697796,0.0026854498],"domain_scores_gemma":[0.9972497,0.00038583876,0.0005195213,0.00053163554,0.00022550447,0.0010877568],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014638703,0.00044157688,0.0006600098,0.00030680487,0.00079505675,0.000043235832,0.0005442395,0.00041780903,0.00033020758],"category_scores_gemma":[0.0018002808,0.0004628172,0.00010103615,0.0011511352,0.00011452791,0.00023741832,0.000267912,0.001365271,0.001274415],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037298258,0.00012681162,0.101450466,0.00084303046,0.000035199915,0.00006521993,0.7266332,0.000049777078,0.00006382432,0.14360861,0.01507623,0.012010334],"study_design_scores_gemma":[0.0023087212,0.00023645833,0.02631725,0.0024397273,0.000043247514,0.000009357032,0.76673836,0.0012531051,0.00007938367,0.009897043,0.18991563,0.00076175324],"about_ca_topic_score_codex":0.011993232,"about_ca_topic_score_gemma":0.00028101986,"teacher_disagreement_score":0.17483939,"about_ca_system_score_codex":0.0009786001,"about_ca_system_score_gemma":0.0015821847,"threshold_uncertainty_score":0.9997824},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W3082812354","doi":"10.22605/rrh5835","title":"Retaining graduates of non-metropolitan medical schools for practice in the local area: the importance of locally based postgraduate training pathways in Australia and Canada","year":2020,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Metropolitan area; Training (meteorology); Medical education; Medical school; Rural area; Medicine; Geography","score_opus":0.08039472615990938,"score_gpt":0.4043501687151345,"score_spread":0.3239554425552251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3082812354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7903331,0.00091103016,0.00041705224,0.20663938,0.00008122409,0.0014189419,0.00005403492,0.000009435644,0.00013581051],"genre_scores_gemma":[0.97833383,0.00057378766,0.0013577968,0.019609157,0.00007312295,0.000013181773,0.000018834438,0.000013603996,0.0000066864],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99644506,0.0008642571,0.0011954391,0.0002481671,0.00051273446,0.00073433673],"domain_scores_gemma":[0.9961481,0.0025547335,0.00059455587,0.00018649435,0.00013800255,0.0003781104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003158553,0.00018075547,0.00057844934,0.00004713726,0.00032035823,0.0000055796295,0.00022935992,0.00014316422,0.0000068775607],"category_scores_gemma":[0.0021025494,0.000104719176,0.000034334047,0.0003933912,0.00019412825,0.000077358236,0.000053363958,0.0009836473,3.0996853e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0050346195,0.00028447248,0.5364393,0.018181928,0.00012977884,0.0003065529,0.120684355,0.00032354073,0.00010497278,0.02282216,0.021258747,0.27442956],"study_design_scores_gemma":[0.0072173774,0.002779142,0.1841138,0.012145651,0.000056529727,0.00005504753,0.6767597,0.104616106,0.00003272804,0.0043545333,0.0073119854,0.00055736984],"about_ca_topic_score_codex":0.6834195,"about_ca_topic_score_gemma":0.6211728,"teacher_disagreement_score":0.5560754,"about_ca_system_score_codex":0.00027763486,"about_ca_system_score_gemma":0.0033332664,"threshold_uncertainty_score":0.5913071},"labels":[],"label_agreement":null},{"id":"W3083123614","doi":"10.1186/s12960-020-00502-x","title":"Plan, recruit, retain: a framework for local healthcare organizations to achieve a stable remote rural workforce","year":2020,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":132,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Qaujigiartiit Health Research Centre; NOSM University","funders":"Interreg; European Regional Development Fund","keywords":"Workforce; Business; Health care; Rural area; Workforce development; Health services research; Public relations; Marketing; Knowledge management; Medicine; Economic growth; Political science; Economics; Computer science","score_opus":0.11009471575204886,"score_gpt":0.44948126909358077,"score_spread":0.3393865533415319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3083123614","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056892138,0.0026550463,0.5224492,0.38747913,0.0009886713,0.024351558,0.0017435492,0.0016529497,0.0017877715],"genre_scores_gemma":[0.4787428,0.0005110673,0.15278167,0.34521782,0.006972,0.002701007,0.0018968019,0.00086203194,0.01031478],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.992522,0.0008377898,0.002017392,0.0010520887,0.0006092752,0.0029614707],"domain_scores_gemma":[0.99326885,0.0014790806,0.0009086152,0.0009008564,0.0008424712,0.0026001022],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0014954284,0.00058955734,0.0012662434,0.00020894037,0.005663561,0.00006230729,0.00083019945,0.0006847969,0.00029469302],"category_scores_gemma":[0.0015275932,0.000591399,0.00019696899,0.001658209,0.00012431227,0.00014170361,0.00028969676,0.0014236291,0.00026064957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0060126386,0.00018686897,0.008391168,0.013329377,0.00011711747,0.000007760193,0.18611869,0.0014698983,0.000019189467,0.22153409,0.53157264,0.031240568],"study_design_scores_gemma":[0.001977376,0.004080936,0.0005847525,0.0036554446,0.00003432679,0.0000038103078,0.037406534,0.0033323865,0.0000052048213,0.015441748,0.9328275,0.00064999034],"about_ca_topic_score_codex":0.0026077824,"about_ca_topic_score_gemma":0.0034538652,"teacher_disagreement_score":0.42185068,"about_ca_system_score_codex":0.001242395,"about_ca_system_score_gemma":0.0012990672,"threshold_uncertainty_score":0.99965376},"labels":[],"label_agreement":null},{"id":"W3087659548","doi":"","title":"A Case Study of Canada’s Rural Practice Training 21st-Century Journey","year":2020,"lang":"en","type":"article","venue":"Social Innovations Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; Memorial University of Newfoundland","funders":"","keywords":"Indigenous; Career Pathways; Rural area; Vocational education; Training (meteorology); Rural health; Call to action; Health care; Medical education; Action (physics); Medicine; Nursing; Public relations; Political science; Sociology; Geography; Pedagogy; Business","score_opus":0.18498863101368457,"score_gpt":0.47598255115152216,"score_spread":0.2909939201378376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087659548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94696283,0.00010783598,0.000084064704,0.0375463,0.00132826,0.00070325384,0.000028312936,0.000041749056,0.013197421],"genre_scores_gemma":[0.9896221,0.000025508292,0.00052817684,0.0077169235,0.0019396106,0.000019492642,0.0000052475193,0.000026629006,0.00011626928],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99613065,0.00096096186,0.0014617005,0.00014016514,0.00066129497,0.0006452072],"domain_scores_gemma":[0.99571925,0.0004582823,0.0013491998,0.00010835211,0.002054731,0.0003101934],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0013090121,0.00016129871,0.00038593198,0.000117993644,0.0039195856,0.000027054875,0.00021179358,0.00013990789,0.00042467957],"category_scores_gemma":[0.0021770035,0.00015689319,0.000046909918,0.0014972534,0.000045130426,0.00036859722,0.00008237106,0.0020533013,0.000007640802],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002714162,0.00054032594,0.014220723,0.00015046455,0.00035572727,0.0033492355,0.78470975,0.000078617224,0.000093155744,0.016016558,0.17063484,0.009579219],"study_design_scores_gemma":[0.0014557472,0.00021688831,0.0009641358,0.00007436504,0.000055707435,0.0008645805,0.9298388,0.00002973339,8.2929813e-7,0.000088851586,0.06628145,0.00012896322],"about_ca_topic_score_codex":0.12298978,"about_ca_topic_score_gemma":0.1445238,"teacher_disagreement_score":0.14512902,"about_ca_system_score_codex":0.0006203533,"about_ca_system_score_gemma":0.007209646,"threshold_uncertainty_score":0.99841857},"labels":[],"label_agreement":null},{"id":"W3087700005","doi":"10.1007/s10903-020-01079-2","title":"What Role Can Trained Volunteers Add to Chronic Disease Care of Immigrants?","year":2020,"lang":"en","type":"article","venue":"Journal of Immigrant and Minority Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Canadian Institute of Mining, Metallurgy and Petroleum; McGill University Health Centre","funders":"FP7 Health; Health Canada; McGill University","keywords":"Immigration; Medicine; Quality of life (healthcare); Public health; Disease; Health care; Family medicine; Chronic disease; Exploratory research; Gerontology; Nursing; Psychology","score_opus":0.026142036121993156,"score_gpt":0.36979497989491483,"score_spread":0.34365294377292166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087700005","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8776463,0.06437251,0.00004527206,0.055386115,0.0010504419,0.0011747899,0.00019976054,0.000028617495,0.00009617919],"genre_scores_gemma":[0.98239124,0.006896984,0.0003404469,0.009160477,0.0009779864,0.000013143712,0.00001839055,0.000025740906,0.00017559314],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9960719,0.00048162998,0.0016370576,0.00029893318,0.0006218333,0.00088869047],"domain_scores_gemma":[0.9956346,0.00018616975,0.00092988054,0.00024049646,0.0005688472,0.0024399722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007887275,0.00027717484,0.0010073644,0.00018023694,0.00047769104,0.000021190259,0.0003417223,0.0001452579,0.00012814335],"category_scores_gemma":[0.00025332268,0.00023373397,0.00020656662,0.00042579652,0.000077670236,0.00029420535,0.000094604875,0.0008278485,0.00001714522],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007476807,0.00038267928,0.21516557,0.024130745,0.00025649538,0.00020170701,0.49732232,0.00016837493,0.0014642101,0.001094188,0.07691654,0.17542036],"study_design_scores_gemma":[0.009449649,0.008172485,0.23691966,0.012104948,0.0002968174,0.00003854925,0.49594623,0.0004041993,0.00014648822,0.00021160275,0.23546325,0.00084611657],"about_ca_topic_score_codex":0.011360265,"about_ca_topic_score_gemma":0.022387039,"teacher_disagreement_score":0.17457424,"about_ca_system_score_codex":0.00055531843,"about_ca_system_score_gemma":0.0028016376,"threshold_uncertainty_score":0.99545187},"labels":[],"label_agreement":null},{"id":"W3089401612","doi":"10.1016/j.jamcollsurg.2020.08.532","title":"Rural Surgical Training in the US: Delineating Essential Components and Identifying Existing Programs","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Gerontology","score_opus":0.11702832331342353,"score_gpt":0.41722944268823126,"score_spread":0.30020111937480776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089401612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883376,0.00026021778,0.000035400986,0.010034577,0.00036799203,0.0004594148,0.000020894473,0.000012317537,0.00047159212],"genre_scores_gemma":[0.9977547,0.00008520032,0.00093909673,0.00083541614,0.00032593103,0.0000082373745,0.0000015609394,0.00001830132,0.000031576288],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99588877,0.0014034646,0.0014343463,0.00013173491,0.00061212614,0.0005295353],"domain_scores_gemma":[0.9959231,0.0014644343,0.0020352767,0.00016169636,0.00022395253,0.00019156134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020980106,0.00016025174,0.00070218724,0.00008451712,0.0006058171,0.000014929089,0.0004934279,0.00005172794,0.000020440415],"category_scores_gemma":[0.0006817846,0.000096951444,0.00017926603,0.0009960673,0.00031635218,0.0001263786,0.00020128078,0.0009974488,0.0000017123855],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00084820087,0.00013245521,0.95553756,0.00036876035,0.000098480894,0.00035055738,0.029532345,0.00026514652,0.0007327596,0.00078030897,0.0013823553,0.009971082],"study_design_scores_gemma":[0.005639127,0.0009892012,0.27184492,0.0100616235,0.00027486903,0.0009113751,0.6692087,0.008892414,0.00006694986,0.0006419204,0.030837944,0.0006309429],"about_ca_topic_score_codex":0.0009307201,"about_ca_topic_score_gemma":0.0002450667,"teacher_disagreement_score":0.68369263,"about_ca_system_score_codex":0.000077797435,"about_ca_system_score_gemma":0.0003231902,"threshold_uncertainty_score":0.46595168},"labels":[],"label_agreement":null},{"id":"W3089871313","doi":"10.11575/prism/38273","title":"Social Accountability of Medical Schools to Indigenous Students: A Critical Qualitative Analysis of Trainee Experiences in Western Canadian Institutions","year":2020,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Accountability; Qualitative research; Political science; Public administration; Qualitative analysis; Pedagogy; Sociology; Medical education; Medicine; Social science; Law","score_opus":0.07419999490634734,"score_gpt":0.4878956859173674,"score_spread":0.4136956910110201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089871313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99317765,0.00012160686,0.0010524599,0.002132623,0.00020193914,0.0010298088,0.000063034524,0.000018260955,0.0022026063],"genre_scores_gemma":[0.9980019,0.000051318315,0.0009538423,0.0002468883,0.00001831266,0.000016677408,0.00047320832,0.000011058194,0.0002268495],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99590147,0.00090835977,0.00086924335,0.00041782312,0.0013875302,0.0005155779],"domain_scores_gemma":[0.9976145,0.000536154,0.00044043473,0.0002300263,0.0005158411,0.0006630385],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011218212,0.00021125803,0.001248166,0.0010726132,0.00048154427,0.0000046177875,0.0009978,0.0008389156,0.00087348325],"category_scores_gemma":[0.0010979295,0.00026080123,0.00022794868,0.0018573358,0.00030531222,0.00016229,0.00013134378,0.0009996148,0.000015939484],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025224566,0.00018463441,0.0408918,0.0008176045,0.00028039646,0.000024158753,0.9542276,9.75193e-7,0.0000027803812,0.0015911784,0.00027064522,0.0014559313],"study_design_scores_gemma":[0.0005500361,0.00013334464,0.24724014,0.0009341569,0.0004204385,6.545038e-8,0.74856997,0.00013842076,0.0000024980445,0.00011289217,0.0016924568,0.00020559983],"about_ca_topic_score_codex":0.64653206,"about_ca_topic_score_gemma":0.74362415,"teacher_disagreement_score":0.20634834,"about_ca_system_score_codex":0.0007876247,"about_ca_system_score_gemma":0.0057497295,"threshold_uncertainty_score":0.99998444},"labels":[],"label_agreement":null},{"id":"W3091196868","doi":"10.1016/j.jamcollsurg.2020.07.248","title":"Potentially Avertable Child Mortality Associated with Surgical Workforce Scale-Up in Low- and Middle-Income Countries: A Global Study","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Workforce; Scale (ratio); Gerontology; Family medicine; Cartography; Economic growth","score_opus":0.028035369114279035,"score_gpt":0.3473014314929419,"score_spread":0.31926606237866284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091196868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98941505,0.00023423192,0.000009396208,0.0074829413,0.00036996556,0.0010376362,0.00031517778,0.000022483726,0.0011131078],"genre_scores_gemma":[0.9983943,0.00017013504,0.00006966534,0.0009525425,0.000093899616,0.000011439437,0.0000014103456,0.000025054773,0.0002815244],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947316,0.0014928074,0.0016852318,0.0002850791,0.0010525401,0.0007527543],"domain_scores_gemma":[0.9951676,0.0008637339,0.0025822213,0.00033717864,0.0005558658,0.0004934024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018197723,0.0002863418,0.0014324206,0.00009056122,0.00052009325,0.000013106996,0.00054656784,0.000107784945,0.0000837651],"category_scores_gemma":[0.00058604946,0.00019037488,0.00018137587,0.002184785,0.00047924995,0.00018092919,0.00026344717,0.0009745209,0.0000044438602],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001922139,0.0002869265,0.99514824,0.00015668815,0.00019004011,0.0002671224,0.0011022047,0.00023583739,4.88764e-7,0.00012072132,0.00054650306,0.00002307444],"study_design_scores_gemma":[0.0042814524,0.00094239775,0.96943897,0.0055608284,0.00018846289,0.00006823703,0.017398749,0.00017066457,0.0000025341935,0.00005630028,0.0016633406,0.0002280797],"about_ca_topic_score_codex":0.0021243098,"about_ca_topic_score_gemma":0.007466999,"teacher_disagreement_score":0.025709301,"about_ca_system_score_codex":0.0004606495,"about_ca_system_score_gemma":0.0010322224,"threshold_uncertainty_score":0.77632624},"labels":[],"label_agreement":null},{"id":"W3091399675","doi":"10.4103/cjrm.cjrm_21_20","title":"Defining rural teaching hospitals in Canada: Developing and testing a new definition","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Workforce; Rural area; Rural management; Work (physics); Medical education; Rural health; Medicine; Situated; Nursing; Rural development; Political science; Geography","score_opus":0.07178358538669136,"score_gpt":0.35643567703036577,"score_spread":0.28465209164367444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091399675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91162753,0.0059127547,0.0000908515,0.0790515,0.000707209,0.00021328469,0.0000056430104,0.000009246724,0.0023819986],"genre_scores_gemma":[0.98397547,0.000074386124,0.002678435,0.012540351,0.00068230677,0.0000021329129,0.0000058604082,0.000019427429,0.000021651422],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976629,0.00023867877,0.001025257,0.0000927695,0.0002546388,0.000725732],"domain_scores_gemma":[0.99663013,0.00076795585,0.0004926586,0.000068502486,0.00017829254,0.001862453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006950646,0.00016573681,0.0005027233,0.0001884351,0.00044297145,0.000007774721,0.00016886243,0.00008563661,0.00012434451],"category_scores_gemma":[0.005226696,0.00014025992,0.000016992728,0.00036654156,0.000049824557,0.00017282397,0.000022512975,0.0011988559,0.000006828299],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025538642,6.07406e-7,0.93167883,0.00017814116,0.000011723302,0.00031072108,0.011221618,0.000024240731,0.000023123393,0.003142142,0.023652326,0.029731007],"study_design_scores_gemma":[0.004871127,0.00082932925,0.7431769,0.03508476,0.000075582444,0.0003890285,0.18866856,0.00027763474,0.000007390488,0.0047314893,0.021318406,0.00056982896],"about_ca_topic_score_codex":0.98355967,"about_ca_topic_score_gemma":0.98349833,"teacher_disagreement_score":0.18850195,"about_ca_system_score_codex":0.0018169148,"about_ca_system_score_gemma":0.018747943,"threshold_uncertainty_score":0.98681486},"labels":[],"label_agreement":null},{"id":"W3091443101","doi":"10.24095/hpcdp.31.s1.01f","title":"L’utilisation des services de santé dans les régions rurales du Canada","year":2011,"lang":"fr","type":"article","venue":"Maladies chroniques et blessures au Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; Dalhousie University; Public Health Agency of Canada; Laurentian University; Statistics Canada","funders":"","keywords":"Political science; Humanities; Art","score_opus":0.031881520051490954,"score_gpt":0.31740019827468524,"score_spread":0.28551867822319427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091443101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8644059,0.019761894,0.00017065402,0.011889446,0.0037355619,0.0011543382,0.0012134943,0.00022320054,0.09744555],"genre_scores_gemma":[0.96760976,0.010854832,0.0018213503,0.0038439406,0.0012601897,0.00018498716,0.00020071353,0.00013993005,0.014084312],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920545,0.0023664925,0.001261518,0.00073247746,0.0007889958,0.0027959826],"domain_scores_gemma":[0.995728,0.0012078409,0.000646466,0.0007858061,0.00057245424,0.0010593912],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008766224,0.00082393916,0.00086690974,0.000120350975,0.0028362602,0.000055075107,0.0008915905,0.00065274624,0.005184699],"category_scores_gemma":[0.00021320963,0.00086730486,0.00012117298,0.00044943305,0.0007002967,0.00049135473,0.00036694988,0.0011623664,0.0000145235435],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001057159,0.00009494029,0.7620248,0.008010035,0.00022241122,0.0004960095,0.043005537,0.00032591188,0.000022714476,0.017544193,0.16483779,0.0033099302],"study_design_scores_gemma":[0.00041922915,0.00013255171,0.46254024,0.0050698835,0.0002242625,0.00007889741,0.05373513,0.0007844252,0.00055457937,0.0010726119,0.4746116,0.0007765705],"about_ca_topic_score_codex":0.9999689,"about_ca_topic_score_gemma":0.9999994,"teacher_disagreement_score":0.3097738,"about_ca_system_score_codex":0.016498405,"about_ca_system_score_gemma":0.040094603,"threshold_uncertainty_score":0.9993778},"labels":[],"label_agreement":null},{"id":"W3091462010","doi":"10.1111/ajr.12666","title":"Theoretical analysis of policies to improve the recruitment and retention of rural physicians","year":2020,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Psychological intervention; Economic shortage; Outcome (game theory); Conceptual framework; Mechanism (biology); Conceptual model; Business; Policy analysis; Public economics; Medicine; Public relations; Economic growth; Economics; Nursing; Political science; Public administration; Computer science; Sociology","score_opus":0.10465658288235909,"score_gpt":0.45850227463270543,"score_spread":0.35384569175034636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091462010","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.870425,0.00032527922,0.00007698609,0.1277262,0.00028199467,0.00091198506,0.00009435955,0.000009701714,0.00014850457],"genre_scores_gemma":[0.99460864,0.0004755179,0.0003722549,0.0040991544,0.00026505505,0.000010551088,0.000008082973,0.00001413425,0.00014662769],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9962,0.0008723969,0.0017218174,0.00010399467,0.0004977589,0.00060399325],"domain_scores_gemma":[0.9968606,0.00032733582,0.0016381012,0.00023795986,0.0003932453,0.0005427473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013452728,0.00017676987,0.00094316056,0.000184543,0.00026998637,0.0000075247017,0.0002994283,0.0001071612,0.00023526631],"category_scores_gemma":[0.00016184695,0.000115280345,0.00025705324,0.0010499611,0.0002600114,0.00011006934,0.00008230955,0.0005988416,0.0000066500556],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005208243,0.0005482224,0.24841641,0.005193305,0.0035429602,0.000016320673,0.2465354,0.0011210854,0.011768207,0.27699578,0.08035078,0.1203033],"study_design_scores_gemma":[0.0032576418,0.012720493,0.542688,0.0057616048,0.0020765988,0.000019186575,0.4132143,0.00048775034,0.0017875348,0.0062907953,0.011146096,0.00055001915],"about_ca_topic_score_codex":0.0012625207,"about_ca_topic_score_gemma":0.000116850315,"teacher_disagreement_score":0.2942716,"about_ca_system_score_codex":0.00017618756,"about_ca_system_score_gemma":0.00034851336,"threshold_uncertainty_score":0.47009963},"labels":[],"label_agreement":null},{"id":"W3092052550","doi":"10.1093/eurpub/ckaa165.493","title":"Brain drain of Tunisian competencies: The case of health professionals","year":2020,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Globalization; Pace; Brain drain; Population; Public health; Business; Economic growth; Political science; Medicine; Nursing; Geography; Environmental health; Economics","score_opus":0.1898339804057446,"score_gpt":0.45249239540590025,"score_spread":0.26265841500015563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092052550","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16549698,0.0048688753,0.0064730756,0.8136603,0.0010691428,0.00152812,0.00012850142,0.00005758958,0.0067173718],"genre_scores_gemma":[0.92666245,0.00029392372,0.0029021401,0.069124475,0.0006427984,0.000003515795,0.0000103804405,0.000066528206,0.0002938216],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9460366,0.045685098,0.00562983,0.00032045544,0.000903253,0.0014247874],"domain_scores_gemma":[0.9878432,0.00198737,0.0068680365,0.0005424852,0.0011195304,0.0016393476],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.050399937,0.00027962934,0.0012972308,0.00023905169,0.0011450024,0.000015025601,0.0010062087,0.00007289031,0.00053991005],"category_scores_gemma":[0.0036780199,0.00018297855,0.00023538881,0.0010987658,0.000283287,0.00026492553,0.00031365198,0.0017644215,0.000060866365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012684325,0.0006193458,0.006354964,0.005941179,0.000181116,0.0008383053,0.22076073,0.000039299026,0.00008490332,0.021658821,0.54506356,0.19833097],"study_design_scores_gemma":[0.0034347642,0.004640901,0.015703436,0.0042862846,0.000016180997,0.0007087146,0.23093802,0.00023593947,0.000006937811,0.00025149254,0.73948294,0.00029439377],"about_ca_topic_score_codex":0.0005930298,"about_ca_topic_score_gemma":0.00014788906,"teacher_disagreement_score":0.76116544,"about_ca_system_score_codex":0.0003421346,"about_ca_system_score_gemma":0.0077953087,"threshold_uncertainty_score":0.99782956},"labels":[],"label_agreement":null},{"id":"W3092250211","doi":"10.1038/s41584-020-00524-8","title":"Removing barriers and disparities in health: lessons from the COVID-19 pandemic","year":2020,"lang":"en","type":"review","venue":"Nature Reviews Rheumatology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Pandemic; Health equity; Coronavirus disease 2019 (COVID-19); Ethnic group; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Work (physics); Economic growth; Medicine; Health care; Virology; Infectious disease (medical specialty); Economics; Disease","score_opus":0.17811632518078094,"score_gpt":0.5353790956832468,"score_spread":0.3572627705024659,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092250211","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000039393194,0.9412561,0.000028058977,0.04998885,0.0017508195,0.0062182997,0.00039773202,0.0001801411,0.00017604712],"genre_scores_gemma":[0.000020389694,0.9650549,0.00023512999,0.032706134,0.0001856956,0.0011274444,0.0003998782,0.00010743296,0.00016294073],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.977052,0.015447567,0.0042678784,0.0013241825,0.00032775087,0.0015806312],"domain_scores_gemma":[0.98171735,0.012804994,0.0029599203,0.001124581,0.000058205947,0.0013349394],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004853387,0.0009813211,0.00833483,0.00019928011,0.0014071489,0.000026261867,0.0011802643,0.0035315212,0.0004487944],"category_scores_gemma":[0.014958081,0.00061549066,0.00046048794,0.0010214652,0.00036072484,0.00009033253,0.00069024897,0.011324051,0.00032393102],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018164408,0.000008080682,0.013183817,0.15307167,0.00006744046,0.000030208144,0.001564024,1.01176035e-7,1.9993331e-9,0.011031156,0.1380059,0.68301946],"study_design_scores_gemma":[0.00033869126,0.000021194675,0.000036118337,0.0956921,0.00012325372,0.00018001099,0.0004957209,0.0000042326374,2.490198e-10,0.0007990437,0.9019251,0.0003845612],"about_ca_topic_score_codex":0.010014224,"about_ca_topic_score_gemma":0.013493466,"teacher_disagreement_score":0.7639192,"about_ca_system_score_codex":0.0016947655,"about_ca_system_score_gemma":0.005703927,"threshold_uncertainty_score":0.9999328},"labels":[],"label_agreement":null},{"id":"W3092324806","doi":"10.1093/eurpub/ckaa165.105","title":"Health professional mobility and the Global Code of Practice: joint EUROSTAT/OECD/WHO survey data","year":2020,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Commonwealth; European union; Quarter (Canadian coin); Business; Political science; Geography; Demographic economics; Medicine; Economic growth; International trade; Economics","score_opus":0.3283348516646485,"score_gpt":0.5056238308182383,"score_spread":0.17728897915358977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092324806","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07039148,0.011420045,0.007209694,0.89717495,0.0023629463,0.002891985,0.002589378,0.00009484489,0.005864645],"genre_scores_gemma":[0.9146694,0.004653076,0.0035270294,0.075798474,0.00096082134,0.000004447585,0.00015937553,0.00007550227,0.00015185367],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.87123275,0.11820539,0.006011722,0.0008154312,0.0018739806,0.0018607102],"domain_scores_gemma":[0.9856557,0.0030878393,0.006281602,0.0011065432,0.0014323666,0.0024359517],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.119277805,0.0003323534,0.0014608084,0.00008447225,0.0011914859,0.000053672808,0.0015221471,0.000078984194,0.00017636994],"category_scores_gemma":[0.019511709,0.00021624587,0.00010699891,0.00071433117,0.0005335678,0.00080718903,0.0014212956,0.002229912,0.000077361496],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002434474,0.0011282159,0.17762713,0.0040523945,0.00029447037,0.00011095602,0.048161566,0.000028046345,0.0000023154753,0.009986538,0.63529557,0.12087829],"study_design_scores_gemma":[0.006477536,0.0016193343,0.5037866,0.0010287028,0.000022623992,0.000110572495,0.014779776,0.00046164307,2.566087e-7,0.00012223581,0.47136986,0.00022084088],"about_ca_topic_score_codex":0.0014927855,"about_ca_topic_score_gemma":0.00046086442,"teacher_disagreement_score":0.8442779,"about_ca_system_score_codex":0.00054978096,"about_ca_system_score_gemma":0.00983174,"threshold_uncertainty_score":0.9957816},"labels":[],"label_agreement":null},{"id":"W3092326248","doi":"10.36834/cmej.70503","title":"Journey into the unknown: Considering the international medical graduate perspective on the road to Canadian residency during the COVID-19 pandemic.","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Timeline; Pandemic; Licensure; IMG; Coronavirus disease 2019 (COVID-19); Medical education; Health care; Perspective (graphical); Graduate medical education; Accreditation; 2019-20 coronavirus outbreak; Political science; Medicine; Public relations; Geography; Law; Computer science; Virology","score_opus":0.12674628740922128,"score_gpt":0.46934424950993553,"score_spread":0.34259796210071425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092326248","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09136823,0.0007191333,0.000015550859,0.89304376,0.004018439,0.0008314187,0.000011557157,0.000027687078,0.009964248],"genre_scores_gemma":[0.47555864,0.00045636046,0.000016642196,0.51908624,0.0038494284,0.000102145816,0.0000031302995,0.000021511925,0.0009058704],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99362206,0.0019857741,0.0008677391,0.00034826854,0.0020819805,0.001094185],"domain_scores_gemma":[0.97517216,0.002372838,0.0003300169,0.00051536004,0.0009238722,0.020685773],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005939903,0.00024500384,0.00023387487,0.00020104776,0.0073848558,0.00016844273,0.0023485494,0.00029792453,0.033091933],"category_scores_gemma":[0.14353235,0.0001150917,0.000109079236,0.00066424103,0.00046281988,0.00010501882,0.0001365622,0.0053445855,0.0005834474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003521704,0.000010707056,0.006624243,0.000016101067,0.000057576348,0.0000911264,0.09986875,0.000038921746,5.844963e-7,0.02542225,0.8640475,0.0037869962],"study_design_scores_gemma":[0.00029952434,0.00003334536,0.0073176953,0.00039067818,0.00001666882,0.00042372505,0.14819926,0.00021339509,4.3398165e-7,0.0034446758,0.8395258,0.00013475065],"about_ca_topic_score_codex":0.77210253,"about_ca_topic_score_gemma":0.9698918,"teacher_disagreement_score":0.3841904,"about_ca_system_score_codex":0.007919142,"about_ca_system_score_gemma":0.19992343,"threshold_uncertainty_score":0.99695015},"labels":[],"label_agreement":null},{"id":"W3093263362","doi":"","title":"Library Guides: Canadian Health Care for Foreign Trained Professionals: Social Determinants of Health","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Health professionals; Social care; Social determinants of health; Political science; Medicine; Library science; Public health; Nursing; Computer science","score_opus":0.11659840669282813,"score_gpt":0.4941328845713869,"score_spread":0.37753447787855876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093263362","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018667491,0.08543307,0.000111922294,0.15854144,0.021458706,0.056776505,0.08052555,0.0014541077,0.59383196],"genre_scores_gemma":[0.037119612,0.007262164,0.026689814,0.14895338,0.014879627,0.006211672,0.039387796,0.0017211944,0.71777475],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9870235,0.001975738,0.004789318,0.0012433598,0.00087931834,0.004088813],"domain_scores_gemma":[0.98864466,0.001136554,0.006208087,0.0014467739,0.00083530514,0.0017286007],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027016334,0.001040849,0.004017687,0.0007844173,0.009926949,0.00004782157,0.0020381957,0.0023330152,0.0020813984],"category_scores_gemma":[0.00075696025,0.00091366394,0.0006074044,0.000289001,0.00029137952,0.00045219064,0.0004023588,0.0017242045,0.00008892016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010539014,0.000046114295,0.0028854127,0.022657994,0.00005174171,0.0000055537666,0.0130356215,1.5811574e-7,3.654692e-8,0.0034794195,0.9178348,0.039897725],"study_design_scores_gemma":[0.0015807794,0.00060053956,0.0022729512,0.014361437,0.000034710272,0.0000020610664,0.04090175,0.000016028758,0.0000024492779,0.0018235309,0.9377397,0.0006640689],"about_ca_topic_score_codex":0.44273067,"about_ca_topic_score_gemma":0.6314539,"teacher_disagreement_score":0.1887232,"about_ca_system_score_codex":0.00241272,"about_ca_system_score_gemma":0.0800752,"threshold_uncertainty_score":0.9993314},"labels":[],"label_agreement":null},{"id":"W3093457671","doi":"10.9778/cmajo.20200066","title":"Influence of the definition of rurality on geographic differences in HIV outcomes in British Columbia: a retrospective cohort analysis","year":2020,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"The Wilson Centre; Engineers Without Borders Canada; NOSM University; University of British Columbia; University Health Network; Simon Fraser University; Women's College Hospital; University of Northern British Columbia; AIDS Vancouver; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Rurality; Demography; Odds ratio; Medicine; Logistic regression; Univariate; Retrospective cohort study; Odds; Cohort study; Cohort; Population; Rural area; Confidence interval; Statistics; Environmental health; Internal medicine; Multivariate statistics; Pathology","score_opus":0.05363292475756525,"score_gpt":0.3797691362533243,"score_spread":0.32613621149575905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093457671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99403363,0.00003384606,0.0000010812965,0.0014375547,0.000039288363,0.0018815367,0.00019014225,0.000012276917,0.0023706546],"genre_scores_gemma":[0.99849796,0.000076996854,0.00006431875,0.0010604234,0.0000071517006,0.00018458693,0.000015170561,0.0000067117876,0.00008669954],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973806,0.00079123984,0.0008701074,0.00031236827,0.0003412281,0.00030446245],"domain_scores_gemma":[0.9985679,0.00036668833,0.0004802376,0.00033904694,0.00016672985,0.00007941893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007197678,0.00009108572,0.0008449018,0.0000744743,0.0001668438,0.000023420958,0.00062777346,0.00014238637,0.0002329466],"category_scores_gemma":[0.00081213005,0.00009559222,0.00010073231,0.0020638495,0.00014375166,0.00013395601,0.00036511666,0.00048360555,0.000008822411],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031733296,0.000077309276,0.99800646,0.00010193653,0.0000550335,0.000002146849,0.0011472957,0.00004551866,0.0000035556227,0.00037125775,0.00013085645,0.000026915603],"study_design_scores_gemma":[0.0005814495,0.00007098551,0.994468,0.0007409855,0.00005732917,7.374395e-8,0.0015422497,0.000032052885,0.0000025562038,0.002413185,0.000009714889,0.00008143327],"about_ca_topic_score_codex":0.4903259,"about_ca_topic_score_gemma":0.6852334,"teacher_disagreement_score":0.19490753,"about_ca_system_score_codex":0.00015623262,"about_ca_system_score_gemma":0.00014504898,"threshold_uncertainty_score":0.5130681},"labels":[],"label_agreement":null},{"id":"W3093473881","doi":"10.1016/j.dialog.2023.100156","title":"Rethinking referral systems in rural chiapas: A mixed methods study","year":2023,"lang":"en","type":"article","venue":"Dialogues in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"David Rockefeller Center for Latin American Studies, Harvard University; Harvard University","keywords":"Referral; Medicine; Specialty; Workforce; Health care; Public health; Family medicine; Nursing; Political science","score_opus":0.19520171984445953,"score_gpt":0.528027376452214,"score_spread":0.3328256566077544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093473881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758429,0.0022275234,0.00004596566,0.0040277694,0.009107481,0.0059953155,0.000034575503,0.00076648657,0.0019519684],"genre_scores_gemma":[0.9925727,0.00080155197,0.002162906,0.0015092926,0.0006007988,0.0013749538,0.00018809093,0.000080804355,0.00070886675],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.97952586,0.014258986,0.002680057,0.0006569883,0.0005600297,0.0023180605],"domain_scores_gemma":[0.99533975,0.0027983962,0.00060761266,0.0007731412,0.00008587507,0.00039523345],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.019239098,0.00035669273,0.0012305314,0.0008762356,0.00073987053,0.000022291006,0.00050733873,0.00042074433,0.000039817314],"category_scores_gemma":[0.0013656808,0.00033732792,0.00006750293,0.0027185013,0.000065275584,0.00018243988,0.00038773098,0.0019923183,0.0005242003],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021563037,0.0003331339,0.77596754,0.0025269643,0.000018884537,0.00008840142,0.1904124,0.00051725004,0.0000054046754,0.00991275,0.009357762,0.010643859],"study_design_scores_gemma":[0.004125187,0.0009499511,0.72285306,0.00715531,0.000009083164,0.0000041075677,0.22269729,0.005219826,9.2256204e-7,0.017979365,0.01838485,0.00062101835],"about_ca_topic_score_codex":0.08461247,"about_ca_topic_score_gemma":0.04357229,"teacher_disagreement_score":0.053114466,"about_ca_system_score_codex":0.0017479868,"about_ca_system_score_gemma":0.00091165415,"threshold_uncertainty_score":0.99990785},"labels":[],"label_agreement":null},{"id":"W3093959014","doi":"10.1136/bmjgh-2020-003493","title":"Geospatial evaluation of trade-offs between equity in physical access to healthcare and health systems efficiency","year":2020,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Cancer Institute; National Institutes of Health; Harvard T.H. Chan School of Public Health","keywords":"Tanzania; Equity (law); Geography; Geospatial analysis; Health care; Population; Spatial analysis; Population health; Scan statistic; Business; Socioeconomics; Demography; Environmental health; Medicine; Statistics; Economic growth; Cartography; Economics; Political science; Environmental planning","score_opus":0.3330082165144505,"score_gpt":0.6178697298702766,"score_spread":0.28486151335582605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093959014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77609146,0.0039743506,0.00074705377,0.20051114,0.0009675786,0.015304552,0.00088093185,0.00019744557,0.0013255095],"genre_scores_gemma":[0.98276657,0.00015914642,0.00020921508,0.0152071165,0.0011225524,0.00039005492,0.00010676338,0.000033938457,0.00000464477],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9882741,0.0040871813,0.0025913953,0.0009868328,0.0020514242,0.0020090812],"domain_scores_gemma":[0.99529916,0.00033351785,0.0012594467,0.0005321054,0.00036876526,0.0022070047],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00765919,0.0004172489,0.0016975368,0.00013212887,0.0006989548,0.000031214946,0.00064675853,0.0002827844,0.000021730444],"category_scores_gemma":[0.0005238124,0.00040678692,0.000084707855,0.001867595,0.00008498415,0.0002461323,0.0006768347,0.0008047832,0.00005378962],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00042479383,0.00033692847,0.7138615,0.013376976,0.000027344959,0.000005141868,0.020625604,0.0023908506,0.0000015920489,0.009089164,0.027523497,0.21233658],"study_design_scores_gemma":[0.0033479743,0.0025761856,0.958383,0.0040168613,0.000029566385,0.0000037944062,0.0052354205,0.021810876,0.0000018676733,0.0011670177,0.002991652,0.00043577614],"about_ca_topic_score_codex":0.053868253,"about_ca_topic_score_gemma":0.010722839,"teacher_disagreement_score":0.24452148,"about_ca_system_score_codex":0.004455665,"about_ca_system_score_gemma":0.008606845,"threshold_uncertainty_score":0.9998384},"labels":[],"label_agreement":null},{"id":"W3094125351","doi":"10.36834/cmej.70555","title":"Building relationships: Reimagining the community placement for medical students","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Data science","score_opus":0.11392237226371403,"score_gpt":0.5070305923808927,"score_spread":0.3931082201171786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094125351","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07371839,0.00056429376,0.0024522739,0.91263086,0.0047526574,0.0011094835,0.000013083482,0.000048065256,0.0047109206],"genre_scores_gemma":[0.6019652,0.00013074288,0.0022892542,0.39004898,0.00461456,0.00020738339,0.000032019205,0.00003412581,0.0006777325],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942464,0.0023567274,0.0008815868,0.00014713772,0.001639542,0.00072857173],"domain_scores_gemma":[0.9833648,0.0021148468,0.00029956654,0.0002541093,0.0004953294,0.0134713175],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009717477,0.00013333732,0.0002081377,0.00009757544,0.0057148007,0.00006503233,0.0013570588,0.00032418055,0.01866931],"category_scores_gemma":[0.09080794,0.0000904374,0.00006172454,0.0003168271,0.000134014,0.00011574081,0.00010549699,0.0063642454,0.00015459336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028970555,0.000052717343,0.033702318,0.00009997503,0.00002945711,0.00000687235,0.01618754,0.00000828171,2.615769e-7,0.0059534446,0.9278763,0.016053863],"study_design_scores_gemma":[0.0008009656,0.0000662661,0.0060870014,0.0010585296,0.000023669641,0.000041534488,0.047052678,0.0008659688,2.555611e-7,0.001488891,0.9424041,0.00011013586],"about_ca_topic_score_codex":0.0115210265,"about_ca_topic_score_gemma":0.035355955,"teacher_disagreement_score":0.5282468,"about_ca_system_score_codex":0.0009630478,"about_ca_system_score_gemma":0.06711478,"threshold_uncertainty_score":0.9959281},"labels":[],"label_agreement":null},{"id":"W3094140880","doi":"10.3389/fpubh.2020.582464","title":"Training a Fit-For-Purpose Rural Health Workforce for Low- and Middle-Income Countries (LMICs): How Do Drivers and Enablers of Rural Practice Intention Differ Between Learners From LMICs and High Income Countries?","year":2020,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Workforce; Health equity; Medicine; Equity (law); Rural health; Rural area; Health care; Population; Nursing; Economic growth; Environmental health; Political science; Public health","score_opus":0.07949588304740743,"score_gpt":0.369396487557413,"score_spread":0.28990060451000554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094140880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81172025,0.0058923573,0.013957374,0.15966754,0.0014100323,0.005545312,0.0016107254,0.000154426,0.00004195934],"genre_scores_gemma":[0.95672596,0.010766512,0.021145891,0.010023964,0.00038387667,0.00028191612,0.00044757294,0.0000971832,0.00012713004],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9938319,0.0011479703,0.0017054497,0.00071636983,0.00056280417,0.0020355135],"domain_scores_gemma":[0.9935202,0.0024360232,0.0017228258,0.00036915977,0.00045045925,0.0015013092],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0035105918,0.0005388672,0.0017954448,0.00039593695,0.0012541553,0.00016869075,0.00034147387,0.00054186716,0.000011478357],"category_scores_gemma":[0.0018580365,0.00054408825,0.00008898186,0.0006072246,0.000597867,0.0012377118,0.00024573147,0.0010997131,0.0000012994568],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017061505,0.000045918012,0.8413546,0.0117664365,0.00022396754,0.0000029014952,0.10695718,0.000017103739,7.872501e-7,0.0060667316,0.0064096004,0.025448585],"study_design_scores_gemma":[0.017386597,0.0033489228,0.14130382,0.015146831,0.00016735223,0.000008666999,0.5558757,0.006647165,0.000002674175,0.0038664397,0.25486803,0.0013777701],"about_ca_topic_score_codex":0.0033639353,"about_ca_topic_score_gemma":0.00034361723,"teacher_disagreement_score":0.70005083,"about_ca_system_score_codex":0.0013479157,"about_ca_system_score_gemma":0.0021167316,"threshold_uncertainty_score":0.9997011},"labels":[],"label_agreement":null},{"id":"W3095000057","doi":"10.1007/s40615-020-00907-3","title":"Historical Antecedents and Challenges of Racialized Immigrant Women in Access to Healthcare Services in Canada: an Exploratory Review of the Literature","year":2020,"lang":"en","type":"review","venue":"Journal of Racial and Ethnic Health Disparities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Immigration; Health care; Face (sociological concept); Political science; Public relations; Sociology; Economic growth; Economics; Social science","score_opus":0.15235013074289924,"score_gpt":0.4653943633492333,"score_spread":0.31304423260633407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095000057","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005607869,0.96535325,1.0035774e-7,0.0259273,0.0010418372,0.0019093042,0.00014570594,0.000004515386,0.000010105041],"genre_scores_gemma":[0.0017767585,0.99216694,0.000016278764,0.005554202,0.00028693944,0.00014548573,0.0000065635036,0.000033391476,0.000013420471],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9896644,0.0041495683,0.0041995426,0.00035186642,0.0007392933,0.00089536264],"domain_scores_gemma":[0.99433833,0.00058638374,0.0034388967,0.0003055336,0.000389253,0.00094158563],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0038353188,0.00042428018,0.005023864,0.0003385779,0.00019866007,0.000010453372,0.0007115675,0.00039045064,0.000010310475],"category_scores_gemma":[0.0004636407,0.00028313603,0.000160191,0.0010110674,0.000058907128,0.000338306,0.00035324527,0.0021054216,2.3198533e-7],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00013639165,0.000053528707,0.0019244929,0.64309186,0.000021674328,0.000023858966,0.042101238,1.4758119e-7,1.9286619e-8,0.00006422151,0.00060263625,0.31197995],"study_design_scores_gemma":[0.0003883584,0.0002364173,0.009962773,0.49350092,0.000034358745,0.000013635642,0.010422694,2.6917095e-7,2.2989779e-8,0.00009486119,0.48519185,0.00015385012],"about_ca_topic_score_codex":0.39040378,"about_ca_topic_score_gemma":0.8735008,"teacher_disagreement_score":0.48458922,"about_ca_system_score_codex":0.0046762666,"about_ca_system_score_gemma":0.013849851,"threshold_uncertainty_score":0.9999621},"labels":[],"label_agreement":null},{"id":"W3095827538","doi":"10.1186/s12939-020-01307-z","title":"One country, two crises: what Covid-19 reveals about health inequalities among BAME communities in the United Kingdom and the sustainability of its health system?","year":2020,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Global Affairs Canada","funders":"","keywords":"Ethnic group; Public health; Workforce; Population; Health equity; Medicine; Inequality; Pandemic; Demography; White British; Coronavirus disease 2019 (COVID-19); Socioeconomics; Political science; Environmental health; Sociology; Nursing; Law","score_opus":0.30973399639296095,"score_gpt":0.5686264980921548,"score_spread":0.25889250169919387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095827538","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32410252,0.012820788,0.002126449,0.6501329,0.0019747566,0.007946948,0.00068116083,0.000083666455,0.00013083417],"genre_scores_gemma":[0.87460446,0.012521359,0.00013997887,0.1116625,0.000526568,0.00031223518,0.00017137539,0.000031694817,0.000029828518],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9788367,0.013607894,0.0043267678,0.00034148793,0.0014607396,0.0014264247],"domain_scores_gemma":[0.98363894,0.010052959,0.003482117,0.0004748804,0.0014513367,0.0008997604],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03473904,0.00033467964,0.0013519097,0.00048140853,0.002056865,0.00022006502,0.0015854654,0.00016357482,0.0000485601],"category_scores_gemma":[0.0051439637,0.00024204308,0.00013674067,0.0008077067,0.00059228064,0.0006510634,0.0005490886,0.0022500292,0.0000022925874],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.003448677,0.00030893058,0.09592119,0.032232214,0.00011088574,0.000013674093,0.36099553,0.0035688642,2.2461155e-7,0.49139044,0.008966112,0.0030432874],"study_design_scores_gemma":[0.012865357,0.0011690705,0.016129093,0.017839618,0.000016552187,0.000055245553,0.84987277,0.008079303,2.5058378e-7,0.025254648,0.06838337,0.0003347363],"about_ca_topic_score_codex":0.19817892,"about_ca_topic_score_gemma":0.03898575,"teacher_disagreement_score":0.55050194,"about_ca_system_score_codex":0.0075063393,"about_ca_system_score_gemma":0.007988817,"threshold_uncertainty_score":0.9992423},"labels":[],"label_agreement":null},{"id":"W3095886337","doi":"10.32674/jis.v10i3.2401","title":"Let us stand with Julia!","year":2020,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Denial; Government (linguistics); Sociology; Political science; Medical education; Medicine; Gerontology; Psychology; Law","score_opus":0.04938933397742311,"score_gpt":0.47808870574923135,"score_spread":0.4286993717718082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095886337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.967456,0.00038910448,0.0005690821,0.0140371155,0.0013850443,0.00023383525,0.000018238125,0.00001867281,0.015892906],"genre_scores_gemma":[0.98816305,0.0003150263,0.0009915,0.0075331256,0.00124424,0.0000044555554,0.0000028529191,0.00001651372,0.0017292303],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975614,0.00011773239,0.0006886612,0.00010989439,0.0012847804,0.00023751239],"domain_scores_gemma":[0.9981042,0.0001242421,0.00068811,0.00006790756,0.00073612883,0.0002793829],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00037933287,0.00010618986,0.00024056563,0.00005843898,0.00016318199,0.000023377872,0.000633133,0.000062277715,0.0010607637],"category_scores_gemma":[0.00018889605,0.00007439638,0.00005562157,0.0001252707,0.000025102641,0.00019491413,0.0001318502,0.0005496257,0.00021403377],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007649533,0.000085811815,0.9376008,0.000040626786,0.00016126035,0.00011766789,0.0020341498,0.00008577961,0.000026904521,0.0002574609,0.058410957,0.000413652],"study_design_scores_gemma":[0.0030994073,0.00061461306,0.3007856,0.000839753,0.000028809605,0.000024720823,0.0023774775,0.0000419255,0.000020971205,0.00007752866,0.6919817,0.00010749691],"about_ca_topic_score_codex":0.00003847498,"about_ca_topic_score_gemma":0.000019493546,"teacher_disagreement_score":0.6368152,"about_ca_system_score_codex":0.00029442384,"about_ca_system_score_gemma":0.00021319053,"threshold_uncertainty_score":0.9998524},"labels":[],"label_agreement":null},{"id":"W3096783400","doi":"10.1542/peds.2020-003301","title":"International Medical Graduates in the Pediatric Workforce in the United States","year":2020,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; IMG; Family medicine; Medical education; Pediatrics","score_opus":0.08293692141928802,"score_gpt":0.42743572492394577,"score_spread":0.3444988035046578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096783400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8259193,0.0010021033,0.00008238634,0.16502692,0.00078512647,0.0009277612,0.000027719592,0.00008133875,0.006147387],"genre_scores_gemma":[0.93655765,0.012060885,0.00012711222,0.047310043,0.0034397133,0.00017012174,0.00021850939,0.000023675122,0.00009229215],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956072,0.0013166147,0.0008439259,0.00028735955,0.0012365822,0.0007083444],"domain_scores_gemma":[0.9949229,0.0042858375,0.00021777615,0.00026168424,0.00011984377,0.0001919888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025188592,0.00018615465,0.00022092536,0.00025573728,0.0002803086,0.000027970722,0.0013825186,0.00024076771,0.00037328718],"category_scores_gemma":[0.0027527353,0.00011036215,0.000050997798,0.003385942,0.00004909978,0.00009904383,0.00018531727,0.0017962492,0.00035135593],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004586125,0.00007631629,0.88330805,0.00012031246,0.0000016981153,0.00006647364,0.02590008,0.00023324596,3.1751366e-8,0.0023018674,0.08742006,0.00052597263],"study_design_scores_gemma":[0.0029038156,0.00019972686,0.18194374,0.00011837472,0.00006559231,0.000009578657,0.07484795,0.015934704,1.8377888e-7,0.0039104163,0.7195795,0.00048638927],"about_ca_topic_score_codex":0.0010904454,"about_ca_topic_score_gemma":0.00034639525,"teacher_disagreement_score":0.70136434,"about_ca_system_score_codex":0.00011541473,"about_ca_system_score_gemma":0.0002896817,"threshold_uncertainty_score":0.7803909},"labels":[],"label_agreement":null},{"id":"W3096976900","doi":"10.4018/978-1-7998-5811-9.ch010","title":"Becoming a Canadian Nurse With International Experience","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in human resources management and organizational development book series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nursing; Equity (law); Psychological intervention; Job satisfaction; Context (archaeology); Health care; Psychology; Public relations; Political science; Medicine; Geography; Social psychology","score_opus":0.0165313419292802,"score_gpt":0.31444191875141053,"score_spread":0.29791057682213035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096976900","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017042627,0.003945083,0.000041974585,0.0014737434,0.0003588809,0.0011816368,0.000023943774,0.00012478809,0.9911457],"genre_scores_gemma":[0.016090708,0.007951567,0.0051627927,0.0041549364,0.00032892457,0.00020508173,0.000721029,0.00014777671,0.9652372],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976208,0.000032588883,0.0007225206,0.00062832655,0.00052339595,0.00047233273],"domain_scores_gemma":[0.99900496,0.000050164275,0.00033837886,0.00018170095,0.00015788495,0.00026688343],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011220708,0.00041963917,0.00037643462,0.00038874988,0.0010882011,0.000048502865,0.00040360662,0.00018280631,0.003094975],"category_scores_gemma":[0.00001549403,0.00040919532,0.000017772836,0.0001232212,0.00020463434,0.00065024727,0.0002505833,0.00042633552,0.00010541534],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015362598,0.000016729467,0.083931185,0.0009049152,0.00014375501,0.00020661828,0.03223991,0.00005892115,6.722841e-7,0.8767949,0.0028849796,0.0026638114],"study_design_scores_gemma":[0.00045246817,0.000032188917,0.004409185,0.0017070934,0.000016736385,0.0000033521117,0.0046824026,0.000002834165,0.0000025667348,0.0039059294,0.98434347,0.00044179297],"about_ca_topic_score_codex":0.00023481951,"about_ca_topic_score_gemma":0.03511444,"teacher_disagreement_score":0.9814585,"about_ca_system_score_codex":0.00066024193,"about_ca_system_score_gemma":0.00020445432,"threshold_uncertainty_score":0.99983597},"labels":[],"label_agreement":null},{"id":"W3097792849","doi":"","title":"HELENE HUDSON ARTICLE: Supporting First Nations, Inuit and Métis (FNIM) in an oncology setting—My experience as a FNIM Nurse Navigator","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Nursing; Medicine; Asset (computer security); History; Political science","score_opus":0.2503562971849154,"score_gpt":0.6514667466204831,"score_spread":0.4011104494355677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097792849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98331505,0.0046545085,0.000021995975,0.0071816645,0.00052039203,0.0017650449,0.000058233447,0.000105386855,0.002377741],"genre_scores_gemma":[0.9912071,0.003089568,0.00080104586,0.0039729867,0.00034851773,0.00032684268,0.000018497267,0.000071001115,0.00016444759],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9934242,0.0014366371,0.002288695,0.00081568415,0.0007592481,0.0012755475],"domain_scores_gemma":[0.99438626,0.0016860587,0.0017451945,0.00046023267,0.00047606218,0.0012462069],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002264641,0.00040663255,0.001111253,0.00048209005,0.0014902403,0.0003280797,0.0017822942,0.0003848724,0.011340312],"category_scores_gemma":[0.003614967,0.00039986373,0.00008723712,0.0018731619,0.00022817079,0.0026634699,0.001037215,0.0013954514,0.00009742826],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041679884,0.00026025827,0.9272717,0.00048212818,0.000026646054,0.00019421976,0.04102383,0.000038940434,0.0062209656,0.00034490132,0.009012627,0.014706969],"study_design_scores_gemma":[0.003090511,0.00025568216,0.8673038,0.0052711116,0.00007866067,0.00005891044,0.05410422,0.0013225792,0.004899276,0.0027825292,0.059791464,0.0010412788],"about_ca_topic_score_codex":0.004614068,"about_ca_topic_score_gemma":0.0069378642,"teacher_disagreement_score":0.05996794,"about_ca_system_score_codex":0.000614202,"about_ca_system_score_gemma":0.0010647767,"threshold_uncertainty_score":0.9998453},"labels":[],"label_agreement":null},{"id":"W3097961546","doi":"10.1177/0003134820964203","title":"Rural Surgical Training in the United States: Delineating Essential Components Within Existing Programs","year":2020,"lang":"en","type":"article","venue":"The American Surgeon","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Subspecialty; Accreditation; Specialty; Curriculum; Graduate medical education; Medical education; Medicine; Rural area; Family medicine; Psychology; Pedagogy","score_opus":0.14911204534252093,"score_gpt":0.43472037301095384,"score_spread":0.2856083276684329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097961546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9856433,0.000052744752,0.00008779137,0.011371963,0.00022005195,0.0010035228,0.000010255169,0.00021451514,0.0013957991],"genre_scores_gemma":[0.9912254,0.000050691706,0.00031354532,0.007464769,0.00046894883,0.00011687582,0.00026872687,0.000038704038,0.00005233317],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99415135,0.002972025,0.0010019417,0.00028418677,0.0005384293,0.0010520364],"domain_scores_gemma":[0.99635947,0.002264854,0.0007383779,0.0003163233,0.0001061019,0.00021489646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023139857,0.00024789167,0.0005276117,0.000067997484,0.00096618576,0.00003367542,0.0005532895,0.000058923426,0.000059230977],"category_scores_gemma":[0.00038932308,0.00014764181,0.000081253944,0.0018959566,0.0003713375,0.00006653378,0.00016319285,0.0012308739,0.0000805033],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018706714,0.0001749349,0.39164108,0.00032018594,0.0000759368,0.00030917255,0.5353173,0.0057755015,0.00010836554,0.0025131127,0.0021551074,0.059738643],"study_design_scores_gemma":[0.0016275367,0.00041487327,0.010557038,0.0012571706,0.000045462268,0.000029264776,0.8149744,0.10491543,0.00000665513,0.00028391354,0.065391906,0.00049630116],"about_ca_topic_score_codex":0.026087822,"about_ca_topic_score_gemma":0.00067823724,"teacher_disagreement_score":0.38108405,"about_ca_system_score_codex":0.000096480086,"about_ca_system_score_gemma":0.00014729938,"threshold_uncertainty_score":0.9803975},"labels":[],"label_agreement":null},{"id":"W3098943680","doi":"10.1212/wnl.0000000000011196","title":"Immigrant Neurologists in the United States","year":2020,"lang":"en","type":"article","venue":"Neurology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; IMG; Legislation; Immigration; Medicine; Face (sociological concept); Private practice; Health care; Authorization; Family medicine; Political science; Medical education; Nursing; Sociology","score_opus":0.07425207629008654,"score_gpt":0.41125928970396936,"score_spread":0.33700721341388284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3098943680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77551234,0.000084722014,0.000013596807,0.22178541,0.0003155541,0.000533766,0.000007964311,0.00010702656,0.0016396195],"genre_scores_gemma":[0.69295055,0.00011374097,0.000008281528,0.30666506,0.00014051468,0.0000620964,0.000031261086,0.00001261469,0.000015862826],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960111,0.0023362502,0.00045184014,0.00031336767,0.0001603698,0.00072709395],"domain_scores_gemma":[0.998006,0.0014143273,0.0001238391,0.0002826431,0.00004785215,0.0001253523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004188987,0.00013957897,0.00023646258,0.00007417935,0.00025516454,0.0000040388863,0.00045728366,0.00021715941,0.0002593905],"category_scores_gemma":[0.00035294032,0.00009423902,0.000031886306,0.0006769864,0.00010463383,0.000030405721,0.000117493866,0.001492593,0.000648814],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002875149,0.00012789144,0.85989195,0.00023147806,0.0000101295245,0.0009933851,0.04050733,0.0022426138,0.00007408122,0.010007582,0.08233795,0.0007004529],"study_design_scores_gemma":[0.0008275491,0.0013465864,0.21865502,0.0000089052355,0.0000062990634,0.000009843941,0.0005597854,0.0030734697,0.0000014227838,0.00091799244,0.7744979,0.00009522208],"about_ca_topic_score_codex":0.0062256255,"about_ca_topic_score_gemma":0.002317549,"teacher_disagreement_score":0.69215995,"about_ca_system_score_codex":0.000010510469,"about_ca_system_score_gemma":0.000053426527,"threshold_uncertainty_score":0.94113255},"labels":[],"label_agreement":null},{"id":"W3100281001","doi":"10.2196/21832","title":"Health Professional Student Placements and Workforce Location Outcomes: Protocol of an Observational Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Observational study; Medicine; Nursing; Rural area; Baseline (sea); Data collection; Work (physics); Protocol (science); Rural health; Medical education; Sociology","score_opus":0.5843893402921381,"score_gpt":0.7070192545324909,"score_spread":0.12262991424035286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3100281001","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09041216,0.0000018580834,0.0000235355,0.0049951994,0.000020511006,0.90371966,0.000025080417,0.00012196519,0.00068002706],"genre_scores_gemma":[0.035166156,3.3282066e-7,0.0005997387,0.0013742112,0.00019622323,0.96090186,0.00005459705,0.000053724903,0.00165316],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9874905,0.0053757625,0.0018358331,0.00088773767,0.003129421,0.0012807954],"domain_scores_gemma":[0.9952525,0.000738864,0.00073412724,0.00070881355,0.0015750576,0.0009906226],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0069124913,0.0003195758,0.0007968385,0.00018603582,0.0014976165,0.000043014603,0.0007300599,0.00022461239,0.00046412973],"category_scores_gemma":[0.000614618,0.0002566347,0.000042843192,0.0012132548,0.00019723493,0.00047702575,0.0008046884,0.0016086005,0.00011573012],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015503285,0.002666232,0.96925646,0.003429233,0.000026629255,0.000003761117,0.00886255,0.000021174656,0.000013432776,0.0009219047,0.011222993,0.0020253172],"study_design_scores_gemma":[0.005724351,0.0053714905,0.91154814,0.0036666084,0.0000019461897,3.335072e-7,0.01045781,0.00026373152,0.0000062910417,0.00015202018,0.062622555,0.00018470686],"about_ca_topic_score_codex":0.0002952444,"about_ca_topic_score_gemma":0.00017951716,"teacher_disagreement_score":0.057708282,"about_ca_system_score_codex":0.0005729967,"about_ca_system_score_gemma":0.0025473395,"threshold_uncertainty_score":0.9999886},"labels":[],"label_agreement":null},{"id":"W3101776136","doi":"10.1186/s12960-021-00571-6","title":"Hiding in plain sight: the absence of consideration of the gendered dimensions in ‘source’ country perspectives on health worker migration","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Balsillie School of International Affairs; University of Alberta; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Health policy; Social policy; Remuneration; Gender analysis; Health care; Nursing research; Health services research; Political science; Economic growth; Public health; Medicine; Nursing","score_opus":0.06259284463900143,"score_gpt":0.4164054000984377,"score_spread":0.35381255545943624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101776136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96826494,0.0043263445,0.00006109938,0.023768658,0.00022025958,0.002644495,0.00006060196,0.00003124926,0.00062233943],"genre_scores_gemma":[0.99481684,0.0005144049,0.00023771067,0.0036407055,0.00010739641,0.00015415573,0.00003184503,0.000031891963,0.00046505796],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9944453,0.0023071307,0.0015557117,0.00044433537,0.0004838234,0.00076367595],"domain_scores_gemma":[0.9959015,0.0019537813,0.0011670409,0.0006136085,0.00023159139,0.00013242695],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024800196,0.00021332763,0.0006108693,0.00018312434,0.0016402041,0.00001208868,0.00023650758,0.00017920218,0.00006596932],"category_scores_gemma":[0.00062277145,0.00014801286,0.00009634894,0.00075066445,0.00019477888,0.000065986715,0.00009859868,0.0007659555,0.0000031940524],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063396065,0.0008032843,0.22868972,0.0029731484,0.000045598543,0.0000048828165,0.6655327,0.006015085,0.0006166326,0.074656494,0.01850561,0.0015229025],"study_design_scores_gemma":[0.0037174362,0.00078657846,0.4030098,0.010906533,0.000013172391,0.0000070176457,0.52042156,0.0027789795,0.00021115382,0.004373827,0.0534025,0.0003714541],"about_ca_topic_score_codex":0.006411041,"about_ca_topic_score_gemma":0.088339455,"teacher_disagreement_score":0.17432009,"about_ca_system_score_codex":0.0009201375,"about_ca_system_score_gemma":0.0012167953,"threshold_uncertainty_score":0.99965954},"labels":[],"label_agreement":null},{"id":"W3106235604","doi":"","title":"Understanding the Influence of Geography on the Delivery of the Nurse-Family Partnership Program in British Columbia, Canada","year":2020,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Geography; Medicine; Nursing; Business; Finance","score_opus":0.044046495674478395,"score_gpt":0.2920988185873792,"score_spread":0.2480523229129008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106235604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7450787,0.00015124948,6.289563e-7,0.00049915846,0.00035823917,0.0021909368,0.0000694904,0.00002987188,0.25162175],"genre_scores_gemma":[0.93416524,0.000078990925,0.000010654427,0.00093984406,0.000033686923,0.000018897721,0.000039434868,0.0000324566,0.06468078],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99677825,0.0010240655,0.00057702285,0.00037960242,0.0006531588,0.0005879179],"domain_scores_gemma":[0.9975701,0.0007990644,0.00081048516,0.00047503726,0.00022890496,0.000116383046],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002592587,0.00022637946,0.0004602717,0.000055818346,0.0008144601,0.00003238535,0.0011551952,0.00034410125,0.0030131047],"category_scores_gemma":[0.0000871743,0.00020983529,0.0001629932,0.0015160107,0.00023991344,0.00008159502,0.000094270974,0.001347927,0.0000040724476],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056300574,0.00017262653,0.9402537,0.0024882755,0.00024260508,0.0001037453,0.009915803,0.0006600966,0.000015883164,0.0041500945,0.02329252,0.018141694],"study_design_scores_gemma":[0.00076483464,0.00015240285,0.52006614,0.006816548,0.00013689949,4.872266e-7,0.31468877,0.00004338984,0.0000048856627,0.00027250202,0.15676259,0.00029058856],"about_ca_topic_score_codex":0.8506559,"about_ca_topic_score_gemma":0.99484843,"teacher_disagreement_score":0.42018753,"about_ca_system_score_codex":0.00083649455,"about_ca_system_score_gemma":0.0019336026,"threshold_uncertainty_score":0.9978983},"labels":[],"label_agreement":null},{"id":"W3107519952","doi":"10.1101/2020.11.19.20232769","title":"How can rural community-engaged health services planning affect sustainable health care system changes? - A process description and qualitative analysis of data from the Rural Coordination Centre of British Columbia’s Rural Site Visits Project","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"Doctors of BC","keywords":"Snowball sampling; Health care; Government (linguistics); Rural health; General partnership; Qualitative research; Community health; Nursing; Public relations; Autonomy; Qualitative property; Health policy; Business; Medicine; Political science; Public health; Sociology","score_opus":0.10863516564937699,"score_gpt":0.44242312810878953,"score_spread":0.33378796245941256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107519952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95754015,0.00896495,0.00008814583,0.0072910297,0.00029698614,0.0068567055,0.018725593,0.00021209325,0.000024363653],"genre_scores_gemma":[0.9694152,0.00034600287,0.00019005206,0.0007044624,0.0001736255,0.00028701915,0.028598158,0.00007326548,0.00021224687],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9547462,0.04094353,0.001491016,0.0006890625,0.00091746135,0.0012127283],"domain_scores_gemma":[0.9891974,0.0032791768,0.0041584116,0.0015333091,0.0014620288,0.00036968008],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.010658009,0.0004891204,0.0024404759,0.00029452116,0.004097915,0.00027453204,0.0014512459,0.0004640122,0.000009584022],"category_scores_gemma":[0.000751662,0.00055128185,0.00015001174,0.0017904576,0.00016584499,0.00044733376,0.0020495586,0.004907721,7.685794e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016054497,0.000057877387,0.31308258,0.060133282,0.0006234432,0.0000060740904,0.6235056,0.000043211738,0.000010182817,0.0000139824315,0.0020328788,0.0003303808],"study_design_scores_gemma":[0.0008297968,0.00028006136,0.14938667,0.021470075,0.0005541344,0.0000013389221,0.8241973,0.0028371422,0.0000012859618,0.00003426207,0.00012145002,0.0002864678],"about_ca_topic_score_codex":0.85147804,"about_ca_topic_score_gemma":0.81016517,"teacher_disagreement_score":0.20069174,"about_ca_system_score_codex":0.0014860126,"about_ca_system_score_gemma":0.0020592967,"threshold_uncertainty_score":0.9996939},"labels":[],"label_agreement":null},{"id":"W3107968708","doi":"","title":"Research from around the world: Immigrant health between Africa and Canada: SigmaCast, Episode 14","year":2020,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Geography; Ethnology; History","score_opus":0.16809647170984365,"score_gpt":0.46454297502203157,"score_spread":0.2964465033121879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107968708","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28412488,0.005275764,0.00012626301,0.666764,0.00044949658,0.0027558275,0.00050214934,0.00019350502,0.039808076],"genre_scores_gemma":[0.96446544,0.00023858553,0.00057659065,0.021705952,0.0014467029,0.00010695528,0.00006157579,0.0000413953,0.011356792],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936062,0.0022794476,0.000866538,0.0005762118,0.0009683448,0.0017032404],"domain_scores_gemma":[0.9926814,0.0052291276,0.00019329482,0.00050272385,0.00021877914,0.0011747183],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00206021,0.00022850811,0.0005478792,0.00007929514,0.002685033,0.000029648745,0.0005176017,0.00013281594,0.001015152],"category_scores_gemma":[0.00031774896,0.0001508291,0.000035091813,0.00092811976,0.00017198907,0.00008034686,0.00045984768,0.0020728507,0.0003319715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006533237,0.000010252334,0.12300096,0.00016188067,0.000029767547,0.000007503668,0.0065141055,0.0000037229022,0.0000035762648,0.0024304548,0.86507666,0.0026958012],"study_design_scores_gemma":[0.0004907083,0.000108768094,0.04040828,0.00025463957,0.000008961913,1.9899447e-7,0.024724886,0.00018167337,0.000006382649,0.0008313,0.9328268,0.00015737435],"about_ca_topic_score_codex":0.9842428,"about_ca_topic_score_gemma":0.98830587,"teacher_disagreement_score":0.6803406,"about_ca_system_score_codex":0.00075208605,"about_ca_system_score_gemma":0.002699127,"threshold_uncertainty_score":0.9998981},"labels":[],"label_agreement":null},{"id":"W3109730814","doi":"","title":"Competencies for Providing Quality Careers Services: a look at Canadian Standards for Career Development","year":2000,"lang":"es","type":"article","venue":"REOP - Revista Española de Orientación y Psicopedagogía","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Context (archaeology); Humanities; Library science; Geography; Computer science; Art","score_opus":0.062491779615733815,"score_gpt":0.414102346080863,"score_spread":0.35161056646512917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109730814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92630583,0.01631572,0.0006975067,0.0048505007,0.0021856183,0.020919694,0.01683431,0.00051799865,0.011372798],"genre_scores_gemma":[0.8631669,0.0036135316,0.028444128,0.0124678705,0.0027509108,0.0067110285,0.0055324244,0.00090770685,0.07640545],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98671055,0.0012646106,0.0032672482,0.0020456435,0.0016933045,0.005018668],"domain_scores_gemma":[0.99029994,0.00136534,0.0011178947,0.0017020463,0.0024726347,0.0030421254],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.006133705,0.0014080951,0.002193576,0.00044206608,0.005973927,0.0005509172,0.001414324,0.001241554,0.0029472362],"category_scores_gemma":[0.00061981945,0.0014501279,0.00059392164,0.00095371547,0.0003504069,0.00054627436,0.00033512313,0.0010041042,0.00047994687],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00798178,0.0006106217,0.44458896,0.12143238,0.0012682551,0.00013469486,0.14108379,0.00020297519,0.00020268347,0.083865486,0.11935376,0.07927461],"study_design_scores_gemma":[0.0033849573,0.00049519475,0.0048294426,0.008495712,0.0003287077,0.000015776064,0.02062418,0.00024345334,0.0001496253,0.00014337366,0.9597734,0.0015161374],"about_ca_topic_score_codex":0.10511093,"about_ca_topic_score_gemma":0.29115602,"teacher_disagreement_score":0.8404197,"about_ca_system_score_codex":0.021506619,"about_ca_system_score_gemma":0.02108454,"threshold_uncertainty_score":0.9998669},"labels":[],"label_agreement":null},{"id":"W3110716173","doi":"10.5130/ijcre.v13i1.7208","title":"Mobilising knowledge on newcomers: Engaging key stakeholders to establish a research hub for Alberta","year":2020,"lang":"en","type":"article","venue":"Gateways International Journal of Community Research and Engagement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Grassroots; Stakeholder; Public relations; Immigration; Process (computing); Refugee; Stakeholder engagement; Work (physics); Service (business); Business; Knowledge management; Sociology; Political science; Marketing; Politics; Computer science; Engineering","score_opus":0.7639935676177222,"score_gpt":0.6227138609419187,"score_spread":0.14127970667580347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3110716173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91799206,0.0003678221,0.00058180245,0.055492833,0.00080718356,0.0016606299,0.00003656368,0.00002668313,0.023034418],"genre_scores_gemma":[0.99414825,0.00045497023,0.0014799485,0.0020809718,0.0007997999,0.000105984465,0.000022227332,0.000038546583,0.0008693224],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98549443,0.010589157,0.00091655616,0.00020566382,0.0017213284,0.00107285],"domain_scores_gemma":[0.9767116,0.017177489,0.00020600604,0.00036439282,0.0045880796,0.00095247064],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.030385906,0.00018027738,0.00036101273,0.00082525425,0.0042376034,0.00018503034,0.0016138912,0.000118482756,0.00020902429],"category_scores_gemma":[0.013347019,0.0001618161,0.000088503664,0.00069373706,0.00021661556,0.00032804953,0.0013118146,0.007943492,0.00008746783],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0072733755,0.0014274894,0.0057940646,0.0013787783,0.0005147351,0.00004418092,0.4648949,0.00079176895,0.0017397956,0.0165256,0.4329735,0.06664184],"study_design_scores_gemma":[0.003128108,0.0039928234,0.0015842046,0.0024115664,0.00001057286,0.000004691325,0.32621306,0.0003565334,0.0004172728,0.00539415,0.6562913,0.00019574967],"about_ca_topic_score_codex":0.0020912525,"about_ca_topic_score_gemma":0.0008346828,"teacher_disagreement_score":0.22331779,"about_ca_system_score_codex":0.00088826363,"about_ca_system_score_gemma":0.00063230516,"threshold_uncertainty_score":0.9984217},"labels":[],"label_agreement":null},{"id":"W3111795863","doi":"10.62707/aishej.v12i3.491","title":"COVID-19 ‘Targets’ the National Access Plan","year":2020,"lang":"en","type":"article","venue":"AISHE-J","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trinity College","funders":"","keywords":"Plan (archaeology); Coronavirus disease 2019 (COVID-19); Context (archaeology); Pandemic; Equity (law); Nap; Public relations; Dialog box; Political science; Medical education; Psychology; Medicine; Computer science; Geography; Social psychology; World Wide Web","score_opus":0.26733931414140566,"score_gpt":0.5289460153663575,"score_spread":0.2616067012249519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111795863","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020663708,0.0008402045,0.00054342893,0.64234924,0.0015139178,0.0020106712,0.00017258,0.00066730165,0.33123896],"genre_scores_gemma":[0.6542625,0.00005433389,0.0001242387,0.34273407,0.0010807707,0.00012511674,0.000051324416,0.000018921464,0.0015487596],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978832,0.00040461315,0.00040786603,0.00027924392,0.0004916466,0.00053342455],"domain_scores_gemma":[0.9977267,0.0010515172,0.00016204742,0.00017302684,0.00016711195,0.00071964395],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005928916,0.00013312086,0.00018139233,0.000027574772,0.0012850442,0.000025613628,0.0006712451,0.00014511921,0.008259162],"category_scores_gemma":[0.0027215392,0.000092467344,0.000047885238,0.00036636257,0.000071483664,0.000182884,0.00029487914,0.00060425303,0.0021488785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058393067,0.000011881435,0.039616,0.0001759758,0.000011406761,0.0000051618185,0.0048792236,0.00008886572,0.000004070733,0.007683877,0.9472018,0.0002633571],"study_design_scores_gemma":[0.00045984163,0.000033819215,0.011081805,0.000024557452,0.000006356179,0.0000012228586,0.001519757,0.00034240162,0.000005449917,0.0033073763,0.9831125,0.000104885614],"about_ca_topic_score_codex":0.0006925057,"about_ca_topic_score_gemma":0.0002450694,"teacher_disagreement_score":0.63359874,"about_ca_system_score_codex":0.00028922103,"about_ca_system_score_gemma":0.001247523,"threshold_uncertainty_score":0.9986281},"labels":[],"label_agreement":null},{"id":"W3112054830","doi":"10.21203/rs.3.rs-26276/v1","title":"Validation of Training Need Assessment Questionnaire Among Health Care Workers in Reproductive, Maternal and Newborn Health Care in Low-Income Countries","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Global Affairs Canada; Aga Khan Foundation Canada; Aga Khan Foundation","keywords":"Medicine; Reproductive health; Health care; Environmental health; Training (meteorology); Family medicine; Low income; Nursing; Population; Socioeconomics; Geography; Economic growth","score_opus":0.08698127515983799,"score_gpt":0.5154148466203571,"score_spread":0.4284335714605191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112054830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95482874,0.014559601,0.000064296466,0.020302266,0.00068714895,0.008398699,0.00041218274,0.00014737739,0.00059965986],"genre_scores_gemma":[0.99301225,0.0027411883,0.001928219,0.00023027648,0.0004301674,0.0009702277,0.0005294319,0.00009922557,0.000058985483],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98449415,0.007568634,0.0024061434,0.0015955381,0.0019090368,0.0020265242],"domain_scores_gemma":[0.9949919,0.0006175368,0.0011754201,0.0010316459,0.0014337568,0.0007497453],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006585122,0.00051217707,0.0016171345,0.0011824445,0.00089898263,0.00007787579,0.0005569857,0.0007104237,0.000056587443],"category_scores_gemma":[0.00089043356,0.000540089,0.000097837685,0.0013550445,0.00037968982,0.00025508192,0.0012729311,0.005681848,0.000011416514],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000384568,0.000029194114,0.8264221,0.042207766,0.000018299103,0.000026635236,0.12363906,0.0010078539,6.419196e-7,0.0003253263,0.00039427442,0.005544262],"study_design_scores_gemma":[0.0010498569,0.0004471797,0.71919715,0.06288781,0.0000038277954,7.825211e-7,0.21517923,0.00014776402,0.000008828999,0.00035208705,0.0004964535,0.00022899975],"about_ca_topic_score_codex":0.10148659,"about_ca_topic_score_gemma":0.03906335,"teacher_disagreement_score":0.10722495,"about_ca_system_score_codex":0.010107605,"about_ca_system_score_gemma":0.015146331,"threshold_uncertainty_score":0.9997051},"labels":[],"label_agreement":null},{"id":"W3112458899","doi":"10.22215/sdhlab/2020.1","title":"Report: Rural Resilience and Community Connections in Health: Outcomes of a Community Workshop","year":2020,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Community engagement; Context (archaeology); Psychological resilience; Community health; Public relations; Rural area; Community development; Rural health; Political science; Health care; Geography; Psychology","score_opus":0.19470787902538744,"score_gpt":0.515108480461804,"score_spread":0.3204006014364166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112458899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6651946,0.0038686523,0.000121664314,0.045131437,0.0039011296,0.006591102,0.0004339833,0.0006775639,0.2740799],"genre_scores_gemma":[0.96541667,0.0054037217,0.00068935566,0.003285186,0.00015164078,0.00028460886,0.0005041129,0.00009033912,0.024174359],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9799538,0.013275115,0.004315023,0.0003224799,0.0009997167,0.0011338487],"domain_scores_gemma":[0.98238695,0.010877016,0.0030226866,0.0021530031,0.00091298966,0.0006473794],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013194368,0.0005685875,0.002575654,0.0003745841,0.00351727,0.000013994644,0.00078330917,0.0010533053,0.00042374447],"category_scores_gemma":[0.015821856,0.0005096881,0.00017477716,0.0010440494,0.00047878656,0.00014634425,0.0014311352,0.014321539,0.000031868625],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097845936,0.00048782534,0.8442722,0.01023665,0.00008940679,0.000036423608,0.023447318,0.000015740818,0.0000013197493,0.00073522807,0.1183416,0.0022384627],"study_design_scores_gemma":[0.0010188746,0.00039331507,0.6228885,0.008937006,0.000045763365,0.00011473629,0.19694224,0.000022262528,0.0000012225821,0.0012843232,0.16781086,0.00054091547],"about_ca_topic_score_codex":0.40752357,"about_ca_topic_score_gemma":0.27916527,"teacher_disagreement_score":0.3002221,"about_ca_system_score_codex":0.0015012998,"about_ca_system_score_gemma":0.005472269,"threshold_uncertainty_score":0.9997355},"labels":[],"label_agreement":null},{"id":"W3112804261","doi":"","title":"Call for Papers 37th Global Nursing Care Education","year":2020,"lang":"en","type":"paratext","venue":"Journal of Nursing & Patient Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Nurse education; Health care; Nursing research; Team nursing; Medicine; Primary nursing; Nursing care; Political science","score_opus":0.050580170482996054,"score_gpt":0.48027060805651073,"score_spread":0.42969043757351466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112804261","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021301238,0.17289023,0.0004025844,0.0072370693,0.13751012,0.0066070105,0.0023726402,0.000112898924,0.6515662],"genre_scores_gemma":[0.91931957,0.0032632328,0.016120296,0.010242689,0.027720274,0.00035616136,0.0057012835,0.0005973939,0.01667911],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944351,0.00063799426,0.0021856865,0.0005506185,0.0010402827,0.0011503578],"domain_scores_gemma":[0.9914093,0.0002726057,0.0033021045,0.00042571983,0.0037382154,0.0008520796],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015495862,0.0006478008,0.0013311388,0.0002257772,0.001167724,0.000049569728,0.00055883016,0.0010874921,0.0003765031],"category_scores_gemma":[0.00028486786,0.0006053908,0.00060617976,0.0005022954,0.00012896096,0.00017524346,0.000042887517,0.0019110601,0.00033547365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00051315065,0.00013448922,0.0002839983,0.002121903,0.00004748903,0.0000052037294,0.058719054,0.0001222901,0.0000055865457,0.00006240416,0.6446209,0.29336354],"study_design_scores_gemma":[0.0009870657,0.0022085889,0.00021689854,0.059839256,0.00042359013,0.000025647165,0.23116283,0.0000074075533,0.00001024669,0.00009850816,0.70458627,0.00043370877],"about_ca_topic_score_codex":0.00012185188,"about_ca_topic_score_gemma":0.00004465531,"teacher_disagreement_score":0.8980183,"about_ca_system_score_codex":0.014322052,"about_ca_system_score_gemma":0.007925548,"threshold_uncertainty_score":0.99963975},"labels":[],"label_agreement":null},{"id":"W3113089997","doi":"10.12927/hcpap.2020.26376","title":"The UK National Health Service Is World Leader in Sustainable Healthcare: Recommendations for Canada","year":2020,"lang":"en","type":"letter","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Health care; Healthcare service; Service (business); Business; Political science; Public relations; Public administration; Economic growth; Marketing; Law; Economics","score_opus":0.12172791724348295,"score_gpt":0.42480222431956777,"score_spread":0.30307430707608485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113089997","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00046171213,0.0014994541,0.0000392679,0.9760647,0.0036506844,0.01365961,0.002758376,0.00046595838,0.0014002405],"genre_scores_gemma":[0.00028597342,0.00095958053,0.00080431614,0.9434957,0.0011048476,0.008496923,0.0034632792,0.0005287534,0.04086064],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9808767,0.0031071394,0.00425968,0.0024554273,0.002359798,0.0069412487],"domain_scores_gemma":[0.9823419,0.00979801,0.0022057763,0.0016156442,0.0021244776,0.0019141774],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0038072988,0.0014986959,0.0023604066,0.000762862,0.008314142,0.00014533073,0.0018420019,0.0012409474,0.0006858917],"category_scores_gemma":[0.0013501549,0.001375014,0.00033347742,0.0039550913,0.00006914811,0.00022312187,0.00085104065,0.0076635773,0.0006971191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009204745,0.00007704694,0.0011658081,0.0042343303,0.00008877388,0.000060337832,0.012983888,0.00001420235,1.9035664e-7,0.0034327249,0.9763484,0.000673802],"study_design_scores_gemma":[0.002208863,0.00069058064,0.00048702795,0.000060034796,0.00002716657,0.000009124691,0.008126068,0.0002572189,6.366088e-7,0.000698148,0.9863721,0.0010630441],"about_ca_topic_score_codex":0.7931765,"about_ca_topic_score_gemma":0.97693825,"teacher_disagreement_score":0.1837618,"about_ca_system_score_codex":0.030717257,"about_ca_system_score_gemma":0.037238643,"threshold_uncertainty_score":0.9997762},"labels":[],"label_agreement":null},{"id":"W3113361946","doi":"10.1017/9789048523306.004","title":"The Fluidity of Return: Indian Student Migrants’ Transnational Ambitions and the Meaning of Australian Permanent Residency","year":2015,"lang":"en","type":"other","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Genealogy; Gender studies; Sociology; Media studies; History; Psychology","score_opus":0.05656177579692075,"score_gpt":0.41825426477217376,"score_spread":0.361692488975253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113361946","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007886386,0.003237702,0.0000048271118,0.04784839,0.0011134354,0.0042290264,0.0007612189,0.0001138706,0.93480515],"genre_scores_gemma":[0.19248964,0.0015762546,0.0003280667,0.00036051305,0.00035484767,0.00017063221,0.00013537086,0.00014919258,0.8044355],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965425,0.0010305537,0.00094301574,0.00024042855,0.0008197858,0.00042373128],"domain_scores_gemma":[0.9976191,0.00077826733,0.00064857875,0.00049407437,0.00029896383,0.00016102112],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018727019,0.00023070806,0.0005232569,0.000116295436,0.00055021315,0.000008172324,0.00042956235,0.000388464,0.0022445063],"category_scores_gemma":[0.000120222416,0.000122825,0.000089231995,0.0002097828,0.0005687385,0.0000317813,0.00009764433,0.00066927087,0.000019538098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007714606,0.00003612238,0.0024810587,0.00047867635,0.00008223421,0.0000016818325,0.010949136,5.6729056e-7,0.0000045314023,0.141338,0.84449315,0.00005770848],"study_design_scores_gemma":[0.0026120734,0.00010470634,0.009909941,0.0022364336,0.00014991769,0.0000042695883,0.033130698,0.000005423813,0.000013140861,0.009287972,0.9423059,0.00023949174],"about_ca_topic_score_codex":0.0055150855,"about_ca_topic_score_gemma":0.045968276,"teacher_disagreement_score":0.18460326,"about_ca_system_score_codex":0.00010873976,"about_ca_system_score_gemma":0.0005866162,"threshold_uncertainty_score":0.9986676},"labels":[],"label_agreement":null},{"id":"W3113785717","doi":"","title":"Medical Inadmissibility, and Physically and Mentally Disabled Would-be Immigrants: Canada’s Story Continues","year":2019,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Eugenics; Immigration detention; Psychology; Psychiatry; Forensic psychiatry; Criminology; Medicine; Political science; Law","score_opus":0.015200298281442008,"score_gpt":0.3351888976201414,"score_spread":0.31998859933869944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113785717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9461694,0.001749917,0.0000014017245,0.01612722,0.00079239474,0.0013248033,0.000077789045,0.00011940249,0.033637684],"genre_scores_gemma":[0.96357733,0.0003259977,0.00016077368,0.01971489,0.0002802371,0.00006903852,0.000037612277,0.000043913064,0.015790207],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960832,0.0006959364,0.0006622565,0.0006692268,0.0009074881,0.0009819024],"domain_scores_gemma":[0.9968494,0.0007688618,0.0002196456,0.00056496204,0.00014814209,0.0014489727],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010934805,0.0003229971,0.00066452497,0.000026269749,0.00075968937,0.000031040163,0.00033082,0.0005019975,0.002454759],"category_scores_gemma":[0.00057111896,0.00028153718,0.000044995108,0.00013192302,0.000255515,0.00026793618,0.000391157,0.0018087697,0.00015816125],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058940105,0.00026568555,0.77127534,0.0021787286,0.000138748,0.00009234064,0.0029745898,0.0000012114181,0.0006085763,0.04228742,0.1730705,0.0065174727],"study_design_scores_gemma":[0.0032976745,0.00022057023,0.1234207,0.0013722756,0.00003939602,0.000008578503,0.005090038,0.000091685935,0.000039362014,0.0014859064,0.86442965,0.00050416327],"about_ca_topic_score_codex":0.52333397,"about_ca_topic_score_gemma":0.9026243,"teacher_disagreement_score":0.69135916,"about_ca_system_score_codex":0.0005166953,"about_ca_system_score_gemma":0.0021483,"threshold_uncertainty_score":0.9999637},"labels":[],"label_agreement":null},{"id":"W3115453274","doi":"10.1016/j.jogc.2020.10.003","title":"Letter: Equity, Diversity and Inclusion in Departments of Obstetrics, Gynaecology and Reproductive Health","year":2020,"lang":"en","type":"letter","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Obstetrics and gynaecology; Inclusion (mineral); Equity (law); Diversity (politics); Medicine; Reproductive health; Family medicine; Health care; Workforce; Gender diversity; Medical education; Obstetrics; Gynecology; Political science; Sociology; Population; Management; Gender studies; Pregnancy; Law; Biology","score_opus":0.04740567841252945,"score_gpt":0.34739585005413154,"score_spread":0.2999901716416021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3115453274","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25917974,0.05675001,0.0000067598467,0.63774985,0.04301424,0.0017790917,0.00033194938,0.000014161206,0.001174218],"genre_scores_gemma":[0.583433,0.0046355682,0.000276282,0.41108918,0.0003241138,0.000006837306,0.00003440877,0.000034618668,0.00016600033],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941638,0.0013152589,0.0019430196,0.00062888465,0.0009379851,0.0010110314],"domain_scores_gemma":[0.98475695,0.010772913,0.0031013282,0.00029353303,0.0005925418,0.0004827088],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001440202,0.000405442,0.0018431233,0.0007732059,0.0024619512,0.000008628499,0.0005336741,0.001006492,0.0001458108],"category_scores_gemma":[0.011223092,0.00038190803,0.00006426326,0.0007905218,0.00026963663,0.00013540949,0.016802432,0.004222191,4.938215e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016453969,0.00005107271,0.38506395,0.0017663435,0.00012402168,0.005969941,0.0038462272,0.0000037777409,2.346706e-7,0.000026198477,0.56345254,0.039679267],"study_design_scores_gemma":[0.0039344095,0.0013680141,0.34461543,0.00009504835,0.0001427211,0.000035825055,0.0009617198,0.000017298533,0.0000013912613,0.0023606396,0.6460814,0.00038611723],"about_ca_topic_score_codex":0.071759745,"about_ca_topic_score_gemma":0.058936007,"teacher_disagreement_score":0.32425326,"about_ca_system_score_codex":0.0056629363,"about_ca_system_score_gemma":0.004337052,"threshold_uncertainty_score":0.99986327},"labels":[],"label_agreement":null},{"id":"W3115855332","doi":"10.12789/geocanj.2020.47.167","title":"London 2021 GAC–MAC Joint Annual Meeting Field Trips","year":2020,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"TRIPS architecture; Joint (building); Computer science; Engineering; Civil engineering; Parallel computing","score_opus":0.03920011125675436,"score_gpt":0.3489396234799453,"score_spread":0.3097395122231909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3115855332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.754406,0.001484285,0.00070616906,0.17980678,0.00603289,0.0015762972,0.0002918376,0.00019128482,0.055504497],"genre_scores_gemma":[0.9151111,0.00009379768,0.0010718375,0.07727482,0.00085094856,0.000051518986,0.000013782909,0.000020495669,0.0055116555],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967822,0.0002532353,0.00059268624,0.00049548596,0.00068988866,0.0011865238],"domain_scores_gemma":[0.99804515,0.000401239,0.00022346531,0.00029524084,0.00021133923,0.00082356395],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00057589455,0.00017627199,0.00030280085,0.00003498069,0.0011492227,0.000013849805,0.00043885023,0.00012328681,0.0018879938],"category_scores_gemma":[0.0017956133,0.00016281825,0.000038963608,0.00075303536,0.000059414317,0.00016104875,0.00022578596,0.0006578994,0.0001619422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049346352,0.000012438579,0.027795687,0.00024475929,0.000004897844,0.00012265553,0.0036743288,0.00010956859,0.0002627711,0.0008460343,0.95377314,0.013104356],"study_design_scores_gemma":[0.0003915398,0.00013647892,0.0037286142,0.00031107359,0.0000070700376,0.0000023637683,0.013496075,0.0013856837,0.00026133508,0.000071482136,0.97994727,0.000261016],"about_ca_topic_score_codex":0.8500616,"about_ca_topic_score_gemma":0.8125322,"teacher_disagreement_score":0.16070518,"about_ca_system_score_codex":0.00047266379,"about_ca_system_score_gemma":0.004249849,"threshold_uncertainty_score":0.9990244},"labels":[],"label_agreement":null},{"id":"W3117181099","doi":"10.32370/ia_2020_12_10","title":"Characteristics of Social Work with Children with Disabilities in Great Britain","year":2020,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Social work; Legal guardian; Social Welfare; Work (physics); Psychology; Political science","score_opus":0.04349965583258714,"score_gpt":0.34766565444436703,"score_spread":0.3041659986117799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3117181099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987088,0.000031451767,0.00041116885,0.0027748987,0.000041314644,0.0009682216,0.0001536459,0.00007446593,0.008456784],"genre_scores_gemma":[0.99747443,0.000018135475,0.0006994736,0.0009121855,0.00023278676,0.00007343652,0.00008042612,0.00003744433,0.00047167955],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978519,0.00042982926,0.0005507587,0.00031598087,0.0002631339,0.0005883725],"domain_scores_gemma":[0.9976722,0.0017332446,0.00017923777,0.00015325767,0.00008776916,0.00017429143],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013592976,0.00021390484,0.00051253714,0.00006888726,0.00026550287,0.0000060543757,0.0002320197,0.00009122898,0.0012458286],"category_scores_gemma":[0.0007183766,0.00015890312,0.000041160485,0.0006097958,0.00042833493,0.000055398483,0.00013292798,0.0007478957,0.00017634644],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029474213,0.0000680747,0.7458194,0.00022735343,0.000048203936,0.000006033057,0.24008934,0.000007650082,0.0000056440504,0.0012596125,0.007130863,0.0023904142],"study_design_scores_gemma":[0.0022543753,0.0022934675,0.9346492,0.0016576484,0.000056427707,0.000006878762,0.04332782,0.00011557175,0.000052904023,0.0008994083,0.014134037,0.0005522234],"about_ca_topic_score_codex":0.00047372413,"about_ca_topic_score_gemma":0.000725439,"teacher_disagreement_score":0.19676152,"about_ca_system_score_codex":0.00009862002,"about_ca_system_score_gemma":0.0002512694,"threshold_uncertainty_score":0.99966717},"labels":[],"label_agreement":null},{"id":"W3118245800","doi":"10.1007/978-3-030-62249-7_18","title":"The Alternative Career Pathways for International Medical Graduates in Health and Wellness Sector","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Career Pathways; Psychology; Medical education; Political science; Medicine","score_opus":0.10369680571866759,"score_gpt":0.4125097792317125,"score_spread":0.30881297351304493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118245800","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016442783,0.018524472,0.0004394206,0.08974966,0.016835105,0.0065620504,0.0008394035,0.00022669861,0.8651789],"genre_scores_gemma":[0.005907213,0.018675031,0.00038333525,0.011406672,0.0024910658,0.0005891868,0.00066016015,0.00013540933,0.9597519],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962156,0.00027404702,0.0013026987,0.0005911255,0.00084395875,0.0007725721],"domain_scores_gemma":[0.9947821,0.003262735,0.0005505851,0.00034002642,0.0005363405,0.0005282169],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017259977,0.00033927083,0.0006537973,0.00010099537,0.00084892724,0.000037993283,0.0004961583,0.00060631864,0.002641824],"category_scores_gemma":[0.0010310613,0.00025292666,0.00010453993,0.00004221088,0.00017165624,0.000056800138,0.00041039512,0.0013569472,0.000055122255],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010193576,0.00001928792,0.0014237718,0.0007853115,0.00009037047,0.00002794108,0.0024475618,9.5349526e-7,1.0802149e-7,0.89042324,0.08229089,0.022388617],"study_design_scores_gemma":[0.0009545109,0.000097653945,0.00008453356,0.00379477,0.0000062772897,0.0000038280978,0.0031656057,0.00034592368,0.0000010738502,0.06341593,0.927891,0.00023886183],"about_ca_topic_score_codex":0.003696405,"about_ca_topic_score_gemma":0.047601424,"teacher_disagreement_score":0.8456001,"about_ca_system_score_codex":0.0007017132,"about_ca_system_score_gemma":0.0021061895,"threshold_uncertainty_score":0.9999923},"labels":[],"label_agreement":null},{"id":"W3118368829","doi":"10.11575/prism/38502","title":"All Our Families: Five Year Follow-Up (Q7) Descriptive Report March 2020","year":2020,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates; Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Descriptive research; Statistics; Mathematics","score_opus":0.1540583321890273,"score_gpt":0.46303748998342775,"score_spread":0.30897915779440044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118368829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59882206,0.0001946251,0.00005842768,0.042384613,0.0022876428,0.004510658,0.00023644255,0.000029566501,0.35147595],"genre_scores_gemma":[0.78754056,0.0002001113,0.01729473,0.009340638,0.0013236695,0.0003344443,0.000307295,0.00010873065,0.18354984],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963975,0.00050019275,0.0009183914,0.00078887417,0.0004484999,0.00094656757],"domain_scores_gemma":[0.9978795,0.00018483115,0.00039034284,0.000582736,0.00028770146,0.00067489134],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000857581,0.0002712318,0.00057042495,0.00004059698,0.000512541,0.0000524868,0.0008698125,0.00031088173,0.0077028065],"category_scores_gemma":[0.00083008397,0.00025408278,0.000096656884,0.00042526782,0.0000408381,0.00029024805,0.0010041478,0.0008950825,0.022062648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096808694,0.000064756314,0.026820593,0.00015446829,0.00010999011,0.00094459,0.066074654,0.0000091079855,0.0001351496,0.00010008195,0.89596045,0.00865809],"study_design_scores_gemma":[0.0015795842,0.0001922441,0.0023201094,0.00032716608,0.00004211828,0.000008927569,0.13442138,0.000081763814,0.00006326483,0.00008242816,0.86061907,0.00026192013],"about_ca_topic_score_codex":0.0026463345,"about_ca_topic_score_gemma":0.0012361325,"teacher_disagreement_score":0.1887185,"about_ca_system_score_codex":0.00030864237,"about_ca_system_score_gemma":0.0009117844,"threshold_uncertainty_score":0.9999911},"labels":[],"label_agreement":null},{"id":"W3119112113","doi":"10.1186/s12913-020-06003-w","title":"Systematic scoping review of factors and measures of rurality: toward the development of a rurality index for health care research in Japan","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Family Medicine; London Health Sciences Centre","funders":"Japan Primary Care Association","keywords":"Rurality; Medicine; Index (typography); Health care; Health informatics; Health administration; Health services research; Public health; Rural area; Nursing; Economic growth","score_opus":0.38912098659435906,"score_gpt":0.6073051699443547,"score_spread":0.21818418334999562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119112113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65578455,0.31846404,0.000055295026,0.0057005715,0.00014269714,0.019556992,0.000114212184,0.000023835384,0.0001578328],"genre_scores_gemma":[0.96920466,0.026960703,0.0013941523,0.00085841847,0.000047788995,0.0013824891,0.00007838129,0.000039333347,0.00003404914],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9720117,0.017771719,0.004718422,0.0006189231,0.0028989923,0.001980256],"domain_scores_gemma":[0.98350686,0.008615127,0.0013531275,0.0011116232,0.0048793736,0.00053388707],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04576662,0.0002636817,0.002164815,0.00050436374,0.0012432327,0.000015734044,0.000808716,0.0002460312,0.00003813879],"category_scores_gemma":[0.0015492183,0.0001833278,0.00011361912,0.0026519208,0.00027758649,0.00012799495,0.00079509773,0.0012647265,0.0000041081485],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010513402,0.00006356514,0.13588794,0.7686996,0.00002025675,2.1285639e-7,0.09433545,0.0000017321931,0.0000050173126,0.0002446833,0.00003650566,0.00059990864],"study_design_scores_gemma":[0.0005649315,0.00018521791,0.07902112,0.65051764,0.0000049202317,5.4795805e-7,0.26925355,0.000042391624,0.0000837472,0.00010562176,0.00013123632,0.0000890944],"about_ca_topic_score_codex":0.017614497,"about_ca_topic_score_gemma":0.07288475,"teacher_disagreement_score":0.31342018,"about_ca_system_score_codex":0.0013657277,"about_ca_system_score_gemma":0.020825561,"threshold_uncertainty_score":0.9889273},"labels":[],"label_agreement":null},{"id":"W3119222133","doi":"10.11575/prism/38501","title":"All Our Families: Three Year Follow-up (Q6) Descriptive Report December 2018","year":2018,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates; Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Descriptive statistics; Descriptive research; History; Psychology; Geography; Sociology; Statistics; Social science; Mathematics","score_opus":0.1609596667601014,"score_gpt":0.46941254027017176,"score_spread":0.30845287351007034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119222133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5606051,0.0000674828,0.000099420366,0.0016146983,0.003724624,0.001865058,0.00004412085,0.000018171422,0.43196133],"genre_scores_gemma":[0.7294176,0.000057128596,0.024373164,0.0022474139,0.0017399779,0.00025085628,0.00011291673,0.00010330424,0.2416976],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99642974,0.00030156234,0.0009476663,0.00074142637,0.00043168405,0.0011479319],"domain_scores_gemma":[0.997367,0.00014004193,0.00046619758,0.0010914378,0.0004992857,0.00043600635],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014194647,0.0002967412,0.00051599805,0.00008261119,0.00086793996,0.00006019842,0.000838748,0.00040342685,0.010493486],"category_scores_gemma":[0.0004703406,0.0002600882,0.00008668689,0.00032694289,0.000114332994,0.00039895897,0.0008179819,0.00054802623,0.039501548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058949454,0.000094045,0.090129785,0.000045339253,0.0001046112,0.00017900552,0.016333517,6.191925e-7,0.000089572175,0.00021074935,0.8745228,0.017700428],"study_design_scores_gemma":[0.0015553881,0.00022760865,0.008737399,0.00051007455,0.000053074327,0.00001817221,0.028013485,0.000027082746,0.00014587902,0.0005312903,0.95986956,0.00031097472],"about_ca_topic_score_codex":0.006063509,"about_ca_topic_score_gemma":0.04155871,"teacher_disagreement_score":0.19026373,"about_ca_system_score_codex":0.00042807675,"about_ca_system_score_gemma":0.0008471227,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W3119493039","doi":"10.14740/jocmr4403","title":"Pediatric Care Struggles of US Trained International Medical Graduate Pediatricians in COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"IMG; Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Economic shortage; Family medicine; Immigration; Demographics; Rural area; Health care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Disease; Infectious disease (medical specialty); Demography; Economic growth; Outbreak; Government (linguistics); Geography","score_opus":0.5829666087823285,"score_gpt":0.7037173386913449,"score_spread":0.12075072990901636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119493039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93619233,0.00959869,0.00009640657,0.046218835,0.0031490491,0.00043227815,0.000021236292,0.000017677821,0.0042734644],"genre_scores_gemma":[0.92604005,0.061227813,0.0003118299,0.0022559948,0.009832196,0.0000124119,0.000019771936,0.000025303088,0.00027463175],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98138756,0.00664534,0.0056090853,0.0003694468,0.005073856,0.0009146961],"domain_scores_gemma":[0.9638277,0.028011888,0.0014591801,0.00036449326,0.004452049,0.0018846471],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.031195855,0.00018170373,0.0014116733,0.00094773795,0.00022643936,0.0000063348125,0.0009944686,0.0006805772,0.0029357537],"category_scores_gemma":[0.1614268,0.00013160481,0.00025032513,0.0017601877,0.00053484266,0.00013743027,0.00033759294,0.006486916,0.00003400229],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007147069,0.0002446114,0.94844097,0.00088251376,0.00003708222,0.0011141745,0.0041733463,0.000022088825,0.0000029937617,0.00021255478,0.02515726,0.01899772],"study_design_scores_gemma":[0.02307272,0.0028902108,0.75008124,0.004885272,0.00013934345,0.0002506793,0.10151799,0.0003070178,0.0000032340988,0.004956709,0.11160855,0.00028706194],"about_ca_topic_score_codex":0.0009027953,"about_ca_topic_score_gemma":0.001618839,"teacher_disagreement_score":0.19835973,"about_ca_system_score_codex":0.00066444336,"about_ca_system_score_gemma":0.014766461,"threshold_uncertainty_score":0.9979757},"labels":[],"label_agreement":null},{"id":"W3120238194","doi":"10.21203/rs.3.rs-17381/v1","title":"Challenges of medical residency. Are they perceived and addressed differently by international medical graduates, Canadian medical graduates, and preceptors?","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Saskatchewan; Saskatchewan Health; Canadian Imperial Bank of Commerce (Canada); University of Regina; Saskatchewan Health Authority; McMaster University","funders":"","keywords":"Scale (ratio); Medical education; Residency training; Medicine; Family medicine; Variance (accounting); Psychology; Continuing education; Geography","score_opus":0.23577611209099633,"score_gpt":0.5248980617538953,"score_spread":0.28912194966289895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120238194","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34995428,0.039559018,0.000016739792,0.5907404,0.0015956829,0.0073738745,0.0020596613,0.00031452012,0.008385834],"genre_scores_gemma":[0.8246272,0.16946474,0.00008498893,0.0006293988,0.0017805517,0.0014725414,0.00096949283,0.00021009438,0.0007609665],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.939161,0.01925906,0.0027363945,0.0030975197,0.03070822,0.005037776],"domain_scores_gemma":[0.96372664,0.014411075,0.0005652487,0.001780767,0.004827785,0.014688469],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","sts","open_science","research_integrity"],"category_scores_codex":[0.034223814,0.00109319,0.0022885157,0.0021817917,0.0023005328,0.00024283217,0.0055924505,0.005589993,0.016572978],"category_scores_gemma":[0.07015598,0.00095023506,0.0002718711,0.0010188774,0.0034691538,0.0002744042,0.010390501,0.02598099,0.00036739715],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016709666,0.0013915582,0.12699592,0.037351526,0.00092400215,0.002757851,0.03613605,0.0000016916543,0.00006726172,0.029493237,0.7049476,0.05826233],"study_design_scores_gemma":[0.012068408,0.0034900384,0.43200734,0.13116941,0.00012472375,0.000121971425,0.10685961,0.013116721,0.00007615162,0.07538502,0.22218286,0.0033977695],"about_ca_topic_score_codex":0.40269688,"about_ca_topic_score_gemma":0.6314057,"teacher_disagreement_score":0.590111,"about_ca_system_score_codex":0.0022389498,"about_ca_system_score_gemma":0.027435808,"threshold_uncertainty_score":0.99978775},"labels":[],"label_agreement":null},{"id":"W3120879876","doi":"","title":"The role of national policies to address rural allied health, nursing and dentistry workforce maldistribution","year":2020,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (UWA)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Medicine; Rural health; Dentistry; Rural area; Political science","score_opus":0.08852082235908665,"score_gpt":0.47988660368459346,"score_spread":0.3913657813255068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120879876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9380464,0.012764327,0.00003502216,0.03434166,0.00037383582,0.002157734,0.00012199753,0.00007697202,0.012082059],"genre_scores_gemma":[0.9962203,0.00073805195,0.00017113565,0.0004043307,0.0006174799,0.00017180324,0.00004106631,0.000021037913,0.001614789],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99602383,0.0010443152,0.00064702175,0.00032926173,0.0009968192,0.00095872756],"domain_scores_gemma":[0.9974623,0.00078369636,0.00022326341,0.00021076459,0.00065877096,0.0006612601],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014467562,0.00015763151,0.00028975544,0.000078676334,0.0035973385,0.00007854705,0.00026716114,0.00018454634,0.000013779463],"category_scores_gemma":[0.00042904326,0.00011845029,0.0000399706,0.00042308055,0.00040654678,0.0001135035,0.00026356432,0.0007856618,0.000016911375],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038498293,0.0004079451,0.14123163,0.0054241936,0.00021716813,0.00004312585,0.068903096,0.00011992938,0.076581195,0.40813237,0.2103224,0.08476711],"study_design_scores_gemma":[0.0029589199,0.0023865467,0.203937,0.012255983,0.000038179336,0.000121753656,0.27759507,0.0040481295,0.10648045,0.014817637,0.3743797,0.0009806417],"about_ca_topic_score_codex":0.0008174709,"about_ca_topic_score_gemma":0.000007059984,"teacher_disagreement_score":0.39331475,"about_ca_system_score_codex":0.00032808576,"about_ca_system_score_gemma":0.0006714746,"threshold_uncertainty_score":0.99769986},"labels":[],"label_agreement":null},{"id":"W3120913899","doi":"10.1503/cmaj.1095912","title":"Trudeau promises to boost federal health transfers when the pandemic is over","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Prime minister; Pandemic; Coronavirus disease 2019 (COVID-19); Government (linguistics); 2019-20 coronavirus outbreak; Payment; Transfer payment; Political science; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public administration; Economic growth; Medicine; Business; Economics; Virology; Finance; Law; Politics; Welfare","score_opus":0.0314571747442887,"score_gpt":0.3898389943502716,"score_spread":0.35838181960598287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120913899","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25334856,0.0008627422,0.00008441247,0.73492235,0.0026741042,0.00070859835,0.00016833094,0.00004904838,0.0071818335],"genre_scores_gemma":[0.32236165,0.0011257656,0.00020323577,0.6567076,0.003995066,0.00006908422,0.00003436909,0.00004856091,0.015454659],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408203,0.0015307375,0.0009842837,0.0002556588,0.0016393109,0.0015080032],"domain_scores_gemma":[0.9940846,0.000628465,0.00028599432,0.00020009426,0.0005863713,0.0042144777],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037680417,0.00017391989,0.00039063688,0.00009825045,0.0028939126,0.00008175562,0.00035915335,0.0005219555,0.02433973],"category_scores_gemma":[0.0022749873,0.00013299687,0.0001238255,0.00037360578,0.000033066495,0.000117119016,0.000030598054,0.0025047178,0.0006263509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010504091,0.000011238922,0.19705218,0.000028924374,0.000043731456,0.00004366677,0.009353761,8.6411194e-7,0.0000015578464,0.00025730536,0.77675146,0.016444787],"study_design_scores_gemma":[0.0009258618,0.00006593283,0.07394409,0.00044051476,0.000009789834,0.00005489065,0.0064649372,0.000027484288,0.000001490578,0.0005680405,0.9173754,0.00012155947],"about_ca_topic_score_codex":0.030540608,"about_ca_topic_score_gemma":0.50484234,"teacher_disagreement_score":0.47430173,"about_ca_system_score_codex":0.005023409,"about_ca_system_score_gemma":0.025377655,"threshold_uncertainty_score":0.99979657},"labels":[],"label_agreement":null},{"id":"W3122217801","doi":"10.12927/hcpol.2015.24211","title":"Estimating Nursing Wage Bill in Canada and Breaking Down the Growth Rate: 2000 to 2010","year":2015,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Center for Interuniversity Research and Analysis on Organizations; Université Laval; Université du Québec en Outaouais","funders":"","keywords":"Wage; Wage growth; Wage rate; Labour economics; Economics; Nursing; Demographic economics; Medicine","score_opus":0.06838832063920182,"score_gpt":0.4426631686086638,"score_spread":0.374274847969462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122217801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6686522,0.0012390906,0.000031232415,0.32228333,0.0017723006,0.0017814932,0.00006295912,0.00009753901,0.004079867],"genre_scores_gemma":[0.9668169,0.000042292133,0.0014127812,0.029828751,0.0010840371,0.00013938083,0.000011298285,0.000048620655,0.0006159596],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954244,0.001219962,0.00087607896,0.00042648302,0.00038721354,0.0016658955],"domain_scores_gemma":[0.99710405,0.00072540797,0.0002539095,0.00046767216,0.00031181518,0.0011371666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001540109,0.00026703405,0.0004324968,0.00022920343,0.00091117894,0.000022347509,0.00029105606,0.0001828237,0.000032033477],"category_scores_gemma":[0.0013664333,0.00018386233,0.000020757436,0.0010915723,0.00006314638,0.0001292277,0.00015259531,0.0010370824,0.0000816877],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00028821296,0.000054037315,0.58037305,0.0012821045,0.000013562227,0.00008729856,0.12874122,0.00056701346,0.000010747804,0.0134277195,0.14487995,0.13027506],"study_design_scores_gemma":[0.0033613138,0.00038835223,0.8048744,0.013337348,0.000026498588,0.000101122314,0.06496329,0.007298919,0.000020564032,0.020162335,0.08414216,0.0013236725],"about_ca_topic_score_codex":0.9989837,"about_ca_topic_score_gemma":0.99271494,"teacher_disagreement_score":0.2981647,"about_ca_system_score_codex":0.0075826542,"about_ca_system_score_gemma":0.017026447,"threshold_uncertainty_score":0.9962271},"labels":[],"label_agreement":null},{"id":"W3123334882","doi":"10.1503/cmaj.201742","title":"Transforming race-based health research in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal; University of Toronto; SickKids Foundation; McGill University Health Centre; Hospital for Sick Children; Women's College Hospital","funders":"","keywords":"Race (biology); Inequality; Pandemic; Coronavirus disease 2019 (COVID-19); Health equity; 2019-20 coronavirus outbreak; Race and health; Tracking (education); Key (lock); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Social determinants of health; Social inequality; Computer science; Data science; Political science; Medicine; Disease; Public health; Virology; Sociology; Computer security; Gender studies; Nursing; Pathology; Infectious disease (medical specialty); Mathematics","score_opus":0.08605389839970097,"score_gpt":0.44935033024535886,"score_spread":0.3632964318456579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123334882","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26490423,0.0021951338,0.00005960714,0.7108935,0.0032683278,0.0005626486,0.000070456925,0.00001861324,0.01802747],"genre_scores_gemma":[0.88975054,0.000624974,0.00019827887,0.10602025,0.001653902,0.000037156522,0.000040442043,0.000029134346,0.0016453542],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9899465,0.00370863,0.001093935,0.00021201164,0.0028785479,0.0021603815],"domain_scores_gemma":[0.99276346,0.0017754228,0.00023645553,0.00014395197,0.0011117122,0.0039690076],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011688904,0.00011059525,0.00036699406,0.000274239,0.0016249148,0.00002431144,0.0002604041,0.00039959012,0.0077542085],"category_scores_gemma":[0.002941422,0.00011362762,0.000045967543,0.0011426401,0.000022533819,0.00008899711,0.000015846981,0.0049686856,0.000150224],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000011531376,0.000019740626,0.48522618,0.00014767669,0.000015602718,0.0018008469,0.0012576537,0.000041222618,8.6475194e-7,0.00059124315,0.46379107,0.04709636],"study_design_scores_gemma":[0.001177996,0.000022121312,0.022454433,0.0015134211,0.0000016001937,0.000030167392,0.012259398,0.0003374002,0.0000031880627,0.00020335123,0.961894,0.00010294359],"about_ca_topic_score_codex":0.990208,"about_ca_topic_score_gemma":0.99993783,"teacher_disagreement_score":0.6248463,"about_ca_system_score_codex":0.042500358,"about_ca_system_score_gemma":0.35690945,"threshold_uncertainty_score":0.99967486},"labels":[],"label_agreement":null},{"id":"W3123367447","doi":"10.46747/cfp.6701e1","title":"Aider à améliorer le jumelage du SCJR","year":2021,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University; Queen's University","funders":"","keywords":"Humanities; Political science; Library science; Computer science; Art","score_opus":0.029488411839570856,"score_gpt":0.3245465784344513,"score_spread":0.29505816659488043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123367447","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057762858,0.051129427,0.00003991498,0.1058546,0.013763064,0.0010239369,0.0009834705,0.00014619308,0.7692965],"genre_scores_gemma":[0.27020943,0.0014432429,0.0007064091,0.5989357,0.005927165,0.00009741575,0.00041089993,0.0002486133,0.122021124],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928722,0.0013946089,0.0009395702,0.000991075,0.00046538984,0.0033371607],"domain_scores_gemma":[0.99406266,0.00043001128,0.00026216405,0.0012756895,0.000770445,0.0031990127],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00052710675,0.0006141363,0.0008531425,0.00025248376,0.0021627573,0.00010716751,0.00056369643,0.0009976425,0.00064289215],"category_scores_gemma":[0.0001714603,0.0007888861,0.0002946685,0.0015778642,0.00040602885,0.00048687425,0.00018360175,0.0017918894,0.013699266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011665381,0.00012710234,0.00067461695,0.00050569023,0.00007768976,0.0010454588,0.0019722292,0.00006072351,0.0001263002,0.06461073,0.8789766,0.0518112],"study_design_scores_gemma":[0.0008697712,0.00005620486,0.007606205,0.0022436832,0.00008135119,0.0000040599557,0.027825655,0.0002509052,0.000076582066,0.0037243709,0.95657307,0.0006881436],"about_ca_topic_score_codex":0.39177167,"about_ca_topic_score_gemma":0.50744295,"teacher_disagreement_score":0.6472754,"about_ca_system_score_codex":0.0025721653,"about_ca_system_score_gemma":0.01596079,"threshold_uncertainty_score":0.9994562},"labels":[],"label_agreement":null},{"id":"W3123647822","doi":"","title":"Remediation plans in family medicine residency Projet de mesures correctives pour les résidents en médecine familiale","year":2015,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Family medicine; Medicine; Medical education; Psychology","score_opus":0.07631020374257148,"score_gpt":0.4018365226937325,"score_spread":0.325526318951161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123647822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62994915,0.030305656,0.00007368615,0.06245404,0.010030236,0.003595647,0.0009162545,0.0001869077,0.2624884],"genre_scores_gemma":[0.89295256,0.0028348404,0.0006947234,0.079273425,0.0074317614,0.00030041323,0.00048113076,0.0002264801,0.01580465],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98979527,0.0038454682,0.0015739903,0.0009968395,0.00095242605,0.0028360232],"domain_scores_gemma":[0.99396056,0.001236195,0.0005586571,0.0008567785,0.0006954763,0.002692324],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003256997,0.00075408915,0.0012215496,0.0010107302,0.0006503939,0.00003800165,0.00084038684,0.0011739159,0.000046636873],"category_scores_gemma":[0.0017073511,0.00081869913,0.00011776654,0.0015734801,0.0004511513,0.0005651363,0.0001175563,0.0020322262,0.0008941538],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00021593568,0.00018086196,0.21694523,0.0005147311,0.0000624537,0.00029703227,0.018282983,0.00030768276,0.0003865669,0.0063315094,0.7308778,0.025597176],"study_design_scores_gemma":[0.0034316017,0.00045256122,0.7050544,0.006500321,0.00010332645,0.000002872914,0.1362271,0.00067321066,0.00001778488,0.020748785,0.12608436,0.0007036699],"about_ca_topic_score_codex":0.7713306,"about_ca_topic_score_gemma":0.7826227,"teacher_disagreement_score":0.6047935,"about_ca_system_score_codex":0.00853096,"about_ca_system_score_gemma":0.014805243,"threshold_uncertainty_score":0.9998838},"labels":[],"label_agreement":null},{"id":"W3123707775","doi":"","title":"Empirical Impact Evaluation of the WHO Global Code of Practice on the International Recruitment of Health Personnel in Australia, Canada, UK and USA","year":2013,"lang":"en","type":"article","venue":"Digital Access to Scholarship at Harvard (DASH) (Harvard University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Code of practice; Work (physics); Political science; Global health; Empirical examination; Code (set theory); Empirical research; Economic growth; Business; Public relations; Health care; Engineering; Economics; Actuarial science; Law","score_opus":0.22706201636252718,"score_gpt":0.46659796356062166,"score_spread":0.23953594719809448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123707775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795545,0.000013741446,0.0000049177393,0.0057097888,0.00027094412,0.0028494599,0.00081711623,0.000009107888,0.010770433],"genre_scores_gemma":[0.99706346,0.000027610218,0.00003325789,0.001604708,0.000026408941,0.000022868111,0.000028647886,0.000011871156,0.0011811621],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954634,0.0013770777,0.00077005406,0.00039566887,0.0014536734,0.0005401516],"domain_scores_gemma":[0.9960017,0.0010323925,0.0009515437,0.00050880574,0.0012129579,0.00029256137],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001954991,0.00024117116,0.0004677141,0.00017939,0.00035226153,0.00007217877,0.0011745796,0.00015753535,0.0012398576],"category_scores_gemma":[0.0023644913,0.00017437669,0.00010980602,0.0009889104,0.00014060848,0.0013756832,0.0008185598,0.0005289006,0.00009952648],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003723875,0.0001614276,0.985808,0.00009032104,0.0000895925,0.0000027146555,0.0016272465,0.00038475642,0.000014478694,0.0014644994,0.008593007,0.0013915321],"study_design_scores_gemma":[0.0011154682,0.00017820872,0.9493596,0.0008418692,0.00004257605,0.000002564132,0.004936,0.00009406997,0.000069475806,0.00025627273,0.042952813,0.00015109747],"about_ca_topic_score_codex":0.22437757,"about_ca_topic_score_gemma":0.2600497,"teacher_disagreement_score":0.036448453,"about_ca_system_score_codex":0.004554525,"about_ca_system_score_gemma":0.002129571,"threshold_uncertainty_score":0.9996731},"labels":[],"label_agreement":null},{"id":"W3123878283","doi":"","title":"The Globalisation of the Nursing Workforce: Barriers Confronting Overseas-Qualified Nurses in Australia","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Globalization; Remuneration; Attrition; Agency (philosophy); Context (archaeology); Nursing; Nursing shortage; Medicine; Political science; Nurse education; Sociology; Geography; Law","score_opus":0.03412959413420539,"score_gpt":0.4218969051771149,"score_spread":0.3877673110429095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123878283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9766357,0.002068617,0.00027753424,0.009895992,0.0037084096,0.0008573591,0.000010616578,0.000034283115,0.0065114712],"genre_scores_gemma":[0.98235846,0.0013673641,0.0000114125105,0.00015855173,0.0003420053,0.00001594778,8.782662e-7,0.00002158168,0.015723823],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9937341,0.0013126383,0.00094858475,0.00019820254,0.00052109925,0.0032853778],"domain_scores_gemma":[0.99784243,0.0006459234,0.00082196214,0.00032984093,0.00019840513,0.00016144713],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004345643,0.000186431,0.0002632325,0.00006159856,0.0014774598,0.000016698254,0.0005596468,0.00020599974,0.00012314058],"category_scores_gemma":[0.0010345828,0.00009189174,0.00012808472,0.00040227344,0.00022929705,0.00020479284,0.000044121836,0.0018990308,0.000027773773],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037001472,0.000025856134,0.16400138,0.000021957718,0.00005011318,9.219804e-7,0.003551695,0.000039132385,0.00041197165,0.80151826,0.0041330494,0.025875647],"study_design_scores_gemma":[0.0052228565,0.00030984715,0.0455324,0.008399034,0.00010946564,0.000071202754,0.1702613,0.00011449303,0.00026639266,0.6894405,0.07974747,0.0005250689],"about_ca_topic_score_codex":0.00056086044,"about_ca_topic_score_gemma":0.00425428,"teacher_disagreement_score":0.1667096,"about_ca_system_score_codex":0.0042259838,"about_ca_system_score_gemma":0.003749271,"threshold_uncertainty_score":0.9998225},"labels":[],"label_agreement":null},{"id":"W3123929676","doi":"","title":"Psychosocial Working Conditions and Well-being of International Medical Graduates in Australia: Evidence from the MABEL longitudinal survey","year":2020,"lang":"en","type":"dissertation","venue":"Minerva Access (University of Melbourne)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Context (archaeology); Political science; Psychosocial; Economic growth; Population; Geography; Medicine; Environmental health","score_opus":0.15462613925824598,"score_gpt":0.45444706635180016,"score_spread":0.2998209270935542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123929676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883126,0.0006461394,0.00003592831,0.0072660856,0.0013303779,0.00047883549,0.000088455134,0.000020875326,0.0018206787],"genre_scores_gemma":[0.9937705,0.0021648377,0.00017726401,0.00011941936,0.00026282508,0.0000030653864,0.0011021321,0.000018190623,0.0023817865],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969691,0.0007869195,0.00062338327,0.0004357928,0.00082866836,0.0003561537],"domain_scores_gemma":[0.995815,0.0024456661,0.00095362624,0.00021275274,0.00038368808,0.00018927219],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010020192,0.00023283901,0.000629678,0.00017405431,0.00050363934,0.000021114978,0.0013422727,0.0005615273,0.0023871874],"category_scores_gemma":[0.00080796407,0.00023438991,0.0001021716,0.00055049063,0.00021698137,0.00038871862,0.0003062546,0.0012285648,0.000024812349],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004671282,0.00005259892,0.97104317,0.000341911,0.00011517163,0.000038970607,0.01582107,0.000004507988,0.00002104787,0.00036744442,0.0110204825,0.0007065095],"study_design_scores_gemma":[0.00082479423,0.000025647596,0.9738861,0.008991616,0.00009056605,6.3303565e-7,0.013878674,0.00022851668,0.000007636141,0.0008776859,0.0010167987,0.00017133396],"about_ca_topic_score_codex":0.11021155,"about_ca_topic_score_gemma":0.27728006,"teacher_disagreement_score":0.16706853,"about_ca_system_score_codex":0.00015375132,"about_ca_system_score_gemma":0.00041061136,"threshold_uncertainty_score":0.9985248},"labels":[],"label_agreement":null},{"id":"W3124586569","doi":"10.46747/cfp.670172","title":"Examinations: 2021 and beyond","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"IMG; Pandemic; Coronavirus disease 2019 (COVID-19); Computer science; Medicine; Pathology; Operating system; Infectious disease (medical specialty)","score_opus":0.03561824821389001,"score_gpt":0.3546208722208759,"score_spread":0.31900262400698587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124586569","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11515007,0.0046613985,0.000009683897,0.0042613745,0.00085451663,0.00038199182,0.00014156746,0.000039808332,0.87449956],"genre_scores_gemma":[0.525297,0.0005646606,0.000768251,0.45334542,0.0011243436,0.0001494371,0.00027350668,0.00006688978,0.01841049],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99820435,0.00024551002,0.0002798372,0.00032989364,0.00014964207,0.0007907816],"domain_scores_gemma":[0.99836147,0.00018989193,0.00006848706,0.0003621762,0.0002699964,0.0007479841],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016125149,0.0001474325,0.00022763391,0.00010691569,0.0009746047,0.000019974776,0.00011199354,0.00015801155,0.00011922149],"category_scores_gemma":[0.000057711208,0.00016787424,0.000032269796,0.00048535308,0.00006802445,0.0001317486,0.000050009105,0.0003760221,0.0008632809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006960881,0.00005278772,0.0067583947,0.00028179557,0.000056507062,0.00028882868,0.0030411761,0.0000053005715,0.0009878477,0.107862055,0.642242,0.2384163],"study_design_scores_gemma":[0.0003125918,0.000019033776,0.036173057,0.00021790352,0.000015976295,5.0079433e-7,0.019878885,0.000053326232,0.000030559895,0.00349989,0.93959713,0.00020114415],"about_ca_topic_score_codex":0.017541016,"about_ca_topic_score_gemma":0.10871459,"teacher_disagreement_score":0.8560891,"about_ca_system_score_codex":0.00045094412,"about_ca_system_score_gemma":0.0018807178,"threshold_uncertainty_score":0.99991465},"labels":[],"label_agreement":null},{"id":"W3124872949","doi":"","title":"The migration of health care workers in the Western Hemisphere: issues and impacts","year":2009,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Business; Work (physics); Scale (ratio); Realm; Economic growth; Immigration; Political science; Geography; Economics","score_opus":0.03408055350073261,"score_gpt":0.45262042308262485,"score_spread":0.41853986958189227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124872949","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8596499,0.01806613,0.000010565171,0.11366974,0.00012088644,0.0012097294,0.0000032676799,0.000041006722,0.0072287656],"genre_scores_gemma":[0.9872704,0.0019491703,0.00015234856,0.008995316,0.00007281745,0.000021732434,0.00000746808,0.0000066222337,0.0015241093],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977658,0.0007504467,0.0005962497,0.00014775908,0.00023441514,0.00050536176],"domain_scores_gemma":[0.9987937,0.00048685836,0.00023621973,0.00031919318,0.0000815835,0.00008243305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165332,0.00011480718,0.00021982571,0.000021044256,0.00064017763,0.000014669163,0.000189879,0.00010280459,0.000023906301],"category_scores_gemma":[0.0000893627,0.000057692232,0.00002316404,0.00024896016,0.000051857678,0.00007684065,0.00002500957,0.00031179452,0.000014464974],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095822645,0.000032039716,0.79792833,0.00022257234,0.00000441487,0.0000010092278,0.06691096,0.00000543607,0.0000096525555,0.0017028361,0.099727586,0.033359356],"study_design_scores_gemma":[0.00051091256,0.00028464326,0.70209795,0.0007663459,0.0000040393666,0.0000012254118,0.19763868,0.000019891808,0.0000162001,0.00043187442,0.09813872,0.00008953795],"about_ca_topic_score_codex":0.01984205,"about_ca_topic_score_gemma":0.05444153,"teacher_disagreement_score":0.13072771,"about_ca_system_score_codex":0.00012638736,"about_ca_system_score_gemma":0.00024853327,"threshold_uncertainty_score":0.9866849},"labels":[],"label_agreement":null},{"id":"W3125170734","doi":"10.46747/cfp.670115","title":"Helping to improve the CaRMS match","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Matching (statistics); Medical education; Resource (disambiguation); Service (business); Process (computing); Computer science; World Wide Web; Data science; Medicine; Pathology","score_opus":0.03716946935820349,"score_gpt":0.36244281195555134,"score_spread":0.32527334259734786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125170734","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22899985,0.0013736889,0.00003802438,0.036220826,0.0040650205,0.0015384055,0.00025963425,0.00013795304,0.72736657],"genre_scores_gemma":[0.37424347,0.000023949464,0.00017478508,0.614218,0.0012845552,0.00020177505,0.00004103072,0.000055444587,0.009757011],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99726975,0.0002896221,0.00037054505,0.00040744932,0.00023397942,0.0014286723],"domain_scores_gemma":[0.9975995,0.00018664305,0.00008218414,0.0007897125,0.00029986817,0.0010421303],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026565566,0.00020249236,0.00028407195,0.00007541692,0.0015097879,0.000031981755,0.0003796885,0.00015326377,0.00004469922],"category_scores_gemma":[0.000057553905,0.00017105535,0.00007871068,0.0007517761,0.00004380555,0.000079756646,0.000106557265,0.00061724934,0.0032514152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017491158,0.000027132073,0.0015488861,0.00024861202,0.000061573985,0.00016278426,0.005812755,0.000077973964,0.0062898523,0.021482367,0.88636595,0.077904604],"study_design_scores_gemma":[0.00019458201,0.000025893696,0.007420177,0.00033445447,0.000014768474,2.8164638e-7,0.024767233,0.000033024222,0.00021463643,0.0009867052,0.96578616,0.00022207978],"about_ca_topic_score_codex":0.12448277,"about_ca_topic_score_gemma":0.24118079,"teacher_disagreement_score":0.7176096,"about_ca_system_score_codex":0.0010783237,"about_ca_system_score_gemma":0.0028480112,"threshold_uncertainty_score":0.99979013},"labels":[],"label_agreement":null},{"id":"W3125449369","doi":"","title":"The Dilemma of Physician Shortage and International Recruitment in Canada","year":2014,"lang":"en","type":"article","venue":"Research Information System of Ardabil University of Medical Sciences (Ardabil University of Medical Sciences)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Dilemma; Health care; Scope (computer science); Excellence; Political science; Livelihood; Public relations; Economic growth; Business; Medicine; Law; Economics; Geography","score_opus":0.1623306127677476,"score_gpt":0.4264758249844224,"score_spread":0.26414521221667475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125449369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9415696,0.000052191674,0.00056927156,0.023172816,0.00042640092,0.00082480715,0.00003803417,0.000013572412,0.03333325],"genre_scores_gemma":[0.9992348,0.00038448846,0.00020954682,0.000052566098,0.000026171308,4.5053892e-7,0.0000032555456,0.0000015514224,0.00008717104],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9889605,0.0013647228,0.0007555333,0.00025295417,0.0080394065,0.000626871],"domain_scores_gemma":[0.99517995,0.0027399543,0.000682982,0.00024242284,0.00055598986,0.0005986705],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.023879498,0.00010788056,0.0004411459,0.0003361125,0.0012033774,0.000010369963,0.0029460911,0.00021310664,0.00047079162],"category_scores_gemma":[0.0019001596,0.0000838913,0.00006450263,0.0013815914,0.0054723863,0.000587799,0.0010066046,0.0005848852,0.000010728947],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073781476,0.00023886167,0.45860758,0.0035074211,0.00009627742,0.000031571017,0.020337777,0.0006355219,0.000014622827,0.3241947,0.013270792,0.17832707],"study_design_scores_gemma":[0.005036348,0.00093542546,0.088525996,0.0066736965,0.000019640494,0.000006657076,0.6323804,0.069629826,0.000023529525,0.0005803467,0.19590321,0.00028488398],"about_ca_topic_score_codex":0.6089837,"about_ca_topic_score_gemma":0.39145228,"teacher_disagreement_score":0.61204267,"about_ca_system_score_codex":0.000856156,"about_ca_system_score_gemma":0.007634828,"threshold_uncertainty_score":0.99799097},"labels":[],"label_agreement":null},{"id":"W3125559497","doi":"10.1111/medu.14458","title":"Dismantling the hub and spoke: Social accountability and rural medical education","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brandon University; University of Manitoba","funders":"","keywords":"Specialty; Accountability; Medical education; Social accounting; Rural area; Medicine; Political science; Public relations; Sociology; Business; Family medicine","score_opus":0.023936520858167994,"score_gpt":0.4812379956369581,"score_spread":0.45730147477879013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125559497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8340414,0.0033269476,0.000032698943,0.1560195,0.0027141208,0.00039118627,0.0000025503386,0.00004726132,0.0034243267],"genre_scores_gemma":[0.9614971,0.0012731896,0.00012720114,0.033252615,0.0023272578,0.00018405438,0.000100736324,0.000015485808,0.0012223123],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99722886,0.0007111138,0.0005151376,0.0002811017,0.000811773,0.00045202632],"domain_scores_gemma":[0.9982665,0.00061646395,0.00013554157,0.00022311612,0.00028378202,0.00047455818],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016233515,0.00012883422,0.00022035441,0.000030338644,0.0012029506,0.000025083524,0.00016072324,0.00039843487,0.0032298889],"category_scores_gemma":[0.006106751,0.00009338021,0.000027849357,0.00024027373,0.00030442915,0.0001229586,0.00017404741,0.00086752995,0.000047546666],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000473352,0.0006423768,0.21156962,0.0008037219,0.00001622172,0.0000016889807,0.026958982,5.4146174e-8,0.000008369294,0.016141122,0.1659173,0.5778932],"study_design_scores_gemma":[0.00067752524,0.000027617165,0.45005175,0.0015060776,0.000051468858,0.00004610125,0.11098014,0.00043757295,0.0000052768814,0.006619175,0.42936617,0.00023110556],"about_ca_topic_score_codex":0.0020830622,"about_ca_topic_score_gemma":0.0017230522,"teacher_disagreement_score":0.5776621,"about_ca_system_score_codex":0.00022702837,"about_ca_system_score_gemma":0.012139577,"threshold_uncertainty_score":0.9976813},"labels":[],"label_agreement":null},{"id":"W3126274641","doi":"10.51593/20200056","title":"Canada’s Immigration System Increasingly Draws Talent from the United States","year":2020,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Investment (military); Immigration reform; Political science; Demographic economics; Workforce development; Economic growth; Immigration policy; Economics; Law","score_opus":0.05807763567330572,"score_gpt":0.3869731771363459,"score_spread":0.3288955414630402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3126274641","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.093260884,0.009729007,0.00042919852,0.1151973,0.028380044,0.013956622,0.013586762,0.002390263,0.7230699],"genre_scores_gemma":[0.80994546,0.008128611,0.0004899087,0.031374358,0.009528582,0.00084966695,0.058157444,0.00039810993,0.08112785],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929215,0.0016900393,0.0018378197,0.00066257094,0.0019307552,0.0009573423],"domain_scores_gemma":[0.9936166,0.0022212397,0.0013479033,0.00089779356,0.001399198,0.00051730865],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001152857,0.000551798,0.00094584253,0.000083642764,0.0016069269,0.00003905191,0.0006131382,0.00073410687,0.0009902084],"category_scores_gemma":[0.00067619566,0.00035360103,0.00011083322,0.0005521926,0.000055448047,0.00005676089,0.00029961686,0.0019418666,0.00034386275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004935131,0.000009164555,0.014065872,0.0012482745,0.000104752944,0.000040330116,0.0013896408,0.000023338685,6.1897697e-7,0.00043265297,0.9824076,0.00022838428],"study_design_scores_gemma":[0.00022704715,0.00003352746,0.0056529716,0.004189705,0.00013952449,0.0000049303626,0.034564156,0.00089736795,0.0000018918971,0.000021756872,0.95395064,0.0003164487],"about_ca_topic_score_codex":0.99957925,"about_ca_topic_score_gemma":0.99687153,"teacher_disagreement_score":0.7166846,"about_ca_system_score_codex":0.007880079,"about_ca_system_score_gemma":0.037929658,"threshold_uncertainty_score":0.99992305},"labels":[],"label_agreement":null},{"id":"W3126867380","doi":"10.21203/rs.3.rs-27542/v1","title":"Hiding in Plain Sight: Gendered Dimensions of Health Worker Migration from ‘Source’ Country Perspectives","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; University of Alberta; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Sight; Geography; Physics","score_opus":0.182982744632077,"score_gpt":0.5169158711941093,"score_spread":0.33393312656203233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3126867380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9028297,0.039842915,0.000628867,0.041144565,0.0010027965,0.009444486,0.0014316713,0.0003594252,0.00331557],"genre_scores_gemma":[0.98965555,0.005623277,0.00120321,0.00031486005,0.00063840376,0.0006243433,0.0011306651,0.00011586442,0.0006938117],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98356307,0.009053236,0.0019736467,0.0013833296,0.002081414,0.0019453279],"domain_scores_gemma":[0.9925573,0.003746171,0.000846732,0.0011632612,0.0010238858,0.0006626706],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0049904343,0.0004770668,0.0013984018,0.0007771595,0.0013233223,0.000045518726,0.0007313523,0.0011232648,0.00086538866],"category_scores_gemma":[0.0025131183,0.00041839608,0.00017783786,0.0014825758,0.00025319215,0.00013285365,0.0018993749,0.0070169806,0.0002401311],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016145624,0.0010152733,0.32917595,0.013946889,0.00030068707,0.0001380893,0.5202502,0.0028782818,0.0004923538,0.0059656124,0.11820252,0.0060195634],"study_design_scores_gemma":[0.0026466341,0.0006033647,0.15318277,0.047105663,0.000033480526,0.0000012004742,0.6759951,0.009952181,0.000068363835,0.016752888,0.092695795,0.0009625751],"about_ca_topic_score_codex":0.06633869,"about_ca_topic_score_gemma":0.018106323,"teacher_disagreement_score":0.17599319,"about_ca_system_score_codex":0.0037009995,"about_ca_system_score_gemma":0.004655536,"threshold_uncertainty_score":0.9999768},"labels":[],"label_agreement":null},{"id":"W3126892927","doi":"10.1097/acm.0000000000003955","title":"Racism and COVID-19: Are Trainees Prepared?","year":2021,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Cognitive dissonance; Burnout; Psychology; Health care; Coronavirus disease 2019 (COVID-19); Courage; Medicine; Pandemic; Social psychology; Medical education; Sociology; Political science; Clinical psychology; Gender studies","score_opus":0.14671439989184926,"score_gpt":0.4968302446503174,"score_spread":0.35011584475846813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3126892927","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014624315,0.039733414,0.00013715221,0.9418933,0.002700583,0.0017804386,0.00012937209,0.00036999263,0.01179331],"genre_scores_gemma":[0.0012241646,0.01420131,0.00005874395,0.87126935,0.022876967,0.0003349698,0.0010789518,0.000109195666,0.08884634],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929195,0.0015400703,0.0017820981,0.0011313949,0.0010584446,0.001568463],"domain_scores_gemma":[0.99207675,0.0045083826,0.0012246877,0.0008558108,0.00024183602,0.0010925482],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0018782342,0.00067401846,0.0017188189,0.00029183077,0.0008071587,0.0000043399123,0.0006160708,0.0052536377,0.0072033047],"category_scores_gemma":[0.008377342,0.000534688,0.000073472605,0.00045503656,0.0005425944,0.00008986328,0.00035160445,0.0146539835,0.00019592838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002565519,0.0000016791915,0.0024732542,0.005103763,0.00004851165,0.00072233967,0.017753879,6.990684e-7,0.000005373427,0.00013249535,0.97332644,0.00040591953],"study_design_scores_gemma":[0.0014539825,0.00007997264,0.00021899391,0.009301477,0.0001747917,0.000099391815,0.017993676,0.000019319014,6.4115926e-7,0.002325078,0.9679384,0.00039424366],"about_ca_topic_score_codex":0.0008680492,"about_ca_topic_score_gemma":0.00008060541,"teacher_disagreement_score":0.07705303,"about_ca_system_score_codex":0.00070558314,"about_ca_system_score_gemma":0.0014543707,"threshold_uncertainty_score":0.9999755},"labels":[],"label_agreement":null},{"id":"W3127049307","doi":"10.1503/cmaj.1095917","title":"Quebec doctor’s death highlights pandemic toll on health workers","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Toll; Death toll; Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Health care; Family medicine; Medical emergency; Political science; Pathology; Law; Environmental health; Immunology","score_opus":0.033553736498712024,"score_gpt":0.3907592586227272,"score_spread":0.3572055221240152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127049307","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32198882,0.0020296427,0.000068487956,0.61883456,0.011191912,0.0006340582,0.00009102452,0.00017213346,0.044989366],"genre_scores_gemma":[0.48987892,0.0037556898,0.0004819962,0.38461652,0.011326019,0.00006111362,0.00014595206,0.000099863646,0.10963391],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929779,0.0019469538,0.0011626533,0.00031515028,0.0018675586,0.0017297548],"domain_scores_gemma":[0.99225545,0.0010144459,0.0006221537,0.00023557917,0.0006827337,0.005189654],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003386297,0.00021091866,0.0005005817,0.00018671669,0.0020127385,0.000052873565,0.0003024042,0.00086851936,0.015848767],"category_scores_gemma":[0.0027829977,0.00018946876,0.00012967654,0.0004358853,0.000025622927,0.0001235742,0.000031778018,0.0031421196,0.0020587386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012191857,0.00002304106,0.2811533,0.000029566812,0.000046598885,0.00034793478,0.000927576,0.0000042611982,3.1521435e-7,0.0053148232,0.69885135,0.013289086],"study_design_scores_gemma":[0.0009349801,0.000050088976,0.102906935,0.0010358616,0.000008743192,0.00005658379,0.0023659384,0.000019060273,7.646653e-7,0.00036032547,0.89210826,0.00015243462],"about_ca_topic_score_codex":0.19477318,"about_ca_topic_score_gemma":0.9016344,"teacher_disagreement_score":0.7068612,"about_ca_system_score_codex":0.013796599,"about_ca_system_score_gemma":0.040629823,"threshold_uncertainty_score":0.99928653},"labels":[],"label_agreement":null},{"id":"W3127785131","doi":"10.21203/rs.3.rs-153591/v1","title":"Understanding the Influence of Ghanaian Women’s Migration Patterns on Access to Health Care&amp;nbsp;","year":2021,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Women and Children's Health Research Institute; Children's Health Research Institute","keywords":"Socioeconomic status; Thematic analysis; Empowerment; Health care; Reproductive health; Intersectionality; Social determinants of health; Business; Economic growth; Political science; Demographic economics; Socioeconomics; Population; Medicine; Psychology; Qualitative research; Environmental health; Sociology; Gender studies; Economics","score_opus":0.44063694831669775,"score_gpt":0.5958634972234906,"score_spread":0.15522654890679288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127785131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93218124,0.0017507583,0.0009867634,0.0449937,0.0009032827,0.01589907,0.0009129787,0.00022531173,0.0021469267],"genre_scores_gemma":[0.9828535,0.0041867946,0.00016002702,0.002077466,0.00094597443,0.0075694,0.0007239895,0.00023351304,0.0012493683],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9486257,0.027893947,0.0027230273,0.0025936672,0.010852085,0.007311564],"domain_scores_gemma":[0.97072536,0.011899986,0.00083714304,0.004844061,0.009040209,0.002653257],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.032154035,0.00093838444,0.0018035672,0.0033255261,0.006591722,0.00078749465,0.0051133437,0.0013895587,0.0016481095],"category_scores_gemma":[0.009334593,0.0007671226,0.00037018987,0.005407229,0.0008751584,0.00051432924,0.0096078385,0.016396,0.0006660732],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0026487566,0.0015109165,0.15149331,0.070517786,0.00040327795,0.00016480988,0.56466496,0.028813872,0.00017868039,0.008262467,0.16481051,0.0065306746],"study_design_scores_gemma":[0.0017945612,0.0046468596,0.15014932,0.06849076,0.000019708365,0.0000037045354,0.69729036,0.0002786415,0.0001442462,0.005574236,0.07020757,0.0014000238],"about_ca_topic_score_codex":0.07144454,"about_ca_topic_score_gemma":0.11148992,"teacher_disagreement_score":0.13262543,"about_ca_system_score_codex":0.02919754,"about_ca_system_score_gemma":0.016858704,"threshold_uncertainty_score":0.99990684},"labels":[],"label_agreement":null},{"id":"W3128047807","doi":"10.1111/ajr.12702","title":"Rural emergency departments: A systematic review to develop a resource typology relevant to developed countries","year":2021,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Staffing; Typology; Emergency department; Rurality; Medicine; Diversity (politics); Rural area; Health care; Business; Resource (disambiguation); Human resources; Nursing; Medical emergency; Political science; Geography","score_opus":0.12173199984537483,"score_gpt":0.5100385387979571,"score_spread":0.38830653895258227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128047807","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004884814,0.96099126,0.00003551705,0.024326202,0.003223178,0.010924319,0.00020365967,0.00007009821,0.00017693607],"genre_scores_gemma":[0.00000680819,0.96968955,0.002670441,0.013503416,0.0007080771,0.00065974117,0.00019531175,0.00017075868,0.012395878],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9749966,0.008386603,0.011911916,0.00052920263,0.0013734939,0.0028021396],"domain_scores_gemma":[0.98421645,0.0010185654,0.007882885,0.0011485106,0.0027977072,0.002935885],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007580807,0.0012311629,0.011187139,0.0007336768,0.0010712735,0.000032935946,0.0016098145,0.00077130547,0.0015250281],"category_scores_gemma":[0.004458068,0.0009054157,0.00076592294,0.003701356,0.00006201892,0.00021271767,0.00044906436,0.0027571279,0.002689968],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000031313448,0.00003171054,0.000035424855,0.6160632,0.0002572185,0.00010522173,0.0011105571,3.9326423e-7,1.0636774e-8,0.00027282155,0.37302858,0.009063597],"study_design_scores_gemma":[0.00016650389,0.000382587,0.000009051539,0.4810744,0.0006441609,0.00052956614,0.0033897192,1.1996286e-8,2.7714607e-8,0.000010748049,0.5134269,0.0003663409],"about_ca_topic_score_codex":0.00031544256,"about_ca_topic_score_gemma":0.00055045454,"teacher_disagreement_score":0.14039832,"about_ca_system_score_codex":0.0043005873,"about_ca_system_score_gemma":0.014646248,"threshold_uncertainty_score":0.99954355},"labels":[],"label_agreement":null},{"id":"W3128312207","doi":"10.1016/j.ijnurstu.2021.103899","title":"Correlates of career satisfaction in internationally educated nurses: A cross-sectional survey-based study","year":2021,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; McGill University; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"Health Canada","keywords":"Workforce; Job satisfaction; Cross-sectional study; Career development; Psychology; Nursing; Medicine; Family medicine; Social psychology","score_opus":0.1696187580389691,"score_gpt":0.554014831516068,"score_spread":0.3843960734770989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128312207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804756,0.0018109058,0.0000763925,0.00091007486,0.015931053,0.00028326298,0.0000542686,0.00001570185,0.0004427056],"genre_scores_gemma":[0.99839634,0.000113353984,0.00041525724,0.00016275632,0.00041889102,0.000016160508,0.000029638619,0.000020393489,0.00042722886],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9955726,0.0009092809,0.0018248797,0.00024253949,0.0011579691,0.00029270825],"domain_scores_gemma":[0.9886372,0.0017829182,0.0012799662,0.00014082568,0.0080800485,0.000079026155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015844482,0.0001865045,0.00051048805,0.0005066747,0.00019217172,0.000027336655,0.0003231846,0.00012625192,0.00019486037],"category_scores_gemma":[0.0027256678,0.00017326906,0.0001567176,0.00041843794,0.00014580876,0.00026624522,0.000064127664,0.0006747837,0.000013553508],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076213846,0.0010352823,0.9845274,0.000030343357,0.00055677997,0.00006973375,0.008320327,0.0014976788,0.000061715305,0.00018466105,0.0010192776,0.0019346431],"study_design_scores_gemma":[0.0024501288,0.00030102202,0.97101337,0.0021204834,0.000031651627,0.000032140764,0.022785224,0.00008505807,0.000035134108,0.00089213724,0.00013893872,0.000114708244],"about_ca_topic_score_codex":0.00048803404,"about_ca_topic_score_gemma":0.0022328168,"teacher_disagreement_score":0.017920686,"about_ca_system_score_codex":0.0018481666,"about_ca_system_score_gemma":0.0011093352,"threshold_uncertainty_score":0.7065707},"labels":[],"label_agreement":null},{"id":"W3128343955","doi":"","title":"Geneeskundeopleidingen op de voormalige Nederlandse Antillen Bonaire, Sint-Eustatius en Saba","year":2015,"lang":"nl","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Medical education","score_opus":0.06295972595144295,"score_gpt":0.38426843420051254,"score_spread":0.3213087082490696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128343955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9506355,0.020222148,0.0011600303,0.0034961316,0.002749283,0.0019063476,0.0032072798,0.0005299769,0.01609332],"genre_scores_gemma":[0.96100724,0.015216304,0.005693763,0.0041897683,0.0034842074,0.00006601717,0.0056935954,0.00023482846,0.0044142995],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.98920286,0.003265052,0.0017135326,0.0017106141,0.0008774088,0.0032305608],"domain_scores_gemma":[0.9917397,0.0020614977,0.000834031,0.0028306884,0.00020496002,0.0023291453],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004902225,0.0010011394,0.0012701335,0.0002443055,0.0020626006,0.0002900074,0.0032358915,0.00069358357,0.0001503732],"category_scores_gemma":[0.00020429406,0.00094405015,0.00010893525,0.0007444882,0.00025341616,0.001053818,0.0044851163,0.0017260347,0.00053231453],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017626021,0.00038026398,0.6173365,0.008106961,0.00059029413,0.00041774154,0.18308517,0.002416056,0.000102965394,0.00080722367,0.15422617,0.030768035],"study_design_scores_gemma":[0.004320933,0.0007233801,0.10223219,0.011053362,0.00074379053,0.00014748162,0.099851854,0.4632115,0.000017798258,0.0031179565,0.31245893,0.0021208292],"about_ca_topic_score_codex":0.027320622,"about_ca_topic_score_gemma":0.034612697,"teacher_disagreement_score":0.51510435,"about_ca_system_score_codex":0.0004315395,"about_ca_system_score_gemma":0.0011222856,"threshold_uncertainty_score":0.999301},"labels":[],"label_agreement":null},{"id":"W3129037825","doi":"","title":"A Foucauldian Discourse Analysis of the Construction of Canadian International Pharmacy Graduate (IPG) Professional Identities and Subjectivities","year":2020,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Pharmacy; Discourse analysis; Critical discourse analysis; Sociology; Identity (music); Gender studies; Political science; Media studies; Medicine; Nursing; Linguistics; Art; Law; Philosophy; Aesthetics; Politics","score_opus":0.07650019235256407,"score_gpt":0.4917522443292943,"score_spread":0.41525205197673026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3129037825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9596487,0.00035772804,0.0000022072588,0.00601982,0.00437324,0.0007701591,0.00037676105,0.000023824636,0.02842753],"genre_scores_gemma":[0.97032595,0.0007139675,0.00012094454,0.00018891385,0.00017388421,0.0000853783,0.0007870227,0.000029740158,0.0275742],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9976829,0.0004013278,0.0006732667,0.0002969323,0.0005816878,0.00036387568],"domain_scores_gemma":[0.99783444,0.00024593706,0.0010026066,0.0002414568,0.0004598626,0.00021570452],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027830357,0.0002395118,0.00062072824,0.0010894941,0.00047665523,0.000011235531,0.00030889292,0.00020624943,0.0010650338],"category_scores_gemma":[0.00021404776,0.00019324255,0.00018893293,0.0014042008,0.00022363882,0.000119202734,0.000071575494,0.0007425894,0.0000060026296],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009192673,0.00010530125,0.53151226,0.0046528126,0.0044168467,0.000013731348,0.38964397,0.00006488588,0.0006161412,0.03593077,0.028253324,0.0038706516],"study_design_scores_gemma":[0.0009664277,0.00004366401,0.32456702,0.002911993,0.0025890844,0.000002744826,0.6520125,0.0007317137,0.0010023686,0.0012773392,0.013456907,0.0004381855],"about_ca_topic_score_codex":0.29841983,"about_ca_topic_score_gemma":0.59672755,"teacher_disagreement_score":0.29830775,"about_ca_system_score_codex":0.00023039829,"about_ca_system_score_gemma":0.0019293758,"threshold_uncertainty_score":0.9998481},"labels":[],"label_agreement":null},{"id":"W3129556853","doi":"10.1186/s12960-021-00570-7","title":"Visualizing the drivers of an effective health workforce: a detailed, interactive logic model","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Johns Hopkins Bloomberg School of Public Health; Johns Hopkins University; University of Manitoba; Bill and Melinda Gates Foundation","keywords":"Operationalization; Workforce; Knowledge management; Conceptual model; Workforce planning; Conceptual framework; Logic model; Process management; Computer science; Context (archaeology); Health policy; Management science; Business; Engineering; Medicine; Political science; Public health; Sociology; Nursing","score_opus":0.08080578280643118,"score_gpt":0.498209279761094,"score_spread":0.41740349695466283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3129556853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97072935,0.0033836842,0.0042754086,0.009106069,0.0005255147,0.007082438,0.00021199469,0.00029497626,0.0043905443],"genre_scores_gemma":[0.97374547,0.00032745057,0.0038605256,0.01822246,0.0004148642,0.0008578295,0.00017094942,0.00011077342,0.0022896696],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9922736,0.003045607,0.0015993637,0.0007994759,0.0005621768,0.0017197506],"domain_scores_gemma":[0.9943367,0.0017869204,0.0016743599,0.00092917203,0.0005998984,0.0006729418],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002980536,0.00041108124,0.0011261053,0.00017789644,0.004094843,0.00002900662,0.0005509521,0.00026293594,0.0001419141],"category_scores_gemma":[0.00035316547,0.00032051344,0.0002586336,0.000564023,0.00024604218,0.00021692913,0.00026852384,0.0011478061,0.000028610086],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031889628,0.0018119286,0.02435669,0.01417278,0.00047891433,0.000029079129,0.6374177,0.013074466,0.000348372,0.16955002,0.04751457,0.088056564],"study_design_scores_gemma":[0.015590178,0.011934084,0.055231027,0.01841302,0.00022446938,0.000049757436,0.45371366,0.08836031,0.0003102486,0.058637872,0.29527938,0.0022559962],"about_ca_topic_score_codex":0.0013454923,"about_ca_topic_score_gemma":0.006558905,"teacher_disagreement_score":0.24776481,"about_ca_system_score_codex":0.0013486652,"about_ca_system_score_gemma":0.0012565914,"threshold_uncertainty_score":0.9999247},"labels":[],"label_agreement":null},{"id":"W3130319113","doi":"10.1186/s12909-021-02548-4","title":"Capturing the impact of cultural differences in residency","year":2021,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"University of Ottawa","keywords":"Medical education; Apprenticeship; Specialty; Cronbach's alpha; Cultural diversity; Teamwork; Curriculum; Medicine; Situated learning; Cultural competence; Diversity (politics); Psychology; Family medicine; Pedagogy; Psychometrics; Clinical psychology","score_opus":0.09136467630950089,"score_gpt":0.5194055517276587,"score_spread":0.4280408754181578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130319113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98646027,0.0017356924,0.000016344256,0.004484834,0.00079583516,0.0002530471,0.0000014692632,0.000015031654,0.0062374724],"genre_scores_gemma":[0.9969837,0.00030455252,0.00024432482,0.00041143098,0.0003320628,0.0000686081,0.000016609894,0.0000049581204,0.0016337323],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979214,0.00080202473,0.00048341413,0.00014166119,0.0003658583,0.0002856283],"domain_scores_gemma":[0.99826753,0.0009935382,0.0001498315,0.00021851149,0.00019238752,0.00017817401],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006257791,0.00007523295,0.00018209043,0.00003329011,0.00015647174,0.000004146198,0.0001739005,0.00014943589,0.0028917338],"category_scores_gemma":[0.0060653146,0.00004153106,0.00005079808,0.00030628525,0.00006539072,0.0000630117,0.000057223497,0.00041976644,0.00005044598],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001762428,0.00012193258,0.9691574,0.00023418474,0.000003959988,9.889822e-7,0.010514334,0.000003353581,0.000010039461,0.0027215648,0.014893408,0.0023212405],"study_design_scores_gemma":[0.00021253343,0.000019876454,0.96008384,0.0016358161,0.000004268758,0.0000028513207,0.03502903,0.00016987865,0.000011666013,0.0024864671,0.00029362497,0.00005012242],"about_ca_topic_score_codex":0.012721343,"about_ca_topic_score_gemma":0.009939172,"teacher_disagreement_score":0.024514697,"about_ca_system_score_codex":0.00022425277,"about_ca_system_score_gemma":0.011774753,"threshold_uncertainty_score":0.99801975},"labels":[],"label_agreement":null},{"id":"W3130850443","doi":"","title":"LibGuides: Immigrant Services Association of Nova Scotia (ISANS): Home","year":2014,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Immigration; Nova (rocket); Geography; Archaeology; Engineering; Aeronautics","score_opus":0.027942743789406404,"score_gpt":0.3777632101216511,"score_spread":0.3498204663322447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130850443","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09378528,0.012675087,0.00019499302,0.019898375,0.044283997,0.0086002145,0.0024924618,0.0021307073,0.8159389],"genre_scores_gemma":[0.12545395,0.0050772964,0.005143823,0.026523141,0.010885842,0.0002016796,0.0049039484,0.00066903565,0.8211413],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9913029,0.0013161568,0.0032641515,0.0008574519,0.0014783931,0.0017809492],"domain_scores_gemma":[0.99089414,0.0021593175,0.003865351,0.0012305807,0.0014627569,0.00038785618],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0029553494,0.00077466003,0.0021649515,0.00044878098,0.00044706845,0.000027731267,0.0011630993,0.0029662335,0.009644567],"category_scores_gemma":[0.00041844876,0.0006634684,0.0003804543,0.00068805116,0.000073317824,0.00022688507,0.00042540045,0.0020353533,0.006008819],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006441973,0.00006705102,0.08338472,0.0130215585,0.00017798757,0.0000027793499,0.0026129424,0.0000067804444,0.000015494008,0.0011907723,0.89882636,0.00062912394],"study_design_scores_gemma":[0.0010942807,0.00019221014,0.007365779,0.011190036,0.00022861337,9.733544e-7,0.00445697,0.00008037747,0.000028586845,0.0008497505,0.9738423,0.00067007315],"about_ca_topic_score_codex":0.098022945,"about_ca_topic_score_gemma":0.085059725,"teacher_disagreement_score":0.076018944,"about_ca_system_score_codex":0.0012010402,"about_ca_system_score_gemma":0.0009463265,"threshold_uncertainty_score":0.99958163},"labels":[],"label_agreement":null},{"id":"W3131357699","doi":"10.21203/rs.3.rs-206889/v1","title":"Modernising physician resource planning: a national interactive web platform for Canadian medical trainees","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Université de Sherbrooke; McMaster University; University of Toronto; University of British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Resource planning; Resource (disambiguation); Web resource; Business; World Wide Web; Knowledge management; Computer science; Environmental resource management; Economics","score_opus":0.22499902201842187,"score_gpt":0.5630777447844362,"score_spread":0.3380787227660143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131357699","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37826616,0.0057368893,0.00097100536,0.08018043,0.0034791385,0.01933578,0.005617901,0.0007252999,0.50568736],"genre_scores_gemma":[0.98215526,0.000108403874,0.000704477,0.004081525,0.0034191355,0.0025069497,0.0027266971,0.0001517319,0.004145795],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99017227,0.0013578394,0.0009549605,0.0010614895,0.0038520512,0.0026013677],"domain_scores_gemma":[0.98817134,0.0053941826,0.0002727163,0.0006227256,0.0034667223,0.0020723427],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005585609,0.0004262283,0.00076967094,0.0009239622,0.002711466,0.00014083897,0.0009998725,0.0017443998,0.0015670687],"category_scores_gemma":[0.0077516674,0.00042908342,0.00026228325,0.00055013195,0.0002195363,0.00018790308,0.0011361503,0.008362756,0.00013885662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0013175714,0.00044823822,0.0037544668,0.016286163,0.00056219497,0.0006495498,0.11481548,0.0037862347,0.000033794233,0.011396751,0.82966477,0.017284814],"study_design_scores_gemma":[0.0015357421,0.00021060681,0.0012449389,0.034408778,0.000018854138,0.0000073016226,0.1266016,0.06669089,0.000014607748,0.007105385,0.76151794,0.0006433641],"about_ca_topic_score_codex":0.05339091,"about_ca_topic_score_gemma":0.17998746,"teacher_disagreement_score":0.6038891,"about_ca_system_score_codex":0.0054323426,"about_ca_system_score_gemma":0.039884597,"threshold_uncertainty_score":0.9998161},"labels":[],"label_agreement":null},{"id":"W3131389761","doi":"","title":"Evaluation framework of the refugee program","year":2020,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Immigration; Internship; Government (linguistics); Revenue; Public economics; Economics; Business; Labour economics; Economic growth; Political science; Accounting; Law","score_opus":0.129591786124919,"score_gpt":0.5249491471608656,"score_spread":0.3953573610359466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131389761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68295836,0.00066099333,0.00054666377,0.074851885,0.0015576648,0.008550559,0.000010066519,0.0005157717,0.23034805],"genre_scores_gemma":[0.9841618,0.000012194654,0.0067912815,0.007928801,0.0002529848,0.00023793848,0.000002745928,0.000011701633,0.0006005601],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977376,0.0007740552,0.00041474745,0.0001527472,0.00063053827,0.00029030637],"domain_scores_gemma":[0.9987187,0.00026403723,0.00019638397,0.00030815488,0.000396238,0.00011650816],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00096525555,0.00007415039,0.00014685605,0.000009639824,0.00028088473,0.0000022355412,0.00023275135,0.00017217519,0.0029243934],"category_scores_gemma":[0.0017363445,0.00004402155,0.00004789073,0.00043381006,0.00004277209,0.000037950864,0.00012320516,0.00045746253,0.00034202437],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001798967,0.00025906498,0.22368489,0.0012973992,0.000073907555,6.789024e-7,0.022110151,0.00018002243,0.00014670381,0.20123442,0.19477245,0.35606042],"study_design_scores_gemma":[0.0010902017,0.0004731743,0.074811,0.0014616876,0.00014599084,2.894415e-7,0.008045606,0.011838177,0.0003284447,0.03243836,0.86913365,0.0002334134],"about_ca_topic_score_codex":0.00009162164,"about_ca_topic_score_gemma":0.000060126175,"teacher_disagreement_score":0.6743612,"about_ca_system_score_codex":0.00009127309,"about_ca_system_score_gemma":0.00036105848,"threshold_uncertainty_score":0.9979871},"labels":[],"label_agreement":null},{"id":"W3131692826","doi":"10.1111/medu.14476","title":"Urban ideals and rural realities: Physiotherapists navigating paradox in overlapping roles","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Positive Living North; Dalhousie University; University of Northern British Columbia","funders":"","keywords":"Framing (construction); Confidentiality; Norm (philosophy); Duty; Constructivist grounded theory; Sociology; Public relations; Grounded theory; Psychology; Nursing; Medicine; Qualitative research; Political science; Law; Social science; Geography","score_opus":0.0171399344493253,"score_gpt":0.4437358338744189,"score_spread":0.42659589942509357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131692826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96685874,0.005789673,0.000020908994,0.021842035,0.00089809066,0.00032863262,0.0000034454906,0.00006202515,0.00419642],"genre_scores_gemma":[0.98048276,0.0010628736,0.00038014175,0.015487088,0.0007695974,0.00014836036,0.00008720406,0.000019352212,0.0015626153],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977795,0.0005711099,0.00056449854,0.00023065649,0.00039996838,0.00045427764],"domain_scores_gemma":[0.9987914,0.00050978526,0.00014807394,0.00020290884,0.00011585541,0.00023197538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070116343,0.00011710925,0.00025072068,0.000033731612,0.00029285336,0.000012685443,0.000093237635,0.0002170187,0.000815826],"category_scores_gemma":[0.001632884,0.00011229586,0.000022765447,0.00028493282,0.00006633003,0.0001082514,0.000060296967,0.0006556307,0.000038854447],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064958105,0.0004771714,0.502766,0.003476587,0.00002324683,0.000020978254,0.10559502,0.0000037734196,0.0004804293,0.021143045,0.13676837,0.22918038],"study_design_scores_gemma":[0.0026093961,0.000095314244,0.43412155,0.046450887,0.000015763791,0.000030397572,0.29402113,0.0018312884,0.00007882632,0.01649233,0.20356995,0.00068318506],"about_ca_topic_score_codex":0.0032314926,"about_ca_topic_score_gemma":0.0012147877,"teacher_disagreement_score":0.2284972,"about_ca_system_score_codex":0.0002593036,"about_ca_system_score_gemma":0.0021463311,"threshold_uncertainty_score":0.8932723},"labels":[],"label_agreement":null},{"id":"W3131992792","doi":"10.1332/204674321x16104823811079","title":"Decolonising research with black communities: developing equitable and ethical relationships between academic and community stakeholders","year":2021,"lang":"en","type":"article","venue":"Families Relationships and Societies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Sociology; Engineering ethics; Political science; Environmental ethics; Public relations; Engineering","score_opus":0.5995284082052823,"score_gpt":0.5077511032055498,"score_spread":0.09177730499973247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131992792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9765257,0.0039714356,0.0004235903,0.011874848,0.0000556659,0.0005504472,0.000036618076,0.00010497156,0.006456718],"genre_scores_gemma":[0.98580396,0.0074420013,0.004413008,0.0006197011,0.00007244929,0.000062673236,0.00011801718,0.0000345648,0.0014336061],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98637676,0.011342407,0.0006347646,0.00025093832,0.00046209616,0.0009330074],"domain_scores_gemma":[0.9746295,0.024085263,0.00015890444,0.00036831526,0.00049912615,0.00025888314],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009657237,0.0002214823,0.0004215124,0.00013680333,0.022568438,0.00010146638,0.00016139228,0.0011777865,0.000019705783],"category_scores_gemma":[0.002143789,0.00020776459,0.000024168048,0.0006071266,0.0019347124,0.00027179014,0.0007498861,0.016063245,0.000009378553],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018761904,0.0000072227704,0.7703827,0.0006640605,0.00003611297,0.0000012177992,0.19096066,0.000015001634,0.000004450013,0.035892107,0.00184006,0.0001776627],"study_design_scores_gemma":[0.00042631844,0.00006058769,0.34498328,0.0011492658,0.00003029155,0.0000037759842,0.62773836,0.00011157033,0.0000036315087,0.020799784,0.0045253537,0.0001677899],"about_ca_topic_score_codex":0.0009521802,"about_ca_topic_score_gemma":0.0032343247,"teacher_disagreement_score":0.43677768,"about_ca_system_score_codex":0.00022239737,"about_ca_system_score_gemma":0.00069390173,"threshold_uncertainty_score":0.9862067},"labels":[],"label_agreement":null},{"id":"W3132261879","doi":"10.1108/he-11-2020-0109","title":"The role of digital technology in providing education, training, continuing professional development and support to the rural health workforce","year":2021,"lang":"en","type":"article","venue":"Health Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Workforce; Professional development; Workforce development; Knowledge translation; Digital health; Empowerment; Rural health; Medical education; Medicine; Nursing; Public relations; Rural area; Health care; Knowledge management; Political science; Psychological intervention; Computer science","score_opus":0.0337248849025204,"score_gpt":0.4305231162495682,"score_spread":0.3967982313470478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3132261879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.742502,0.013876504,0.000027944927,0.2346912,0.0032856215,0.0034925938,0.000009791792,0.000072874675,0.002041502],"genre_scores_gemma":[0.98278934,0.0003868492,0.0015918376,0.0054194448,0.0002552595,0.0013550769,0.00010314355,0.00002732813,0.008071698],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.996657,0.00046828788,0.0013271547,0.00032285874,0.0003056328,0.00091907213],"domain_scores_gemma":[0.9977286,0.00046184345,0.000691768,0.00037890385,0.00042459808,0.00031430586],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001833878,0.00017452193,0.00034914428,0.00018220478,0.001516049,0.000030422581,0.0002378888,0.0001403712,0.000025293903],"category_scores_gemma":[0.0006908793,0.00012448274,0.000022443734,0.00095561496,0.00007762017,0.0001458974,0.00015610653,0.00065071316,0.000029848647],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026757862,0.00015734436,0.09208469,0.00028108564,0.0000037698594,9.586334e-8,0.08749935,0.0000017750554,0.000005851806,0.021333152,0.009098519,0.7895076],"study_design_scores_gemma":[0.00016204569,0.00006221579,0.02696605,0.0022066114,0.0000014737354,0.000008818767,0.3398567,0.000008642676,0.000033100547,0.002275043,0.6283272,0.00009207738],"about_ca_topic_score_codex":0.00034627682,"about_ca_topic_score_gemma":0.0018569316,"teacher_disagreement_score":0.78941554,"about_ca_system_score_codex":0.000884999,"about_ca_system_score_gemma":0.031035887,"threshold_uncertainty_score":0.9997838},"labels":[],"label_agreement":null},{"id":"W3133690104","doi":"10.5334/ijic.s4106","title":"Rural Stories of Getting Back Home: An integrated knowledge translation study of people’s experiences of navigating access to healthcare from rural and remote communities in British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Interior Health; University of British Columbia; Okanagan University College; University of British Columbia, Okanagan Campus","funders":"","keywords":"Health care; Library science; Political science; Computer science","score_opus":0.04864613357581819,"score_gpt":0.4156563540082524,"score_spread":0.3670102204324342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133690104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99338347,0.0039254446,0.000032543794,0.0002382574,0.0014376704,0.00043327615,0.00048711558,0.000007995967,0.000054224834],"genre_scores_gemma":[0.99816775,0.00029479933,0.0009945941,0.00012194545,0.00009078423,0.000010894694,0.00027843256,0.00002029535,0.0000205216],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9955921,0.0012603505,0.0020064274,0.00014791763,0.00070810516,0.00028505336],"domain_scores_gemma":[0.99074954,0.0007506988,0.0012142044,0.00018264462,0.0069279177,0.0001749873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048807013,0.00016244795,0.0007561694,0.00013478202,0.00017788027,0.00007493476,0.0006588863,0.00014322973,0.00025256554],"category_scores_gemma":[0.00042069633,0.00019540938,0.00005891947,0.00062667235,0.00008582423,0.00045716655,0.00013993055,0.0009264944,1.8016134e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016361632,0.00009774718,0.565991,0.00023104824,0.00006627656,0.000023950215,0.38968128,0.0001018505,0.00009883737,0.00000203738,0.000084547464,0.043457836],"study_design_scores_gemma":[0.0012003682,0.0003940792,0.09963212,0.0135847395,0.000017324042,0.000016857943,0.88446224,0.00023643246,0.00020319659,0.000030041634,0.000095814474,0.0001267837],"about_ca_topic_score_codex":0.9896056,"about_ca_topic_score_gemma":0.99876696,"teacher_disagreement_score":0.49478096,"about_ca_system_score_codex":0.000987184,"about_ca_system_score_gemma":0.0033648529,"threshold_uncertainty_score":0.7968563},"labels":[],"label_agreement":null},{"id":"W3133773074","doi":"10.12927/hcpol.2021.26429","title":"The Allocation of Medical School Spaces in Canada by Province and Territory: The Need for Evidence-Based Health Workforce Policy","year":2021,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Residence; Workforce; Equity (law); Population; Differential (mechanical device); Geography; Political science; Demographic economics; Economic growth; Sociology; Demography; Economics; Law","score_opus":0.06525887443361415,"score_gpt":0.4482123352753133,"score_spread":0.3829534608416991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133773074","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06340331,0.02930089,0.0000568141,0.90380037,0.00039993259,0.0027453175,0.00013203986,0.000035572837,0.00012575673],"genre_scores_gemma":[0.8950194,0.009783806,0.00016029102,0.092285275,0.0010491224,0.0006613048,0.000057256842,0.000042777127,0.0009407703],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936101,0.0022277783,0.0012748729,0.0004287788,0.0010193931,0.0014391037],"domain_scores_gemma":[0.9927662,0.004354866,0.0006542282,0.0007049665,0.0004154595,0.0011042748],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028234508,0.00024786245,0.0005098223,0.00011809488,0.0014972574,0.000030275245,0.00055155775,0.0002617801,0.000022780994],"category_scores_gemma":[0.0068855197,0.00016677211,0.000050415478,0.0009247179,0.00019310103,0.000116885756,0.00016168148,0.000938859,0.0000032901457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007429515,0.00012172513,0.3309831,0.011508645,0.000040428527,0.000011568418,0.0058670063,0.00008640379,0.000025753869,0.15781884,0.33434808,0.1584455],"study_design_scores_gemma":[0.0029443416,0.00048005788,0.054564822,0.018156243,0.00001477866,0.000012458334,0.03801874,0.0044350117,0.00011613587,0.0028252532,0.8779277,0.00050446455],"about_ca_topic_score_codex":0.9922356,"about_ca_topic_score_gemma":0.99197906,"teacher_disagreement_score":0.8316161,"about_ca_system_score_codex":0.004554232,"about_ca_system_score_gemma":0.1739208,"threshold_uncertainty_score":0.99980265},"labels":[],"label_agreement":null},{"id":"W3133891312","doi":"10.1002/hpm.3129","title":"Global health and innovation: A panoramic view on health human resources in the COVID‐19 pandemic context","year":2021,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"Canada Research Chairs; Fonds de Recherche du Québec - Santé; National Institute for Health and Care Research","keywords":"Workforce; Human resources; Scope (computer science); Business; Work (physics); Corporate governance; Pandemic; Health policy; Global health; Context (archaeology); Public relations; Citizen journalism; Political science; Economic growth; Health care; Coronavirus disease 2019 (COVID-19); Economics; Medicine; Geography; Engineering; Computer science","score_opus":0.16964469709721955,"score_gpt":0.5236475522488174,"score_spread":0.3540028551515979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133891312","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40538445,0.043148544,0.00058098085,0.54683506,0.0010387929,0.0011730111,0.000034272776,0.000036506783,0.0017683599],"genre_scores_gemma":[0.698165,0.0118276365,0.00020066102,0.289149,0.0002723504,0.000026707241,0.000031611653,0.00001059303,0.00031642258],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946289,0.002105469,0.0017029409,0.00024690048,0.0007825761,0.00053318706],"domain_scores_gemma":[0.997085,0.00063820556,0.0015870046,0.00021920029,0.00022134956,0.00024925676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008257713,0.0001786008,0.00046920305,0.0002697985,0.001253128,0.00006608594,0.0004677046,0.00005782756,0.000024238452],"category_scores_gemma":[0.00021513776,0.00011385566,0.00003659487,0.00056571764,0.00008523127,0.000082389925,0.00019369759,0.00068754226,0.000004522019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006584138,0.00028469626,0.24882922,0.0024369098,0.00026574935,0.0002798633,0.062099423,0.00048114604,6.5562136e-7,0.20930724,0.27503794,0.20031875],"study_design_scores_gemma":[0.002268324,0.00063167623,0.05727914,0.0041513955,0.000008180945,0.000352947,0.07029234,0.000035885318,4.1078458e-8,0.0076436684,0.8572243,0.00011211922],"about_ca_topic_score_codex":0.0015546429,"about_ca_topic_score_gemma":0.001189755,"teacher_disagreement_score":0.58218634,"about_ca_system_score_codex":0.0013186823,"about_ca_system_score_gemma":0.0011794424,"threshold_uncertainty_score":0.9638174},"labels":[],"label_agreement":null},{"id":"W3134033916","doi":"10.1503/cmaj.1095925","title":"New national consortium to tackle anti-Indigenous racism in medical education","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Racism; Work (physics); Medical education; Medicine; Political science; Sociology; Gender studies; Engineering","score_opus":0.017710822267685895,"score_gpt":0.4010856828444764,"score_spread":0.3833748605767905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134033916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48776007,0.0012315834,0.00029820425,0.44337255,0.01052521,0.0007587584,0.000051340427,0.000059755344,0.055942517],"genre_scores_gemma":[0.5645667,0.0006741282,0.0018100376,0.3929431,0.01119277,0.00007463505,0.000144169,0.000060225066,0.028534258],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99309266,0.0009782963,0.0011649822,0.00027455422,0.0033186,0.0011709175],"domain_scores_gemma":[0.99096173,0.0006201142,0.00032681916,0.00013214836,0.0016659739,0.006293231],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0042084735,0.00015320822,0.0003618454,0.00036066584,0.00078789884,0.00004416138,0.00034561273,0.0009956426,0.047682513],"category_scores_gemma":[0.020510769,0.00016160827,0.00007170116,0.00090480736,0.000018669976,0.00015014643,0.000048402388,0.0024407762,0.002102537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006103563,0.00005707578,0.20693816,0.000019877069,0.00002120725,0.00037429703,0.0023224098,0.0000060638886,0.0000018135909,0.0016007975,0.73660004,0.052052174],"study_design_scores_gemma":[0.0009257983,0.000020477448,0.13758266,0.0006738147,0.000006282283,0.0002053612,0.0026531157,0.000049003855,0.000003501862,0.0011757028,0.85654163,0.00016264537],"about_ca_topic_score_codex":0.020549312,"about_ca_topic_score_gemma":0.3706484,"teacher_disagreement_score":0.3500991,"about_ca_system_score_codex":0.006386371,"about_ca_system_score_gemma":0.17620358,"threshold_uncertainty_score":0.99986064},"labels":[],"label_agreement":null},{"id":"W3134036691","doi":"10.5430/jnep.v11n6p50","title":"Collaboration, culture and communication: Preparing the next generation to provide rural primary health care","year":2021,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Sustainability; Health care; Primary care; Rural area; Medical education; Qualitative research; Rural health; Primary health care; Medicine; Political science; Family medicine; Sociology","score_opus":0.11914126283264578,"score_gpt":0.5303400736849686,"score_spread":0.4111988108523228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134036691","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11830279,0.119171225,0.00030900966,0.72423273,0.0031498414,0.0011569548,0.0000050181284,0.000026441976,0.03364598],"genre_scores_gemma":[0.75209427,0.019534666,0.10275053,0.116891064,0.0031222228,0.000075519,0.00012542978,0.000039695056,0.0053665843],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99719656,0.0017603124,0.00055054144,0.00010454366,0.00022347299,0.00016455233],"domain_scores_gemma":[0.99593484,0.00065980124,0.00080467266,0.000225534,0.0021803698,0.00019479526],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011940477,0.00008464776,0.0001670513,0.000048416772,0.0020182203,0.00013563462,0.00008934777,0.00007680648,0.000013651989],"category_scores_gemma":[0.0017905919,0.00006475547,0.000015780492,0.00031940156,0.000036417492,0.0009993077,0.000042673444,0.000463477,0.0000031710856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015861362,0.00018899,0.0005579391,0.0002023603,0.000018484592,4.9798984e-7,0.3832322,0.000022596696,0.00041788694,0.0029195705,0.49544138,0.11683945],"study_design_scores_gemma":[0.00019093449,0.000093064555,0.0014968097,0.0009366132,0.00003668134,0.00026679962,0.33738524,0.000011103929,0.000013014167,0.00012872835,0.6593908,0.00005017211],"about_ca_topic_score_codex":0.00008120886,"about_ca_topic_score_gemma":0.00015348752,"teacher_disagreement_score":0.6337915,"about_ca_system_score_codex":0.0006660897,"about_ca_system_score_gemma":0.0035622243,"threshold_uncertainty_score":0.999281},"labels":[],"label_agreement":null},{"id":"W3134226126","doi":"10.21203/rs.3.rs-222720/v1","title":"Inequalities in Access to Tuberculosis Services in South Africa: Does Gender Matter?","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Health Canada; International Development Research Centre","keywords":"Inequality; Tuberculosis; Gender inequality; Geography; Mathematics; Medicine","score_opus":0.2382969408375808,"score_gpt":0.5370586674390321,"score_spread":0.2987617266014513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134226126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685981,0.0028281207,0.000007135758,0.0065417886,0.00086545985,0.005038509,0.00043436544,0.00012143921,0.015565079],"genre_scores_gemma":[0.990814,0.00055528013,0.00027680193,0.0013781298,0.00046594738,0.0043562525,0.00031085405,0.000113866285,0.0017289005],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9849067,0.0068282643,0.0016803707,0.0015215469,0.0020114093,0.0030517378],"domain_scores_gemma":[0.99446166,0.0017578895,0.00024185263,0.0016732002,0.0011841416,0.00068126305],"candidate_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005488058,0.0005396363,0.0011904377,0.0019329478,0.0005553063,0.00032931846,0.0019018569,0.0012597333,0.0045573325],"category_scores_gemma":[0.0005602462,0.000450636,0.00014451188,0.0024140594,0.000092525945,0.00035157788,0.0094088,0.006219353,0.0012177598],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012156705,0.00012710683,0.78085345,0.025573848,0.00002279018,0.00011477829,0.18997194,0.00037986794,0.000005831284,0.00016480443,0.002497156,0.00016684628],"study_design_scores_gemma":[0.0005568002,0.000033652446,0.6414172,0.023050271,0.0000074958193,3.439317e-7,0.32533258,0.00012448679,0.000020728827,0.0032511374,0.005695631,0.0005096542],"about_ca_topic_score_codex":0.031550184,"about_ca_topic_score_gemma":0.053055324,"teacher_disagreement_score":0.13943626,"about_ca_system_score_codex":0.0023006373,"about_ca_system_score_gemma":0.0017321876,"threshold_uncertainty_score":0.99979454},"labels":[],"label_agreement":null},{"id":"W3134304780","doi":"10.36834/cmej.68215","title":"An equity-oriented admissions model for Indigenous student recruitment in an undergraduate medical education program","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Excellence; Disadvantaged; Equity (law); Health equity; Disadvantage; Indigenous; Dilemma; Public relations; Population; Political science; Medical education; Health care; Sociology; Medicine; Law","score_opus":0.11297568129539683,"score_gpt":0.556670836670494,"score_spread":0.4436951553750972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134304780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6206945,0.003004113,0.0028210375,0.33957845,0.016614873,0.011664114,0.00007502039,0.0002048435,0.0053430246],"genre_scores_gemma":[0.70186454,0.0019274538,0.02922986,0.23984873,0.006097095,0.01050318,0.0020800214,0.00018347982,0.008265621],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939192,0.0012553656,0.0013284087,0.0004982003,0.001562109,0.001436706],"domain_scores_gemma":[0.96883893,0.0001639403,0.0003222478,0.00047945644,0.001407367,0.028788079],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030681477,0.00024838257,0.00038468113,0.00043720286,0.0016170117,0.0000793373,0.0006757489,0.0007021684,0.010990783],"category_scores_gemma":[0.013565655,0.00023816453,0.000079926045,0.0006447473,0.00007955176,0.0003230056,0.00006641015,0.002022571,0.00004017666],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000053538883,0.0049835225,0.016205026,0.00021157604,0.000030585546,0.00007420434,0.027097555,0.00008135677,0.0000034586685,0.0077920146,0.09912732,0.84433985],"study_design_scores_gemma":[0.0024077855,0.0007000811,0.007475486,0.0038978194,0.000064144115,0.0002726498,0.06450579,0.023925753,0.000002893669,0.01040838,0.88577425,0.00056495523],"about_ca_topic_score_codex":0.007988807,"about_ca_topic_score_gemma":0.41432005,"teacher_disagreement_score":0.8437749,"about_ca_system_score_codex":0.0041472423,"about_ca_system_score_gemma":0.4910553,"threshold_uncertainty_score":0.9996827},"labels":[],"label_agreement":null},{"id":"W3134573334","doi":"10.1186/s12960-021-00605-z","title":"Conceptual framework for task shifting and task sharing: an international Delphi study","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":152,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute; Laurentian University; McMaster University; Women's College Hospital; Humber River Regional Hospital; Canadian Public Health Association; Institute for Work & Health; University of Sudbury; University of Toronto","funders":"University of California, San Diego; University of Washington; University of Cape Town; Medical Research Council; South African Medical Research Council; Johns Hopkins Bloomberg School of Public Health; York University; Johns Hopkins University","keywords":"Conceptual framework; Delphi method; Task (project management); Knowledge management; Context (archaeology); Process management; Process (computing); Health services research; Computer science; Conceptual model; Management science; Medicine; Sociology; Public health; Business; Engineering; Nursing; Artificial intelligence","score_opus":0.13444193896002218,"score_gpt":0.5061269843570975,"score_spread":0.37168504539707525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134573334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98748255,0.0009926013,0.0020531935,0.0033564107,0.0008759333,0.003884457,0.00026075164,0.0003125126,0.0007815818],"genre_scores_gemma":[0.9759302,0.000070871116,0.011546493,0.007651995,0.0018412601,0.0009065349,0.00029253837,0.000094825875,0.0016652676],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958457,0.00046484423,0.001181846,0.0009218221,0.00039781563,0.0011880171],"domain_scores_gemma":[0.9965877,0.0012303886,0.00056854164,0.000593299,0.0004112243,0.0006088267],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018875991,0.00028752504,0.0006004114,0.0001191379,0.0033420958,0.00006612597,0.0004426219,0.00027173263,0.0002481034],"category_scores_gemma":[0.0007436838,0.00029379549,0.00010702517,0.00018240079,0.00012434876,0.00019327705,0.00032473585,0.00070605765,0.000014284859],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005845693,0.00085637555,0.39709368,0.0014784115,0.00017933028,0.000013914933,0.28843382,0.00004177846,0.00002195967,0.29896656,0.009226155,0.0031034343],"study_design_scores_gemma":[0.004399823,0.0024892061,0.0635351,0.0013253196,0.000054547134,0.0000051267293,0.22255093,0.00085968664,0.0000021329952,0.01805513,0.6862172,0.0005057791],"about_ca_topic_score_codex":0.00065197964,"about_ca_topic_score_gemma":0.002681866,"teacher_disagreement_score":0.67699105,"about_ca_system_score_codex":0.00036575852,"about_ca_system_score_gemma":0.00033813174,"threshold_uncertainty_score":0.9999514},"labels":[],"label_agreement":null},{"id":"W313469735","doi":"","title":"Increasing medical student interest in general practice in New Zealand: where to from here?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; General practice; Flexibility (engineering); General interest; Quarter (Canadian coin); Special Interest Group; Medical education; Family medicine; Management","score_opus":0.055986592528256676,"score_gpt":0.43887892705695297,"score_spread":0.3828923345286963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W313469735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9489911,0.00029346367,0.0000050718513,0.040413138,0.0020706132,0.00200279,0.000008024176,0.000079301695,0.0061364854],"genre_scores_gemma":[0.98298424,0.00012397436,0.0019889248,0.009144173,0.0013600965,0.0009877742,0.000016463182,0.000037738457,0.0033565883],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958555,0.0011246479,0.0008903175,0.0004429308,0.00049048243,0.0011960819],"domain_scores_gemma":[0.99616,0.0019462232,0.00018914303,0.00042034528,0.000074524316,0.0012098047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028963387,0.0001953315,0.0003979354,0.00016854377,0.00011394467,0.00002581962,0.00050204614,0.00046253056,0.0008030702],"category_scores_gemma":[0.0058520227,0.00017906299,0.000030361494,0.0004151522,0.000029035411,0.00022543488,0.0003998462,0.0021270544,0.0003410174],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003362085,0.00017222202,0.8777168,0.00002419982,0.000009831373,0.000117826254,0.0053770873,0.000002646437,0.000012603747,0.0004351517,0.020512093,0.09528333],"study_design_scores_gemma":[0.0014450132,0.000015789967,0.748041,0.00030906612,0.000006127716,0.0000056050744,0.0027229534,0.000017993463,0.0000027434874,0.00031319604,0.24697594,0.00014460621],"about_ca_topic_score_codex":0.16209115,"about_ca_topic_score_gemma":0.489316,"teacher_disagreement_score":0.32722482,"about_ca_system_score_codex":0.00041490304,"about_ca_system_score_gemma":0.0005776167,"threshold_uncertainty_score":0.92411107},"labels":[],"label_agreement":null},{"id":"W3135079329","doi":"10.36834/cmej.69951","title":"Impact of an urban regional medical campus: Perceptions of community stakeholders","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; Windsor Regional Hospital; University of Windsor; Western University","funders":"","keywords":"Perception; Urban community; Business; Environmental health; Medicine; Psychology","score_opus":0.12493169006048566,"score_gpt":0.47554314562470446,"score_spread":0.3506114555642188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135079329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9306774,0.00022989833,0.00004335415,0.06535007,0.00070944114,0.0002550017,0.000052038235,0.000017434048,0.0026653504],"genre_scores_gemma":[0.9595023,0.00013818081,0.00023551157,0.038654543,0.0012354575,0.000011517231,0.000095227566,0.00002123793,0.00010603438],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.994996,0.001961031,0.001084337,0.0001220764,0.0012289167,0.0006076068],"domain_scores_gemma":[0.97787774,0.00036205546,0.00046205858,0.00030639468,0.0008542016,0.020137545],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019822055,0.00015120528,0.00038834798,0.00022289374,0.000926159,0.0000074436193,0.00073945936,0.00049702864,0.1077763],"category_scores_gemma":[0.017079925,0.00013050852,0.00014676544,0.0004666142,0.00041987133,0.00016849146,0.00003473917,0.0033209468,0.00005806435],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052888376,0.0002998687,0.10977799,0.00017037093,0.000052024217,0.000011614793,0.04161545,0.000010002582,0.0000066447033,0.0006997639,0.8284382,0.018865144],"study_design_scores_gemma":[0.0024063124,0.0014715712,0.57212335,0.0026776756,0.000074538206,0.00034823673,0.26087454,0.0008660194,0.0000012117888,0.00086726586,0.15787654,0.0004127858],"about_ca_topic_score_codex":0.11708354,"about_ca_topic_score_gemma":0.077099465,"teacher_disagreement_score":0.67056173,"about_ca_system_score_codex":0.0008509547,"about_ca_system_score_gemma":0.14642784,"threshold_uncertainty_score":0.99897844},"labels":[],"label_agreement":null},{"id":"W3135154321","doi":"10.1111/inr.12668","title":"Surviving the employment gap: a cross‐sectional survey of internationally educated nurses","year":2021,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Earnings; Demographic economics; Immigration; Work (physics); Business; Cross-sectional study; Nursing; Survey data collection; Psychology; Labour economics; Medicine; Political science; Economics; Accounting","score_opus":0.15106829337397032,"score_gpt":0.5485930323928679,"score_spread":0.3975247390188976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135154321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6555877,0.14477412,0.00048049286,0.03851931,0.041919965,0.0027811208,0.0006828155,0.00024355092,0.11501096],"genre_scores_gemma":[0.96048796,0.015769137,0.00038749856,0.0055780862,0.00061958353,0.00016529302,0.00072070403,0.00004698147,0.016224766],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956548,0.0012882539,0.0013538597,0.00038393968,0.000931727,0.0003874147],"domain_scores_gemma":[0.9938313,0.0018045814,0.0006926813,0.0004033216,0.0031603202,0.00010783799],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022308314,0.00019712099,0.00039388996,0.0000779932,0.0004067989,0.000033922803,0.0006235721,0.000108075306,0.0039426973],"category_scores_gemma":[0.0040883077,0.00015439944,0.00015423377,0.00048597276,0.0001749533,0.00015474348,0.0001205241,0.0004920113,0.00024286364],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053756336,0.0002818771,0.9481385,0.0006265455,0.00012422414,0.0000052956448,0.0004799529,0.000021927477,0.00004046317,0.007315168,0.035498798,0.00741351],"study_design_scores_gemma":[0.0002446334,0.000020119596,0.90356344,0.02294936,0.000022729442,0.00003224007,0.00015220956,0.000072525625,0.000022129081,0.0007651351,0.072017476,0.00013802512],"about_ca_topic_score_codex":0.0012807995,"about_ca_topic_score_gemma":0.00093151367,"teacher_disagreement_score":0.3049003,"about_ca_system_score_codex":0.0007212867,"about_ca_system_score_gemma":0.000986532,"threshold_uncertainty_score":0.99696785},"labels":[],"label_agreement":null},{"id":"W3135562690","doi":"10.36834/cmej.71357","title":"The impact of local health professions education grants: is it worth the investment?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Network for Innovation in Education; University of Saskatchewan; University of Ottawa","funders":"","keywords":"Context (archaeology); Logistic regression; Library science; Political science; Pooling; Business; Medicine; Computer science; Geography","score_opus":0.041088700011671836,"score_gpt":0.48133518719507146,"score_spread":0.44024648718339965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135562690","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049333926,0.012842222,0.000109688146,0.9082586,0.008844464,0.0010583809,0.00003914037,0.000016132311,0.019497445],"genre_scores_gemma":[0.5897502,0.004281521,0.00019672808,0.3861629,0.002179967,0.00019009806,0.00007483118,0.00003980081,0.017123973],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948702,0.0018980451,0.0011781432,0.00021088366,0.00083647465,0.0010062595],"domain_scores_gemma":[0.98898643,0.0005667294,0.0006621127,0.0005485822,0.0013004513,0.007935721],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026586188,0.00017822678,0.00028798654,0.00014155135,0.00409685,0.00004041653,0.000566537,0.00026621638,0.024511483],"category_scores_gemma":[0.0067651705,0.00009852658,0.00015164049,0.0008067488,0.000340033,0.0001235586,0.0000476584,0.0021299399,0.00016483774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009064597,0.00011488933,0.0054409993,0.000046325687,0.00003156798,0.000002467541,0.008956708,0.000002377663,2.6285102e-7,0.0041810567,0.90580744,0.07540686],"study_design_scores_gemma":[0.00031256047,0.00007727241,0.028256789,0.0023120297,0.00001586851,0.00015522956,0.15371238,0.00007808339,0.0000015110011,0.0038624532,0.8111025,0.000113302995],"about_ca_topic_score_codex":0.09467957,"about_ca_topic_score_gemma":0.19388008,"teacher_disagreement_score":0.54041624,"about_ca_system_score_codex":0.0025859596,"about_ca_system_score_gemma":0.4699453,"threshold_uncertainty_score":0.99719965},"labels":[],"label_agreement":null},{"id":"W3135754019","doi":"10.1016/j.evalprogplan.2021.101933","title":"Evaluation plan of the 6for6 research skills program for rural and remote physicians","year":2021,"lang":"en","type":"article","venue":"Evaluation and Program Planning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Health Sciences Centre; St. John’s Health Sciences Centre","funders":"","keywords":"Plan (archaeology); Medical education; Scholarship; Delphi method; General partnership; Participatory action research; Government (linguistics); Program evaluation; Participatory evaluation; Public relations; Medicine; Political science; Sociology; Computer science; Public administration","score_opus":0.23606525664851633,"score_gpt":0.6088159133682667,"score_spread":0.3727506567197504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135754019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9744497,0.0048518768,0.000063591375,0.002309329,0.0005043292,0.011107447,0.000025443986,0.000101523634,0.0065867854],"genre_scores_gemma":[0.98785985,0.0001387731,0.009088945,0.0003074032,0.00023573336,0.0014909791,0.0002395703,0.00002445994,0.00061429304],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99497044,0.0024645047,0.00047113805,0.00028540127,0.0012738042,0.000534718],"domain_scores_gemma":[0.99610186,0.000918998,0.00025473037,0.00027218703,0.0023617407,0.00009049949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01035761,0.00012484593,0.00022383494,0.00006835735,0.0012050776,0.000039211944,0.00010355308,0.00017182688,0.00007335961],"category_scores_gemma":[0.0021085162,0.00009722059,0.00004413854,0.0004811744,0.00013521824,0.00010392487,0.00010909537,0.00042910824,0.0000041553467],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052178864,0.000094054376,0.012177732,0.00029963642,0.000025819134,2.8109955e-7,0.007534308,0.00006169857,0.00010283844,0.0003295458,0.0015840974,0.9777378],"study_design_scores_gemma":[0.0069056675,0.0015451757,0.3573818,0.010280111,0.00053518394,0.000012510142,0.06253631,0.38873807,0.00051105884,0.025653234,0.14541194,0.0004889616],"about_ca_topic_score_codex":0.0000935527,"about_ca_topic_score_gemma":0.00014649134,"teacher_disagreement_score":0.97724885,"about_ca_system_score_codex":0.00014236436,"about_ca_system_score_gemma":0.0006890237,"threshold_uncertainty_score":0.92686045},"labels":[],"label_agreement":null},{"id":"W3135847863","doi":"10.7759/cureus.13639","title":"Evaluating West Virginia’s Emergency Medicine Workforce: A Longitudinal Observational Study","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Census; Quarter (Canadian coin); Family medicine; Certification; Physician supply; Health care; Rural area; Emergency department; Specialty; Observational study; West virginia; Medical emergency; Nursing; Environmental health; Population; Geography; Management","score_opus":0.49497357655218077,"score_gpt":0.5932390183700739,"score_spread":0.0982654418178931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135847863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93570036,0.005297272,0.00010660015,0.004937749,0.005704459,0.0013681649,0.00001617492,0.00021116565,0.04665808],"genre_scores_gemma":[0.95526326,0.00043505992,0.0014166216,0.0009168196,0.0027919444,0.00042331772,0.00016200813,0.00005810651,0.03853289],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995019,0.0010114654,0.0014380466,0.000639801,0.0009901935,0.00090147514],"domain_scores_gemma":[0.99668264,0.0006127453,0.00044709805,0.0007546609,0.0011729687,0.00032986127],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018966752,0.0002910455,0.00051735254,0.00005279002,0.0012571223,0.0000061393143,0.00033532528,0.00020571669,0.043766722],"category_scores_gemma":[0.002395756,0.00025866358,0.00007544553,0.0008779116,0.000059623704,0.00020925538,0.00028688958,0.0007602693,0.001002167],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052407402,0.00029068225,0.9402591,0.00013081268,0.000054444386,0.000038480743,0.0074347304,0.00006625033,0.000088453016,0.0040198728,0.0465696,0.0009951673],"study_design_scores_gemma":[0.0018790353,0.00058718893,0.9083677,0.00080955663,0.00012149896,0.000006065907,0.033786118,0.00053365773,0.0000028223258,0.0016607239,0.051933944,0.00031169193],"about_ca_topic_score_codex":0.0010840474,"about_ca_topic_score_gemma":0.0036752939,"teacher_disagreement_score":0.042764556,"about_ca_system_score_codex":0.00041649997,"about_ca_system_score_gemma":0.00077167054,"threshold_uncertainty_score":0.9999865},"labels":[],"label_agreement":null},{"id":"W3136125812","doi":"10.3390/ijerph18062993","title":"Implementing Anti-Racism Interventions in Healthcare Settings: A Scoping Review","year":2021,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":279,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; Public Health Ontario; Women's College Hospital; University of Toronto; York University","funders":"Physicians' Services Incorporated Foundation; Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; University of Toronto; Department of Family and Community Medicine, University of Toronto; Women's College Hospital","keywords":"Racism; Psychological intervention; Health care; Accountability; Harm; Grey literature; Indigenous; Public relations; Inclusion (mineral); Sociology; Medicine; Nursing; Psychology; Medical education; Political science; MEDLINE; Social psychology; Gender studies","score_opus":0.3541962410778006,"score_gpt":0.630503330649895,"score_spread":0.27630708957209443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136125812","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000104339364,0.971345,0.000020542779,0.02460867,0.00078448677,0.002637626,0.00026375783,0.000010603949,0.00022495406],"genre_scores_gemma":[0.0002873026,0.9953141,0.0003534794,0.0025770327,0.0006325333,0.00017940294,0.0003535397,0.000058080845,0.00024450672],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.983893,0.0063205785,0.0050642816,0.0005460079,0.0021040186,0.0020721192],"domain_scores_gemma":[0.9931209,0.0019904766,0.0029718932,0.00034720585,0.00047002823,0.0010994984],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.021102665,0.0003718742,0.0024972935,0.0012846089,0.0007763685,0.00009960056,0.00096753775,0.00031073997,0.001429852],"category_scores_gemma":[0.0020128046,0.0003251986,0.00051500404,0.00066859496,0.00017855578,0.00044491838,0.0013317389,0.004154622,0.000067109875],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004700834,0.00031642106,0.0011884775,0.14855498,0.00011992265,0.00015428169,0.0003079414,3.6816427e-8,4.9999564e-8,0.00037258296,0.0035865281,0.8453941],"study_design_scores_gemma":[0.00026856177,0.0001490304,0.000104439736,0.4862355,0.0000114441655,0.00013552379,0.0011527416,3.976047e-7,9.510248e-9,0.000050362367,0.5117901,0.000101878984],"about_ca_topic_score_codex":0.00044016217,"about_ca_topic_score_gemma":0.00065698597,"teacher_disagreement_score":0.8452922,"about_ca_system_score_codex":0.0037739216,"about_ca_system_score_gemma":0.0065256376,"threshold_uncertainty_score":0.99992},"labels":[],"label_agreement":null},{"id":"W3136356262","doi":"10.15649/cuidarte.2008","title":"Emigración de profesionales de enfermería en México","year":2021,"lang":"es","type":"article","venue":"Revista CUIDARTE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.036147696802075004,"score_gpt":0.42909706128051167,"score_spread":0.39294936447843665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136356262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89232427,0.05730932,0.0004284808,0.02571409,0.0011546614,0.0018669327,0.00032935647,0.0004042924,0.020468583],"genre_scores_gemma":[0.8984989,0.022542715,0.0059431074,0.009915812,0.0025604647,0.00023255876,0.00024844907,0.00020194356,0.05985605],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98957556,0.004849792,0.0015264895,0.0009249247,0.0006936032,0.0024296383],"domain_scores_gemma":[0.9946046,0.0018556581,0.0005580905,0.0012838495,0.00059452985,0.0011032565],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00252439,0.00061199383,0.0010675595,0.000139356,0.0013544485,0.0001706255,0.00058833463,0.0009799304,0.0037151845],"category_scores_gemma":[0.0020585926,0.0006299936,0.00035816882,0.00081290375,0.00017285862,0.0002155755,0.0004827808,0.0019406426,0.003317228],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019224528,0.00064433774,0.62760365,0.017175302,0.00021027775,0.000994623,0.009640589,0.00001604139,0.0029173482,0.13904206,0.18205696,0.019506529],"study_design_scores_gemma":[0.0007550566,0.00010552786,0.113433376,0.013036744,0.0001893261,0.00010183598,0.0045022466,0.00014272695,0.0007186831,0.0013897322,0.86505026,0.0005745065],"about_ca_topic_score_codex":0.00035544633,"about_ca_topic_score_gemma":0.00024081672,"teacher_disagreement_score":0.6829933,"about_ca_system_score_codex":0.0015202229,"about_ca_system_score_gemma":0.0062119826,"threshold_uncertainty_score":0.99994564},"labels":[],"label_agreement":null},{"id":"W3136534828","doi":"10.1136/bmjspcare-2020-002797","title":"Online Bridging Program for new international palliative medicine fellows: development and evaluation","year":2021,"lang":"en","type":"article","venue":"BMJ Supportive & Palliative Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto","keywords":"Bridging (networking); Medical education; Medicine; Computer science","score_opus":0.17545011756974233,"score_gpt":0.5515954793970507,"score_spread":0.37614536182730834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136534828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8731793,0.010569328,0.019923579,0.041189026,0.005261508,0.026302194,0.00093773735,0.0006075715,0.02202973],"genre_scores_gemma":[0.8419928,0.00083393697,0.1074495,0.0073434035,0.0042976607,0.006478048,0.016521776,0.0001576759,0.014925221],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958689,0.00049787556,0.0012204858,0.0007638499,0.00089743646,0.00075140165],"domain_scores_gemma":[0.9929051,0.0007965676,0.00077926536,0.0002576194,0.004860311,0.000401158],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008890042,0.00036368775,0.00058089866,0.00012269619,0.0006485753,0.000019667215,0.00019181396,0.00022998666,0.0013111883],"category_scores_gemma":[0.0027808202,0.00032827927,0.00008350084,0.0003451767,0.00012118386,0.00016510343,0.00020539135,0.00044324517,0.000043061107],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033907112,0.0002582614,0.43820706,0.0011315555,0.00040722112,0.000049405506,0.13861042,0.000049971062,0.00007508289,0.0015872532,0.051563043,0.36772165],"study_design_scores_gemma":[0.0057821376,0.0004271638,0.41855937,0.0044699986,0.00018640229,0.0000014984513,0.21557602,0.0030601067,0.00052332104,0.0010108615,0.34986144,0.0005416741],"about_ca_topic_score_codex":0.0001708391,"about_ca_topic_score_gemma":0.0026431312,"teacher_disagreement_score":0.36718,"about_ca_system_score_codex":0.0014563559,"about_ca_system_score_gemma":0.0032232138,"threshold_uncertainty_score":0.9999169},"labels":[],"label_agreement":null},{"id":"W3136894971","doi":"","title":"Library Guides: Canadian Health Care for Foreign Trained Professionals: Magazines","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Health care; Library science; Political science; Computer science","score_opus":0.07398467742319495,"score_gpt":0.458252928207023,"score_spread":0.3842682507838281,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136894971","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004549008,0.03459524,0.000043529366,0.08240244,0.010818505,0.016832167,0.017508874,0.0010364979,0.83671725],"genre_scores_gemma":[0.00059092365,0.003220749,0.01682822,0.08343102,0.009218729,0.0037019392,0.029148916,0.0006242933,0.8532352],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9899773,0.0009448103,0.002752704,0.0014601316,0.0007390951,0.004125985],"domain_scores_gemma":[0.9904282,0.0015415333,0.0022158131,0.0022510216,0.0009174288,0.0026459687],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012279274,0.0011861641,0.002419206,0.0007951104,0.008608556,0.00012168898,0.0023088483,0.0027198135,0.008957928],"category_scores_gemma":[0.0011683844,0.0009770928,0.0005117754,0.0002680086,0.00019751619,0.0006378831,0.00043407202,0.0021322763,0.00093902263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009441538,0.000024770472,0.00087173405,0.01079962,0.00006837131,0.000016805192,0.003603296,5.623516e-7,6.3525086e-8,0.01209339,0.9641753,0.008251683],"study_design_scores_gemma":[0.001278621,0.0002918599,0.00043312137,0.0121441735,0.000051955925,0.000003125335,0.02078104,0.000018336024,0.0000011995178,0.003622759,0.96052283,0.0008509525],"about_ca_topic_score_codex":0.2786528,"about_ca_topic_score_gemma":0.63664573,"teacher_disagreement_score":0.35799295,"about_ca_system_score_codex":0.0018904769,"about_ca_system_score_gemma":0.043917898,"threshold_uncertainty_score":0.9998389},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"split"},{"id":"W3137561813","doi":"10.34197/ats-scholar.2020-0149cm","title":"A Framework for Commitment to Social Justice and Antiracism in Academic Medicine","year":2021,"lang":"en","type":"article","venue":"ATS Scholar","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Social justice; Sociology; Academic medicine; Psychology; Criminology; Political science; Medicine; Medical education","score_opus":0.15067475343268133,"score_gpt":0.5415725714643357,"score_spread":0.39089781803165435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137561813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9121407,0.0035411413,0.0012194517,0.07754283,0.0014987034,0.0015260909,0.000037277034,0.000071772985,0.0024220305],"genre_scores_gemma":[0.9153619,0.00087756873,0.022185458,0.056968283,0.0020548864,0.00039886677,0.000036719535,0.000045752324,0.0020705902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977527,0.0004527247,0.0005433209,0.0003461102,0.00024604105,0.0006590476],"domain_scores_gemma":[0.9980005,0.0012159804,0.00011461179,0.00021151289,0.00019436516,0.0002630263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014938974,0.00014306512,0.0003644402,0.00007377468,0.0010090943,0.0000074928407,0.00015015753,0.00047138843,0.00020852263],"category_scores_gemma":[0.0031738838,0.00013398312,0.000023457344,0.00042437695,0.00004128381,0.000117581825,0.00017884721,0.001874095,0.0001272606],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007165482,0.00015826384,0.130163,0.004506458,0.000061658946,0.0001379537,0.1040044,0.000011152873,0.0014654896,0.40947005,0.31139857,0.037906468],"study_design_scores_gemma":[0.0025676945,0.00022255456,0.102317035,0.0038091927,0.00013023434,0.000004695024,0.03682067,0.00004876826,0.00007530652,0.054317094,0.7993793,0.00030746273],"about_ca_topic_score_codex":0.0000884893,"about_ca_topic_score_gemma":0.00012280812,"teacher_disagreement_score":0.48798072,"about_ca_system_score_codex":0.00020532044,"about_ca_system_score_gemma":0.0001714451,"threshold_uncertainty_score":0.8142114},"labels":[],"label_agreement":null},{"id":"W3138895149","doi":"10.1136/bmj.n767","title":"Iain Hayden Arthurson","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; History; Medicine; Archaeology","score_opus":0.08170190766010346,"score_gpt":0.5011964577564485,"score_spread":0.41949455009634506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138895149","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33771273,0.0016970746,0.0001342642,0.06038697,0.002986952,0.0010756202,0.000016013282,0.00032739676,0.59566295],"genre_scores_gemma":[0.7449486,0.00017238945,0.005339805,0.020119842,0.0026500209,0.0002794817,0.00006074017,0.000050951752,0.22637817],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980473,0.00049048325,0.00042878647,0.00022710775,0.00022649457,0.0005798504],"domain_scores_gemma":[0.998789,0.00029184925,0.00012124337,0.00042878286,0.00017701092,0.00019212067],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005483374,0.00009844311,0.00020053652,0.000026810818,0.0004211729,0.0000063934285,0.0001095443,0.00017319707,0.0041479114],"category_scores_gemma":[0.0004884383,0.00009315389,0.000047352205,0.00024111873,0.000023979128,0.000055224904,0.000110648645,0.00037841708,0.0050737895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000272232,0.000033906756,0.06033521,0.00017120063,0.0000109593875,0.00017737363,0.0015847376,0.0000052799132,0.00009546171,0.01197118,0.9193679,0.0062195472],"study_design_scores_gemma":[0.00045273028,0.000021839593,0.022244945,0.00045012575,0.0000074940226,0.000010623832,0.0033864216,0.00004504411,0.00010277949,0.0019354483,0.9712227,0.00011985954],"about_ca_topic_score_codex":0.00019536109,"about_ca_topic_score_gemma":0.0005209188,"teacher_disagreement_score":0.40723586,"about_ca_system_score_codex":0.00012324634,"about_ca_system_score_gemma":0.0004555295,"threshold_uncertainty_score":0.99676245},"labels":[],"label_agreement":null},{"id":"W3139709651","doi":"","title":"Accessing health care: responding to diversity.","year":2004,"lang":"en","type":"book","venue":"LSHTM Research Online (London School of Hygiene and Tropical Medicine)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aotearoa; Health care; Health equity; Refugee; Multiculturalism; Equity (law); Political science; Politics; Health policy; Economic growth","score_opus":0.1348525862426899,"score_gpt":0.5202591740357992,"score_spread":0.3854065877931093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139709651","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19443852,0.1222895,0.0006406236,0.20492174,0.004641895,0.016665773,0.001182438,0.0007280744,0.45449144],"genre_scores_gemma":[0.06034339,0.013556178,0.006415755,0.01537328,0.009525532,0.0001797035,0.0009360996,0.0003299875,0.89334005],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9888788,0.0018947644,0.002163153,0.0013015283,0.0033278149,0.0024339624],"domain_scores_gemma":[0.9904957,0.0027165115,0.0007170973,0.0011495982,0.0019607253,0.0029603872],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023513036,0.00064087677,0.0021987858,0.003196389,0.0026866535,0.000026078804,0.001243711,0.0010027135,0.0011069183],"category_scores_gemma":[0.0052802037,0.00051802135,0.0001570117,0.0018713906,0.0009053063,0.0002196077,0.0033133714,0.0062589156,0.00023721106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.005039857,0.0004305318,0.07184759,0.0213497,0.0003102021,0.0006772908,0.02499761,0.000025015404,0.00007502761,0.029066661,0.78099865,0.06518186],"study_design_scores_gemma":[0.004127425,0.0038937961,0.021559615,0.02925064,0.00007144526,0.0000085039555,0.0076879566,0.000004889667,0.000005766157,0.0050176987,0.9279018,0.0004704463],"about_ca_topic_score_codex":0.003497797,"about_ca_topic_score_gemma":0.002015604,"teacher_disagreement_score":0.43884864,"about_ca_system_score_codex":0.0057878937,"about_ca_system_score_gemma":0.01240888,"threshold_uncertainty_score":0.9998062},"labels":[],"label_agreement":null},{"id":"W3139758730","doi":"10.5539/hes.v11n2p120","title":"A Case-control Study on Personal and Academic Determinants of Dropout among Health Profession Students","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Psychology; Specialty; Medical education; Prosperity; Population; Dropout (neural networks); Health care; Higher education; Test (biology); Medicine; Family medicine; Environmental health; Political science","score_opus":0.15872988627280954,"score_gpt":0.5623691926911891,"score_spread":0.4036393064183796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139758730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98286486,0.009797995,6.41024e-7,0.0022308473,0.0029658314,0.0018672749,0.000026544207,0.000052167816,0.00019385798],"genre_scores_gemma":[0.9865657,0.00057777256,0.00005511489,0.0022610468,0.00033535494,0.00057863985,0.000003594604,0.000027531472,0.009595232],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99596775,0.0015125404,0.00096915936,0.000487255,0.0005322559,0.00053103315],"domain_scores_gemma":[0.99740887,0.00072746055,0.0006559694,0.00029279036,0.0006949863,0.00021995133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010276414,0.0002442589,0.0007170788,0.00012387132,0.0011562703,0.0000072011744,0.000121758145,0.0001574664,0.00014736241],"category_scores_gemma":[0.00012904883,0.00020099447,0.00004229394,0.0003189684,0.0001203497,0.000113792696,0.00020172505,0.0006484959,0.0000395182],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067621855,0.0005816965,0.9496355,0.00048549334,0.000083068466,0.000037140308,0.040862016,1.5199171e-7,0.0000048843876,0.000099239216,0.0061849756,0.0019581923],"study_design_scores_gemma":[0.0011058486,0.00026285552,0.7337029,0.0015055976,0.000050005863,0.000013328513,0.26231387,0.0000025113204,0.0000048073075,0.000050068382,0.0008775023,0.000110699024],"about_ca_topic_score_codex":0.00036884143,"about_ca_topic_score_gemma":0.00042117413,"teacher_disagreement_score":0.22145186,"about_ca_system_score_codex":0.0003766756,"about_ca_system_score_gemma":0.0008260562,"threshold_uncertainty_score":0.8893213},"labels":[],"label_agreement":null},{"id":"W3139890414","doi":"","title":"The Nature of Nursing","year":2011,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Medicine","score_opus":0.1319275755698785,"score_gpt":0.425078140820221,"score_spread":0.2931505652503425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139890414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73462385,0.0012183185,0.00015526976,0.0046735047,0.0011304321,0.0017329752,0.000063425105,0.000073802184,0.25632843],"genre_scores_gemma":[0.98220885,0.0003300554,0.005930641,0.00063139526,0.00007083276,0.0000020802008,0.000015720387,0.000031390788,0.010779034],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99642485,0.0013161752,0.00050648674,0.0004291277,0.00052531925,0.0007980182],"domain_scores_gemma":[0.99653625,0.0007035125,0.00084170565,0.0009987303,0.00062838255,0.00029139806],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0029966012,0.0002286732,0.0005441039,0.000124573,0.0024180552,0.000020725365,0.0026156816,0.0006517373,0.00090686156],"category_scores_gemma":[0.00034963872,0.00021396043,0.00015424044,0.0006114093,0.0005774579,0.00090343435,0.0007308687,0.0024048144,0.00028330515],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0053328965,0.0010495805,0.3644007,0.0011713412,0.00042102367,0.00014096247,0.0865525,0.0000056503827,0.002234339,0.30844358,0.12745571,0.102791734],"study_design_scores_gemma":[0.0036526553,0.00045722522,0.6671723,0.005673321,0.00022212029,0.000012230673,0.09083889,0.000035360637,0.0014532226,0.0134603325,0.2163311,0.0006912405],"about_ca_topic_score_codex":0.003424097,"about_ca_topic_score_gemma":0.00065420044,"teacher_disagreement_score":0.3027716,"about_ca_system_score_codex":0.00027435797,"about_ca_system_score_gemma":0.0004936391,"threshold_uncertainty_score":0.9998967},"labels":[],"label_agreement":null},{"id":"W3139894209","doi":"","title":"The role of health insurance in explaining immigrant versus non-immigrant disparities in access to health care : Comparing the United States to Canada.","year":2009,"lang":"en","type":"article","venue":"RePEc: Research Papers in Economics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Health equity; Health insurance; Health care; Demographic economics; Medicine; Gerontology; Political science; Economic growth; Economics","score_opus":0.05360717502966413,"score_gpt":0.424737020944036,"score_spread":0.37112984591437187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139894209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9676837,0.0013794459,7.3346195e-7,0.025616648,0.0003020111,0.0026165461,0.00006973644,0.000017041028,0.0023141366],"genre_scores_gemma":[0.98969513,0.0060169674,0.0000658171,0.0036971837,0.000047838526,0.00034324525,0.0000462535,0.000028417335,0.000059138707],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99358976,0.0016317943,0.0016618491,0.00049895816,0.0004254974,0.0021921308],"domain_scores_gemma":[0.9954983,0.002847081,0.00032118591,0.0007356082,0.00017814655,0.00041965672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0045536044,0.00024342777,0.0007498235,0.00049655885,0.0012447382,0.000050376915,0.0011126797,0.000102125894,0.00000452204],"category_scores_gemma":[0.00058684876,0.00019035501,0.000038346974,0.0012287659,0.0001103753,0.00010685852,0.00036801913,0.0014571395,0.0000025066804],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017932758,0.000076487086,0.6959075,0.00033612901,0.000014098932,0.000007999567,0.08111027,0.057161253,0.0000036029694,0.00066889863,0.00063179864,0.16228873],"study_design_scores_gemma":[0.0014194646,0.00036575727,0.65675646,0.0018197735,5.502976e-7,4.2528032e-7,0.2900239,0.003423762,0.000010338749,0.00009572042,0.045881428,0.00020241037],"about_ca_topic_score_codex":0.9227901,"about_ca_topic_score_gemma":0.9931346,"teacher_disagreement_score":0.20891361,"about_ca_system_score_codex":0.0053175627,"about_ca_system_score_gemma":0.0038438293,"threshold_uncertainty_score":0.9985008},"labels":[],"label_agreement":null},{"id":"W3142674339","doi":"10.4103/cjrm.cjrm_43_20","title":"Healthcare utilisation among Canadian adults in rural and urban areas – The Canadian Longitudinal Study on Aging","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; Brandon University; University of Victoria; University of Manitoba","funders":"","keywords":"Rurality; Emergency department; Medicine; Logistic regression; Demography; Rural area; Longitudinal study; Cohort; Bivariate analysis; Census; Population; Environmental health; Gerontology; Nursing","score_opus":0.06471204715014461,"score_gpt":0.39703733522567414,"score_spread":0.3323252880755295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3142674339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8961671,0.0038256773,3.1745745e-7,0.09521002,0.0019554398,0.00083904515,0.000033852757,0.000006568377,0.001961954],"genre_scores_gemma":[0.9923294,0.000099576406,0.000006660749,0.006081691,0.0010073866,0.000018634719,0.000031732136,0.000030124365,0.00039477152],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99587387,0.00092688826,0.0010684116,0.00020627688,0.00046367737,0.001460866],"domain_scores_gemma":[0.99326766,0.00036315847,0.00038091125,0.00035314442,0.000777789,0.0048573604],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016557506,0.0002750745,0.0005798924,0.00095651235,0.0017811406,0.00003366972,0.00032079217,0.0002215672,0.0005318949],"category_scores_gemma":[0.0010903282,0.00020210765,0.0000469738,0.0008377012,0.00025678365,0.00018504776,0.000016431812,0.0017893594,0.000016407956],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003057325,0.0000066978155,0.96087056,0.00005756597,0.000020680001,0.0011930534,0.025542395,0.000006335726,2.7219437e-7,0.00048698767,0.008975785,0.0028090624],"study_design_scores_gemma":[0.0013331258,0.00038926484,0.8040114,0.0046466696,0.000029538816,0.00010560686,0.18181355,0.000033040054,3.7735416e-7,0.00014193206,0.0073606125,0.00013485161],"about_ca_topic_score_codex":0.9986658,"about_ca_topic_score_gemma":0.9999874,"teacher_disagreement_score":0.15685917,"about_ca_system_score_codex":0.004217131,"about_ca_system_score_gemma":0.014662921,"threshold_uncertainty_score":0.9996055},"labels":[],"label_agreement":null},{"id":"W3142917949","doi":"10.1503/cmaj.210494","title":"<i>CMAJ</i> and antiracism","year":2021,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Outrage; Racism; Health care; Medicine; Political science; Law; Politics","score_opus":0.02309810112817575,"score_gpt":0.3579147397984984,"score_spread":0.3348166386703227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3142917949","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00197807,0.002525083,0.000007228692,0.9606619,0.0068039712,0.00027772778,0.00013123281,0.000037440557,0.02757738],"genre_scores_gemma":[0.0003106521,0.0021639057,0.00009915742,0.93413556,0.03361099,0.000018424922,0.00017188088,0.00005686456,0.029432556],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924928,0.0018200513,0.0011480367,0.00035272105,0.0023884496,0.0017979345],"domain_scores_gemma":[0.9939753,0.0012677998,0.00084350596,0.00022091596,0.0010496288,0.0026428914],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0030253632,0.00029642117,0.0006950326,0.00025268694,0.0016736874,0.000088532535,0.00036222083,0.0054781744,0.023597542],"category_scores_gemma":[0.003974998,0.0002845661,0.00012918314,0.00029913275,0.000056285302,0.00011078128,0.00006999855,0.017635617,0.000979722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010930131,0.0000025384743,0.024237623,0.0001261645,0.00006217094,0.004313715,0.00031926594,4.0607652e-8,7.025693e-8,0.00003831034,0.96590793,0.004991055],"study_design_scores_gemma":[0.00049049914,0.000018744966,0.0019552521,0.001458875,0.000038760318,0.00032288977,0.0005974916,0.000007336925,8.2225505e-8,0.00020406944,0.9946628,0.00024315594],"about_ca_topic_score_codex":0.015345656,"about_ca_topic_score_gemma":0.06633502,"teacher_disagreement_score":0.050989367,"about_ca_system_score_codex":0.0033339902,"about_ca_system_score_gemma":0.016484449,"threshold_uncertainty_score":0.99996066},"labels":[],"label_agreement":null},{"id":"W3142996064","doi":"10.1503/cmaj.78230","title":"Eliminating racism in research","year":2021,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital","funders":"","keywords":"Racism; Race (biology); Health equity; Inequality; Computer science; Sociology; Data science; Medicine; Gender studies; Public health; Nursing; Mathematics","score_opus":0.1258652565772778,"score_gpt":0.4938043193092024,"score_spread":0.36793906273192456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3142996064","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025362172,0.0012177478,0.0000024270971,0.94017833,0.005006533,0.00043532104,0.000046038018,0.000022138222,0.05055523],"genre_scores_gemma":[0.0012633681,0.0007932728,0.00011342953,0.93080354,0.035290916,0.00007396996,0.00016648938,0.0000696301,0.031425375],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.980373,0.008675753,0.0017333215,0.0004200627,0.005493871,0.003303937],"domain_scores_gemma":[0.9888554,0.0053189453,0.0007131599,0.00028719805,0.0027008452,0.0021244548],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.021182721,0.0002557696,0.0007112741,0.0010622239,0.0019387207,0.00009096176,0.0007473794,0.0066308966,0.032420028],"category_scores_gemma":[0.027743071,0.00026040262,0.00013394945,0.0011968033,0.00006485665,0.00012104169,0.00011202364,0.049753267,0.0019981863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000017468615,0.0000059522763,0.016490594,0.0001451064,0.00002338704,0.009556663,0.0012173336,4.1464236e-7,7.158014e-8,0.000052130094,0.96305037,0.009456238],"study_design_scores_gemma":[0.0005511457,0.000022007209,0.003060536,0.00402401,0.0000074324194,0.00008688893,0.004139782,0.00003897858,9.5995766e-8,0.0004917041,0.9873776,0.00019985839],"about_ca_topic_score_codex":0.0418368,"about_ca_topic_score_gemma":0.31804132,"teacher_disagreement_score":0.27620453,"about_ca_system_score_codex":0.01781963,"about_ca_system_score_gemma":0.038104787,"threshold_uncertainty_score":0.9999848},"labels":[],"label_agreement":null},{"id":"W3144092678","doi":"","title":"Rural Health Research: Building Capacity and Influencing Policy in the United States and Canada","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental health; Environmental planning; Political science; Geography; Medicine","score_opus":0.29998183696902725,"score_gpt":0.556230534046694,"score_spread":0.25624869707766673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3144092678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.855759,0.0029451312,0.0000018148705,0.14003779,0.0001058675,0.0004203794,0.000016826583,0.0000029101243,0.00071027037],"genre_scores_gemma":[0.9953231,0.00084836024,0.00024434616,0.0029081819,0.00056229206,0.0000062056797,0.0000031145898,0.000018540248,0.000085847605],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9913207,0.0046019433,0.00071338925,0.00016093125,0.001017232,0.0021857591],"domain_scores_gemma":[0.9941148,0.0026915292,0.00016933122,0.00022367439,0.00095782155,0.0018428313],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015296006,0.0001213584,0.00028541332,0.0020105797,0.0030811965,0.00009287205,0.00042669647,0.00011962482,0.000021651073],"category_scores_gemma":[0.0027553793,0.000094968855,0.000015432905,0.0018282752,0.00068560103,0.00020248142,0.000034475197,0.0037678413,0.000001942492],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00016794215,0.000048245183,0.29034594,0.000529927,0.000020019535,0.00025754268,0.32502612,0.0008516874,0.000051870727,0.0154972,0.2811427,0.08606082],"study_design_scores_gemma":[0.0013914857,0.0005705218,0.27247405,0.016685069,0.0000050114804,0.00034546878,0.5221531,0.000878854,0.000009271067,0.01262789,0.17261742,0.00024186789],"about_ca_topic_score_codex":0.99422026,"about_ca_topic_score_gemma":0.99472225,"teacher_disagreement_score":0.19712697,"about_ca_system_score_codex":0.010363172,"about_ca_system_score_gemma":0.021768333,"threshold_uncertainty_score":0.9985305},"labels":[],"label_agreement":null},{"id":"W3148611408","doi":"","title":"COMPARATIVE COMPARISON OF IRANIAN NURSING PHD CURRICULUM WITH THE UNIVERSITY OF TORONTO IN CANADA, UC DAVIS IN CALIFORNIA, AND MANCHESTER IN THE UNITED KINGDOM","year":2020,"lang":"en","type":"article","venue":"Nursing And Midwifery Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Curriculum; Library science; Gerontology; Political science; Sociology; Medicine; Pedagogy","score_opus":0.089240507682548,"score_gpt":0.38736495489004485,"score_spread":0.29812444720749687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3148611408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896121,0.0017057175,0.000049428676,0.0075218836,0.00007866597,0.00029763128,0.000010579485,0.0000027125686,0.00072129647],"genre_scores_gemma":[0.999419,0.0000827907,0.00012927581,0.00032137634,0.00003355007,6.041384e-7,0.0000032255646,0.000005342893,0.0000048688744],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99810123,0.00084192655,0.0003901213,0.00012730404,0.00021584056,0.0003235442],"domain_scores_gemma":[0.9991791,0.00026798315,0.00027832843,0.00008511051,0.000071952774,0.000117478965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004301179,0.00011416166,0.00038811122,0.000048400187,0.0003283476,0.0000070899655,0.0001477528,0.00006625466,0.000023453584],"category_scores_gemma":[0.000015015398,0.00007404444,0.000014025289,0.00028071314,0.00017734451,0.00009082482,0.000014507401,0.00076295563,2.9272226e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004400022,0.00010622029,0.7859655,0.0000968078,0.000007968289,0.000020606101,0.20709233,0.00039137516,0.00001671456,0.00011594952,0.003496092,0.0022504514],"study_design_scores_gemma":[0.0014990794,0.00017842338,0.44162637,0.0053131753,0.000025871394,0.0000185164,0.5439771,0.004595637,0.000005991241,0.000030621748,0.0026384483,0.00009075535],"about_ca_topic_score_codex":0.5343518,"about_ca_topic_score_gemma":0.8369617,"teacher_disagreement_score":0.3443391,"about_ca_system_score_codex":0.0007146886,"about_ca_system_score_gemma":0.000466961,"threshold_uncertainty_score":0.46874896},"labels":[],"label_agreement":null},{"id":"W3150047795","doi":"","title":"Rural net migration of Canada's rehabilitative and technical health care workers.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Business; Medicine","score_opus":0.026397528189513696,"score_gpt":0.3449616247156669,"score_spread":0.3185640965261532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3150047795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9704501,0.0036486932,0.0000090310405,0.017380277,0.00032208214,0.00265214,0.00005975241,0.00006954559,0.005408387],"genre_scores_gemma":[0.99563795,0.00017605994,0.0006452119,0.0015417442,0.000089557354,0.0011079164,0.000028447887,0.00001369428,0.0007594087],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977846,0.00042587618,0.0005786017,0.00019178889,0.00028735815,0.00073178],"domain_scores_gemma":[0.9984859,0.00048118908,0.00025960503,0.00022100542,0.0001930438,0.00035923882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042806903,0.000119974175,0.00033821867,0.000049253616,0.0005662653,0.000001416647,0.000095664276,0.00012504196,0.000018472541],"category_scores_gemma":[0.0003607874,0.00010700189,0.000025348048,0.00024662327,0.00013834718,0.00005956516,0.0000597238,0.00033825685,0.0000016220607],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001549231,0.000023862694,0.7315866,0.0005125075,0.000009954248,0.000003295296,0.011013973,0.000005737663,0.0000011753611,0.00044605118,0.2401641,0.016077828],"study_design_scores_gemma":[0.00036995392,0.000058673664,0.9512994,0.00012665884,0.000003442234,0.0000032586474,0.016957268,0.0000026301343,0.0000034280413,0.000061076425,0.031031962,0.000082215665],"about_ca_topic_score_codex":0.57386744,"about_ca_topic_score_gemma":0.82830083,"teacher_disagreement_score":0.25443336,"about_ca_system_score_codex":0.0009521175,"about_ca_system_score_gemma":0.0014611364,"threshold_uncertainty_score":0.43634105},"labels":[],"label_agreement":null},{"id":"W3151310952","doi":"10.4103/cjrm.cjrm_22_20","title":"What makes a healthy rural community?","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Government of British Columbia; Canadian Rural Health Research Society; University of British Columbia","funders":"","keywords":"Amenity; Geography; Socioeconomics; Sociology; Political science","score_opus":0.07029300014335334,"score_gpt":0.43020981981707906,"score_spread":0.35991681967372574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3151310952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7700052,0.034572646,0.00001479583,0.17976066,0.01056118,0.00028201504,0.000012560249,0.000018869267,0.0047720606],"genre_scores_gemma":[0.9560537,0.00321361,0.00014567116,0.034215357,0.0021782916,0.0000065822414,0.000036136993,0.00003349476,0.004117188],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99540037,0.0017333288,0.0012998885,0.00007443416,0.00040757374,0.0010844244],"domain_scores_gemma":[0.9941766,0.00088154175,0.00061853055,0.00044318032,0.0012238234,0.0026562829],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018039857,0.000213064,0.00073572784,0.0003125443,0.0015096592,0.000024686235,0.00044020845,0.00022500806,0.004371211],"category_scores_gemma":[0.0014680015,0.00016689647,0.00009514317,0.0005852216,0.0002882601,0.0004525118,0.000036781166,0.002535334,0.00014004586],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003385645,0.000059153084,0.12166445,0.0011199281,0.00014997808,0.0018449642,0.081795044,0.000016142514,0.00024263455,0.0053496663,0.7441257,0.043293763],"study_design_scores_gemma":[0.0025857156,0.0009380816,0.0209941,0.013703491,0.000063275525,0.0007043419,0.55580866,0.000006112287,0.000011900004,0.0026122741,0.40238026,0.00019177687],"about_ca_topic_score_codex":0.059449606,"about_ca_topic_score_gemma":0.27035293,"teacher_disagreement_score":0.47401363,"about_ca_system_score_codex":0.0009028613,"about_ca_system_score_gemma":0.0058221435,"threshold_uncertainty_score":0.9998139},"labels":[],"label_agreement":null},{"id":"W3151396130","doi":"10.1093/heapol/czaa193","title":"South African physician emigration and return migration, 1991–2017: a trend analysis","year":2020,"lang":"en","type":"article","venue":"Health Policy and Planning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Emigration; Destinations; Per capita; Demography; Geography; Per capita income; Demographic economics; Population; Medicine; Economics; Sociology","score_opus":0.09712774731994825,"score_gpt":0.4518117050223209,"score_spread":0.3546839577023726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3151396130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8650994,0.0041023847,0.0005673432,0.12165021,0.00016197666,0.0010633831,0.00033715874,0.00030538387,0.0067128055],"genre_scores_gemma":[0.9484219,0.00032527983,0.0004402557,0.048961677,0.0012639248,0.000039199585,0.000275425,0.000018314064,0.00025400304],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.997345,0.0005684825,0.00067450036,0.00042743905,0.00021205308,0.0007725546],"domain_scores_gemma":[0.9981483,0.0003670012,0.000485909,0.00018581896,0.00005900378,0.00075392885],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005190379,0.0002164115,0.00054381136,0.00027293488,0.0014686915,0.000027579417,0.00008300853,0.00016681092,0.000020546058],"category_scores_gemma":[0.00028693135,0.00019867264,0.000051770734,0.0013224744,0.000058306498,0.00014308053,0.00005900196,0.000500967,0.00001742677],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023264013,0.000022862258,0.45518744,0.0012897647,0.00015681502,0.00000838899,0.49056053,0.00018852101,0.000018859004,0.003848221,0.04345381,0.005032164],"study_design_scores_gemma":[0.0018627824,0.0007276269,0.34624785,0.0011928747,0.00032179503,0.0000043127097,0.11539593,0.023229662,0.0000051560273,0.00088200194,0.5093684,0.0007615815],"about_ca_topic_score_codex":0.012409157,"about_ca_topic_score_gemma":0.00487449,"teacher_disagreement_score":0.4659146,"about_ca_system_score_codex":0.00011230511,"about_ca_system_score_gemma":0.00029312287,"threshold_uncertainty_score":0.99983126},"labels":[],"label_agreement":null},{"id":"W3151400106","doi":"10.3390/ijerph18073838","title":"The Psychosocial and Somatic Effects of Relocation from Remote Canadian First Nation Communities to Urban Centres on Indigenous Peoples with Chronic Kidney Disease (CKD)","year":2021,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Relocation; Indigenous; Psychosocial; Kidney disease; Geography; Disease; Medicine; Socioeconomics; Environmental health; Gerontology; Sociology; Psychiatry; Internal medicine; Biology; Ecology","score_opus":0.08591348892129597,"score_gpt":0.4423418215769153,"score_spread":0.35642833265561935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3151400106","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027429344,0.95257306,0.000014294496,0.016868057,0.0006074424,0.0017943436,0.00062694534,0.0000050253307,0.00008148588],"genre_scores_gemma":[0.05118706,0.9469613,0.000062370964,0.0006004566,0.00058947835,0.00004494577,0.00039696542,0.000032209762,0.00012523156],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99443215,0.0022466811,0.0009947466,0.00020856773,0.0013789413,0.0007388964],"domain_scores_gemma":[0.992626,0.0041664783,0.00083111174,0.000272405,0.00025002816,0.0018539436],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017754534,0.0002262018,0.00066634145,0.00054701464,0.0015490142,0.000108705746,0.00057663786,0.0001577015,0.000091590366],"category_scores_gemma":[0.0009543665,0.00015605133,0.00007534681,0.00022111964,0.0002586511,0.00014868053,0.00017253269,0.0012396076,0.000012992698],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00020544857,0.00031462123,0.010594536,0.008968869,0.00041023138,0.00005283725,0.016427523,0.0000013739797,1.7631577e-7,0.00081103406,0.0069993627,0.95521396],"study_design_scores_gemma":[0.00065755745,0.00089135603,0.014049867,0.0473486,0.000029550098,0.000011531922,0.0048862062,0.000007596088,1.14013226e-7,0.00017427535,0.9318103,0.00013303169],"about_ca_topic_score_codex":0.07236215,"about_ca_topic_score_gemma":0.18318279,"teacher_disagreement_score":0.9550809,"about_ca_system_score_codex":0.0044221645,"about_ca_system_score_gemma":0.010858313,"threshold_uncertainty_score":0.99975085},"labels":[],"label_agreement":null},{"id":"W3152117113","doi":"10.1503/cmaj.1095930","title":"How can Canada safeguard those marginalized by society as MAiD expands?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Safeguard; Pneumonia; Breathing; Medicine; Nursing; Law; Political science; Psychiatry","score_opus":0.01698814889863672,"score_gpt":0.3384272521909473,"score_spread":0.3214391032923106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152117113","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14903893,0.004093179,0.000043101678,0.81464076,0.0060988246,0.00045174826,0.0005019625,0.000060913197,0.025070583],"genre_scores_gemma":[0.40472966,0.0037267772,0.0005898562,0.39008814,0.00642503,0.00008605822,0.00042989035,0.00011017731,0.19381441],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99367976,0.001002938,0.0007648466,0.00030667687,0.0024887593,0.0017569928],"domain_scores_gemma":[0.9924926,0.00057642726,0.00053103245,0.0002219409,0.0012456817,0.0049323295],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002071001,0.00023387898,0.00048270062,0.0000497852,0.0020204072,0.00010492182,0.00035721847,0.0008461881,0.018045984],"category_scores_gemma":[0.0034046287,0.00022883339,0.00015979743,0.00045623397,0.000039800747,0.00013329486,0.000049852075,0.002874252,0.00011998004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000066598714,0.0000106819425,0.04293838,0.00003463873,0.000082994324,0.00054698327,0.00094019057,4.2751154e-7,0.000006142997,0.00026965686,0.94994605,0.0052172216],"study_design_scores_gemma":[0.0013693488,0.000021243844,0.0030309774,0.0003402485,0.000025009866,0.00011158774,0.01365321,0.00003034202,0.000013214898,0.00029317764,0.9808947,0.00021692927],"about_ca_topic_score_codex":0.7927213,"about_ca_topic_score_gemma":0.99275804,"teacher_disagreement_score":0.42455262,"about_ca_system_score_codex":0.0117743835,"about_ca_system_score_gemma":0.076597676,"threshold_uncertainty_score":0.9994262},"labels":[],"label_agreement":null},{"id":"W3152564398","doi":"10.1093/ije/dyab045","title":"In memoriam: Professor Adetokunbo Oluwole Lucas, OFR, MD, DSc, FRCPH, FFPH, FRCOG, FUI (1931–2020)","year":2021,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine","score_opus":0.09375646144545068,"score_gpt":0.523355766298372,"score_spread":0.4295993048529213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152564398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.649445,0.02580194,0.001999477,0.2130711,0.087735355,0.0009335212,0.00015946513,0.00008332289,0.020770848],"genre_scores_gemma":[0.7619542,0.028656233,0.037991032,0.112505354,0.033541348,0.000181952,0.00025871303,0.0001778762,0.024733305],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99002755,0.004292538,0.0035728605,0.00046339977,0.0005597621,0.001083921],"domain_scores_gemma":[0.98894405,0.006396232,0.002139223,0.00034316126,0.0017572333,0.00042010384],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0060072443,0.00030851248,0.0012692806,0.00034817084,0.00020847957,0.0000095614105,0.0008889876,0.00064109906,0.0035980807],"category_scores_gemma":[0.013024494,0.00026837204,0.00030935762,0.00036858502,0.00014614349,0.00038896297,0.00037927748,0.0023147336,0.0005854354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068940606,0.00031155147,0.18329096,0.00012535868,0.0002635489,0.0018271403,0.0016097035,0.00020537463,0.00032364356,0.01702556,0.7914395,0.0028883005],"study_design_scores_gemma":[0.0032192618,0.00024324816,0.023644524,0.0016404502,0.000048659556,0.0008551594,0.0037955283,0.00021356983,0.00011174871,0.0613397,0.9045589,0.00032925885],"about_ca_topic_score_codex":0.0004743926,"about_ca_topic_score_gemma":0.0010541043,"teacher_disagreement_score":0.15964642,"about_ca_system_score_codex":0.00088542915,"about_ca_system_score_gemma":0.0013645126,"threshold_uncertainty_score":0.99998695},"labels":[],"label_agreement":null},{"id":"W3152596835","doi":"10.26443/mjm.v19i1.847","title":"Exploration of Social and Political Factors that Impede Migrant Healthcare Availability and Access in Canada Amidst COVID-19","year":2021,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Health care; Politics; Healthcare system; Political science; Economic growth; Public relations; Medicine; Development economics; Law; Economics","score_opus":0.22811170260864785,"score_gpt":0.490171958094268,"score_spread":0.2620602554856202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152596835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8586325,0.0011204728,0.00001532996,0.1393076,0.00042881194,0.00023325373,0.00007934714,0.0000051237266,0.00017752047],"genre_scores_gemma":[0.98829675,0.00053923216,0.00003305168,0.010911544,0.00015921441,0.0000034193527,0.000012300258,0.000009835232,0.00003464919],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968049,0.00086866337,0.0011223834,0.00017578731,0.0005575659,0.00047071386],"domain_scores_gemma":[0.9970636,0.0010729406,0.00056443375,0.00011695538,0.00040739193,0.0007747289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011503369,0.00013963346,0.0006866196,0.00011205316,0.00037113356,0.000002822425,0.00011774779,0.00012815931,0.00020345242],"category_scores_gemma":[0.0017278568,0.00010255714,0.000025568173,0.00023834668,0.00016343691,0.0002305162,0.00009253348,0.00063079275,2.1405847e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022045495,0.00003056882,0.9830509,0.0018234105,0.000016821374,0.00012352112,0.0060470244,0.0000019283725,0.000060909562,0.0025926838,0.0053610755,0.0006706976],"study_design_scores_gemma":[0.0044362983,0.0003348113,0.78998476,0.0016258943,0.000055320143,0.00006716383,0.15921044,0.000024148752,0.00012461109,0.0032082745,0.040766872,0.00016139793],"about_ca_topic_score_codex":0.8192787,"about_ca_topic_score_gemma":0.91701746,"teacher_disagreement_score":0.19306614,"about_ca_system_score_codex":0.00179654,"about_ca_system_score_gemma":0.0030062604,"threshold_uncertainty_score":0.5332977},"labels":[],"label_agreement":null},{"id":"W3152620687","doi":"10.1503/cmaj.1095934","title":"Hospitals grappling with nurse exodus","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Nursing; Health care; Medical emergency; Family medicine; History; Political science; Disease; Virology; Infectious disease (medical specialty)","score_opus":0.012710260049881718,"score_gpt":0.35645300089249643,"score_spread":0.3437427408426147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152620687","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7799091,0.001040273,0.00021822176,0.14233963,0.00367573,0.0003802166,0.0000369002,0.000079884485,0.07232008],"genre_scores_gemma":[0.8818762,0.00062207785,0.0014667752,0.08383464,0.006826894,0.000059103313,0.000048712427,0.00007231247,0.025193296],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960735,0.0005573785,0.0006227914,0.00019551528,0.0014309646,0.0011198553],"domain_scores_gemma":[0.99490064,0.00045144258,0.00035313368,0.00015292148,0.0011312652,0.0030106145],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001943206,0.00013202112,0.00028820333,0.00010187046,0.0013559273,0.00003863201,0.00019947399,0.00058283063,0.016176505],"category_scores_gemma":[0.0021823288,0.00011270844,0.00006144679,0.00046894688,0.000031623855,0.00011626726,0.000014794518,0.0022236393,0.0008597994],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010569893,0.0000199982,0.6367619,0.000034153767,0.00007772721,0.0016596938,0.0016005205,0.0000064729497,0.0000019304077,0.0028568215,0.34252256,0.014447619],"study_design_scores_gemma":[0.0011630506,0.000049026617,0.05892695,0.00076994655,0.000024111063,0.00019085975,0.009823775,0.000047166443,0.0000046290056,0.00057961605,0.9282387,0.00018215155],"about_ca_topic_score_codex":0.004116568,"about_ca_topic_score_gemma":0.11847799,"teacher_disagreement_score":0.5857161,"about_ca_system_score_codex":0.0021863864,"about_ca_system_score_gemma":0.012461499,"threshold_uncertainty_score":0.99994415},"labels":[],"label_agreement":null},{"id":"W3153578015","doi":"10.1093/pubmed/fdaa262","title":"Perspectives of policymakers and health care managers on the retention of health workers in rural and remote settings in Nigeria","year":2020,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada","funders":"World Health Organization","keywords":"Remuneration; Rural area; Business; Government (linguistics); Context (archaeology); Psychological intervention; Rural health; Health care; Environmental health; Economic growth; Medicine; Nursing; Finance; Geography","score_opus":0.0885855326941482,"score_gpt":0.4328408491453353,"score_spread":0.3442553164511871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153578015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60192466,0.01080391,0.00004029207,0.38592714,0.00013081833,0.0008924811,0.000014694923,0.000010196296,0.0002558232],"genre_scores_gemma":[0.9758491,0.007496916,0.0011499604,0.015321865,0.00012761973,0.0000038535513,0.000004650676,0.000026354235,0.000019681214],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9920385,0.0035271381,0.0026020578,0.00027042694,0.0005588497,0.0010030613],"domain_scores_gemma":[0.99501497,0.0004957573,0.0032338148,0.00022083496,0.00028508817,0.000749537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009934384,0.00021526797,0.0011169051,0.0005229007,0.00035687702,0.00001460726,0.0002341112,0.00014383649,0.00002383396],"category_scores_gemma":[0.0008975869,0.00016394588,0.00008383151,0.0010764049,0.00017961398,0.00022494077,0.00009440377,0.0013062322,0.0000010656939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044354514,0.00012319026,0.3325468,0.0063410844,0.000052157204,0.000007620044,0.50500286,0.000026777272,0.000006894505,0.003566986,0.014431274,0.1374508],"study_design_scores_gemma":[0.0015759288,0.0015662303,0.2937387,0.004410459,0.0000023859063,0.0000070842257,0.69481575,0.00009630533,6.0059534e-7,0.00021249912,0.003477005,0.00009702424],"about_ca_topic_score_codex":0.011686057,"about_ca_topic_score_gemma":0.00299467,"teacher_disagreement_score":0.37392443,"about_ca_system_score_codex":0.0015798367,"about_ca_system_score_gemma":0.003951647,"threshold_uncertainty_score":0.9948952},"labels":[],"label_agreement":null},{"id":"W3153975479","doi":"10.17483/2368-6669.1253","title":"Transforming Academic Internationalization in Nursing Education in Ghana","year":2021,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Internationalization; Globalization; Accreditation; Curriculum; Nurse education; Political science; Nursing; Higher education; Politics; Economic growth; Sociology; Medicine; Pedagogy; Medical education; Business; Economics","score_opus":0.058683867706207454,"score_gpt":0.5202229242620242,"score_spread":0.46153905655581673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153975479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91495544,0.0030635828,0.012271447,0.016253948,0.006155379,0.002813149,0.000021941863,0.00014509672,0.044320025],"genre_scores_gemma":[0.9875495,0.00110972,0.0048242444,0.0018854248,0.0003715887,0.0006997671,0.0014003796,0.000043201984,0.002116174],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9941632,0.0013477737,0.0026161973,0.000513579,0.000618345,0.0007408686],"domain_scores_gemma":[0.99775976,0.0004798869,0.00075412303,0.0003758629,0.00048137925,0.0001489937],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017747937,0.00030657114,0.00044765833,0.00097119884,0.000321953,0.00003260605,0.00025301773,0.0003903026,0.00032041088],"category_scores_gemma":[0.00060191035,0.00038325106,0.000059550533,0.0015453288,0.00007513898,0.0023731284,0.000025741125,0.001065706,0.00008785423],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021002187,0.0026400792,0.103751354,0.0014294153,0.0000060458046,0.0000010987762,0.10786873,0.0035168394,0.00040962893,0.25883123,0.001668748,0.5196668],"study_design_scores_gemma":[0.0053509176,0.00012003012,0.16509052,0.08935659,0.000039944003,0.000027688164,0.52081114,0.0060050637,0.0019642955,0.110956796,0.09872257,0.0015544596],"about_ca_topic_score_codex":0.00042256285,"about_ca_topic_score_gemma":0.0016431279,"teacher_disagreement_score":0.51811236,"about_ca_system_score_codex":0.0071673132,"about_ca_system_score_gemma":0.002686049,"threshold_uncertainty_score":0.99986196},"labels":[],"label_agreement":null},{"id":"W3153984064","doi":"10.46747/cfp.6704306","title":"Organizational priorities in dynamic times","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Data science; Computer science; Pandemic; Racism; Coronavirus disease 2019 (COVID-19); Public relations; World Wide Web; Political science; Medicine; Law; Pathology; Engineering","score_opus":0.021421173329260062,"score_gpt":0.3383000989898877,"score_spread":0.31687892566062764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153984064","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24123412,0.0021560735,0.0000067765363,0.0043064826,0.0010799962,0.00045507948,0.00018542772,0.00008920718,0.75048685],"genre_scores_gemma":[0.8250857,0.00010210416,0.00031905062,0.1591124,0.0003185665,0.000045902045,0.00030940992,0.000056005403,0.014650867],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998113,0.0002174422,0.0003512537,0.00028771418,0.0001766341,0.00085396133],"domain_scores_gemma":[0.9988399,0.00013336308,0.0000637427,0.00029054473,0.00026135653,0.00041106582],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011828213,0.00014927048,0.00024772665,0.00015601628,0.00048275708,0.000013654014,0.00016471616,0.0001646679,0.00020778026],"category_scores_gemma":[0.00005589136,0.00017656978,0.000031977102,0.0008554277,0.000049185885,0.000104651015,0.000042176798,0.000417583,0.00133271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041434778,0.00019381559,0.15006079,0.0010874206,0.00010680413,0.0011149915,0.008541458,0.0002578169,0.0021704999,0.3854269,0.42169872,0.029299337],"study_design_scores_gemma":[0.0009776906,0.00003106753,0.21596459,0.0011342865,0.000015743177,9.787694e-7,0.027475793,0.0006300068,0.000041613283,0.023703154,0.72944325,0.00058181013],"about_ca_topic_score_codex":0.025256043,"about_ca_topic_score_gemma":0.32567832,"teacher_disagreement_score":0.73583597,"about_ca_system_score_codex":0.0013869061,"about_ca_system_score_gemma":0.0050449697,"threshold_uncertainty_score":0.99944484},"labels":[],"label_agreement":null},{"id":"W3154153765","doi":"10.1186/s12960-021-00599-8","title":"Professional integration of immigrant medical professionals through alternative career pathways: an Internet scan to synthesize the current landscape","year":2021,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; Health Sciences Centre; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Strong","keywords":"Immigration; Health administration; Health services research; Social policy; Professional development; The Internet; Health informatics; Public relations; Medicine; Medical education; Political science; Nursing; Public health; World Wide Web; Computer science","score_opus":0.2146291986303117,"score_gpt":0.5334929118914835,"score_spread":0.3188637132611718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154153765","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002484498,0.97801787,0.00022098204,0.0025095916,0.0032626977,0.011733267,0.0011699878,0.00013754726,0.00046355615],"genre_scores_gemma":[0.0015407657,0.9756216,0.0006251847,0.0041446704,0.0033434634,0.007921601,0.0028140103,0.00028512345,0.0037036205],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98427266,0.006867227,0.003978664,0.0012675256,0.0020091713,0.0016047552],"domain_scores_gemma":[0.9900929,0.003679924,0.003119566,0.001271259,0.00086251966,0.00097387866],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005417506,0.0008675018,0.0037623353,0.00026890275,0.0019473785,0.000046218356,0.0018400906,0.00081573176,0.0014269629],"category_scores_gemma":[0.0013363035,0.0005377229,0.0007154671,0.00066612754,0.00022559613,0.00014828565,0.00075524725,0.003206535,0.00006833421],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009529298,0.00055557623,0.00006710166,0.045411386,0.00015438335,0.000005941679,0.05860733,9.4188005e-7,1.114341e-7,0.0068307044,0.111065574,0.77720565],"study_design_scores_gemma":[0.00039828144,0.00047890824,0.000053528613,0.19086307,0.0001269008,0.0000055559817,0.010133106,0.000029651805,5.300939e-7,0.0003442798,0.7972011,0.00036508558],"about_ca_topic_score_codex":0.0045506987,"about_ca_topic_score_gemma":0.014504634,"teacher_disagreement_score":0.77684057,"about_ca_system_score_codex":0.0009390207,"about_ca_system_score_gemma":0.0056896806,"threshold_uncertainty_score":0.99994713},"labels":[],"label_agreement":null},{"id":"W3154159947","doi":"10.1093/pubmed/fdaa234","title":"Causes of attrition among frontline health workers in rural areas of Bauchi and Cross River States of Nigeria","year":2020,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Government of Canada; World Health Organization","keywords":"Attrition; Environmental health; Public health; Socioeconomics; Rural area; Medicine; Geography; Nursing","score_opus":0.09588039377096953,"score_gpt":0.44328315510392635,"score_spread":0.34740276133295683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154159947","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95802635,0.004915235,0.0003181133,0.03551261,0.00033398176,0.0006991877,0.00013780933,0.000013938807,0.000042784442],"genre_scores_gemma":[0.9925652,0.0035052304,0.0014830943,0.0021431837,0.00020376356,0.0000055860532,0.000025921208,0.000026508813,0.00004147719],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9927879,0.0018017832,0.0037042515,0.00019225403,0.00064060895,0.0008731882],"domain_scores_gemma":[0.99277914,0.0005367778,0.004522224,0.00020064482,0.00085176586,0.0011094403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0048770737,0.0002061241,0.0014545163,0.00036104262,0.00019507598,0.0000095019695,0.00025711482,0.00019044122,0.0001404661],"category_scores_gemma":[0.0009129557,0.0001780025,0.000113650436,0.0007333273,0.00033040126,0.00046849635,0.00009940444,0.00085507985,0.000001838648],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003251435,0.00018071402,0.96475786,0.003116568,0.000036649635,0.000004062874,0.020508517,0.00007457359,0.000017633072,0.00009898816,0.008094456,0.002784826],"study_design_scores_gemma":[0.0028849693,0.0014690838,0.9573274,0.003455399,0.0000062209833,0.0000054716847,0.031986427,0.00015592307,0.000019422816,0.00023976507,0.0023416092,0.0001082737],"about_ca_topic_score_codex":0.01265223,"about_ca_topic_score_gemma":0.0033561238,"teacher_disagreement_score":0.0345389,"about_ca_system_score_codex":0.0005124195,"about_ca_system_score_gemma":0.0037290894,"threshold_uncertainty_score":0.9939226},"labels":[],"label_agreement":null},{"id":"W3154178068","doi":"10.5116/ijme.606a.e83d","title":"Alternative career pathways for international medical graduates towards job market integration: a literature review","year":2021,"lang":"en","type":"review","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Career Pathways; Job market; Medical education; Psychology; MEDLINE; Public relations; Medicine; Work (physics); Political science; Engineering","score_opus":0.1122763149249166,"score_gpt":0.5414118972091679,"score_spread":0.4291355822842513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154178068","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000039930787,0.9045423,0.0012085018,0.038901646,0.04971657,0.0015051832,0.00033262008,0.000036826514,0.0037523394],"genre_scores_gemma":[0.000008503366,0.9602036,0.0017187054,0.012655597,0.019186504,0.0007130256,0.0022931637,0.00009239706,0.0031285305],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9854008,0.0018751599,0.0046595046,0.00063795847,0.0068194475,0.0006071189],"domain_scores_gemma":[0.9794963,0.0022049025,0.0039661564,0.00044546925,0.012699928,0.001187214],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0069536697,0.0006468593,0.002541512,0.00064325024,0.00024338602,0.00017536305,0.0037733717,0.0015752771,0.015991043],"category_scores_gemma":[0.04696962,0.0005074075,0.0013555473,0.0006290004,0.00015064827,0.0004825554,0.00050380407,0.0039766273,0.0000681168],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002591315,0.00020477953,0.000014699255,0.0091211805,0.00048233598,0.00012395433,0.0004051912,5.9075305e-8,1.1510797e-8,0.0027784486,0.4065879,0.5802555],"study_design_scores_gemma":[0.00050933176,0.000060640185,0.000005023333,0.38528764,0.00030872773,0.0005716583,0.00036542854,0.000044514818,1.197022e-7,0.0008673835,0.6117554,0.00022414654],"about_ca_topic_score_codex":0.00026170973,"about_ca_topic_score_gemma":0.00023248995,"teacher_disagreement_score":0.5800314,"about_ca_system_score_codex":0.0021269356,"about_ca_system_score_gemma":0.03004262,"threshold_uncertainty_score":0.99973774},"labels":[],"label_agreement":null},{"id":"W3154549230","doi":"10.1093/pubmed/fdaa236","title":"Retention and motivation of health workers in remote and rural areas in Cross River State, Nigeria: a discrete choice experiment","year":2020,"lang":"en","type":"article","venue":"Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada","funders":"World Health Organization","keywords":"State (computer science); Environmental health; Public health; Rural area; Socioeconomics; Geography; Business; Psychology; Medicine; Sociology; Nursing; Computer science","score_opus":0.09919362437119075,"score_gpt":0.44203964241885046,"score_spread":0.3428460180476597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154549230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9384265,0.0033744918,0.0007006539,0.056293406,0.0002663171,0.00084910844,0.00001299867,0.000014054125,0.00006247899],"genre_scores_gemma":[0.99337614,0.0020785627,0.0012827307,0.0030442714,0.00012868647,0.00000574411,0.000010128677,0.000020950763,0.000052817784],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9937458,0.0021667595,0.002530746,0.00023858935,0.00047291652,0.00084520807],"domain_scores_gemma":[0.99623615,0.0003887395,0.002151098,0.00014261705,0.0002573412,0.0008240515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005620338,0.0001811371,0.0008147197,0.0003178418,0.00025393537,0.000025445426,0.00013619871,0.0001392759,0.000029445086],"category_scores_gemma":[0.0010866397,0.00015897004,0.000045181117,0.0006848979,0.0001229846,0.0006036839,0.000099900964,0.0008782755,0.0000013937513],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017361529,0.000048944145,0.9518437,0.00085275463,0.000010563381,0.000004301115,0.032958463,0.000032606018,0.000019752837,0.000043590906,0.0007048632,0.013306884],"study_design_scores_gemma":[0.0027918925,0.0007186512,0.9693904,0.0021203188,0.0000011599536,0.000006233616,0.021949785,0.0002932613,0.0000023447926,0.00024093683,0.0023862247,0.000098810786],"about_ca_topic_score_codex":0.009373335,"about_ca_topic_score_gemma":0.0015865737,"teacher_disagreement_score":0.05494962,"about_ca_system_score_codex":0.00086371676,"about_ca_system_score_gemma":0.0019118467,"threshold_uncertainty_score":0.9972233},"labels":[],"label_agreement":null},{"id":"W3155875155","doi":"10.1093/pubmed/fdaa235","title":"Interventions for improving attraction and retention of health workers in rural and underserved areas: a systematic review of systematic reviews","year":2020,"lang":"en","type":"review","venue":"Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Government of Canada; World Health Organization","keywords":"Psychological intervention; Workforce; Incentive; Disadvantaged; Systematic review; Medicine; Environmental health; Rural area; Health care; Rural health; Public health; Health equity; MEDLINE; Nursing; Business; Economic growth; Political science; Economics","score_opus":0.444572148364358,"score_gpt":0.5382008791615412,"score_spread":0.09362873079718326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3155875155","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018492106,0.9691752,0.0014917938,0.0041353833,0.0005831554,0.024515837,0.000053527678,0.000014865782,0.000011746875],"genre_scores_gemma":[0.00015031132,0.9972138,0.0010647994,0.00053024036,0.0001031407,0.0007759757,0.000048519792,0.00005608273,0.00005715395],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.96312624,0.017324982,0.017794857,0.00034020573,0.0006095948,0.0008041054],"domain_scores_gemma":[0.9591231,0.0025570805,0.036397748,0.0004671712,0.00076906674,0.00068584055],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.047864143,0.00048579296,0.013223085,0.0008300179,0.00028686738,0.000024877349,0.0003712928,0.00035846338,0.000015842636],"category_scores_gemma":[0.013256193,0.00034344284,0.001179483,0.0010982025,0.000068897934,0.000411225,0.00011172914,0.0013105787,0.0000026600972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008524491,0.00006960704,0.000056447392,0.9314626,0.00010628009,9.123412e-7,0.00051471515,2.6089301e-8,1.6299651e-8,0.00015938832,0.00056441105,0.067057066],"study_design_scores_gemma":[0.00058979547,0.0008038021,0.000040665458,0.9802282,0.0009288353,0.00008926298,0.00670624,0.000015176247,2.13458e-9,0.00003815268,0.010402138,0.0001577383],"about_ca_topic_score_codex":0.00065827504,"about_ca_topic_score_gemma":0.0004056828,"teacher_disagreement_score":0.06689933,"about_ca_system_score_codex":0.0020884087,"about_ca_system_score_gemma":0.0052461578,"threshold_uncertainty_score":0.9999018},"labels":[],"label_agreement":null},{"id":"W3157455658","doi":"10.1080/0142159x.2021.1914826","title":"Response to: Key drivers of social accountability in nine Canadian medical schools","year":2021,"lang":"en","type":"letter","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accountability; Key (lock); Social accounting; Medical education; Medical school; Political science; Public relations; Psychology; Public administration; Medicine; Business; Accounting; Computer science; Computer security","score_opus":0.04859921452444871,"score_gpt":0.43515969802390536,"score_spread":0.38656048349945665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3157455658","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14518818,0.00017277637,0.0000035317366,0.8355378,0.0016885507,0.0010646065,0.000097056225,0.0000688452,0.01617864],"genre_scores_gemma":[0.024393559,0.00004208562,0.00010954612,0.9308482,0.006072004,0.00029777645,0.00037779575,0.00011119329,0.03774786],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98337513,0.00747158,0.0019024892,0.0009065277,0.0041924575,0.002151798],"domain_scores_gemma":[0.99459225,0.0013088828,0.00031809282,0.00079593604,0.00042436487,0.0025604859],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.010472913,0.00048430593,0.0014913636,0.00046744093,0.00038924802,0.000010534242,0.0012601747,0.007996061,0.23776431],"category_scores_gemma":[0.028775197,0.00045278305,0.00021200137,0.0009489334,0.0003628069,0.00006479084,0.00046939866,0.0181227,0.0013560356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022608862,0.00005779864,0.033544786,0.00042641652,0.00003160514,0.0014493613,0.005691885,1.4842306e-7,4.690048e-7,0.000016904642,0.9575619,0.0009926113],"study_design_scores_gemma":[0.0011018764,0.000056603083,0.009608401,0.0031556296,0.000020216014,0.000005639164,0.0037573865,0.000030039102,2.6748273e-7,0.000033249464,0.9818968,0.0003338544],"about_ca_topic_score_codex":0.28216672,"about_ca_topic_score_gemma":0.4296625,"teacher_disagreement_score":0.23640828,"about_ca_system_score_codex":0.0036025858,"about_ca_system_score_gemma":0.02756696,"threshold_uncertainty_score":0.9997924},"labels":[],"label_agreement":null},{"id":"W3157478633","doi":"10.1503/cmaj.1095938","title":"CMA urges national action to curb third wave of COVID-19","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Action (physics); Juncture; Betacoronavirus; Pandemic; Coronavirus Infections; Political science; Medicine; Virology; Engineering","score_opus":0.07586070852286698,"score_gpt":0.45048990994221816,"score_spread":0.3746292014193512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3157478633","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17009012,0.00058431923,0.0007074265,0.76225674,0.007290676,0.0005668201,0.00027818387,0.000070944356,0.058154784],"genre_scores_gemma":[0.5879261,0.0007027274,0.0013805367,0.38336515,0.007159617,0.000057603484,0.00011961913,0.000045038894,0.019243618],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949698,0.0010090957,0.00088976836,0.00018637547,0.0022099062,0.0007350773],"domain_scores_gemma":[0.99119866,0.001520696,0.0004937819,0.00010614932,0.002141743,0.004538972],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0038773993,0.00011375976,0.000296533,0.0002376119,0.0009834004,0.000019916659,0.00016737287,0.0006181171,0.020926591],"category_scores_gemma":[0.035550762,0.00011422066,0.0000912801,0.00059819495,0.000025600079,0.00012121494,0.00003612996,0.0014324492,0.0004883609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000013654021,0.000021517359,0.057281747,0.000068452784,0.00004510811,0.00013341723,0.0017864428,0.000025532361,0.000011190016,0.0035171933,0.9330643,0.00403146],"study_design_scores_gemma":[0.0006043089,0.000029022956,0.017228346,0.00022807473,0.00001064965,0.00007717046,0.005150738,0.0000918487,0.00001232819,0.0018295543,0.97463495,0.00010300732],"about_ca_topic_score_codex":0.008188935,"about_ca_topic_score_gemma":0.16829959,"teacher_disagreement_score":0.41783595,"about_ca_system_score_codex":0.006912766,"about_ca_system_score_gemma":0.03749012,"threshold_uncertainty_score":0.99841565},"labels":[],"label_agreement":null},{"id":"W3158295151","doi":"10.1186/s12960-021-00606-y","title":"Diversifying the health workforce: a mixed methods analysis of an employment integration strategy","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"Government of Ontario","keywords":"Workforce; Immigration; Health care; Health services research; Population; Health administration; Social policy; Census; Workforce development; Population health; Nursing; Medicine; Public relations; Business; Economic growth; Political science; Environmental health; Economics","score_opus":0.1679325953153555,"score_gpt":0.5511587683201391,"score_spread":0.38322617300478357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3158295151","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9598027,0.006008185,0.0174288,0.010404791,0.0006144597,0.0033539692,0.0002799459,0.0002391665,0.0018680177],"genre_scores_gemma":[0.95165783,0.0007246738,0.028746204,0.012236158,0.00048196074,0.00051476696,0.001247743,0.00009996476,0.0042906986],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9902464,0.0053290073,0.0019138934,0.0006680103,0.0005443922,0.0012982949],"domain_scores_gemma":[0.99493283,0.0013796025,0.0015978466,0.0010348387,0.00048654038,0.0005683643],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006305259,0.00031554018,0.0012155556,0.0003767444,0.003984395,0.00003895803,0.000480356,0.00021781569,0.00037600173],"category_scores_gemma":[0.00022764671,0.00024181746,0.0003528852,0.0018456578,0.0001367146,0.00013777617,0.00017928927,0.0007006923,0.000007315442],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097537215,0.0010412905,0.026408454,0.00410066,0.0018614207,0.00000790581,0.24942955,0.0048887464,0.00024856316,0.07641575,0.033009164,0.6016131],"study_design_scores_gemma":[0.0037685002,0.004507084,0.1903819,0.0028756724,0.001058274,0.000004664888,0.3808212,0.017098958,0.0001737064,0.0052716727,0.39312604,0.00091231975],"about_ca_topic_score_codex":0.0068804855,"about_ca_topic_score_gemma":0.027508857,"teacher_disagreement_score":0.6007008,"about_ca_system_score_codex":0.00088724593,"about_ca_system_score_gemma":0.0010694435,"threshold_uncertainty_score":0.9997328},"labels":[],"label_agreement":null},{"id":"W3158721940","doi":"10.35680/2372-0247.1505","title":"The experiences of rural British Columbians accessing surgical and obstetrical care","year":2021,"lang":"en","type":"article","venue":"Patient Experience Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Government of British Columbia; University of British Columbia","funders":"","keywords":"Psychosocial; Thematic analysis; Medicine; Health care; Nursing; Rural area; Focus group; Attrition; Family medicine; Business; Qualitative research; Economic growth; Marketing","score_opus":0.03301783420009874,"score_gpt":0.40632018651351165,"score_spread":0.3733023523134129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3158721940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9576821,0.03735953,0.000009007908,0.00018513341,0.0022686268,0.00021885707,0.0000038069431,0.000020816715,0.0022521268],"genre_scores_gemma":[0.99639976,0.0025184657,0.00027311547,0.00013975518,0.00020245674,0.00007919924,0.0000025360166,0.000012224433,0.00037248895],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99685615,0.0006284742,0.000941494,0.0001843654,0.0006752435,0.0007142897],"domain_scores_gemma":[0.99749035,0.0008250108,0.00044599798,0.00020236732,0.00067349913,0.0003627918],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00018751214,0.00012648418,0.00029963805,0.000031624928,0.0032607308,0.00017367945,0.0002713242,0.00013235715,0.0005346107],"category_scores_gemma":[0.0006999024,0.000105499836,0.00007844882,0.00042426554,0.00040909924,0.00029877728,0.00024074192,0.0006331996,0.000004975674],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005644846,0.000051268526,0.11732599,0.00006541776,0.00000838957,0.00026675165,0.79240835,0.0000041292237,0.000047059108,0.00012919438,0.0012778178,0.08835919],"study_design_scores_gemma":[0.00045702144,0.00013278841,0.0054755304,0.0007233348,0.000005176742,0.0004452174,0.9544292,0.000031704185,0.00013890454,0.00004876572,0.037993934,0.00011841754],"about_ca_topic_score_codex":0.00025668452,"about_ca_topic_score_gemma":0.00024611907,"teacher_disagreement_score":0.16202086,"about_ca_system_score_codex":0.0001830428,"about_ca_system_score_gemma":0.00044974577,"threshold_uncertainty_score":0.99803686},"labels":[],"label_agreement":null},{"id":"W3159207537","doi":"10.15173/sciential.v1i5.2542","title":"Reviewing Inequities in Primary Care Received by Indigenous Peoples in Ontario","year":2020,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Indigenous; Population; Health care; Nursing; Medicine; Population health; Environmental health; Political science","score_opus":0.05476233404044654,"score_gpt":0.3554228012772938,"score_spread":0.30066046723684725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159207537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729932,0.0022774304,0.00011502232,0.0076062144,0.0021430731,0.0010786254,0.000012946393,0.000051280174,0.013722205],"genre_scores_gemma":[0.98995507,0.0005496402,0.0014087958,0.0057856604,0.00024773242,0.00002701543,0.000019671656,0.00002794426,0.0019784423],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99328774,0.00056120084,0.0016190538,0.00079888914,0.0016402431,0.0020928557],"domain_scores_gemma":[0.99771386,0.00014468163,0.00063718174,0.00026800233,0.0004073021,0.00082894927],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0033901797,0.00032633712,0.00066576735,0.0005776405,0.0023076735,0.00028261906,0.0013275004,0.00015555779,0.0005623986],"category_scores_gemma":[0.0003770769,0.00028595654,0.00009251401,0.0028711061,0.000584015,0.0016756074,0.0005694512,0.0022486472,0.00015631756],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00024765256,0.000109170636,0.63719535,0.0009543973,0.000007331929,0.00010475961,0.3421457,0.00043992946,0.004402845,0.00012399183,0.0057423348,0.008526536],"study_design_scores_gemma":[0.012806704,0.001996044,0.48640782,0.021655744,0.0000904647,0.0001610815,0.3176176,0.0006059924,0.00050160126,0.005459653,0.1498395,0.0028577957],"about_ca_topic_score_codex":0.01747106,"about_ca_topic_score_gemma":0.15022422,"teacher_disagreement_score":0.15078752,"about_ca_system_score_codex":0.0045723785,"about_ca_system_score_gemma":0.00880194,"threshold_uncertainty_score":0.99995923},"labels":[],"label_agreement":null},{"id":"W3159344599","doi":"10.15273/hpj.v1i1.10585","title":"Assessing the Representation of People of African Descent on Nova Scotia’s Community Health Boards","year":2021,"lang":"en","type":"article","venue":"Healthy Populations Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Nova scotia; Nova (rocket); Representation (politics); Demographics; Geography; Population; Political science; Ethnic group; Diversity (politics); Demography; Sociology; Politics; Engineering","score_opus":0.28222856276048724,"score_gpt":0.5553125921223961,"score_spread":0.2730840293619089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159344599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9596902,0.00087893975,0.0018944748,0.030626748,0.0018892444,0.0007920315,0.000037541566,0.00003504087,0.0041557658],"genre_scores_gemma":[0.9909856,0.00028727495,0.005605119,0.0026305777,0.00027390578,0.000009079767,0.00006710753,0.00002893842,0.00011240306],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9889358,0.0071245306,0.0022396692,0.00019334473,0.000796093,0.00071054656],"domain_scores_gemma":[0.9940089,0.001285053,0.002313715,0.000835541,0.0011852032,0.00037160373],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0038341407,0.00017896465,0.000649101,0.00021885714,0.0031646702,0.000032095533,0.00030612352,0.0001452505,0.00042440803],"category_scores_gemma":[0.0012966039,0.0001424632,0.00015631884,0.001363343,0.00010065945,0.00026771266,0.00012487982,0.0022030317,0.000022899068],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001892436,0.0008414335,0.93236053,0.0011100712,0.000043104887,0.000004335434,0.0251282,0.0026241916,0.00006301624,0.010859455,0.01685592,0.009920477],"study_design_scores_gemma":[0.00091886387,0.00035479883,0.9238044,0.0017414652,0.000027300443,0.000048990463,0.06875804,0.00038789594,0.00004251654,0.0021645273,0.0016394766,0.00011171568],"about_ca_topic_score_codex":0.028931592,"about_ca_topic_score_gemma":0.03388546,"teacher_disagreement_score":0.04362984,"about_ca_system_score_codex":0.00093727565,"about_ca_system_score_gemma":0.0031169287,"threshold_uncertainty_score":0.99813306},"labels":[],"label_agreement":null},{"id":"W3159745609","doi":"","title":"Experience in studying Abroad - In Centre for studies in Aging, Sunnybrook Health Sciences Centre, University of Toronto","year":2013,"lang":"en","type":"article","venue":"Toraibarojisuto/Journal of Japanese Society of Tribologists","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Research centre; Medical education; Gerontology; Medicine; Psychology; Sociology; Library science; Computer science","score_opus":0.13036749052077917,"score_gpt":0.4704731007049821,"score_spread":0.34010561018420293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159745609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98274255,0.012020751,0.000006585746,0.0029361588,0.00045620603,0.0015371473,0.000015236292,0.000014278663,0.00027108382],"genre_scores_gemma":[0.98989606,0.005131755,0.003991496,0.00027857622,0.000068901994,0.000007828443,0.000002585004,0.000012911667,0.0006099056],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9955099,0.0007263944,0.0018330928,0.00036575735,0.00052976515,0.0010350723],"domain_scores_gemma":[0.9959246,0.0011642628,0.0018191693,0.0002415916,0.00064926664,0.00020110866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036904307,0.0002576293,0.0013185155,0.00013595495,0.00031341516,0.000006635085,0.00070448575,0.00023091615,0.00023129754],"category_scores_gemma":[0.00053048535,0.00023300193,0.00024313356,0.0005706475,0.0008022313,0.0006425415,0.00022160921,0.0005295126,0.000003389839],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001774932,0.00038942258,0.59918106,0.0014240193,0.00003912118,0.000007585694,0.38680804,0.0002734,0.00011379066,0.00010273647,0.010409673,0.0010736672],"study_design_scores_gemma":[0.0040378273,0.0004836864,0.12003506,0.0039171167,0.000010399743,0.0000034195266,0.8688888,0.00033078372,0.00003100613,0.00023317989,0.0018184526,0.0002102591],"about_ca_topic_score_codex":0.06034426,"about_ca_topic_score_gemma":0.026106855,"teacher_disagreement_score":0.48208076,"about_ca_system_score_codex":0.0018505759,"about_ca_system_score_gemma":0.0008386618,"threshold_uncertainty_score":0.9916642},"labels":[],"label_agreement":null},{"id":"W3161527785","doi":"10.1111/ajr.12749","title":"Editorial Special Issue","year":2021,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.04940541130578271,"score_gpt":0.4529540977282463,"score_spread":0.4035486864224636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161527785","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14109984,0.001337111,0.000028495939,0.12536469,0.71707076,0.000789725,0.00007678206,0.00008222456,0.014150359],"genre_scores_gemma":[0.04832317,0.0013364545,0.0017797808,0.0046850755,0.9068248,0.000005628729,0.000026898397,0.000048837734,0.03696935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944746,0.0011982328,0.0020085736,0.00016176519,0.00090178463,0.0012550616],"domain_scores_gemma":[0.99567056,0.00031368813,0.0014377758,0.00032124875,0.0011634616,0.0010932628],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0017765826,0.00023914647,0.000806197,0.00012339847,0.0007543506,0.000022019436,0.00034789115,0.00033188323,0.009716478],"category_scores_gemma":[0.0003573244,0.0002091685,0.00021132591,0.00048753887,0.00007431036,0.00031520642,0.00007760153,0.0019202243,0.001011013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001808556,0.00006190778,0.005993733,0.00024459072,0.000024390849,0.00005944493,0.0022492704,0.0000070628143,0.000022527112,0.0005805392,0.9823826,0.008193067],"study_design_scores_gemma":[0.0015387177,0.0005247678,0.003231413,0.0013896702,0.000016643473,0.00010754141,0.018055577,4.2289395e-7,0.000046382454,0.0009834153,0.9739504,0.00015505895],"about_ca_topic_score_codex":0.00040597862,"about_ca_topic_score_gemma":0.00027466158,"teacher_disagreement_score":0.18975404,"about_ca_system_score_codex":0.00080043025,"about_ca_system_score_gemma":0.0037927486,"threshold_uncertainty_score":0.9997668},"labels":[],"label_agreement":null},{"id":"W3161796666","doi":"10.1136/bmjopen-2020-043470","title":"Rural family physician perspectives on communication with urban specialists: a qualitative study","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ontario Tech University; Toronto Rehabilitation Institute; University of Toronto; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Context (archaeology); Qualitative research; Family medicine; Rural area; Nursing; Isolation (microbiology); Rural health; Medical education; Sociology","score_opus":0.17392556399261874,"score_gpt":0.5729433162055998,"score_spread":0.3990177522129811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161796666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.557204,0.00046667882,0.000012302127,0.005284655,0.00018320778,0.015569209,0.00004707909,0.00009076138,0.42114207],"genre_scores_gemma":[0.9742413,0.00005523262,0.0015796701,0.0067493995,0.00041619223,0.0035045142,0.00009823987,0.00005101076,0.0133044515],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99332625,0.0048056217,0.0005330169,0.00038565547,0.0004763233,0.00047310838],"domain_scores_gemma":[0.99685943,0.000761895,0.00038960387,0.0012538321,0.0005930146,0.00014219584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015820225,0.00021320801,0.0004944056,0.000047612488,0.0011860412,0.00007370352,0.00071257976,0.0000856541,0.00025329785],"category_scores_gemma":[0.00018803537,0.00017412157,0.000041004016,0.000523994,0.00010107188,0.0002984109,0.00062001304,0.00057550246,0.0006351484],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011815529,0.0010139405,0.0052404497,0.00007889624,0.00009917109,0.000029203926,0.8936501,0.000003255593,0.000011276025,0.05019159,0.047503423,0.0009971391],"study_design_scores_gemma":[0.0020113203,0.0005977503,0.024788635,0.0015217208,0.000022899236,5.4039003e-7,0.9535945,0.00000660189,0.0000051620027,0.0008828437,0.016344126,0.00022392398],"about_ca_topic_score_codex":0.0036153782,"about_ca_topic_score_gemma":0.00404407,"teacher_disagreement_score":0.41703725,"about_ca_system_score_codex":0.00054947694,"about_ca_system_score_gemma":0.0007639958,"threshold_uncertainty_score":0.912219},"labels":[],"label_agreement":null},{"id":"W3164651102","doi":"10.21203/rs.3.rs-206889/v2","title":"Modernising Physician Resource Planning: A National Interactive Web Platform for Canadian Medical Trainees","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; Université de Sherbrooke; McMaster University; University of Toronto; University of British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Resource planning; Resource (disambiguation); World Wide Web; Business; Web application; Medical education; Computer science; Medicine; Environmental resource management; Economics","score_opus":0.22499902201842187,"score_gpt":0.5630777447844362,"score_spread":0.3380787227660143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164651102","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37826616,0.0057368893,0.00097100536,0.08018043,0.0034791385,0.01933578,0.005617901,0.0007252999,0.50568736],"genre_scores_gemma":[0.98215526,0.000108403874,0.000704477,0.004081525,0.0034191355,0.0025069497,0.0027266971,0.0001517319,0.004145795],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99017227,0.0013578394,0.0009549605,0.0010614895,0.0038520512,0.0026013677],"domain_scores_gemma":[0.98817134,0.0053941826,0.0002727163,0.0006227256,0.0034667223,0.0020723427],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005585609,0.0004262283,0.00076967094,0.0009239622,0.002711466,0.00014083897,0.0009998725,0.0017443998,0.0015670687],"category_scores_gemma":[0.0077516674,0.00042908342,0.00026228325,0.00055013195,0.0002195363,0.00018790308,0.0011361503,0.008362756,0.00013885662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0013175714,0.00044823822,0.0037544668,0.016286163,0.00056219497,0.0006495498,0.11481548,0.0037862347,0.000033794233,0.011396751,0.82966477,0.017284814],"study_design_scores_gemma":[0.0015357421,0.00021060681,0.0012449389,0.034408778,0.000018854138,0.0000073016226,0.1266016,0.06669089,0.000014607748,0.007105385,0.76151794,0.0006433641],"about_ca_topic_score_codex":0.05339091,"about_ca_topic_score_gemma":0.17998746,"teacher_disagreement_score":0.6038891,"about_ca_system_score_codex":0.0054323426,"about_ca_system_score_gemma":0.039884597,"threshold_uncertainty_score":0.9998161},"labels":[],"label_agreement":null},{"id":"W3164882319","doi":"10.5430/jnep.v11n10p1","title":"Using IPEC pedagogy to transform the future rural advanced practice nursing workforce","year":2021,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Interprofessional education; Curriculum; Nursing; Health care; Rural health; Rural area; Medicine; Nursing shortage; Medical education; Variety (cybernetics); Nurse education; Psychology; Political science; Pedagogy","score_opus":0.13303703837267578,"score_gpt":0.5906789626271157,"score_spread":0.45764192425443995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164882319","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10493839,0.030250655,0.0033751302,0.74188256,0.017120875,0.00082185445,0.0000032351836,0.000033580367,0.10157371],"genre_scores_gemma":[0.64928263,0.010524866,0.24485941,0.07251223,0.014226158,0.000035186902,0.000015966427,0.00013369022,0.008409861],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.996166,0.0018323215,0.0008501424,0.00018142613,0.00048386466,0.0004862267],"domain_scores_gemma":[0.9926943,0.0032825368,0.0011516471,0.00027030183,0.002213388,0.00038779993],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002032074,0.0001829253,0.0003063953,0.00012455367,0.0019110166,0.00007736557,0.00017320713,0.00018037128,0.000110638335],"category_scores_gemma":[0.0038427606,0.00014240961,0.00007355256,0.0006585708,0.00007008784,0.0017195847,0.00001879788,0.0013252601,0.000015707736],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001972752,0.001006543,0.00011880769,0.00007851605,0.000044217217,0.000019197074,0.1527647,0.00017560719,0.00058454863,0.009718795,0.026663499,0.8068528],"study_design_scores_gemma":[0.00036166844,0.00010110447,0.00047389962,0.00298844,0.00020300644,0.002794582,0.45649558,0.00002170336,0.000024172223,0.00078737433,0.5356493,0.00009916887],"about_ca_topic_score_codex":0.00004184681,"about_ca_topic_score_gemma":0.000018191224,"teacher_disagreement_score":0.80675364,"about_ca_system_score_codex":0.00091988896,"about_ca_system_score_gemma":0.0035325976,"threshold_uncertainty_score":0.99938834},"labels":[],"label_agreement":null},{"id":"W3165186135","doi":"","title":"Role of a medical student initiative in supporting homeless and precariously housed populations","year":2021,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Privilege (computing); Downtown; Work (physics); Medical education; Social work; Medicine; Nursing; Political science","score_opus":0.09373650072827519,"score_gpt":0.5130106531081509,"score_spread":0.41927415237987564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165186135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9504854,0.002780179,0.00028888907,0.043414075,0.00059198606,0.00038147267,0.000022689423,0.000024418097,0.0020108903],"genre_scores_gemma":[0.9956086,0.0011484394,0.00062051683,0.0019096998,0.00052580953,0.000016389113,0.000054417716,0.000021547978,0.00009453102],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9913395,0.0012397402,0.0026101214,0.0002781305,0.0038432437,0.00068924035],"domain_scores_gemma":[0.99581474,0.001082766,0.0010441956,0.0001963475,0.00067836174,0.0011835928],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0056310436,0.00020741603,0.0011541359,0.00024069815,0.00027203019,0.000004571177,0.00042472887,0.00052343844,0.004044289],"category_scores_gemma":[0.010703139,0.0001528755,0.000076640266,0.0005474211,0.0005290404,0.00010088767,0.0003145156,0.0022982748,0.0000053548297],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015022715,0.00054959557,0.8175781,0.0007733256,0.00011918997,0.0008059519,0.093601435,0.000011207372,0.00018833362,0.0035019764,0.0062624724,0.0764582],"study_design_scores_gemma":[0.015283855,0.0007032937,0.69875234,0.02122129,0.00013120942,0.00053220015,0.25019756,0.0013818135,0.00008347032,0.0041566947,0.0072677317,0.00028854818],"about_ca_topic_score_codex":0.0012902342,"about_ca_topic_score_gemma":0.0036230832,"teacher_disagreement_score":0.15659611,"about_ca_system_score_codex":0.00017238739,"about_ca_system_score_gemma":0.0023690548,"threshold_uncertainty_score":0.9984988},"labels":[],"label_agreement":null},{"id":"W3165633050","doi":"10.29173/spectrum104","title":"International students and their accessibility to on-campus healthcare services","year":2021,"lang":"en","type":"article","venue":"Spectrum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Snowball sampling; Thematic analysis; Health care; Medical education; Exploratory research; Descriptive statistics; Qualitative property; Psychology; Data collection; Qualitative research; Medicine; Sociology; Political science; Computer science","score_opus":0.04170154133979206,"score_gpt":0.4672194931158811,"score_spread":0.4255179517760891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165633050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276321,0.00031743932,0.000013956348,0.05053564,0.0020740267,0.0005955887,0.000078266516,0.000115221985,0.018637788],"genre_scores_gemma":[0.9790612,0.00017233782,0.00019006562,0.01730606,0.0005113571,0.00006127352,0.000039593062,0.000019784515,0.0026383642],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978137,0.00032201325,0.00042076095,0.00051484286,0.00035195227,0.00057672465],"domain_scores_gemma":[0.9987005,0.00020590232,0.00012264877,0.0004553926,0.00014847371,0.00036707916],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004027358,0.00017308828,0.00026220692,0.000065831206,0.000517731,0.00004034381,0.00040988042,0.00013780592,0.001197518],"category_scores_gemma":[0.000067575114,0.00014265443,0.000035517,0.00025571947,0.00002168143,0.00010162729,0.0005686309,0.0004543589,0.00051738205],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001483814,0.00011288371,0.9844499,0.0003460386,0.000028686394,0.000018736162,0.0054124803,0.0000024384294,0.000036507783,0.003895515,0.0020079839,0.0035404284],"study_design_scores_gemma":[0.0007340799,0.00014378884,0.84579974,0.00086600106,0.0000045647857,0.0000040595864,0.012473674,0.0000334509,0.0002857562,0.008539905,0.13091452,0.00020047647],"about_ca_topic_score_codex":0.0007743978,"about_ca_topic_score_gemma":0.005101366,"teacher_disagreement_score":0.1386502,"about_ca_system_score_codex":0.00033837146,"about_ca_system_score_gemma":0.00017683137,"threshold_uncertainty_score":0.9997155},"labels":[],"label_agreement":null},{"id":"W3165991128","doi":"10.1186/s13561-021-00317-z","title":"Distributed education enables distributed economic impact: the economic contribution of the Northern Ontario School of Medicine to communities in Canada","year":2021,"lang":"en","type":"article","venue":"Health Economics Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"University of Waterloo; Ontario Ministry of Health and Long-Term Care","keywords":"Economic impact analysis; Population; Disadvantaged; Economic growth; Salary; Reimbursement; Economic evaluation; Socioeconomics; Geography; Political science; Economics; Demography; Health care; Sociology","score_opus":0.03814123224591177,"score_gpt":0.38473920072819284,"score_spread":0.3465979684822811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165991128","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.887907,0.056682914,0.000013280634,0.04685381,0.0016508225,0.003959937,0.0022159729,0.000012009715,0.0007042163],"genre_scores_gemma":[0.9296112,0.056464266,0.000021575053,0.011516466,0.00013438976,0.0003204691,0.001756566,0.000027114225,0.00014797754],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99480987,0.0013766048,0.0027378881,0.00026334726,0.000098240176,0.00071402563],"domain_scores_gemma":[0.9954682,0.00086555624,0.0018161659,0.0011819178,0.00029891272,0.00036922717],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002025955,0.0002675391,0.0013408263,0.00005324828,0.00045325558,0.000005990534,0.000604989,0.00010069701,0.001586453],"category_scores_gemma":[0.00031176503,0.00018528645,0.00012587258,0.00023054886,0.00011875007,0.00010017036,0.0002369275,0.0006471357,0.00005816868],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000858607,0.000052510935,0.83725774,0.005210111,0.000082165614,3.5859003e-7,0.0018348187,0.007159748,7.121071e-7,0.0046858652,0.13742091,0.0062092016],"study_design_scores_gemma":[0.0009087165,0.000078053716,0.3016958,0.016210992,0.00005153478,0.000008039959,0.007153455,0.00019823921,0.000007582395,0.00057093834,0.67289484,0.00022178932],"about_ca_topic_score_codex":0.9953947,"about_ca_topic_score_gemma":0.99986863,"teacher_disagreement_score":0.5355619,"about_ca_system_score_codex":0.041444693,"about_ca_system_score_gemma":0.102631256,"threshold_uncertainty_score":0.9993262},"labels":[],"label_agreement":null},{"id":"W3166009130","doi":"10.7326/m20-7121","title":"“We Do Not Want Him Because He Is a Jew”: The Montreal Interns' Strike of 1934","year":2021,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Judaism; Medicine; Feeling; Politics; Immigration; Classics; Law; Religious studies; History; Political science; Psychology","score_opus":0.12481236098747639,"score_gpt":0.4823649114595359,"score_spread":0.3575525504720595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166009130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7666853,0.010146316,0.00009098891,0.1993748,0.001884321,0.00060951966,0.00017899752,0.000044755594,0.02098501],"genre_scores_gemma":[0.9594854,0.0057186796,0.00006805273,0.022106582,0.0007937696,0.000030082841,0.000013685743,0.000030552113,0.011753212],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959414,0.0005537022,0.0016639341,0.0003559159,0.000813007,0.00067204965],"domain_scores_gemma":[0.9955082,0.0013929976,0.0008773638,0.00079407106,0.0011314542,0.00029594346],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011229997,0.00026741263,0.00085282227,0.00012995477,0.00015641216,0.0000044755548,0.0006478892,0.000196604,0.0047214828],"category_scores_gemma":[0.0012979852,0.00015944663,0.00017638782,0.00036067356,0.0003139539,0.000083450155,0.00037423693,0.00086245686,0.00010412159],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017853278,0.00034271347,0.03907799,0.0016360817,0.00059994706,0.00024146364,0.06908436,0.000006505232,0.001836624,0.0036348524,0.83902514,0.042728968],"study_design_scores_gemma":[0.007713214,0.0043093916,0.04472236,0.06906543,0.00042157702,0.000109889275,0.122408666,0.00054078735,0.049241155,0.011898946,0.68884224,0.00072634727],"about_ca_topic_score_codex":0.014290308,"about_ca_topic_score_gemma":0.002164172,"teacher_disagreement_score":0.19280009,"about_ca_system_score_codex":0.000054786713,"about_ca_system_score_gemma":0.0002607082,"threshold_uncertainty_score":0.99618834},"labels":[],"label_agreement":null},{"id":"W3166653924","doi":"10.1139/facets-2021-0006","title":"Investing in a better future: higher education and post-COVID Canada","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; Dalhousie University; University of Saskatchewan; York University; École Nationale d'Administration Publique; University of Manitoba; Mastercard Foundation","funders":"","keywords":"Workforce; Government (linguistics); Economic growth; Business; Public sector; Prosperity; Political science; Public relations; Economics","score_opus":0.031395635100249286,"score_gpt":0.38681048835632714,"score_spread":0.35541485325607786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166653924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9116061,0.0024688677,4.943285e-7,0.07297896,0.0021880842,0.00026206885,0.00001366688,0.000028339044,0.010453466],"genre_scores_gemma":[0.91127735,0.00003768279,0.00068726036,0.0740337,0.00064879836,0.000061994695,0.00006066929,0.000015258474,0.013177276],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99867386,0.00027224372,0.00028381732,0.00022214782,0.00014591363,0.00040204954],"domain_scores_gemma":[0.9992709,0.00013782615,0.000078541714,0.00017951349,0.0001266935,0.00020653577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014862535,0.00009684209,0.0001508693,0.000034091187,0.00024735002,0.0000071614863,0.000059953105,0.00012236866,0.0008302056],"category_scores_gemma":[0.00012447106,0.00009525697,0.000008584526,0.00021893586,0.000012889731,0.0000668127,0.000075071104,0.0003780314,0.00004074184],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012474537,0.0000396414,0.7658711,0.0005171899,0.0000057969673,0.000034662105,0.0033230297,0.0000033405338,0.000395286,0.0019591742,0.22044209,0.0073962207],"study_design_scores_gemma":[0.00022972331,0.0000069027956,0.44280055,0.00026446587,0.000002958951,0.000003174195,0.003495369,0.000003847217,0.000021645883,0.0003240754,0.5527611,0.00008622179],"about_ca_topic_score_codex":0.5175231,"about_ca_topic_score_gemma":0.84308565,"teacher_disagreement_score":0.33231896,"about_ca_system_score_codex":0.00044027937,"about_ca_system_score_gemma":0.003863643,"threshold_uncertainty_score":0.90901697},"labels":[],"label_agreement":null},{"id":"W3166952683","doi":"10.32920/ryerson.14647473.v1","title":"Finding the line of best fit: constructing a profile for rural-based international medical graduates in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Economic shortage; IMG; Rural area; Rural health; Matching (statistics); Medical education; Political science; Medicine; Public relations; Geography; Computer science; Government (linguistics)","score_opus":0.09909436446880368,"score_gpt":0.45598501074903164,"score_spread":0.35689064628022793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166952683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609039,0.00040148408,0.0005153545,0.024552451,0.0049450346,0.0027959873,0.0004333303,0.000037511392,0.005414961],"genre_scores_gemma":[0.98885536,0.00008455301,0.006484188,0.0019772486,0.00031445932,0.00075392413,0.00054801157,0.000028455303,0.0009538216],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9965266,0.00038123125,0.0013812922,0.00033536516,0.00076663936,0.00060889946],"domain_scores_gemma":[0.99359775,0.00463666,0.00069746154,0.00035782153,0.00053833396,0.00017197814],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011815883,0.00023425523,0.0005778225,0.00009751385,0.0002365214,0.000012244444,0.00065233745,0.00039207286,0.002129123],"category_scores_gemma":[0.0035857605,0.00017068077,0.000094798634,0.00018692283,0.00008550578,0.000030306908,0.00065657246,0.0016062396,0.00000438023],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019788127,0.00022632582,0.91808814,0.010297239,0.00023694702,0.00007194212,0.004771442,0.003238372,0.00003616327,0.0054678535,0.037070565,0.020297112],"study_design_scores_gemma":[0.009374932,0.00020583702,0.017439386,0.094590634,0.00018677117,0.000019965391,0.49190173,0.34985352,0.0019073267,0.0029739698,0.030232493,0.0013134517],"about_ca_topic_score_codex":0.90083647,"about_ca_topic_score_gemma":0.96981984,"teacher_disagreement_score":0.9006488,"about_ca_system_score_codex":0.0012658909,"about_ca_system_score_gemma":0.019393463,"threshold_uncertainty_score":0.99878305},"labels":[],"label_agreement":null},{"id":"W3167220355","doi":"","title":"Library Guides: Canadian Health Care for Foreign Trained Professionals: Websites","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Health care; Medical education; Library science; Medicine; Political science; Computer science","score_opus":0.0727289277501295,"score_gpt":0.45913712780224125,"score_spread":0.38640820005211174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167220355","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000054829055,0.03989529,0.00003844162,0.067946054,0.008457754,0.016484337,0.018445965,0.00103901,0.8476383],"genre_scores_gemma":[0.00077497354,0.0030583648,0.016948935,0.08645918,0.0080403155,0.0035386258,0.031961598,0.0006017407,0.84861624],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98991126,0.0010071587,0.002678166,0.0014647917,0.00074969843,0.0041889558],"domain_scores_gemma":[0.9899846,0.0019800072,0.002227869,0.002255693,0.00081595365,0.0027359023],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0013049475,0.001160511,0.0023972283,0.00080109894,0.00961762,0.00013161774,0.0023306946,0.0028158019,0.014593543],"category_scores_gemma":[0.0012432599,0.0009684345,0.00052490114,0.00026413964,0.00019477282,0.0006564398,0.0004395837,0.0023168102,0.0013316316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085993575,0.000025665477,0.0011940948,0.009448648,0.00007710614,0.000014382141,0.0037697745,5.7368726e-7,7.362468e-8,0.011466669,0.96894133,0.0049756933],"study_design_scores_gemma":[0.0012106873,0.0003164632,0.00033014323,0.012522629,0.000052447806,0.0000025162847,0.028007034,0.000020052858,0.0000019949814,0.0035062558,0.95319134,0.0008384205],"about_ca_topic_score_codex":0.31952378,"about_ca_topic_score_gemma":0.6275942,"teacher_disagreement_score":0.30807042,"about_ca_system_score_codex":0.0021408885,"about_ca_system_score_gemma":0.047171846,"threshold_uncertainty_score":0.99998486},"labels":[],"label_agreement":null},{"id":"W3167321405","doi":"10.5194/egusphere-egu21-761","title":"&amp;#160;Embracing equity and cultivating inclusion","year":2021,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Inclusion (mineral); Equity (law); Diversity (politics); Sociology; Political science; Social science; Law","score_opus":0.11742761190592153,"score_gpt":0.5167336977851041,"score_spread":0.3993060858791826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167321405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5459419,0.0006981108,0.0007293496,0.0055654864,0.00040205877,0.0003009884,0.0000040182144,0.00020455685,0.44615352],"genre_scores_gemma":[0.9253227,0.00014956076,0.017651455,0.010304611,0.00030002109,0.000026081922,0.000034046443,0.000023953364,0.046187542],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99785227,0.00039957123,0.00048302062,0.00031888648,0.0003110709,0.0006351921],"domain_scores_gemma":[0.99848175,0.00062967505,0.00013196873,0.00028500016,0.00023433082,0.00023728864],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00092440937,0.00013039871,0.00023994944,0.000035199668,0.0028455865,0.000014811993,0.000112445654,0.0001893714,0.0024730724],"category_scores_gemma":[0.0008683957,0.00011225949,0.000027167018,0.00028291627,0.000031725474,0.00014362457,0.006304391,0.00049247156,0.00026035722],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014905125,0.00024213322,0.45392552,0.0043608705,0.000053231364,0.00007691451,0.06142366,0.000049538205,0.04595483,0.17659,0.116918825,0.14025542],"study_design_scores_gemma":[0.0017050601,0.000051908642,0.018514238,0.0030178942,0.00002412431,0.000018556775,0.015836291,0.0006124463,0.0017082284,0.038219865,0.919753,0.00053838146],"about_ca_topic_score_codex":0.0010027561,"about_ca_topic_score_gemma":0.0023574997,"teacher_disagreement_score":0.80283415,"about_ca_system_score_codex":0.00018977524,"about_ca_system_score_gemma":0.00025881708,"threshold_uncertainty_score":0.99845254},"labels":[],"label_agreement":null},{"id":"W3168255253","doi":"10.6000/1929-6029.2021.10.05","title":"Comparison between Mexican and International Medical Graduates’ scores in the ENARM Competing for Clinical Specialities in Mexico during 2012-2019: Data Visualization, Trends and Forecasting Analyses","year":2021,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"IMG; Anesthesiology; Medicine; Test (biology); Family medicine; Demography; Psychiatry","score_opus":0.6308044789674444,"score_gpt":0.7018903191486741,"score_spread":0.07108584018122965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168255253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93889654,0.0024852895,0.008161811,0.047138706,0.0014432401,0.00036937505,0.0006050527,0.000008264938,0.0008917001],"genre_scores_gemma":[0.9877607,0.0058328384,0.0034953149,0.00045374397,0.0018826684,0.000015688865,0.00043849493,0.00001795532,0.000102578684],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98959106,0.0030388578,0.0028497523,0.00035910355,0.0036090184,0.00055222557],"domain_scores_gemma":[0.9682953,0.029048136,0.00059053465,0.00020164288,0.0014911178,0.00037328375],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.023169568,0.00013885861,0.00059836404,0.00081507233,0.00022892805,0.00008642578,0.0013469055,0.0002384706,0.0005358503],"category_scores_gemma":[0.057125736,0.00010814773,0.000035429774,0.0005323482,0.00052855053,0.0002444404,0.00092448696,0.0023034902,0.0000015745968],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022417263,0.00018896222,0.94402754,0.000113161244,0.00006808067,0.00041751753,0.0022886994,0.000014709525,0.0000015277359,0.007614958,0.0065319543,0.038508717],"study_design_scores_gemma":[0.004303212,0.00013014597,0.9250391,0.003983781,0.00001567883,0.00007218831,0.014350119,0.03533072,0.000004555019,0.00944051,0.0071880263,0.00014195811],"about_ca_topic_score_codex":0.0005766944,"about_ca_topic_score_gemma":0.0074252356,"teacher_disagreement_score":0.048864156,"about_ca_system_score_codex":0.00028259712,"about_ca_system_score_gemma":0.0012023449,"threshold_uncertainty_score":0.9999982},"labels":[],"label_agreement":null},{"id":"W3168324394","doi":"","title":"Rural physician scholars: archetypes creating change.","year":2018,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Archetype; Art; Literature","score_opus":0.1061653255109271,"score_gpt":0.4018334344651005,"score_spread":0.2956681089541734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168324394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5691163,0.033491667,0.000039001734,0.063623555,0.018229458,0.007891315,0.0001621678,0.0005779841,0.30686858],"genre_scores_gemma":[0.8914101,0.0010874763,0.0009982486,0.019266572,0.022293983,0.004486348,0.00003756089,0.000114258706,0.060305465],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936194,0.0013980095,0.00081817445,0.0005206117,0.00051142357,0.003132379],"domain_scores_gemma":[0.99684775,0.00058481726,0.00045262827,0.00069896044,0.00048463867,0.0009312343],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019645046,0.00041492464,0.0005607371,0.00014217698,0.00169704,0.00007727678,0.0004916592,0.00067535555,0.0009058311],"category_scores_gemma":[0.0009577924,0.0004283953,0.0001420726,0.0008057302,0.0006016021,0.00082681264,0.00038223274,0.001538738,0.004924733],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011270178,0.00017273692,0.026882056,0.00076670107,0.000061032762,0.000011012618,0.012768902,3.167794e-7,0.0000044185776,0.008869236,0.032820035,0.91753083],"study_design_scores_gemma":[0.0007939954,0.00012255069,0.34727302,0.0020482503,0.00007845024,0.0000043880136,0.0089549385,0.00011061829,0.00010272453,0.0022769384,0.63780314,0.00043100645],"about_ca_topic_score_codex":0.00483286,"about_ca_topic_score_gemma":0.0011555403,"teacher_disagreement_score":0.91709983,"about_ca_system_score_codex":0.0007536082,"about_ca_system_score_gemma":0.00017209757,"threshold_uncertainty_score":0.9998168},"labels":[],"label_agreement":null},{"id":"W3168486234","doi":"10.1093/neuonc/noab090.197","title":"EPCT-11. RURALITY INDEX SCORE AND PEDIATRIC NEURO-ONCOLOGICAL OUTCOME IN ONTARIO","year":2021,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Rurality; Medicine; Index (typography); Demography; Cohort; Rural area; Pediatrics; Population; Environmental health; Internal medicine; Pathology","score_opus":0.10717405221317859,"score_gpt":0.43370736578740066,"score_spread":0.32653331357422205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168486234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9697961,0.00031255453,0.000011540164,0.013150347,0.0033312298,0.001212744,0.000012604307,0.00017577088,0.011997094],"genre_scores_gemma":[0.9714525,0.00033335542,0.0003574741,0.026081473,0.0005573738,0.00020891897,0.000029899255,0.000044561762,0.0009344734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99238384,0.0030187753,0.0016506023,0.0010163956,0.00039380684,0.0015365748],"domain_scores_gemma":[0.9935633,0.004477868,0.0004843886,0.0006193933,0.00025042382,0.00060463167],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010970437,0.00040509913,0.0011770409,0.00021445483,0.00055521174,0.000018239558,0.00036214234,0.0011138167,0.0020825206],"category_scores_gemma":[0.002135223,0.0003768592,0.00011314156,0.00073144486,0.0001812427,0.0001701915,0.00084489514,0.0033388576,0.00033416436],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019413543,0.00026641827,0.9873781,0.00015848923,0.0000042256133,0.001543972,0.0013988694,0.000016286194,0.00032806862,0.0008559845,0.0068380656,0.0010173589],"study_design_scores_gemma":[0.0020954008,0.00040328642,0.7073498,0.000028346567,0.000029474713,0.00009054919,0.00075870566,0.00003153238,0.000009597032,0.00063018844,0.2883547,0.0002184349],"about_ca_topic_score_codex":0.019217594,"about_ca_topic_score_gemma":0.44337416,"teacher_disagreement_score":0.42415655,"about_ca_system_score_codex":0.00189555,"about_ca_system_score_gemma":0.0031152344,"threshold_uncertainty_score":0.99986833},"labels":[],"label_agreement":null},{"id":"W3169059727","doi":"","title":"Library Guides: Canadian Health Care for Foreign Trained Professionals: Welcome","year":2017,"lang":"en","type":"libguides","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Health care; Political science; Public relations; Medical education; Nursing; Medicine","score_opus":0.0810188059368506,"score_gpt":0.4606733645358035,"score_spread":0.3796545585989529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3169059727","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000385633,0.02791352,0.00004234058,0.08558258,0.01308552,0.017331073,0.01732354,0.001012994,0.83766985],"genre_scores_gemma":[0.00089211605,0.002687031,0.013935865,0.09121568,0.010160177,0.0039296392,0.029075328,0.000650581,0.8474536],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98926413,0.0010790381,0.002899111,0.0015020844,0.0008032836,0.004452338],"domain_scores_gemma":[0.98975855,0.0016601359,0.00232066,0.002452085,0.0007569074,0.0030516756],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0014422938,0.0011918526,0.002555331,0.0008440127,0.009755715,0.00011870015,0.002573631,0.002971601,0.010225817],"category_scores_gemma":[0.0010057064,0.0009994332,0.0005506629,0.00027350272,0.00019468617,0.0006254039,0.00047199574,0.0025999425,0.00085666176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009004124,0.00002613218,0.00075675885,0.009772991,0.000074228694,0.000017086186,0.0042525777,5.8357807e-7,3.3185344e-8,0.017737772,0.9611595,0.0061122426],"study_design_scores_gemma":[0.0013802153,0.0003254597,0.00037897835,0.012016932,0.000046541973,0.0000028825227,0.026338309,0.000016996184,8.808399e-7,0.0038134165,0.95481396,0.0008654166],"about_ca_topic_score_codex":0.3717529,"about_ca_topic_score_gemma":0.59574175,"teacher_disagreement_score":0.22398889,"about_ca_system_score_codex":0.0025742545,"about_ca_system_score_gemma":0.04731028,"threshold_uncertainty_score":0.99992126},"labels":[],"label_agreement":null},{"id":"W3170110698","doi":"10.36834/cmej.71333","title":"Impact of accreditation on Caribbean medical schools’ processes","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Accreditation; Commission; Context (archaeology); Medical education; Workforce; Political science; Medicine; Geography; Law","score_opus":0.03363475781264323,"score_gpt":0.469225368292489,"score_spread":0.43559061047984576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3170110698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8030444,0.0020081133,0.000060000915,0.1585782,0.008781388,0.0004751399,0.00007195286,0.00004111117,0.026939739],"genre_scores_gemma":[0.9633929,0.00067690405,0.0002863488,0.029988421,0.0041281176,0.000038433096,0.00013225274,0.000029968447,0.001326648],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959921,0.00063790823,0.00088825804,0.00021419849,0.0015520465,0.0007154414],"domain_scores_gemma":[0.9830195,0.000473328,0.00034176142,0.00025015054,0.0023882145,0.013527059],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014247772,0.00015213879,0.0003021428,0.00028813648,0.00065277255,0.00002160175,0.0003600587,0.00054155756,0.11122293],"category_scores_gemma":[0.10133812,0.00012687182,0.00009546979,0.0007610075,0.00008423046,0.00015370529,0.000023300081,0.002244819,0.0003070958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030274556,0.00017555222,0.044664513,0.00023617518,0.000045001743,0.00010759418,0.0022118902,0.0000068324,0.0000023781183,0.0012013217,0.91395926,0.037359178],"study_design_scores_gemma":[0.0027748265,0.00070285896,0.18394177,0.014495328,0.000073501986,0.0011122155,0.038401287,0.00019266356,0.00003192483,0.003974076,0.7537079,0.0005916746],"about_ca_topic_score_codex":0.02496395,"about_ca_topic_score_gemma":0.07657204,"teacher_disagreement_score":0.50332856,"about_ca_system_score_codex":0.0016225154,"about_ca_system_score_gemma":0.50495106,"threshold_uncertainty_score":0.9815289},"labels":[],"label_agreement":null},{"id":"W3171147219","doi":"10.36834/cmej.71790","title":"When a Canadian is not a Canadian: marginalization of IMGs in the CaRMS match","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"CBC (Canada)","funders":"","keywords":"Legislation; IMG; Competence (human resources); Context (archaeology); Political science; Public relations; Credential; Immigration; Public administration; Medical education; Medicine; Psychology; Law; Social psychology; Geography; Computer science","score_opus":0.03072686747635586,"score_gpt":0.4093076645878389,"score_spread":0.37858079711148307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3171147219","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16554154,0.0018644294,0.000010477938,0.7793138,0.0041129324,0.00072549284,0.00016867257,0.000008150538,0.04825453],"genre_scores_gemma":[0.7160285,0.00029568817,0.0001841069,0.27918944,0.00083603954,0.000055405348,0.00009801147,0.000023283643,0.0032895315],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99600655,0.00090368296,0.0008666825,0.0002276951,0.0007685192,0.0012268496],"domain_scores_gemma":[0.986736,0.00018341845,0.00020549279,0.00036414052,0.0009552253,0.0115557145],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020280113,0.00015901985,0.00028158145,0.0006873574,0.00093041116,0.00004120158,0.00055341836,0.00046623402,0.097934656],"category_scores_gemma":[0.006182144,0.00013741346,0.000055192784,0.0008997407,0.00009170582,0.00012532124,0.00001295746,0.0015756821,0.00021986752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000005539355,0.000025964213,0.03363308,0.00010590322,0.00001360552,0.0002486339,0.034328606,0.000002133467,0.0000012804601,0.0056232386,0.9178829,0.008129121],"study_design_scores_gemma":[0.00034315937,0.000017599134,0.028003039,0.0009595942,0.000015723992,0.000292462,0.03647138,0.00005025482,0.000004549063,0.0012612464,0.93244207,0.0001389145],"about_ca_topic_score_codex":0.99694204,"about_ca_topic_score_gemma":0.9998351,"teacher_disagreement_score":0.550487,"about_ca_system_score_codex":0.0039764843,"about_ca_system_score_gemma":0.3923913,"threshold_uncertainty_score":0.99984705},"labels":[],"label_agreement":null},{"id":"W3171581829","doi":"10.36834/cmej.71304","title":"The impact of urban-based family medicine postgraduate rotations on rural preceptors/teachers","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Preceptor; Rural area; Psychology; Family medicine; Medical education; Medicine","score_opus":0.03849140779524335,"score_gpt":0.4577578765027788,"score_spread":0.4192664687075355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3171581829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68559426,0.0040399753,0.000028330815,0.27747267,0.0065989676,0.0005897792,0.000034673212,0.000027809894,0.02561356],"genre_scores_gemma":[0.9642046,0.0004999692,0.00011935175,0.028581453,0.0019807871,0.000053302956,0.00009123922,0.000030290443,0.00443897],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962337,0.0011463726,0.0008825921,0.00014947406,0.0008294052,0.0007584298],"domain_scores_gemma":[0.99040854,0.0010075604,0.0003863673,0.00032291212,0.0012360283,0.0066385986],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015935296,0.00016608294,0.00027352874,0.00017018462,0.0015757486,0.000018567409,0.00035612422,0.0002480179,0.021308485],"category_scores_gemma":[0.022506239,0.000106367566,0.00012755522,0.00058154674,0.00026784002,0.00006490067,0.000010909952,0.0016229916,0.00013755226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030596813,0.00006788393,0.02018009,0.000021617403,0.00004079198,0.000010587685,0.005061181,0.000047809037,0.00001381157,0.0013052981,0.9463988,0.026821515],"study_design_scores_gemma":[0.0024129134,0.0006577784,0.20690486,0.005271202,0.00006798061,0.00008654557,0.0794849,0.00067877065,0.00001323326,0.001937634,0.70214784,0.0003363576],"about_ca_topic_score_codex":0.059500393,"about_ca_topic_score_gemma":0.038232733,"teacher_disagreement_score":0.2786104,"about_ca_system_score_codex":0.0018299185,"about_ca_system_score_gemma":0.14250778,"threshold_uncertainty_score":0.9997241},"labels":[],"label_agreement":null},{"id":"W3172734360","doi":"10.1186/s12960-021-00610-2","title":"An integrated primary care workforce planning toolkit at the regional level (part 1): qualitative tools compiled for decision-makers in Toronto, Canada","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Workforce planning; Process management; Population health; Health services research; Population; Workforce development; Health care; Knowledge management; Business; Management science; Nursing; Medicine; Computer science; Public health; Engineering; Economics; Economic growth","score_opus":0.18711535899034296,"score_gpt":0.5023213897036354,"score_spread":0.31520603071329245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3172734360","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95841753,0.016956987,0.0011048721,0.0063349297,0.0011418101,0.0069353255,0.003501991,0.00015420804,0.005452333],"genre_scores_gemma":[0.86030805,0.0004142593,0.018158028,0.074717626,0.0019971875,0.0049354644,0.016775824,0.0003820835,0.022311468],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99324065,0.0018116347,0.0017281536,0.00084295555,0.00070400874,0.0016725882],"domain_scores_gemma":[0.98874414,0.008418197,0.0007563116,0.00079934637,0.00071775157,0.0005642703],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002251782,0.00042390652,0.0009175554,0.00006800432,0.003981152,0.000051568724,0.00056378404,0.00029290473,0.00044151756],"category_scores_gemma":[0.000644833,0.00034398527,0.00014841926,0.0003301255,0.0001403183,0.00022055746,0.00015862528,0.0007003688,0.0000063543753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.003682343,0.00015342845,0.013308386,0.0028246252,0.00006536461,0.000025393118,0.25251615,0.0012013083,0.000012504448,0.004902207,0.6969208,0.024387475],"study_design_scores_gemma":[0.0019714225,0.0003113309,0.015922086,0.00312597,0.00001174415,0.0000030447168,0.32436174,0.00012797232,0.0000020192658,0.00025658667,0.6536237,0.00028239226],"about_ca_topic_score_codex":0.40672666,"about_ca_topic_score_gemma":0.97637516,"teacher_disagreement_score":0.5696485,"about_ca_system_score_codex":0.012337786,"about_ca_system_score_gemma":0.005734231,"threshold_uncertainty_score":0.9999023},"labels":[],"label_agreement":null},{"id":"W3173510337","doi":"10.1016/j.respe.2021.03.008","title":"Profils et représentations professionnelles des agents en centre de santé au Burundi : des groupes socio-professionnels aux savoirs cloisonnés","year":2021,"lang":"fr","type":"article","venue":"Revue d Épidémiologie et de Santé Publique","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval","funders":"","keywords":"Quarter (Canadian coin); Normative; Population; Psychology; Identity (music); Nursing; Sociology; Medicine; Political science; Demography; Geography","score_opus":0.10279531942197107,"score_gpt":0.4863069251525737,"score_spread":0.3835116057306026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173510337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84980094,0.017753752,0.004882881,0.10244335,0.006332107,0.0039810096,0.00072766346,0.00094793073,0.013130331],"genre_scores_gemma":[0.85023165,0.041891787,0.04394987,0.014332508,0.0033337858,0.0010464682,0.0011076281,0.00034000134,0.043766316],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9498481,0.038242795,0.003185165,0.002276632,0.0006934987,0.0057538217],"domain_scores_gemma":[0.9788603,0.013555861,0.0016607831,0.001999048,0.0020231577,0.0019008041],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.011454482,0.0014924377,0.0021696147,0.00048204028,0.004656795,0.00026474957,0.0015813836,0.0039677834,0.0036647774],"category_scores_gemma":[0.031287055,0.0014464419,0.00081356295,0.002062968,0.0016602257,0.0018085121,0.0019911418,0.0056902682,0.00070155127],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00027443076,0.001505795,0.5890079,0.009479701,0.00037062488,0.00085465226,0.2185936,0.0004317154,0.0013096422,0.07226498,0.089855656,0.016051294],"study_design_scores_gemma":[0.0021489921,0.0003253445,0.54109746,0.022512458,0.00032459086,0.00028698213,0.29719555,0.00086154573,0.00084797933,0.1116099,0.021217695,0.0015715049],"about_ca_topic_score_codex":0.0060941004,"about_ca_topic_score_gemma":0.009204104,"teacher_disagreement_score":0.08811085,"about_ca_system_score_codex":0.009800482,"about_ca_system_score_gemma":0.02308386,"threshold_uncertainty_score":0.9997825},"labels":[],"label_agreement":null},{"id":"W3174541601","doi":"10.1111/bioe.12915","title":"Is there a social justice to dentistry’s social contract?","year":2021,"lang":"en","type":"article","venue":"Bioethics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Social contract; Context (archaeology); Public relations; Sociology; Health care; Economic Justice; Political science; Law; Politics","score_opus":0.2345847573431351,"score_gpt":0.5455697284844618,"score_spread":0.3109849711413267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3174541601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47392526,0.0014188036,0.0006032025,0.4101591,0.008869311,0.0013974068,0.00061641476,0.0004957913,0.1025147],"genre_scores_gemma":[0.8890765,0.00015753649,0.0012415444,0.083612636,0.0036250232,0.000081404134,0.00004819102,0.000052571308,0.022104612],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969825,0.00070399605,0.0005323333,0.0003837509,0.000520278,0.0008771136],"domain_scores_gemma":[0.99791753,0.0006304628,0.00019093724,0.0002399324,0.0007656782,0.00025545087],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006434505,0.00019071501,0.00034485452,0.000033261746,0.0025264842,0.0000328291,0.00024270057,0.0009358547,0.0029121155],"category_scores_gemma":[0.0006678029,0.00019787186,0.000108643326,0.00042239286,0.0001516936,0.00006491635,0.00022999392,0.0014700586,0.002973887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001745587,0.00017253021,0.009929187,0.0016841878,0.000075332086,0.00021835323,0.054381594,7.462579e-7,0.00034702237,0.18068957,0.7479184,0.0044085095],"study_design_scores_gemma":[0.0008132244,0.000039991417,0.030044863,0.00030105567,0.00012271958,0.0000076060555,0.03272497,0.000016594788,0.00015091828,0.0021211617,0.93335235,0.00030457092],"about_ca_topic_score_codex":0.00082630443,"about_ca_topic_score_gemma":0.002120833,"teacher_disagreement_score":0.4151512,"about_ca_system_score_codex":0.00031239167,"about_ca_system_score_gemma":0.0012799196,"threshold_uncertainty_score":0.9987721},"labels":[],"label_agreement":null},{"id":"W3174828379","doi":"10.33151/ajp.18.926","title":"Enhancing Professional Practice and Professionalism among Canadian Rural Paramedics","year":2021,"lang":"en","type":"article","venue":"Australasian Journal of Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Focus group; Scope of practice; Professional development; Continuing professional development; Qualitative research; Medical education; Health care; Scope (computer science); Nursing; Action (physics); Clinical Practice; Medicine; Sociology; Political science","score_opus":0.032313230149189194,"score_gpt":0.43386390620686394,"score_spread":0.40155067605767475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3174828379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91186523,0.003311241,0.00008838002,0.07224204,0.006352409,0.00061305484,0.00001622989,0.000030239538,0.0054811467],"genre_scores_gemma":[0.97849816,0.0005477825,0.0034073214,0.0074351905,0.0014459366,0.000019569408,0.000030056026,0.000039517763,0.008576468],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947116,0.0011774779,0.0017402987,0.00026202336,0.0009624852,0.0011461338],"domain_scores_gemma":[0.99363714,0.0016514207,0.0012751161,0.00030479726,0.0015615884,0.0015699557],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0025227948,0.0003017937,0.0007518099,0.0002620206,0.0008372803,0.000018403482,0.00025897802,0.0004930818,0.0014010404],"category_scores_gemma":[0.0043163863,0.0002322963,0.00009086128,0.0005244545,0.00032474974,0.00055504765,0.000092462964,0.0028351273,0.000060692106],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071288826,0.00041185322,0.7350116,0.0014199797,0.00049216475,0.009802989,0.034065194,0.00003193331,0.0010339798,0.008711065,0.1958416,0.012464757],"study_design_scores_gemma":[0.0058268975,0.00072811684,0.3422077,0.023178553,0.00044359005,0.003601223,0.25942585,0.000057426714,0.00029320607,0.0026261015,0.36099482,0.0006165116],"about_ca_topic_score_codex":0.007446307,"about_ca_topic_score_gemma":0.015675338,"teacher_disagreement_score":0.3928039,"about_ca_system_score_codex":0.00045043894,"about_ca_system_score_gemma":0.0051763207,"threshold_uncertainty_score":0.99951184},"labels":[],"label_agreement":null},{"id":"W3175930730","doi":"10.37719/jhcs.2021.v3i1.rna001","title":"An Internationally Educated Nurse’s Perspective on Nursing in Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Health and Caring Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Perspective (graphical); Immigration; Relation (database); Sociology; Nursing; Gender studies; Work (physics); Political science; Medicine; Law; Art","score_opus":0.04354778221015535,"score_gpt":0.4784257361677367,"score_spread":0.43487795395758133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3175930730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96294624,0.0037788157,0.000008723032,0.024327617,0.0016731087,0.000103219274,0.000002021889,0.0000042111774,0.0071560224],"genre_scores_gemma":[0.9938759,0.0002496642,0.00046254517,0.0051413565,0.0001685946,0.0000015997873,7.340274e-7,0.000004157322,0.00009541377],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9977729,0.0004993541,0.00063047267,0.00017721996,0.000476302,0.00044378173],"domain_scores_gemma":[0.99848324,0.0002521542,0.00044845737,0.0000739626,0.00038697632,0.00035519555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013457459,0.000077993034,0.00025297134,0.00015210909,0.00062130595,0.000018920895,0.00017233062,0.000030154451,0.00003509387],"category_scores_gemma":[0.00029784473,0.00006378817,0.000017283195,0.00037977463,0.0000717409,0.00018641769,0.0000101583255,0.0004965477,0.0000011098425],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012916427,0.00020834064,0.8920941,0.00013916662,0.000010670821,0.0000844271,0.041114084,0.0009786356,0.000032890664,0.033278186,0.0044065802,0.02752377],"study_design_scores_gemma":[0.0006359601,0.0006190634,0.39296225,0.00488917,0.0000036186595,0.000077253666,0.59502625,0.0005948481,0.000012953845,0.0032686342,0.0017927921,0.000117198775],"about_ca_topic_score_codex":0.6234904,"about_ca_topic_score_gemma":0.69793874,"teacher_disagreement_score":0.55391216,"about_ca_system_score_codex":0.0036974985,"about_ca_system_score_gemma":0.03094521,"threshold_uncertainty_score":0.97454846},"labels":[],"label_agreement":null},{"id":"W3176688518","doi":"","title":"Oldest at graduation","year":2000,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Graduation (instrument); Medical school; Medical education; Medicine; Gerontology; Engineering","score_opus":0.04456990744029779,"score_gpt":0.3423206747339985,"score_spread":0.29775076729370076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176688518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7859367,0.00053372025,0.000008813332,0.0036262693,0.0014537221,0.0014258844,0.000025490654,0.0004023404,0.20658705],"genre_scores_gemma":[0.78067666,0.0017966548,0.00026540566,0.0034448598,0.00104011,0.00025855185,0.00009413057,0.00008223741,0.21234141],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953239,0.0007783679,0.0006907856,0.00047457067,0.00043364646,0.0022987383],"domain_scores_gemma":[0.99816716,0.00019310963,0.000178318,0.000564309,0.0001231444,0.0007739434],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000631521,0.00025196077,0.00028245198,0.00005890038,0.0008871547,0.000016113334,0.0003183158,0.00016233374,0.010308841],"category_scores_gemma":[0.00023592678,0.00022941927,0.000064857755,0.0005522229,0.00006965368,0.00018200994,0.0000961701,0.0005328858,0.012501384],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004412701,0.00020285566,0.4326348,0.0003044623,0.000036361645,0.00009050639,0.021025976,0.00009651731,0.00009837373,0.0030669852,0.42063645,0.12136543],"study_design_scores_gemma":[0.00059966854,0.000025049692,0.2830212,0.00012541494,0.000014113439,0.0000037217646,0.00011637549,0.000025850733,0.00005670591,0.00011458135,0.71572953,0.00016773774],"about_ca_topic_score_codex":0.00023443362,"about_ca_topic_score_gemma":0.00021165238,"teacher_disagreement_score":0.29509312,"about_ca_system_score_codex":0.00071616453,"about_ca_system_score_gemma":0.00016275108,"threshold_uncertainty_score":0.9905959},"labels":[],"label_agreement":null},{"id":"W3176944815","doi":"10.36834/cmej.72358","title":"Supported rural pre-medicine: a descriptive evaluation of a novel undergraduate program’s first cohorts","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Humanities; Political science; Library science; Medical education; Medicine; Art","score_opus":0.06589543066203171,"score_gpt":0.4615702256195507,"score_spread":0.395674794957519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176944815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62646216,0.0043430817,0.00022876725,0.322986,0.012697905,0.0030662504,0.00004213721,0.00007655291,0.030097166],"genre_scores_gemma":[0.9790044,0.00045944273,0.0010579589,0.014893137,0.0015954679,0.00030501254,0.00020378652,0.000032758166,0.0024480643],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99499613,0.000840766,0.0011900068,0.00023680371,0.001905122,0.0008311641],"domain_scores_gemma":[0.9871962,0.00022951448,0.00055109395,0.00030063864,0.004426695,0.0072958465],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035265593,0.00018354804,0.00040093518,0.00028920328,0.0008669547,0.000017461947,0.00026171407,0.0003738567,0.046136934],"category_scores_gemma":[0.028638639,0.00016335558,0.00007393061,0.00075400434,0.00024128715,0.00016284456,0.000027834816,0.0012869289,0.000047166912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046633562,0.0005978461,0.029584417,0.00033453177,0.00011703729,0.00004491804,0.015872685,0.000026453154,0.000018103163,0.0030152996,0.84609944,0.104242615],"study_design_scores_gemma":[0.0058286274,0.0003722613,0.11116495,0.011651249,0.00044149728,0.0009733936,0.08233978,0.0058698733,0.000013116334,0.0043096915,0.7765754,0.00046015956],"about_ca_topic_score_codex":0.051345035,"about_ca_topic_score_gemma":0.2711069,"teacher_disagreement_score":0.35254222,"about_ca_system_score_codex":0.0024195898,"about_ca_system_score_gemma":0.1884666,"threshold_uncertainty_score":0.97954357},"labels":[],"label_agreement":null},{"id":"W3177207709","doi":"","title":"Institutional Barriers to Community-Based Research","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Data science; Political science; Computer science","score_opus":0.6983011351636483,"score_gpt":0.7255956050167158,"score_spread":0.027294469853067493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177207709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8970044,0.0019858475,0.0004148546,0.0031608294,0.0021926342,0.0022735486,0.00015007477,0.0001105977,0.09270719],"genre_scores_gemma":[0.9856461,0.000620617,0.00096887146,0.009829614,0.000851063,0.0002744705,0.00003863632,0.00006656227,0.0017040361],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98862374,0.006049507,0.0015395189,0.00047866796,0.0018166789,0.0014919132],"domain_scores_gemma":[0.9904095,0.0028315634,0.000636612,0.0012748104,0.0028676332,0.0019798784],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01399989,0.00034782555,0.0008507546,0.0016328634,0.008357825,0.00039489788,0.005546977,0.00034562306,0.06200618],"category_scores_gemma":[0.0050353827,0.00032128955,0.00013495747,0.003343886,0.00091804436,0.0017152205,0.0028153984,0.003352557,0.0009888947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088294357,0.00020501166,0.455348,0.0003504181,0.00006228035,0.000020189882,0.002460336,0.00013128445,0.0039236126,0.0017566263,0.5319574,0.002901876],"study_design_scores_gemma":[0.0011395867,0.00009250103,0.24918881,0.003974161,0.000025892954,0.00000318146,0.0028469567,0.000076730896,0.002404851,0.011166875,0.7286207,0.0004597188],"about_ca_topic_score_codex":0.0151919,"about_ca_topic_score_gemma":0.0023565437,"teacher_disagreement_score":0.2061592,"about_ca_system_score_codex":0.0009565304,"about_ca_system_score_gemma":0.003530875,"threshold_uncertainty_score":0.99992394},"labels":[],"label_agreement":null},{"id":"W3177254431","doi":"","title":"Internationally trained Nurse Practitioners requirements for licensure in the Australia, Canada, Ireland, New Zealand and the United States.","year":2019,"lang":"en","type":"article","venue":"in Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Nursing; Medicine; Northern ireland; History; Ethnology","score_opus":0.05460359737339883,"score_gpt":0.44499401952876794,"score_spread":0.3903904221553691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177254431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72964966,0.000116955984,0.000014452066,0.25608942,0.0010284927,0.0040466124,0.000063635955,0.000018918332,0.008971863],"genre_scores_gemma":[0.91585475,0.00024630403,0.00060954463,0.031817894,0.00020993254,0.00032462846,0.00032806557,0.000026175343,0.050582726],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973271,0.0011358465,0.00051800895,0.00021196232,0.00038395854,0.00042314918],"domain_scores_gemma":[0.99210167,0.0069814953,0.00040082575,0.0002409279,0.00019072028,0.00008436882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025206292,0.00012825108,0.00018784491,0.00008233096,0.00017869398,0.000030964286,0.00024293285,0.00011285617,0.00014214269],"category_scores_gemma":[0.0020813434,0.00008081172,0.000017320337,0.0003518476,0.00004679056,0.00035629913,0.000026162776,0.0007089936,0.0000397046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0091660805,0.00026848604,0.19002962,0.0003005579,0.000163944,0.00009342728,0.101947084,0.0013126066,0.000007075448,0.041307665,0.6540059,0.0013975338],"study_design_scores_gemma":[0.006120167,0.00006144904,0.024395023,0.000276826,0.00003515419,0.000010082572,0.037542466,0.00047043062,3.123833e-7,0.0013888432,0.92960054,0.00009869059],"about_ca_topic_score_codex":0.86463046,"about_ca_topic_score_gemma":0.8455587,"teacher_disagreement_score":0.27559465,"about_ca_system_score_codex":0.0003773747,"about_ca_system_score_gemma":0.0007398039,"threshold_uncertainty_score":0.32954064},"labels":[],"label_agreement":null},{"id":"W3178067088","doi":"10.4103/cjrm.cjrm_57_20","title":"Assessment of rural emergency department physician staff, hiring practices and needs","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Ottawa","funders":"","keywords":"Staffing; Incentive; Demographics; Family medicine; Medicine; Nursing; Sociology; Demography","score_opus":0.051252265956136286,"score_gpt":0.4475717002474709,"score_spread":0.3963194342913346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3178067088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95633745,0.01138666,0.000029389977,0.01889323,0.0025473905,0.00025903078,0.000018853721,0.000006306758,0.010521675],"genre_scores_gemma":[0.9946512,0.0019740632,0.00033702812,0.0009348041,0.0010230023,0.000005618462,0.0000155682,0.000018066763,0.0010406671],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9974009,0.00038320458,0.0011245069,0.00007429251,0.0004076918,0.0006094313],"domain_scores_gemma":[0.995926,0.00025609133,0.001666096,0.00020390347,0.00078067,0.001167232],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00080318213,0.00016890967,0.00058056845,0.0002646285,0.0003784913,0.0000053430604,0.00016959237,0.000100853904,0.0013950635],"category_scores_gemma":[0.00057634467,0.00013266166,0.000058404654,0.00046392297,0.00011752815,0.0002325554,0.000031231626,0.0006525923,0.000005299212],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008916699,0.00009466567,0.8432559,0.0014766166,0.00035714993,0.00050657464,0.020483261,0.00004455133,0.0025164664,0.010163868,0.088016115,0.032995664],"study_design_scores_gemma":[0.003052504,0.0016816517,0.3442537,0.009609215,0.00037009214,0.00018980978,0.4483696,0.00007357113,0.00012653378,0.0013864086,0.19055632,0.000330605],"about_ca_topic_score_codex":0.013089529,"about_ca_topic_score_gemma":0.027550228,"teacher_disagreement_score":0.49900222,"about_ca_system_score_codex":0.0004458518,"about_ca_system_score_gemma":0.0027727357,"threshold_uncertainty_score":0.9995178},"labels":[],"label_agreement":null},{"id":"W3180974409","doi":"10.4103/cjrm.cjrm_63_20","title":"Evidence-based support for community outreach worker programme in Rural British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Penticton Regional Hospital; Okanagan College; Interior Health","funders":"","keywords":"Outreach; Nursing; Emergency department; Community health; Health care; Medicine; Mental health; Business; Family medicine; Public health; Political science","score_opus":0.09448737551392251,"score_gpt":0.38460384939555964,"score_spread":0.29011647388163714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3180974409","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9439669,0.008429613,0.000019547111,0.042675305,0.00297561,0.0009773474,0.00009077044,0.00001200494,0.0008528863],"genre_scores_gemma":[0.98268163,0.00016148781,0.00033199775,0.010758469,0.00069959124,0.000055499957,0.000102661754,0.000032534987,0.005176097],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99561906,0.0010534368,0.0013934782,0.000106748754,0.0004499256,0.0013773629],"domain_scores_gemma":[0.9939556,0.0016770796,0.00053274544,0.00033118646,0.0013941623,0.002109227],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024824196,0.00016472451,0.0007691498,0.0001248424,0.00094735424,0.000041927593,0.0004389874,0.00020714526,0.003019385],"category_scores_gemma":[0.0046340656,0.00019851561,0.00008736851,0.0006038805,0.00020196111,0.00017966295,0.000022993363,0.00174453,0.0000042989104],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004576164,0.00001915497,0.6194345,0.00027780092,0.000019245002,0.0007462713,0.0010463205,0.0000062623208,0.0000049885552,0.000011074327,0.34801495,0.030373724],"study_design_scores_gemma":[0.00573449,0.0010219386,0.4905113,0.04221179,0.00010209555,0.000381451,0.10617474,0.000041216033,0.0000038119726,0.0004465466,0.35302356,0.00034709004],"about_ca_topic_score_codex":0.99853754,"about_ca_topic_score_gemma":0.99997306,"teacher_disagreement_score":0.12892316,"about_ca_system_score_codex":0.002864306,"about_ca_system_score_gemma":0.035445698,"threshold_uncertainty_score":0.99789196},"labels":[],"label_agreement":null},{"id":"W3181441902","doi":"10.1007/s11673-021-10110-6","title":"Human Rights and Bioethical Considerations of Global Nurse Migration","year":2021,"lang":"en","type":"article","venue":"Journal of Bioethical Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":49,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Autonomy; Bioethics; Medical law; Nursing; Cultural diversity; Nursing shortage; Human rights; Health care; Economic Justice; Diversity (politics); Coercion (linguistics); Population; Medicine; Political science; Psychology; Law; Nurse education; Environmental health","score_opus":0.1261212070424215,"score_gpt":0.5030152849192422,"score_spread":0.3768940778768207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181441902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9604908,0.0012597865,0.0003609667,0.034473855,0.0014762067,0.0002173905,0.00002909799,0.00002436533,0.0016675022],"genre_scores_gemma":[0.99221534,0.00006763736,0.0043876143,0.0023124735,0.0008345345,0.0000038010169,0.0000071608306,0.000009970218,0.00016146012],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9957663,0.0013620276,0.0016776595,0.00021907888,0.0005851201,0.0003898353],"domain_scores_gemma":[0.9957851,0.0010596992,0.0008678951,0.00025113317,0.0016212378,0.00041491646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001438677,0.00017131714,0.00059313915,0.00007170831,0.0007747363,0.000021425425,0.000117462594,0.00087271776,0.00059764023],"category_scores_gemma":[0.001145995,0.00013715154,0.00014114741,0.0003353679,0.000882605,0.00018774682,0.000078373865,0.0018439692,0.000024161753],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003057139,0.0007688338,0.09750552,0.0007447628,0.00021231348,0.00048466364,0.012299355,0.000026269305,0.0073743076,0.7515803,0.12808664,0.00061129767],"study_design_scores_gemma":[0.008033602,0.0027360923,0.18482177,0.0072892467,0.0006196885,0.0012719535,0.028764442,0.00018081954,0.0056516193,0.6876722,0.071987405,0.00097119145],"about_ca_topic_score_codex":0.00039000847,"about_ca_topic_score_gemma":0.0024084474,"teacher_disagreement_score":0.08731625,"about_ca_system_score_codex":0.00020097898,"about_ca_system_score_gemma":0.00072654296,"threshold_uncertainty_score":0.80112314},"labels":[],"label_agreement":null},{"id":"W3181899605","doi":"10.32598/jhnm.31.3.2078","title":"Midwifery Trained Registered Nurses' Perceptions of Their Role in the Labor Unit","year":2021,"lang":"en","type":"article","venue":"Journal of Holistic Nursing and Midwifery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"University of Sri Jayewardenepura","keywords":"Nursing; Context (archaeology); Medicine; Perception; Descriptive statistics; Descriptive research; Health care; Unit (ring theory); Family medicine; Nurse-Midwives; Psychology; Pregnancy","score_opus":0.10618029915698685,"score_gpt":0.4579756670858115,"score_spread":0.35179536792882465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181899605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798185,0.0057353866,0.00010118431,0.006574983,0.0014180345,0.0002407267,0.0000506646,0.000012678594,0.0060478407],"genre_scores_gemma":[0.99557644,0.0007590732,0.00055123144,0.0010472026,0.0005050088,0.000006754069,0.000011012834,0.000020346559,0.001522923],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9967056,0.0011690886,0.0011486219,0.0001718662,0.00033183902,0.0004729999],"domain_scores_gemma":[0.9971039,0.0012080414,0.00063629565,0.00034720893,0.00052980805,0.00017471451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271288,0.0001790203,0.0005640404,0.0001919244,0.00040061207,0.000019995447,0.00024989166,0.00019850736,0.00014181546],"category_scores_gemma":[0.0007114851,0.00012279893,0.00011775719,0.00050370634,0.00024216455,0.00013415974,0.00002391325,0.0009739999,0.0000054525963],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036520327,0.004668759,0.22440957,0.0033580293,0.00033639531,0.001072479,0.512453,0.00038247186,0.0137283625,0.043743573,0.08514679,0.10704851],"study_design_scores_gemma":[0.003308467,0.0005185767,0.40217876,0.014009585,0.00024040179,0.00083485927,0.52501255,0.00020044448,0.00009105458,0.020711757,0.032573096,0.00032044022],"about_ca_topic_score_codex":0.000077496654,"about_ca_topic_score_gemma":0.00012415506,"teacher_disagreement_score":0.1777692,"about_ca_system_score_codex":0.00013691389,"about_ca_system_score_gemma":0.000636745,"threshold_uncertainty_score":0.5007595},"labels":[],"label_agreement":null},{"id":"W3182488826","doi":"10.18502/ijph.v50i7.6637","title":"Projection of Health Sector Workforce Requirement: Vision 2025","year":2021,"lang":"en","type":"article","venue":"Iranian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Workforce planning; Business; Estimation; Computer science; Economics; Economic growth","score_opus":0.2136731072193227,"score_gpt":0.4885137552117392,"score_spread":0.2748406479924165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182488826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5252193,0.045356657,0.029901607,0.3628363,0.014038698,0.0042036567,0.00013282505,0.0002700911,0.01804088],"genre_scores_gemma":[0.96567106,0.0053184023,0.00955987,0.0137297725,0.0015989067,0.000021936192,0.000047428977,0.00009780502,0.0039548],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9863043,0.0059031914,0.0044356417,0.0003944294,0.0012542583,0.0017081675],"domain_scores_gemma":[0.99086696,0.00047039735,0.004760106,0.00057615753,0.0020612534,0.0012651314],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.014728807,0.00029879902,0.0013546614,0.0005218228,0.0010667647,0.000034834535,0.00042082428,0.00027447217,0.001217203],"category_scores_gemma":[0.0011898264,0.00026559527,0.00025277838,0.0017605524,0.000094965726,0.0006420601,0.00012631381,0.0014458329,0.000064259635],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034718806,0.0015286482,0.11619642,0.008405486,0.00022048526,0.000086027634,0.040738378,0.000048445523,0.00034946454,0.012906736,0.19570696,0.6234658],"study_design_scores_gemma":[0.0046813674,0.0035511241,0.05966138,0.010446315,0.000022288656,0.00018186912,0.028319165,0.0001382697,0.000052953917,0.001160483,0.89139885,0.00038592544],"about_ca_topic_score_codex":0.0005990896,"about_ca_topic_score_gemma":0.00049849256,"teacher_disagreement_score":0.6956919,"about_ca_system_score_codex":0.002174926,"about_ca_system_score_gemma":0.017447148,"threshold_uncertainty_score":0.9999796},"labels":[],"label_agreement":null},{"id":"W3183259185","doi":"10.1007/s42330-021-00154-6","title":"Taking Initiative in Addressing Diversity in Medicine","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Hospital for Sick Children; Canada Research Chairs; University of Toronto; University of New Brunswick","funders":"","keywords":"Mentorship; Workforce; Diversity (politics); Health care; Excellence; Health equity; Equity (law); Racism; Public relations; Underrepresented Minority; Medical education; Cultural diversity; Medicine; Political science; Nursing; Sociology; Gender studies","score_opus":0.14194137289034417,"score_gpt":0.45551712270949446,"score_spread":0.31357574981915026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3183259185","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97976506,0.0011604896,0.000040695522,0.0124443425,0.0004809918,0.000103585066,6.4760553e-7,0.0000031881232,0.006000979],"genre_scores_gemma":[0.995684,0.0000693635,0.0038742064,0.00029681524,0.000031734082,0.000002467116,3.3874062e-7,0.0000025135187,0.00003855916],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99906373,0.000036456564,0.0003865632,0.000096733456,0.00012270565,0.00029380235],"domain_scores_gemma":[0.9987267,0.000115606366,0.00037474907,0.00009413172,0.00050280034,0.00018596834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012303521,0.00005046347,0.0001806909,0.0012126674,0.00061956805,0.000007023607,0.00018793339,0.000098946504,0.00010547296],"category_scores_gemma":[0.0024080314,0.000045229084,0.00000555792,0.0017719282,0.0007081842,0.00016961049,0.00006246382,0.00042077992,0.0000018256875],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015519797,0.000045324923,0.84086335,0.00020619815,0.000002447572,0.00007009608,0.06025269,0.000002825639,0.0002465773,0.08115327,0.00045021137,0.01670543],"study_design_scores_gemma":[0.000616648,0.00007882803,0.21716793,0.010905583,0.000012971541,0.00015477854,0.5501442,0.00024355548,0.00016811292,0.21939921,0.0009681977,0.00013999584],"about_ca_topic_score_codex":0.002934886,"about_ca_topic_score_gemma":0.0454807,"teacher_disagreement_score":0.62369543,"about_ca_system_score_codex":0.00054580695,"about_ca_system_score_gemma":0.00690263,"threshold_uncertainty_score":0.9987273},"labels":[],"label_agreement":null},{"id":"W3184407575","doi":"10.34172/ijhpm.2021.77","title":"Accommodate or Reject: The Role of Local Communities in the Retention of Health Workers in Rural Tanzania","year":2021,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Tanzania; Thematic analysis; Focus group; Workforce; Local government; Qualitative research; Community health; Health facility; Rural health; Population health; Government (linguistics); Public relations; Rural area; Public health; Population; Socioeconomics; Economic growth; Medicine; Environmental health; Nursing; Political science; Business; Sociology; Health services; Public administration; Marketing; Social science","score_opus":0.06496185448366694,"score_gpt":0.45810152724994224,"score_spread":0.3931396727662753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184407575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69094336,0.012338414,0.00064390874,0.28751743,0.0010377576,0.0014647207,0.000050223633,0.0000101865335,0.0059940047],"genre_scores_gemma":[0.9776748,0.011849083,0.0002902326,0.009867286,0.00011379484,0.000020018197,0.000013436057,0.000008336351,0.00016300738],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99447125,0.0026215336,0.0018739451,0.00007702297,0.0005694082,0.00038681875],"domain_scores_gemma":[0.9973614,0.00065707165,0.0014259405,0.00022824689,0.00026612447,0.000061193896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005482475,0.000109111155,0.0004086936,0.0003455395,0.00022899968,0.000011693598,0.0005391577,0.00005519977,0.000050597704],"category_scores_gemma":[0.00009606373,0.000066504545,0.000060479895,0.0004177511,0.00012286376,0.00012711105,0.00023738497,0.00056190544,0.0000015297326],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018560169,0.0007810506,0.15037276,0.0026513657,0.00030777784,0.000085863154,0.07227076,0.0009364251,0.0000051873835,0.2708649,0.012548762,0.4873191],"study_design_scores_gemma":[0.0026398927,0.0004135156,0.25174087,0.008064545,0.000013638015,0.00006839526,0.60318017,0.00030044874,0.000006516723,0.014273781,0.11919725,0.00010094947],"about_ca_topic_score_codex":0.03945002,"about_ca_topic_score_gemma":0.015999528,"teacher_disagreement_score":0.5309094,"about_ca_system_score_codex":0.0004996282,"about_ca_system_score_gemma":0.00089275086,"threshold_uncertainty_score":0.96694636},"labels":[],"label_agreement":null},{"id":"W3184467457","doi":"","title":"Black Nurse Leaders in the Canadian Healthcare System","year":2021,"lang":"en","type":"article","venue":"Insights (Essays)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Nursing; Workforce; Health care; Visibility; Representation (politics); Nurse education; Medicine; Political science; Politics","score_opus":0.08505189021112221,"score_gpt":0.40787696336884127,"score_spread":0.3228250731577191,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184467457","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36127168,0.0050907643,0.000016885684,0.090681754,0.0034118455,0.0026237709,0.00007033604,0.00028468325,0.5365483],"genre_scores_gemma":[0.97924346,0.0000782189,0.00008512256,0.016217487,0.0005154201,0.00017639482,0.000069131835,0.000042987434,0.0035717937],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944381,0.0022309846,0.00083336164,0.00050929765,0.0005543121,0.0014339038],"domain_scores_gemma":[0.9973779,0.00053812907,0.00016647516,0.00092166505,0.00039514783,0.00060071395],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00076164934,0.00027352196,0.00045162486,0.00021229083,0.0016182157,0.000038652423,0.0005140961,0.00054887455,0.00025898134],"category_scores_gemma":[0.00016431556,0.00020038454,0.000078874444,0.0010821421,0.00018819525,0.00014743766,0.000045505894,0.0015228341,0.0020895738],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048125854,0.00009248658,0.06488233,0.0024517959,0.000029206636,0.0020649694,0.1868992,0.000071702154,0.000010701006,0.66049534,0.08189419,0.0010599582],"study_design_scores_gemma":[0.0010464913,0.00005573604,0.013188611,0.0031069403,0.000022025522,0.000035574005,0.4601544,0.0002772287,0.000018617658,0.003448543,0.5182571,0.00038874487],"about_ca_topic_score_codex":0.45311,"about_ca_topic_score_gemma":0.96825176,"teacher_disagreement_score":0.6570468,"about_ca_system_score_codex":0.0021183712,"about_ca_system_score_gemma":0.0038503765,"threshold_uncertainty_score":0.99968153},"labels":[],"label_agreement":null},{"id":"W3184568635","doi":"","title":"A Successful International Child Health Elective The University of Colorado Department of Pediatrics?? ExperienceIndia","year":2021,"lang":"en","type":"article","venue":"Journal of Pediatrics & Neonatal Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medicine; Family medicine; Medical education; Diversity (politics); Behavioural sciences; Pediatrics; Gerontology; Psychology; Sociology; Pedagogy","score_opus":0.012337761446770686,"score_gpt":0.34322497289308507,"score_spread":0.3308872114463144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184568635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609413,0.029620133,0.0003475741,0.003652699,0.0024579908,0.0005396609,0.0005025779,0.000014153333,0.0019239193],"genre_scores_gemma":[0.9888476,0.00870354,0.0009694891,0.0003581829,0.00094848184,0.0000021443655,0.000050105315,0.000016171158,0.00010429271],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99672335,0.00056469307,0.0010283712,0.0002110633,0.001023756,0.00044876678],"domain_scores_gemma":[0.99403566,0.0006075269,0.0021541372,0.00025309794,0.002677976,0.00027161278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067956164,0.00017060475,0.00053840183,0.0002242327,0.00057823234,0.000007786827,0.0006508054,0.00017329694,0.0003695082],"category_scores_gemma":[0.0004202938,0.0001436501,0.00022752765,0.00092629745,0.000106910935,0.00022100713,0.00028762108,0.00092397176,0.000009227063],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013848749,0.00040255595,0.75642866,0.0026174088,0.00010871584,0.00049843884,0.19110869,0.00043016725,0.000012780052,0.002091597,0.03428274,0.010633371],"study_design_scores_gemma":[0.0046421424,0.0016562928,0.15341325,0.00062107434,0.0003114113,0.0001714634,0.6515215,0.000024587665,0.00015027891,0.00034267243,0.1867258,0.0004195479],"about_ca_topic_score_codex":0.00045893405,"about_ca_topic_score_gemma":0.0008635285,"teacher_disagreement_score":0.6030154,"about_ca_system_score_codex":0.0009340626,"about_ca_system_score_gemma":0.0033074443,"threshold_uncertainty_score":0.5867264},"labels":[],"label_agreement":null},{"id":"W3185011880","doi":"10.9778/cmajo.20200202","title":"Primary care physicians’ perceptions of the role of alternative payment models in recruitment and retention in rural Alberta: a qualitative study","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"Canadian Institutes of Health Research","keywords":"Primary care; Perception; Qualitative research; Payment; Psychology; Medical education; Nursing; Family medicine; Medicine; Business; Sociology","score_opus":0.11969640821237217,"score_gpt":0.47934417985355654,"score_spread":0.3596477716411844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3185011880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803156,0.0005302909,0.0000047792223,0.0004471214,0.00010967593,0.004964336,0.000052022737,0.0000029142132,0.013573227],"genre_scores_gemma":[0.9977174,0.000103569946,0.00015939295,0.00016878186,0.000014496933,0.0009120864,0.000040980427,0.000010436834,0.0008728868],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9965871,0.0021022349,0.0006197504,0.00022802758,0.00022481877,0.00023808204],"domain_scores_gemma":[0.99888706,0.00028209016,0.00028667535,0.00030139557,0.00020595525,0.00003681933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005400678,0.000108894645,0.00038901492,0.000047872447,0.00013977803,0.000005902886,0.00023616868,0.00006118756,0.00005464939],"category_scores_gemma":[0.00004258579,0.00008507514,0.000037399048,0.0003179065,0.000055224107,0.00019365056,0.00059117266,0.00025791177,0.0000035216406],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010329165,0.0003645849,0.15670495,0.00020828721,0.000021903708,0.000001188835,0.83517003,0.00015402156,0.00025595468,0.0019121346,0.000036175752,0.005067482],"study_design_scores_gemma":[0.0012037747,0.00012011316,0.1996094,0.0018754794,0.000014400942,1.2154266e-7,0.79234177,0.0001898839,0.00007134136,0.004438007,0.00007116452,0.00006454847],"about_ca_topic_score_codex":0.079464115,"about_ca_topic_score_gemma":0.09880978,"teacher_disagreement_score":0.042904455,"about_ca_system_score_codex":0.00050409394,"about_ca_system_score_gemma":0.00024555493,"threshold_uncertainty_score":0.92666584},"labels":[],"label_agreement":null},{"id":"W3186096303","doi":"10.1186/s12960-021-00578-z","title":"Co-developing an integrated primary care workforce planning approach at a regional level: overarching framework and guiding principles","year":2021,"lang":"en","type":"letter","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Workforce planning; Health services research; Software deployment; Population health; Workforce development; Health care; Population; Health administration; Business; Process management; Health policy; Process (computing); Knowledge management; Nursing; Medicine; Public relations; Public health; Economic growth; Computer science; Environmental health; Political science; Economics","score_opus":0.31439749177976833,"score_gpt":0.4671247520213418,"score_spread":0.15272726024157346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186096303","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34930786,0.11359983,0.027635973,0.4259766,0.0036284395,0.030194314,0.0038191087,0.004189737,0.04164813],"genre_scores_gemma":[0.0016057212,0.0009505873,0.11588614,0.822981,0.010782182,0.0014275615,0.030712826,0.00074222806,0.014911759],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98845744,0.0024901154,0.0025078342,0.002118032,0.0012279238,0.0031986665],"domain_scores_gemma":[0.9929506,0.0024520056,0.0021289075,0.0012482869,0.0004950699,0.0007251176],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0020510769,0.0011836688,0.0021777002,0.00059230777,0.008831063,0.00018255839,0.0009291037,0.0026716413,0.000076538825],"category_scores_gemma":[0.00029171509,0.0011604197,0.00026907015,0.00050187827,0.00030000097,0.00022756984,0.0005797621,0.006040897,0.00001218405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034298294,0.000040999614,0.012736377,0.039803468,0.00014335907,0.0001058154,0.1209342,0.00016639268,0.000004437645,0.002607623,0.8199454,0.003168962],"study_design_scores_gemma":[0.00089374406,0.00024829432,0.0032752927,0.03154687,0.00004291205,0.000040352363,0.018177835,0.00011613327,8.898062e-7,0.00042734866,0.94421864,0.0010117124],"about_ca_topic_score_codex":0.0009718691,"about_ca_topic_score_gemma":0.0003116816,"teacher_disagreement_score":0.3970044,"about_ca_system_score_codex":0.0055701495,"about_ca_system_score_gemma":0.0026045765,"threshold_uncertainty_score":0.9990846},"labels":[],"label_agreement":null},{"id":"W3186347718","doi":"10.82308/45739","title":"Physiotherapy curricula and Indigenous Peoples: A snapshot of Canadian physiotherapy programs","year":2021,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Physical therapy; Indigenous; Snapshot (computer storage); Curriculum; Medicine; Physical medicine and rehabilitation; Medical education; Psychology; Computer science; Pedagogy","score_opus":0.029389440574632168,"score_gpt":0.3559455855576355,"score_spread":0.32655614498300334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186347718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97333705,0.002114123,1.886298e-7,0.00020735586,0.000622034,0.0018215231,0.0006395254,0.00017104298,0.021087123],"genre_scores_gemma":[0.98900527,0.004061747,0.0016895988,0.0030017328,0.0001125843,0.00030747478,0.000270465,0.00015982382,0.0013913122],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.994141,0.0011293807,0.0011629639,0.0009890797,0.0006850677,0.0018925082],"domain_scores_gemma":[0.99602073,0.0004571642,0.0005483495,0.0009838877,0.0007787357,0.0012111024],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007949887,0.00059467,0.0009846591,0.0005063355,0.0027368942,0.00003266814,0.0004899652,0.0006285546,0.0013136298],"category_scores_gemma":[0.0002842458,0.0005860183,0.0002227374,0.0022880153,0.0001813712,0.00042560048,0.00016851872,0.0012431557,0.00014842981],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006737101,0.0026061512,0.08849103,0.0071890913,0.00091535354,0.0006202622,0.0047612614,0.000086148335,0.105396025,0.18692021,0.00041810898,0.60192263],"study_design_scores_gemma":[0.00891982,0.0015605119,0.058154773,0.009276401,0.0002023229,0.00012613954,0.02466763,0.000071879695,0.021179702,0.021086786,0.8516301,0.003123952],"about_ca_topic_score_codex":0.16887073,"about_ca_topic_score_gemma":0.3892563,"teacher_disagreement_score":0.85121197,"about_ca_system_score_codex":0.0009424391,"about_ca_system_score_gemma":0.00075686997,"threshold_uncertainty_score":0.9996591},"labels":[],"label_agreement":null},{"id":"W3186861977","doi":"10.1097/fch.0000000000000308","title":"Community-Driven Prioritization of Primary Health Care Access Issues by Bangladeshi-Canadians to Guide Program of Research and Practice","year":2021,"lang":"en","type":"article","venue":"Family & Community Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Grassroots; Immigration; Psychological intervention; Medicine; Health care; Insider; Medical education; Family medicine; Gerontology; Nursing; Political science; Politics","score_opus":0.20544644515321578,"score_gpt":0.5783315412597704,"score_spread":0.3728850961065546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186861977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8335084,0.031760298,0.0001609163,0.08454497,0.0005050419,0.008361213,0.0014951027,0.00034500475,0.039319053],"genre_scores_gemma":[0.8911952,0.015808178,0.03576363,0.05145408,0.00019761051,0.00055648066,0.0030416688,0.00017317057,0.001809982],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.958756,0.03608973,0.0020488084,0.00039175575,0.0010921867,0.0016214746],"domain_scores_gemma":[0.98420715,0.0069005624,0.0010161444,0.0023530405,0.004288593,0.0012344992],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.011552288,0.00033528096,0.0012885152,0.00042920554,0.0054686298,0.000055482353,0.0013724801,0.00036222182,0.000035069865],"category_scores_gemma":[0.0038685433,0.00038016224,0.00006373564,0.0023951582,0.00046614234,0.00047251408,0.0018528464,0.0048832544,0.000016279942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005100955,0.0029631155,0.09554216,0.02921473,0.00009453358,0.000008313999,0.23907699,0.000024197841,0.0002578281,0.0021710587,0.5966674,0.033469588],"study_design_scores_gemma":[0.0010676807,0.0031184144,0.11720276,0.0047762534,0.000014403534,0.000006832169,0.34666657,0.000008822013,0.000039208724,0.00017661492,0.52667654,0.00024589442],"about_ca_topic_score_codex":0.8406239,"about_ca_topic_score_gemma":0.4880258,"teacher_disagreement_score":0.3525981,"about_ca_system_score_codex":0.0033460166,"about_ca_system_score_gemma":0.011556403,"threshold_uncertainty_score":0.99986506},"labels":[],"label_agreement":null},{"id":"W3187865383","doi":"10.1111/nin.12446","title":"A critical exploration of nurses' perceptions of access to oncology care among Indigenous peoples: Results of a national survey","year":2021,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Manitoba Health; University of Manitoba; BC Cancer Agency","funders":"","keywords":"Indigenous; Health care; Oncology; Medicine; Nursing; Narrative; Internal medicine; Political science","score_opus":0.2420897166847452,"score_gpt":0.5558672555296035,"score_spread":0.31377753884485826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3187865383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880381,0.00021493594,0.0010817783,0.0009970557,0.0022859327,0.00076874427,0.000547862,0.000036115372,0.006029445],"genre_scores_gemma":[0.9971843,0.000043036882,0.0016406265,0.00020932988,0.00023940357,0.00007536485,0.00046240227,0.000022628468,0.00012292908],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9958299,0.0015343152,0.001264059,0.0003336314,0.0005845694,0.00045356047],"domain_scores_gemma":[0.9923559,0.0023909255,0.00042714307,0.00034321914,0.0042907773,0.00019204039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008838813,0.00014225868,0.0005400479,0.00025215143,0.0003322506,0.0000071661807,0.00025530483,0.0003678897,0.00015185415],"category_scores_gemma":[0.0052470295,0.00015531578,0.0000741339,0.0008862699,0.0004600773,0.0003772028,0.00008355993,0.0003493893,0.000018298184],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007883799,0.0007862863,0.17190374,0.0011935822,0.00002180535,0.000004968445,0.80718535,0.0005139533,0.0006791948,0.0012436168,0.011717102,0.0039619845],"study_design_scores_gemma":[0.00087007077,0.0004636221,0.63165677,0.003804762,0.000030454814,0.0000022883673,0.36166,0.000028955312,0.0005701699,0.00048686223,0.00029120134,0.00013484593],"about_ca_topic_score_codex":0.0017903303,"about_ca_topic_score_gemma":0.008329579,"teacher_disagreement_score":0.45975304,"about_ca_system_score_codex":0.00082518195,"about_ca_system_score_gemma":0.0031910688,"threshold_uncertainty_score":0.6333594},"labels":[],"label_agreement":null},{"id":"W3190163956","doi":"10.1136/bmj.n1955","title":"United States trails other rich countries on almost every measure of health, report finds","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Measure (data warehouse); Data science; Computer science; World Wide Web; Data mining","score_opus":0.08584382217863779,"score_gpt":0.4547786300182216,"score_spread":0.3689348078395838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3190163956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83944905,0.0039753504,0.00015221149,0.09794357,0.002476097,0.002671333,0.0005000458,0.00032084994,0.05251149],"genre_scores_gemma":[0.83627236,0.001126304,0.0022031835,0.073369615,0.0011025367,0.0004149305,0.0012880327,0.0001853364,0.08403769],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952419,0.0013038382,0.0015771422,0.0003799626,0.00070781517,0.0007893715],"domain_scores_gemma":[0.99636316,0.0008660608,0.00092149974,0.0007530455,0.00088237354,0.00021388335],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026964524,0.00021671708,0.0006133658,0.00013131196,0.0005701419,0.0000083246205,0.00016114635,0.0002768614,0.0015802733],"category_scores_gemma":[0.0009590555,0.00019334473,0.0000709563,0.00076757895,0.00008159018,0.00007190684,0.00006296956,0.00052948046,0.00030012097],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030097138,0.00021909899,0.096722275,0.0016366618,0.00009368701,0.00026360442,0.010187052,0.0002151632,0.000025736028,0.0027183609,0.88621384,0.0014035633],"study_design_scores_gemma":[0.0008315502,0.00019094051,0.023598185,0.0026467326,0.00001826632,0.00003735864,0.010596738,0.00003858778,0.00025016043,0.0005879877,0.960979,0.00022453198],"about_ca_topic_score_codex":0.0024773246,"about_ca_topic_score_gemma":0.000987003,"teacher_disagreement_score":0.07476513,"about_ca_system_score_codex":0.0003078903,"about_ca_system_score_gemma":0.002184332,"threshold_uncertainty_score":0.9993324},"labels":[],"label_agreement":null},{"id":"W3191956364","doi":"10.46747/cfp.6708564","title":"Benefits of salaried model","year":2021,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reading (process); Executive director; Medical education; Medicine; Data science; Management; Library science; Computer science; Political science; Law","score_opus":0.0720562131427463,"score_gpt":0.3471048252766002,"score_spread":0.2750486121338539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191956364","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026384762,0.0050120247,0.000011797404,0.35262373,0.0024501563,0.0014651489,0.0036462413,0.00011912973,0.6320333],"genre_scores_gemma":[0.0013116469,0.00014586085,0.00029783748,0.9764189,0.0045386967,0.00013843553,0.002476364,0.00019230985,0.014479954],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951425,0.00040834624,0.0009980547,0.00073906744,0.0005729504,0.0021390375],"domain_scores_gemma":[0.99645954,0.00027170838,0.0005615611,0.0013156865,0.00070225686,0.00068926066],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00020692087,0.0005650456,0.0012038134,0.00038013922,0.0006732961,0.000015418616,0.00073475257,0.002176934,0.00005221501],"category_scores_gemma":[0.00004082454,0.00064036757,0.00025643042,0.00063379004,0.00013009548,0.00009751634,0.000114741,0.0042384253,0.00056017557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003847326,0.0000078638095,0.000038551145,0.0008182281,0.000052784286,0.00005996299,0.00029337395,0.00038549688,0.00000979248,0.0013505192,0.99472725,0.0022523168],"study_design_scores_gemma":[0.00028023898,0.000026707456,0.0004026994,0.002640174,0.00007989159,1.5846305e-7,0.000797237,0.00034375399,0.0000062550735,0.00091770943,0.99399585,0.0005093298],"about_ca_topic_score_codex":0.09164098,"about_ca_topic_score_gemma":0.07109345,"teacher_disagreement_score":0.62379515,"about_ca_system_score_codex":0.0015021326,"about_ca_system_score_gemma":0.00920331,"threshold_uncertainty_score":0.99960476},"labels":[],"label_agreement":null},{"id":"W3192158662","doi":"10.30770/2572-1852-90.2.18","title":"A Resource for Medical Boards: The International Medical Education Directory (IMED)","year":2004,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directory; Medical education; Excellence; Commission; Resource (disambiguation); Medicine; Political science; Computer science","score_opus":0.034955982052417206,"score_gpt":0.4739949443633526,"score_spread":0.4390389623109354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192158662","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15771317,0.0023331668,0.020102508,0.7992031,0.010859818,0.0011183426,0.0000063608636,0.00008320892,0.008580308],"genre_scores_gemma":[0.9222259,0.0012836916,0.0025701763,0.050329074,0.02041167,0.00016354411,0.00008129111,0.00007111908,0.0028635256],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9904653,0.00053438166,0.0016999345,0.0002010685,0.006648055,0.00045128833],"domain_scores_gemma":[0.9947755,0.0020503502,0.00096723146,0.00025203795,0.0007916566,0.0011632794],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010797583,0.00015979705,0.0003633765,0.00017093135,0.0004779249,0.000018260496,0.00114353,0.00080509414,0.006074888],"category_scores_gemma":[0.030456686,0.00010013343,0.00018592579,0.00025265734,0.00023215868,0.00018117802,0.00014604404,0.001545717,0.000052508516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00082855864,0.0006456244,0.0042093596,0.00026432797,0.00013804973,0.000038116425,0.0035473388,0.000082424325,0.000018938756,0.09494716,0.6676097,0.22767042],"study_design_scores_gemma":[0.0035561477,0.00017236239,0.009367052,0.0049157813,0.00004520391,0.00018140745,0.0021823794,0.0021906283,0.000018171193,0.020152172,0.9570882,0.0001305308],"about_ca_topic_score_codex":0.00014925232,"about_ca_topic_score_gemma":0.00030838876,"teacher_disagreement_score":0.7645127,"about_ca_system_score_codex":0.00083753385,"about_ca_system_score_gemma":0.011510517,"threshold_uncertainty_score":0.9948337},"labels":[],"label_agreement":null},{"id":"W3193240119","doi":"10.1097/acm.0000000000004262","title":"(Re)producing “Whiteness” in Health Care: A Spatial Analysis of the Critical Literature on the Integration of Internationally Educated Health Care Professionals in the Canadian Workforce","year":2021,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"The Wilson Centre; University Health Network","funders":"","keywords":"Sociology; Racialization; Workforce; Racism; Health care; Professional boundaries; Globalization; Public relations; Political science; Gender studies","score_opus":0.12326092101248583,"score_gpt":0.5427748187552173,"score_spread":0.41951389774273146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193240119","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00081218575,0.8634066,0.0000067958044,0.12950611,0.0015191815,0.0039574346,0.00023917246,0.000010756032,0.0005417713],"genre_scores_gemma":[0.17784438,0.7905953,0.000028610079,0.027086988,0.00095715915,0.00072121003,0.002352255,0.000055187975,0.00035893792],"study_design_codex":"qualitative","study_design_gemma":"systematic_review","domain_scores_codex":[0.9828523,0.010091799,0.003901663,0.00076113746,0.0014064797,0.0009866279],"domain_scores_gemma":[0.98923635,0.0061936714,0.00215474,0.0012058957,0.00091188017,0.00029746364],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0072372956,0.00053591636,0.003002323,0.0013085088,0.0006959143,0.000008564664,0.0014955533,0.0010581097,0.00021275374],"category_scores_gemma":[0.008307678,0.0002453627,0.00030878448,0.007012792,0.00029440294,0.000061868,0.00016682592,0.007350299,0.0000035905655],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005334544,0.00006088352,0.004529565,0.0401661,0.00027352665,0.000011284991,0.73011136,0.000034404788,1.5689524e-7,0.024854468,0.03288687,0.16701806],"study_design_scores_gemma":[0.0003756351,0.00015436443,0.00339277,0.4934983,0.00049837714,0.0000040991654,0.2030868,0.00004111092,2.4599845e-7,0.000094948584,0.29860854,0.0002448361],"about_ca_topic_score_codex":0.2753252,"about_ca_topic_score_gemma":0.6667997,"teacher_disagreement_score":0.52702457,"about_ca_system_score_codex":0.0037380487,"about_ca_system_score_gemma":0.016448218,"threshold_uncertainty_score":0.9999999},"labels":[],"label_agreement":null},{"id":"W3193521890","doi":"10.21203/rs.3.rs-781981/v1","title":"An Undergraduate Medical Education Framework for Refugee and Migrant Health: Curriculum Development and Conceptual Approaches","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut du Savoir Montfort; University of Toronto; Bruyère; University of Ottawa","funders":"University of Ottawa","keywords":"Curriculum; Refugee; Medical education; Health care; Service-learning; Mental health; Cultural competence; Medicine; Psychology; Nursing; Pedagogy; Political science","score_opus":0.21336296868871055,"score_gpt":0.5490290867954625,"score_spread":0.33566611810675195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193521890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8780428,0.04407645,0.0050869714,0.060563114,0.0015284157,0.009984089,0.00011668323,0.0002233556,0.00037808012],"genre_scores_gemma":[0.8670577,0.0056392103,0.11223123,0.002397667,0.001642336,0.0073411423,0.0025817738,0.00015426446,0.00095472403],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900417,0.0038484791,0.0011778839,0.001377622,0.0017752913,0.0017790466],"domain_scores_gemma":[0.9938379,0.0019256033,0.0003723458,0.0008430632,0.0010687065,0.00195236],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006619977,0.0004228351,0.0008752997,0.00030344093,0.0023727722,0.00012198356,0.0004966393,0.0014817393,0.00015067052],"category_scores_gemma":[0.0035554208,0.00038315976,0.0000697029,0.000404625,0.0005444752,0.00012150102,0.0013110872,0.004751862,0.00001643335],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034995528,0.002210044,0.11049624,0.06123362,0.00023016045,0.000029122177,0.15412498,0.000017142162,0.0000015020287,0.24105738,0.05369471,0.37655514],"study_design_scores_gemma":[0.0018008326,0.0010228545,0.020135276,0.06433824,0.00003433295,0.000017115279,0.35231152,0.0029768555,0.000011929223,0.053281203,0.5028747,0.001195155],"about_ca_topic_score_codex":0.0024894828,"about_ca_topic_score_gemma":0.0038006578,"teacher_disagreement_score":0.44917998,"about_ca_system_score_codex":0.0010973801,"about_ca_system_score_gemma":0.021631064,"threshold_uncertainty_score":0.999862},"labels":[],"label_agreement":null},{"id":"W3193525039","doi":"10.1186/s12960-021-00643-7","title":"Interventions for health workforce retention in rural and remote areas: a systematic review","year":2021,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":276,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Australian Research Council; Flinders University; Menzies School of Health Research; McGill University","keywords":"Workforce; Psychological intervention; Staffing; Medicine; Rural area; CINAHL; Rural health; Observational study; Incentive; Health services research; Grey literature; Nursing; Environmental health; MEDLINE; Gerontology; Public health; Economic growth; Political science","score_opus":0.19504234878982066,"score_gpt":0.5386295876980616,"score_spread":0.34358723890824094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3193525039","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000089444065,0.95075446,0.00034741766,0.0025754934,0.00051962334,0.0448318,0.000545226,0.00019865193,0.00021840281],"genre_scores_gemma":[0.0000020120212,0.976253,0.0013014156,0.0049494817,0.00041028118,0.0072131786,0.0021967657,0.00023003829,0.007443881],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98273796,0.005532701,0.007769106,0.0011809717,0.00051502656,0.002264265],"domain_scores_gemma":[0.9890811,0.0022130075,0.006165567,0.00132658,0.00035503588,0.0008586971],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.009634893,0.0009608342,0.009624721,0.00064246386,0.0024721336,0.00006249666,0.0006289563,0.00072367414,0.000080748905],"category_scores_gemma":[0.0015126138,0.00083060213,0.0017436473,0.0009437376,0.00010424637,0.0001241539,0.00027995664,0.0015391853,0.00003259977],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001670911,0.000053818974,0.0000034347809,0.86130244,0.000060456357,0.0000016279829,0.0009450452,1.028574e-7,8.695785e-10,0.0013721257,0.01358825,0.12265598],"study_design_scores_gemma":[0.00053795613,0.00039373583,0.0000045972397,0.5601906,0.00040761966,0.000015104783,0.0010876309,0.000010053117,4.0058284e-10,0.0001805621,0.43688318,0.00028895828],"about_ca_topic_score_codex":0.001355909,"about_ca_topic_score_gemma":0.00538254,"teacher_disagreement_score":0.42329493,"about_ca_system_score_codex":0.0027690677,"about_ca_system_score_gemma":0.0016451641,"threshold_uncertainty_score":0.9994145},"labels":[],"label_agreement":null},{"id":"W3194014189","doi":"10.9778/cmajo.20200234","title":"Outreach physiatry clinics in remote Manitoba communities: an economic cost analysis","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba; Institute for Work & Health; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Outreach; Medicine; Outpatient clinic; Family medicine; Cost–benefit analysis; Population; Gerontology; Total cost; Health care; Medical emergency; Business; Environmental health","score_opus":0.14027681485508214,"score_gpt":0.5025303055499107,"score_spread":0.3622534906948286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194014189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9184535,0.000302003,0.000061927276,0.0012435578,0.00078090857,0.0014717613,0.00013986407,0.000076239376,0.07747024],"genre_scores_gemma":[0.98519,0.00059648947,0.0025047688,0.0052009993,0.00033161414,0.00010186527,0.0010552737,0.000050830797,0.0049681733],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9956508,0.0020453671,0.0010334298,0.00039584018,0.00013782576,0.00073669496],"domain_scores_gemma":[0.9970652,0.000636363,0.00033757376,0.0015382638,0.00014364657,0.0002789857],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014722096,0.00021736827,0.000818821,0.00016056249,0.0007033829,0.00008306094,0.0011101618,0.00028998376,0.0024582166],"category_scores_gemma":[0.00004884137,0.000233081,0.000121925754,0.00065658026,0.000058453883,0.00042175056,0.0010507822,0.000953939,0.0014098345],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012430083,0.00020354333,0.95867884,0.00016478424,0.00020675627,0.00004116121,0.012625408,0.0007282278,0.0000022234153,0.0021559375,0.006993784,0.018075025],"study_design_scores_gemma":[0.003355133,0.00013769498,0.32743016,0.0009740446,0.0004098187,0.0000035301396,0.38667253,0.014336336,0.000013676441,0.0034726055,0.26243258,0.000761899],"about_ca_topic_score_codex":0.1769011,"about_ca_topic_score_gemma":0.7051272,"teacher_disagreement_score":0.63124865,"about_ca_system_score_codex":0.00083532726,"about_ca_system_score_gemma":0.0009047431,"threshold_uncertainty_score":0.99936765},"labels":[],"label_agreement":null},{"id":"W3194023655","doi":"10.22215/sdhlab/2020.4","title":"Report: Accessibility of Health Data in Rural Canada","year":2021,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural health; Rural area; Public relations; Political science","score_opus":0.2119967895025613,"score_gpt":0.5480066422718672,"score_spread":0.33600985276930595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194023655","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08173439,0.04674766,0.000054151704,0.016002066,0.02572023,0.007401171,0.00444552,0.00023926115,0.81765556],"genre_scores_gemma":[0.6017756,0.02162606,0.0031679433,0.0070155915,0.0025131814,0.00036438287,0.052696697,0.0003129194,0.31052762],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98679686,0.0019526797,0.0062699527,0.0012042096,0.0023069642,0.0014693626],"domain_scores_gemma":[0.987543,0.0008944868,0.004274833,0.005412684,0.0014564629,0.00041855488],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01171819,0.000441069,0.0024356206,0.00014521007,0.00034475437,0.0000074609484,0.0014165192,0.00077458494,0.00421315],"category_scores_gemma":[0.0054958374,0.00039009907,0.000077006865,0.00079961977,0.000067957284,0.00016130968,0.0021338328,0.0022522488,0.000010081129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010470877,0.000051376504,0.43933004,0.0065642116,0.000022648737,0.0002967068,0.0001017636,7.3835633e-7,1.0195458e-7,0.000024312314,0.5476847,0.0059129153],"study_design_scores_gemma":[0.0003235329,0.000021285507,0.25310344,0.00837152,0.000017864837,0.000048850343,0.0052761347,0.000019077406,8.995557e-7,0.00006693999,0.7324434,0.00030705595],"about_ca_topic_score_codex":0.99831384,"about_ca_topic_score_gemma":0.9989173,"teacher_disagreement_score":0.5200412,"about_ca_system_score_codex":0.007689336,"about_ca_system_score_gemma":0.23554474,"threshold_uncertainty_score":0.9998551},"labels":[],"label_agreement":null},{"id":"W3194078926","doi":"10.36834/cmej.72017","title":"Black students applying and admitted to medicine in the province of Quebec, Canada: what do we know so far?","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke; Université de Montréal; Université Laval; McGill University; McGill University Health Centre; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal","funders":"","keywords":"Geography; Medical school; Demography; Family medicine; Equity (law); Gender equity; Library science; Test (biology); Medicine; Medical education; Political science; Psychology; Humanities; Sociology; Gender studies; Computer science; Art","score_opus":0.02208921172770055,"score_gpt":0.4088673791941728,"score_spread":0.38677816746647226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194078926","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32951456,0.039184455,0.000012408134,0.62679255,0.0028985224,0.0009642828,0.0000054381803,0.000005028814,0.00062273047],"genre_scores_gemma":[0.6456319,0.035408102,0.00016658888,0.30966705,0.0021193137,0.00017245043,0.000024916377,0.000035188335,0.006774492],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965729,0.00076742156,0.00076547574,0.0001973442,0.0011048522,0.0005919961],"domain_scores_gemma":[0.993854,0.00040212309,0.00020247833,0.00022993045,0.00048138064,0.004830117],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016652273,0.00012525439,0.0002845473,0.00017989732,0.0005153314,0.000046831443,0.00044544676,0.00016818484,0.0066204933],"category_scores_gemma":[0.0073337643,0.00009207216,0.000016763925,0.00054372946,0.000141563,0.00012562273,0.000044906057,0.0011656106,0.000013455552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012352059,0.000054297798,0.03069926,0.00022552114,0.000014036836,0.00019616421,0.02000723,0.0000034912996,0.0000016418105,0.0007564477,0.64519304,0.30283648],"study_design_scores_gemma":[0.00036287733,0.00002094763,0.033775322,0.0055471635,0.000009969124,0.000048675873,0.14979835,0.000011808098,6.3176293e-7,0.00012684266,0.81022483,0.00007256782],"about_ca_topic_score_codex":0.93066067,"about_ca_topic_score_gemma":0.99943596,"teacher_disagreement_score":0.31712553,"about_ca_system_score_codex":0.0015208272,"about_ca_system_score_gemma":0.19299737,"threshold_uncertainty_score":0.9942876},"labels":[],"label_agreement":null},{"id":"W3195017316","doi":"10.33151/ajp.18.959","title":"The Demographic and Clinical Practice Profile of Australian Remote and Industrial Paramedics: Findings from a Workforce Survey","year":2021,"lang":"en","type":"article","venue":"Australasian Journal of Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Workforce; Respondent; Specialty; Health care; Scope of practice; Medicine; Nursing; Medical education; Work (physics); Demographics; Business; Family medicine; Engineering; Political science","score_opus":0.12551371098269096,"score_gpt":0.47448110275589683,"score_spread":0.3489673917732059,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195017316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9668221,0.0028183064,0.000059784128,0.027273238,0.0019584962,0.00053027365,0.000046453493,0.000013588054,0.0004777642],"genre_scores_gemma":[0.98376346,0.007395791,0.005037662,0.000866532,0.0013324551,0.00000307059,0.000028746645,0.00003121747,0.0015410422],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926098,0.0028196392,0.0027632369,0.00033515,0.00076079875,0.0007113742],"domain_scores_gemma":[0.98356026,0.012289302,0.001966088,0.00040299166,0.0009904043,0.00079092453],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007865281,0.0002662286,0.0009869385,0.00011121458,0.00047826098,0.000029038492,0.0003021267,0.00062339765,0.00015849697],"category_scores_gemma":[0.017201778,0.00017908434,0.00011824429,0.0006724183,0.0009234407,0.00023365808,0.00011692938,0.0030380946,0.000008193499],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012785784,0.00008596757,0.9163235,0.000073795745,0.00030153693,0.00029186322,0.0012828824,0.0000014490877,0.000020483374,0.00020777948,0.040713646,0.03941855],"study_design_scores_gemma":[0.006435534,0.0014637619,0.85976595,0.005188364,0.00055066845,0.0004005099,0.021102415,0.00005679735,0.000037309077,0.0011964302,0.10356909,0.00023316129],"about_ca_topic_score_codex":0.0010477564,"about_ca_topic_score_gemma":0.00054456684,"teacher_disagreement_score":0.062855445,"about_ca_system_score_codex":0.000064221276,"about_ca_system_score_gemma":0.0009000109,"threshold_uncertainty_score":0.9992619},"labels":[],"label_agreement":null},{"id":"W3195460949","doi":"","title":"Rapid review on source countries for international nurse recruitment to England","year":2020,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Nursing; Business; Political science; Medicine","score_opus":0.18860939731756918,"score_gpt":0.49048965161215297,"score_spread":0.30188025429458376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195460949","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0047777994,0.010889833,0.003586777,0.8630229,0.0041133338,0.016599638,0.00021985808,0.0005231972,0.09626664],"genre_scores_gemma":[0.016645756,0.01501997,0.005703282,0.91341865,0.003224137,0.004291277,0.00020375541,0.00006782566,0.041425355],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983563,0.0001587111,0.00051586685,0.0002854509,0.00027731794,0.0004063481],"domain_scores_gemma":[0.99845266,0.00055296597,0.00012621646,0.00018901005,0.0003240432,0.00035510666],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005068941,0.00013955886,0.00028521963,0.000029519213,0.00028803217,0.000007284329,0.00023133331,0.000080094556,0.005252237],"category_scores_gemma":[0.0009839695,0.00010782031,0.000054551318,0.00012324161,0.000013769153,0.000044518212,0.000053379914,0.00019708043,0.0025064608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030528347,0.000021177433,0.0007627233,0.0013183894,0.0000150483875,8.0237373e-7,0.0023746926,0.0000060918524,0.0000013224106,0.004661244,0.9694138,0.021119416],"study_design_scores_gemma":[0.0008070666,0.00036252316,0.00012314167,0.0031515823,0.000013944677,2.1354086e-7,0.00087982183,0.00007512034,0.00001642559,0.0000550564,0.994408,0.00010708323],"about_ca_topic_score_codex":0.00004148112,"about_ca_topic_score_gemma":0.00003552631,"teacher_disagreement_score":0.054841284,"about_ca_system_score_codex":0.00019051389,"about_ca_system_score_gemma":0.00012416822,"threshold_uncertainty_score":0.9982702},"labels":[],"label_agreement":null},{"id":"W3195543898","doi":"10.1186/s12960-021-00638-4","title":"Retention of visa-trainee post-graduate residents in Canada: a retrospective cohort study","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland; Simon Fraser University; University of Ottawa; Canadian Mental Health Association; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Christian ministry; Retrospective cohort study; Family medicine; IMG; Cohort; Graduate medical education; Demography; Medical education; Accreditation; Political science; Surgery; Sociology; Internal medicine","score_opus":0.06957151842722253,"score_gpt":0.42341699253593157,"score_spread":0.35384547410870903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195543898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898454,0.00045069898,0.0000075072876,0.0023371615,0.0004417484,0.0048920806,0.00021293343,0.000055740693,0.0017567311],"genre_scores_gemma":[0.99547464,0.000076977485,0.00012244395,0.0014437764,0.00016493851,0.00040700872,0.0001381751,0.000053299857,0.0021187488],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941096,0.0013523547,0.0017888537,0.00067534746,0.0009098726,0.0011640035],"domain_scores_gemma":[0.9968856,0.00038427243,0.0009043037,0.000646706,0.00083979423,0.00033931766],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025149942,0.00025525622,0.000996586,0.00019627104,0.0009817029,0.000008976048,0.00026871992,0.00012884667,0.00022638237],"category_scores_gemma":[0.0005840609,0.00026321222,0.00009301193,0.0005871397,0.000049329843,0.000077235105,0.00014210193,0.0007262887,0.00000913981],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018156154,0.00019929945,0.977688,0.000980038,0.000040638668,0.000024689098,0.011306882,0.0000110081055,0.000024435642,0.00058948767,0.008786676,0.00016725395],"study_design_scores_gemma":[0.0019488843,0.000671617,0.9547417,0.0009668539,0.00002075729,0.0000016618718,0.03911177,0.00003756756,0.0000064653577,0.00045881278,0.0018636453,0.00017022045],"about_ca_topic_score_codex":0.9525909,"about_ca_topic_score_gemma":0.9935215,"teacher_disagreement_score":0.040930584,"about_ca_system_score_codex":0.004643209,"about_ca_system_score_gemma":0.0043097413,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W3195653049","doi":"10.1186/s12960-021-00640-w","title":"The impact of colonial-era policies on health workforce regulation in India: lessons for contemporary reform","year":2021,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Colonialism; Workforce; Health policy; Corporate governance; Medicine; Political science; Economic growth; Public administration; Public health; Nursing; Law; Management; Economics","score_opus":0.21868157064805813,"score_gpt":0.5656576342466677,"score_spread":0.34697606359860955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195653049","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00041326607,0.9669223,0.000018048411,0.009001942,0.0005167548,0.018657995,0.0016363369,0.00011985137,0.0027134942],"genre_scores_gemma":[0.0018974434,0.9858003,0.000165636,0.0016881077,0.00096567464,0.0040849834,0.001963289,0.0002533244,0.0031812312],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9881195,0.0029588852,0.004885449,0.00094421004,0.0005989607,0.0024930194],"domain_scores_gemma":[0.9851158,0.006326875,0.006149779,0.0013944064,0.00037772572,0.00063537166],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0063922955,0.0009019573,0.0049570375,0.00067364983,0.004407508,0.000051408555,0.0008754209,0.0010199259,0.000028962677],"category_scores_gemma":[0.0006001184,0.00060714304,0.0012563989,0.0010991,0.0002572256,0.000096477794,0.00020670147,0.0019261942,0.000012736356],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007563389,0.00041537973,0.00038097682,0.11153673,0.00030395872,0.0000025673733,0.01725825,0.00003844406,6.202426e-8,0.1172102,0.23354034,0.5185568],"study_design_scores_gemma":[0.0013229576,0.002226073,0.002172012,0.08069852,0.000033870023,0.0000027721846,0.0021236415,0.000014361099,4.0687457e-8,0.0009422813,0.9101023,0.00036114064],"about_ca_topic_score_codex":0.017852651,"about_ca_topic_score_gemma":0.006995757,"teacher_disagreement_score":0.676562,"about_ca_system_score_codex":0.008871857,"about_ca_system_score_gemma":0.010741739,"threshold_uncertainty_score":0.999638},"labels":[],"label_agreement":null},{"id":"W3196428785","doi":"10.32920/ryerson.14658165.v1","title":"The reality of rurality : parent experiences with best start in two rural communities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development; York University","funders":"","keywords":"Rurality; Thematic analysis; Variety (cybernetics); Perspective (graphical); Service delivery framework; Service (business); Qualitative research; Best practice; Public relations; Rural area; Sociology; Psychology; Business; Political science; Marketing; Social science; Computer science","score_opus":0.15958487919581096,"score_gpt":0.5015406251411307,"score_spread":0.34195574594531974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196428785","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9750481,0.0016521835,0.000023876562,0.0041653314,0.000978759,0.0016291956,0.000055768905,0.00007552331,0.016371239],"genre_scores_gemma":[0.9954259,0.0011562123,0.00027664067,0.00038124106,0.000094395575,0.0011781886,0.00019025625,0.000021741142,0.0012754424],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9932019,0.0034715508,0.0015514373,0.00024694102,0.00064169645,0.00088644365],"domain_scores_gemma":[0.9951284,0.0016588825,0.0007680482,0.0016983944,0.0005752625,0.00017103496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020178752,0.00036731624,0.000873856,0.000058014582,0.0010494137,0.000042096075,0.0009233496,0.00026741155,0.0008503592],"category_scores_gemma":[0.00010811614,0.00021736922,0.00009613679,0.00025605122,0.0006650044,0.00009921097,0.0017718057,0.0021885885,0.000011360284],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035926272,0.00023205308,0.5592193,0.0017058392,0.000055348683,0.0000067048454,0.4315356,0.00026886878,9.263904e-7,0.003634212,0.0019802016,0.0010017015],"study_design_scores_gemma":[0.00043231083,0.00007658222,0.024421308,0.004557334,0.000017498758,9.814813e-7,0.96757996,0.0001118582,0.000016876285,0.00067279406,0.0018856751,0.00022682305],"about_ca_topic_score_codex":0.40550783,"about_ca_topic_score_gemma":0.49979037,"teacher_disagreement_score":0.53604436,"about_ca_system_score_codex":0.00045760733,"about_ca_system_score_gemma":0.0014197999,"threshold_uncertainty_score":0.95084494},"labels":[],"label_agreement":null},{"id":"W3197149319","doi":"10.1111/ajr.12762","title":"Retention of General Practitioners in remote areas of Canada and Australia: A meta‐aggregation of qualitative research","year":2021,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Qualitative research; Perception; Nursing; Work (physics); Burnout; Medicine; General practice; Public relations; Psychology; Sociology; Political science; Family medicine; Engineering","score_opus":0.509059975278541,"score_gpt":0.6270100344117682,"score_spread":0.1179500591332272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197149319","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042225488,0.95208335,0.000008024817,0.0027614264,0.00066141173,0.0018138638,0.00035557468,0.0000037137409,0.00008712223],"genre_scores_gemma":[0.01107028,0.9834862,0.0022660238,0.000036119447,0.00016936673,0.000015539272,0.00012599373,0.00003780933,0.0027926844],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9780725,0.0136864,0.005591897,0.0002624849,0.0014490143,0.00093767093],"domain_scores_gemma":[0.9861945,0.0020751113,0.008520277,0.00037227743,0.0023072693,0.0005305857],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013491499,0.0003705444,0.0043056705,0.0008048645,0.00021249888,0.000006061946,0.00032144756,0.00050554925,0.00024759493],"category_scores_gemma":[0.0011674503,0.00030183187,0.0004437136,0.0015383483,0.00026471456,0.0002651088,0.00007999903,0.0025880446,0.0000012276619],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009784328,0.00056318764,0.002717814,0.5303795,0.0050774952,0.00028771113,0.041340597,0.00009426109,0.00001670045,0.010168936,0.13099937,0.277376],"study_design_scores_gemma":[0.0029839731,0.0032356032,0.0027754556,0.526276,0.002784292,0.0004189962,0.13840589,0.0000053699328,0.000044103355,0.0026199056,0.31962097,0.00082944456],"about_ca_topic_score_codex":0.6206368,"about_ca_topic_score_gemma":0.28288525,"teacher_disagreement_score":0.33775154,"about_ca_system_score_codex":0.0018369714,"about_ca_system_score_gemma":0.013957311,"threshold_uncertainty_score":0.9999434},"labels":[],"label_agreement":null},{"id":"W3197438074","doi":"10.12927/hcpol.2021.26581","title":"Commentary: Community Knowledge for Equity in Healthcare","year":2021,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"First Nations Health and Social Secretariat of Manitoba; Women's College Hospital","funders":"","keywords":"Equity (law); Community engagement; Health equity; Public relations; Health care; Paradigm shift; Sociology; Knowledge management; Political science; Computer science; Epistemology","score_opus":0.274658417653605,"score_gpt":0.6047828795673293,"score_spread":0.33012446191372435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197438074","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16233277,0.0084601715,0.00007334719,0.80666435,0.0020197215,0.004353512,0.0010048775,0.0004288172,0.014662442],"genre_scores_gemma":[0.82933104,0.0010243389,0.0011907838,0.16353229,0.0014925539,0.0010413985,0.00070681114,0.00009320135,0.0015875975],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9884568,0.0063986303,0.0016028775,0.0005534254,0.00034411717,0.0026441414],"domain_scores_gemma":[0.9937124,0.0025112166,0.00037766978,0.0013481097,0.0010175998,0.0010329717],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0029097355,0.00041258745,0.0009647396,0.00035315106,0.0029729719,0.000019894338,0.0006081532,0.00065666833,0.0001378094],"category_scores_gemma":[0.0013155555,0.00045059843,0.00016803622,0.001563528,0.00012389028,0.00016430869,0.0010313492,0.0029983441,0.00024704725],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005039706,0.0010987276,0.28717038,0.021975335,0.00004096873,0.000035699086,0.04273542,0.000005212391,0.000033978387,0.2823252,0.2899026,0.07417249],"study_design_scores_gemma":[0.0043726717,0.0005700606,0.06839525,0.003779797,0.000016254005,0.00001498025,0.024559516,0.00012729487,0.00007291632,0.058029775,0.8394087,0.0006527997],"about_ca_topic_score_codex":0.2590318,"about_ca_topic_score_gemma":0.36562112,"teacher_disagreement_score":0.66699827,"about_ca_system_score_codex":0.004602658,"about_ca_system_score_gemma":0.0058528194,"threshold_uncertainty_score":0.9997946},"labels":[],"label_agreement":null},{"id":"W3198308109","doi":"10.46542/pe.2021.211.420431","title":"The relationship between pharmacy licensing policies on clinical training (CT) and success rates for international pharmacists (IPs) within Canada, United Kingdom, and the United States: A comparative policy analysis","year":2021,"lang":"en","type":"article","venue":"Pharmacy Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pharmacy; Legislation; License; Licensure; Clinical pharmacy; Political science; Medicine; Family medicine; Business; Medical education","score_opus":0.39436165079006635,"score_gpt":0.6128729851188235,"score_spread":0.21851133432875713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198308109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93717,0.00035266514,0.00006717204,0.059371687,0.001336706,0.0011304996,0.00017081997,0.000046399924,0.00035400921],"genre_scores_gemma":[0.9843121,0.00045902387,0.00014682653,0.011353504,0.0013037611,0.00022787543,0.0014759615,0.000025043968,0.00069591426],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99509025,0.002444962,0.0011820062,0.00040174037,0.00035504682,0.00052601215],"domain_scores_gemma":[0.9760886,0.021390833,0.0007856705,0.00024436283,0.0011736236,0.00031693585],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023540766,0.00025571158,0.00045459118,0.00041515115,0.0027283456,0.00014237459,0.00027053463,0.0000331715,0.000032392778],"category_scores_gemma":[0.0033409526,0.00018128578,0.00008129333,0.0020664567,0.0003360648,0.00019620893,0.0001014891,0.0008250669,0.0000032725818],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006476641,0.000065227134,0.93916947,0.00008344564,0.0006618244,0.0000013862534,0.027863653,0.0004958742,0.0000029997188,0.015214847,0.013935331,0.0018582963],"study_design_scores_gemma":[0.012336216,0.000045105044,0.38404363,0.00058770657,0.0017973416,0.000016934615,0.08054521,0.07590146,0.0001764358,0.00420981,0.43971562,0.0006245123],"about_ca_topic_score_codex":0.3201593,"about_ca_topic_score_gemma":0.07325046,"teacher_disagreement_score":0.55512583,"about_ca_system_score_codex":0.00046818354,"about_ca_system_score_gemma":0.003719338,"threshold_uncertainty_score":0.99856997},"labels":[],"label_agreement":null},{"id":"W3200276455","doi":"10.22605/rrh6668","title":"The impact of interpersonal relationships on rural doctorsâ clinical courage","year":2021,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Courage; Interpersonal communication; Meaning (existential); Health care; Psychology; Nursing; Medicine; Sociology; Social psychology; Psychotherapist; Political science; Law","score_opus":0.10494802489518887,"score_gpt":0.5123009197959402,"score_spread":0.40735289490075133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200276455","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97213095,0.0032837293,0.000023945484,0.018250242,0.0012500111,0.0005518719,0.000044564564,0.000057871606,0.0044068294],"genre_scores_gemma":[0.98622465,0.007198635,0.00023222691,0.0014814563,0.00045739417,0.0000026561715,0.0000411538,0.000019167448,0.0043426487],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99525833,0.0023397729,0.0011793376,0.0002086068,0.00027641907,0.0007375128],"domain_scores_gemma":[0.99609536,0.002354699,0.0004914574,0.00035725013,0.00020704378,0.00049417967],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0022592703,0.00018192436,0.00048208772,0.00003772336,0.0018666877,0.000011525083,0.00013670104,0.0002363662,0.00012507127],"category_scores_gemma":[0.00065521366,0.0001019836,0.00019101446,0.00025013293,0.00018793327,0.00006108363,0.00010496689,0.001492826,0.00007931762],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014970355,0.0002954595,0.49077746,0.0008135558,0.00018209792,0.000024489429,0.008484964,0.000037306356,0.000021206059,0.015859222,0.1488351,0.3331721],"study_design_scores_gemma":[0.0015118528,0.0012558365,0.9431296,0.0031428747,0.000014794194,0.00003274597,0.01832288,0.0024395643,0.0000030272736,0.0045905416,0.025336571,0.00021973957],"about_ca_topic_score_codex":0.0035696826,"about_ca_topic_score_gemma":0.0008541998,"teacher_disagreement_score":0.4523521,"about_ca_system_score_codex":0.00031050557,"about_ca_system_score_gemma":0.0012450712,"threshold_uncertainty_score":0.99943274},"labels":[],"label_agreement":null},{"id":"W3200511830","doi":"10.1111/birt.12591","title":"The impact of family physicians in rural maternity care","year":2021,"lang":"en","type":"article","venue":"Birth","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Maternity care; Medicine; Family medicine; Rural area; Population; Pregnancy; Nursing; Environmental health","score_opus":0.03583152825704816,"score_gpt":0.44190153581069286,"score_spread":0.4060700075536447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200511830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98387796,0.0019417264,0.0000015979604,0.00024970542,0.00032222367,0.00028644217,0.00007387257,0.00003369935,0.013212796],"genre_scores_gemma":[0.9975866,0.00035117328,0.00003623756,0.00024492646,0.00009782769,0.000027121649,0.000013549655,0.000013492195,0.0016290352],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985282,0.00039525272,0.0003371658,0.00010728601,0.00014987655,0.0004822094],"domain_scores_gemma":[0.99908227,0.00021885098,0.00012877898,0.0003226492,0.00018892717,0.000058536578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016164168,0.00009448234,0.0002064304,0.000021957412,0.00029796222,0.000005198339,0.00014663233,0.00008448996,0.0001135621],"category_scores_gemma":[0.00006762797,0.000061794344,0.000075067626,0.0002689117,0.000041021874,0.000039761104,0.000091162976,0.0002903564,0.00013201052],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007954873,0.000041922412,0.97416306,0.00025632873,0.000013227393,0.000013721543,0.0091652,0.00006112828,0.00047204993,0.00063241745,0.005192463,0.009908948],"study_design_scores_gemma":[0.0004204891,0.00005453759,0.9328372,0.00049862394,0.0000026198434,4.5720003e-7,0.0587457,0.00004395981,0.000101721285,0.00030152177,0.006923858,0.000069330345],"about_ca_topic_score_codex":0.008066469,"about_ca_topic_score_gemma":0.003579334,"teacher_disagreement_score":0.0495805,"about_ca_system_score_codex":0.00026129375,"about_ca_system_score_gemma":0.00043005045,"threshold_uncertainty_score":0.9985389},"labels":[],"label_agreement":null},{"id":"W3201292400","doi":"10.24095/hpcdp.41.9.01f","title":"L’accès des jeunes Noirs de l’Alberta aux services en santé mentale","year":2021,"lang":"fr","type":"article","venue":"Promotion de la santé et prévention des maladies chroniques au Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"PolicyWise for Children and Families","keywords":"Humanities; Political science; Art","score_opus":0.019123986496117837,"score_gpt":0.37075791880991404,"score_spread":0.3516339323137962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201292400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83713764,0.04412046,0.00085250096,0.006949316,0.0022387847,0.0014230083,0.00031141617,0.00027284265,0.10669406],"genre_scores_gemma":[0.80002254,0.04674828,0.009802714,0.0020918325,0.0011764034,0.0004598956,0.00055598846,0.00018934952,0.13895299],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9854853,0.00874111,0.0014697157,0.0009598151,0.000749653,0.0025943832],"domain_scores_gemma":[0.9948267,0.0020146612,0.0007462119,0.00070130784,0.0007455889,0.0009655296],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030018517,0.0007735428,0.0008470626,0.00017238269,0.002106306,0.00022889441,0.00057228556,0.0009527654,0.0394176],"category_scores_gemma":[0.00079346326,0.0008965671,0.0002816002,0.0007645043,0.00081441697,0.0010923813,0.0005205169,0.0013660634,0.000089169094],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00027709306,0.0019466378,0.6526497,0.073015705,0.00080502045,0.00088267255,0.066729866,0.00063904386,0.0011336266,0.021313833,0.10274006,0.07786677],"study_design_scores_gemma":[0.0023702874,0.0006350656,0.29838276,0.037819058,0.00058010133,0.0008222579,0.055903442,0.0035518939,0.008515127,0.023631927,0.5661128,0.0016752557],"about_ca_topic_score_codex":0.6755027,"about_ca_topic_score_gemma":0.9942374,"teacher_disagreement_score":0.46337277,"about_ca_system_score_codex":0.013890249,"about_ca_system_score_gemma":0.011859218,"threshold_uncertainty_score":0.9993485},"labels":[],"label_agreement":null},{"id":"W3201524943","doi":"10.1186/s12913-021-06933-z","title":"Rural citizen-patient priorities for healthcare in British Columbia, Canada: findings from a mixed methods study","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health care; Nursing research; Health administration; Medicine; Nursing; Health informatics; Public health; Health services research; Inclusion (mineral); Rural area; Vulnerability (computing); Patient satisfaction; Psychology; Economic growth","score_opus":0.0887899070900685,"score_gpt":0.5214839176426128,"score_spread":0.4326940105525443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201524943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974614,0.009973982,0.000037935126,0.0027437715,0.0017495558,0.009454832,0.0011479064,0.00011551985,0.00016247055],"genre_scores_gemma":[0.9704524,0.0008002418,0.013314423,0.0074098804,0.00049418333,0.004388518,0.00051417475,0.00012861176,0.0024975394],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9764417,0.014206853,0.0024157749,0.0011845534,0.0018870243,0.0038641181],"domain_scores_gemma":[0.9871827,0.0077908356,0.00037411723,0.0010093811,0.0023144835,0.0013285222],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007998126,0.00029763754,0.0013356436,0.00021163096,0.0036983087,0.00023464605,0.00078788796,0.00041770926,0.0006581484],"category_scores_gemma":[0.00068928185,0.0004606931,0.000099966644,0.001972206,0.00008352755,0.00020884901,0.0009165312,0.0021760208,0.000031137613],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017584943,0.00027459825,0.9373163,0.008927587,0.000028063332,0.00008805088,0.024023117,0.0000059662443,0.0000054068423,0.00004761161,0.0073590134,0.02174842],"study_design_scores_gemma":[0.0020347647,0.00052193523,0.57580495,0.003952214,0.00000488448,0.0000034248865,0.3880406,0.0002994511,0.00000486477,0.00071287417,0.028376672,0.00024337776],"about_ca_topic_score_codex":0.99808764,"about_ca_topic_score_gemma":0.99992764,"teacher_disagreement_score":0.3640175,"about_ca_system_score_codex":0.005582271,"about_ca_system_score_gemma":0.030940475,"threshold_uncertainty_score":0.99978447},"labels":[],"label_agreement":null},{"id":"W3201933775","doi":"10.30770/2572-1852-91.2.5","title":"Evaluating Educational Quality: The Challenge to Offshore Medical Schools","year":2005,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Submarine pipeline; Medical education; Business; Computer science; Medicine; Geology; Oceanography; Physics","score_opus":0.19792122795743153,"score_gpt":0.6001432807305962,"score_spread":0.4022220527731647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201933775","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3214503,0.0008543583,0.0012294155,0.672523,0.0011899036,0.00040149555,0.0000014002975,0.00001606542,0.0023340166],"genre_scores_gemma":[0.9695711,0.00027985024,0.0032656356,0.014158527,0.011220573,0.00003382611,0.000007860589,0.000020357164,0.0014422757],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98962224,0.0016918062,0.001997478,0.00017736497,0.0060429424,0.0004681805],"domain_scores_gemma":[0.9940111,0.002758597,0.0009185516,0.0002928121,0.00087908603,0.0011398663],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.019795192,0.00013509372,0.00036540517,0.00012718048,0.00054583757,0.000014204689,0.0006613303,0.0004643171,0.015667658],"category_scores_gemma":[0.026272781,0.00008262035,0.000108801774,0.00032097922,0.0000714877,0.00019683715,0.00013700976,0.001855408,0.00047371522],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003936333,0.00035117616,0.012808716,0.00023043447,0.0000767776,0.000007704975,0.009547371,0.0005026511,0.00003589717,0.10592356,0.25342524,0.61669683],"study_design_scores_gemma":[0.004210691,0.00077004934,0.29930225,0.00976205,0.00008861309,0.00013151501,0.00880563,0.016124783,0.00001666751,0.03897128,0.62142444,0.00039203418],"about_ca_topic_score_codex":0.000064321146,"about_ca_topic_score_gemma":0.00033532016,"teacher_disagreement_score":0.65836453,"about_ca_system_score_codex":0.0005711734,"about_ca_system_score_gemma":0.0036124245,"threshold_uncertainty_score":0.9852322},"labels":[],"label_agreement":null},{"id":"W3201935561","doi":"10.1186/s12913-021-06765-x","title":"Stakeholder perspectives on proposed policies to improve distribution and retention of doctors in rural areas of Uttar Pradesh, India","year":2021,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Bill and Melinda Gates Foundation","keywords":"Stakeholder; Stakeholder analysis; Focus group; Public health; Health administration; Health policy; Medicine; Government (linguistics); Public relations; Economic growth; Business; Nursing; Political science; Marketing; Economics","score_opus":0.097354362974412,"score_gpt":0.48773821859445626,"score_spread":0.3903838556200443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201935561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928231,0.0013760299,0.0000110072415,0.0018705872,0.0001323019,0.002909897,0.0003054834,0.000029850382,0.00054172915],"genre_scores_gemma":[0.9978669,0.00075539737,0.00031376496,0.000262759,0.00011041491,0.00013575164,0.00017221957,0.000023963541,0.00035877325],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9934267,0.002685901,0.0011340703,0.0004926916,0.0010255718,0.0012350666],"domain_scores_gemma":[0.9965376,0.00081813836,0.0003827576,0.0005177338,0.0012800534,0.00046369538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033072287,0.00018480093,0.0005616964,0.00041260157,0.0004922378,0.000016417127,0.00024213825,0.00024767144,0.000096253796],"category_scores_gemma":[0.0003544788,0.00016788428,0.000044957735,0.0017661739,0.00014713232,0.00016283359,0.0002947256,0.00088547723,0.000020840684],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013936604,0.0005980095,0.84194416,0.022442661,0.000021423934,0.0000057052466,0.11626783,0.000028053291,0.0016949303,0.012973807,0.0002835973,0.0023461862],"study_design_scores_gemma":[0.00093800045,0.00078599586,0.73000145,0.003866886,0.0000027553133,7.989744e-7,0.26236352,0.0001264965,0.000711168,0.00030822944,0.000795368,0.00009936227],"about_ca_topic_score_codex":0.016266767,"about_ca_topic_score_gemma":0.0081058135,"teacher_disagreement_score":0.1460957,"about_ca_system_score_codex":0.001026303,"about_ca_system_score_gemma":0.002038993,"threshold_uncertainty_score":0.990284},"labels":[],"label_agreement":null},{"id":"W3202970805","doi":"10.12927/cjnl.2021.26593","title":"Multiorganizational Partnerships: A Mechanism for Increasing the Employment of Internationally Educated Nurses","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program; Hamilton Health Sciences","funders":"","keywords":"Workforce; Health care; Nursing; Psychological intervention; Accountability; Workforce development; Medical education; Public relations; Psychology; Medicine; Political science","score_opus":0.35630334468169483,"score_gpt":0.46666228836987517,"score_spread":0.11035894368818033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202970805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77918804,0.0014612695,0.007859967,0.19148637,0.0078985235,0.0031015268,0.00010473328,0.00034550394,0.008554067],"genre_scores_gemma":[0.9853459,0.000010081861,0.004742723,0.0040566586,0.0005645832,0.00011786798,0.00016310634,0.000045860183,0.0049532396],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99735034,0.00075938454,0.00061054627,0.00029526357,0.0004035508,0.00058093434],"domain_scores_gemma":[0.9959932,0.0019898626,0.00032535972,0.0002884713,0.0012838414,0.00011926506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074279134,0.00016466832,0.0002487581,0.00007523764,0.00069797557,0.00001745619,0.0002464063,0.00018337065,0.00032406446],"category_scores_gemma":[0.0022093232,0.00013911258,0.00008210802,0.00038487505,0.00014759832,0.00009329936,0.000025566194,0.00033761203,0.00004157253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006607276,0.00087853085,0.025328314,0.000935171,0.00017587643,0.0000048836823,0.07552463,0.000053918684,0.008108874,0.850398,0.031841792,0.0060892957],"study_design_scores_gemma":[0.006566858,0.0004337034,0.055709433,0.021324754,0.00048623612,0.00007700131,0.73127097,0.0031190552,0.023175692,0.12155248,0.035141166,0.0011426666],"about_ca_topic_score_codex":0.000089252084,"about_ca_topic_score_gemma":0.00013999085,"teacher_disagreement_score":0.7288455,"about_ca_system_score_codex":0.00046954033,"about_ca_system_score_gemma":0.0009594002,"threshold_uncertainty_score":0.56728464},"labels":[],"label_agreement":null},{"id":"W3203694478","doi":"10.4324/9780203403631-15","title":"ʻIn England we did nursingʼ: Caribbean and British nurses in Great Britain and Canada, 1950–70","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Immigration; Economic shortage; Fell; Attrition; Work (physics); Nursing shortage; World War II; Emigration; Political science; Competition (biology); Economic growth; Nursing; Business; Medicine; Nurse education; Geography; Economics","score_opus":0.019878510813488477,"score_gpt":0.3272963856017903,"score_spread":0.30741787478830185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203694478","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038304117,0.022264443,0.0000022068712,0.009494606,0.002768841,0.0032016716,0.0010008991,0.00019531912,0.9227679],"genre_scores_gemma":[0.12460627,0.010380646,0.00020621237,0.0025062882,0.00071590807,0.000070978545,0.00026643687,0.0001873695,0.8610599],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961673,0.00016229272,0.0010579539,0.000899878,0.0004981657,0.0012143807],"domain_scores_gemma":[0.9979279,0.0004921437,0.00030326738,0.00041968742,0.00015869092,0.0006982916],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035947244,0.00059200154,0.0011072851,0.00018427498,0.0006000342,0.0000506317,0.00020698279,0.0010480675,0.0014472407],"category_scores_gemma":[0.00008353518,0.00066991284,0.000050415332,0.00006157236,0.00026651303,0.000111576526,0.00016169467,0.0016119842,0.000025400095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003737002,0.00009018881,0.1998574,0.006696252,0.00016355599,0.0031962227,0.0099967355,0.00000865514,0.0000016639525,0.19040547,0.467002,0.122208126],"study_design_scores_gemma":[0.0026946089,0.00013472371,0.011376003,0.015156187,0.000070073664,0.00011244625,0.0017240259,0.000007919192,6.730668e-7,0.01979442,0.9480875,0.0008414147],"about_ca_topic_score_codex":0.9677103,"about_ca_topic_score_gemma":0.9982396,"teacher_disagreement_score":0.48108548,"about_ca_system_score_codex":0.0017388655,"about_ca_system_score_gemma":0.0021670621,"threshold_uncertainty_score":0.9995752},"labels":[],"label_agreement":null},{"id":"W3204201040","doi":"10.4103/pjhrd_2021253_43","title":"The Determinants of Abroad-Based Practice among UPCM Alumni","year":2021,"lang":"en","type":"article","venue":"Philippine Journal of Health Research and Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Family medicine; Medicine; Quarter (Canadian coin); Odds; Study abroad; Demography; Medical education; Psychology; Geography; Sociology","score_opus":0.21567797981549855,"score_gpt":0.5630323625113193,"score_spread":0.34735438269582075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204201040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8954947,0.04582733,0.0002530197,0.053074162,0.0010811766,0.0014134045,0.000008126859,0.000019376814,0.0028286846],"genre_scores_gemma":[0.9526869,0.020597393,0.01913899,0.00342009,0.0004737148,0.00008589828,0.0000086546115,0.00004996021,0.0035384211],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9910099,0.0032953664,0.0024642688,0.00023274728,0.0016912563,0.0013064794],"domain_scores_gemma":[0.9880319,0.004923401,0.0014703857,0.00034788318,0.00449484,0.00073159067],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.021104818,0.00016101838,0.00060489285,0.00023403754,0.0025024153,0.000028756293,0.00035305752,0.00012305648,0.00023602402],"category_scores_gemma":[0.0062120673,0.000107134554,0.00004831983,0.00062426744,0.00029172387,0.0002109163,0.0002640889,0.0015293298,0.000023832008],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022628736,0.0010403008,0.40880418,0.0050343876,0.00017932674,0.00038554345,0.014373861,0.000024544153,0.000059848426,0.0007312263,0.06672737,0.5003765],"study_design_scores_gemma":[0.0019531655,0.0008839007,0.12948765,0.0034300387,0.000006305038,0.00006972398,0.016884737,0.00007885193,0.00048390674,0.00042822098,0.8461657,0.000127758],"about_ca_topic_score_codex":0.00025995407,"about_ca_topic_score_gemma":0.00088075537,"teacher_disagreement_score":0.7794384,"about_ca_system_score_codex":0.0005914543,"about_ca_system_score_gemma":0.014051211,"threshold_uncertainty_score":0.99879616},"labels":[],"label_agreement":null},{"id":"W3205843501","doi":"10.4103/cjrm.cjrm_82_20","title":"Evaluation of a pilot rural mentorship programme for and by pre-clerkship medical students","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University; Alberta Health Services; McMaster University; University of Toronto; Hamilton Health Sciences; Dalhousie University","funders":"","keywords":"Mentorship; Psychological intervention; Focus group; Medical education; Economic shortage; Medicine; Psychology; Family medicine; Nursing; Sociology","score_opus":0.12206973352570412,"score_gpt":0.48795343347024095,"score_spread":0.36588369994453684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205843501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95245355,0.015231509,0.00004616548,0.029273292,0.0014699036,0.0010997604,0.000026305579,0.0000063083926,0.0003932235],"genre_scores_gemma":[0.9963319,0.00025679372,0.000121096564,0.0017484328,0.00074742304,0.000048557904,0.00004117669,0.000019663023,0.00068499625],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99503386,0.00094464497,0.0011439287,0.00010696868,0.0020602902,0.00071030186],"domain_scores_gemma":[0.9941261,0.0006127523,0.00060840487,0.00016167738,0.0024043845,0.0020867127],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009195774,0.00015415976,0.0005395253,0.00015594835,0.00027563187,0.0000109637,0.00033370865,0.00017592408,0.001540155],"category_scores_gemma":[0.007629645,0.000117977215,0.000047574802,0.0002588971,0.00021741899,0.00010989029,0.00002973146,0.0005193806,0.0000028327752],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061121926,0.00018057249,0.52914035,0.0012914507,0.0004162678,0.00007507524,0.016145358,0.0000036017166,0.00041480007,0.0016275388,0.28214496,0.16794883],"study_design_scores_gemma":[0.06663171,0.017504891,0.41081116,0.053774398,0.0032367117,0.0006762566,0.1786252,0.0009573463,0.00026175167,0.020057041,0.2464242,0.0010393262],"about_ca_topic_score_codex":0.012834685,"about_ca_topic_score_gemma":0.060389232,"teacher_disagreement_score":0.1669095,"about_ca_system_score_codex":0.00064254284,"about_ca_system_score_gemma":0.005941078,"threshold_uncertainty_score":0.9996943},"labels":[],"label_agreement":null},{"id":"W3206485702","doi":"10.1017/s1478951521001577","title":"Fighting racism in research","year":2021,"lang":"en","type":"article","venue":"Palliative & Supportive Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"National Cancer Institute","keywords":"","score_opus":0.27905563203292916,"score_gpt":0.5874266542664598,"score_spread":0.30837102223353063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206485702","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7939668,0.0046802578,0.000060390455,0.003140926,0.0008302869,0.0014852491,0.00015799406,0.0001226338,0.19555542],"genre_scores_gemma":[0.9888274,0.00039397686,0.00063385646,0.0012835669,0.00031215866,0.00041526236,0.00026266382,0.000042968368,0.007828124],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9932137,0.002862351,0.000891703,0.00069113716,0.0007431398,0.0015979854],"domain_scores_gemma":[0.99354446,0.002163581,0.00023664994,0.00045701631,0.0032960146,0.00030228525],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014729489,0.000224494,0.00047632845,0.00020196551,0.0009302808,0.000015883206,0.0002555315,0.0003131009,0.0043995325],"category_scores_gemma":[0.0033726012,0.0002163127,0.000087236374,0.00140219,0.00012973176,0.00014990676,0.00040329367,0.0020607144,0.0016882572],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006917006,0.000057034482,0.88537246,0.00090985664,0.000016179736,0.0005308679,0.0953355,0.0000072722646,0.00016684388,0.0049691796,0.009967324,0.002598292],"study_design_scores_gemma":[0.0011550809,0.000108737455,0.4479398,0.0031626683,0.000008417549,8.4376336e-7,0.45476013,0.00003275349,0.0013378547,0.0027071352,0.08849106,0.00029550435],"about_ca_topic_score_codex":0.00060631207,"about_ca_topic_score_gemma":0.004522463,"teacher_disagreement_score":0.43743268,"about_ca_system_score_codex":0.0015350191,"about_ca_system_score_gemma":0.001570378,"threshold_uncertainty_score":0.99908906},"labels":[],"label_agreement":null},{"id":"W3206808780","doi":"10.1136/bmjopen-2020-047165","title":"How can rural community-engaged health services planning achieve sustainable healthcare system changes?","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia; Penticton Regional Hospital","funders":"Doctors of BC","keywords":"Medicine; Health care; Health services research; Healthcare system; Public health; Environmental health; Nursing; Economic growth","score_opus":0.17291710291068838,"score_gpt":0.5040532353894386,"score_spread":0.3311361324787502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206808780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45547116,0.005630088,0.00005232897,0.44459045,0.0029762269,0.047185108,0.00052000163,0.0011678919,0.042406764],"genre_scores_gemma":[0.9366321,0.00007786778,0.00065657333,0.02518287,0.0005899076,0.0033286065,0.0008209332,0.000102275415,0.03260888],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9601198,0.035590317,0.00090828777,0.00045389764,0.00059346494,0.0023342692],"domain_scores_gemma":[0.993627,0.001794612,0.0010195305,0.0017513217,0.00090132427,0.00090621854],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015327495,0.00042059505,0.001182794,0.00013627206,0.018298078,0.00033474105,0.0015227953,0.00038498023,0.00008922732],"category_scores_gemma":[0.0004894907,0.0004078433,0.00007356959,0.0008830248,0.000050233295,0.00045884625,0.0028242772,0.0059712613,0.000095878815],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013991297,0.00031164096,0.14641601,0.16413584,0.00020904397,0.0010423443,0.5827782,0.00007549324,0.000026860302,0.04470355,0.054869793,0.004032051],"study_design_scores_gemma":[0.0013923201,0.00033728947,0.007389422,0.01563435,0.000013501304,0.00004118641,0.89800304,0.00008380196,0.000011128664,0.00029228756,0.076453514,0.00034813516],"about_ca_topic_score_codex":0.1367418,"about_ca_topic_score_gemma":0.08757936,"teacher_disagreement_score":0.48116094,"about_ca_system_score_codex":0.0022388052,"about_ca_system_score_gemma":0.0038956325,"threshold_uncertainty_score":0.99983734},"labels":[],"label_agreement":null},{"id":"W3208567780","doi":"10.1111/inr.12728","title":"Reflections from a System Chief Nursing Executive: Intention to lead","year":2021,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Nursing; Sustainability; Government (linguistics); Public relations; Business; Health care; Corporate governance; Medicine; Political science; Economic growth; Economics; Finance","score_opus":0.11291465470551794,"score_gpt":0.5414522985651083,"score_spread":0.4285376438595904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208567780","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0078870775,0.12456069,0.017453907,0.12086445,0.027994927,0.00276117,0.00024283023,0.0008328059,0.6974021],"genre_scores_gemma":[0.8181559,0.04369938,0.03807902,0.03940785,0.0049655777,0.0011855221,0.0016738703,0.00025285743,0.05258003],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99682313,0.0006267653,0.0009814886,0.0005340351,0.00053602894,0.0004985662],"domain_scores_gemma":[0.9977691,0.00027351335,0.00032532564,0.00042242018,0.00097441627,0.0002351834],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00044607473,0.00021818196,0.00048306532,0.00012901818,0.00061374553,0.000031526757,0.00030958492,0.00014764932,0.0009790161],"category_scores_gemma":[0.0008290845,0.00022015195,0.00016662253,0.0006321898,0.000053645363,0.00018240754,0.00005916484,0.00055294577,0.0018262587],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002154172,0.0007898624,0.0036934568,0.004748606,0.00025958847,0.00012093345,0.007672181,0.000017717124,0.002127656,0.102327,0.5708452,0.3071824],"study_design_scores_gemma":[0.00033343877,0.00004386051,0.0029125446,0.44594288,0.00013856501,0.000060127262,0.0053549926,0.0001604473,0.000110554865,0.0016627682,0.5430008,0.00027902302],"about_ca_topic_score_codex":0.0003796215,"about_ca_topic_score_gemma":0.00020270412,"teacher_disagreement_score":0.8102688,"about_ca_system_score_codex":0.0028988859,"about_ca_system_score_gemma":0.00030312454,"threshold_uncertainty_score":0.9999342},"labels":[],"label_agreement":null},{"id":"W3208677279","doi":"10.1503/cmaj.1095965","title":"Canada’s health system is at a breaking point, say medical leaders","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Summit; Health care; Medicine; Coronavirus disease 2019 (COVID-19); Family medicine; Medical emergency; Political science; Pathology; Geography; Law","score_opus":0.025161462230651785,"score_gpt":0.36383921895521937,"score_spread":0.33867775672456757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208677279","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022511955,0.0022521655,0.000067108645,0.9335026,0.0068762056,0.00035891077,0.00020496103,0.00007531608,0.03415076],"genre_scores_gemma":[0.35319147,0.0005707088,0.00013377516,0.6229644,0.005219052,0.000026022164,0.000072354575,0.000065920736,0.017756319],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98872036,0.0022491775,0.0016633568,0.0003697025,0.004728015,0.0022694159],"domain_scores_gemma":[0.9873364,0.0010145323,0.00083919364,0.00025848756,0.0010336215,0.009517779],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0060540596,0.00023997028,0.0006678557,0.00014056602,0.0031444763,0.00003492106,0.00044569228,0.0010440646,0.038375665],"category_scores_gemma":[0.005775429,0.00023391799,0.00012754586,0.00050442334,0.000056145152,0.00010922932,0.00009428142,0.003485337,0.00066291605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000057203765,0.000008427524,0.050052695,0.00018033433,0.00006731419,0.0016787237,0.0019023053,8.900817e-7,2.037116e-7,0.00083539705,0.9403222,0.0049457834],"study_design_scores_gemma":[0.0010409874,0.000021279999,0.007261622,0.0023559262,0.000013194866,0.0009436244,0.019943265,0.0002624253,0.0000014101244,0.000026077012,0.9679374,0.00019275206],"about_ca_topic_score_codex":0.9405894,"about_ca_topic_score_gemma":0.99890876,"teacher_disagreement_score":0.3306795,"about_ca_system_score_codex":0.04214518,"about_ca_system_score_gemma":0.21523666,"threshold_uncertainty_score":0.9988137},"labels":[],"label_agreement":null},{"id":"W3209919353","doi":"10.2139/ssrn.3935720","title":"Interpersonal Challenges in Surgical Care Provision in Rural Mexico: A Qualitative Study","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Qualitative research; Interpersonal communication; Nursing; Medicine; Psychology; Political science; Sociology; Social psychology; Social science","score_opus":0.06550794003104783,"score_gpt":0.48293908979203304,"score_spread":0.4174311497609852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209919353","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9448724,0.04482993,0.000010000066,0.0037403707,0.0003970312,0.0008259826,0.000004107061,0.00003290452,0.005287303],"genre_scores_gemma":[0.98903966,0.009647637,0.000032610045,0.00010433127,0.00025547828,0.00009263876,0.000011288651,0.00003234863,0.0007839998],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9897546,0.0046900674,0.00101663,0.00038946106,0.00055280386,0.0035964167],"domain_scores_gemma":[0.9984309,0.00060258457,0.0002547766,0.00022423516,0.0003064096,0.00018107107],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004816598,0.0002544961,0.00056316605,0.00024882128,0.0003576575,0.000015626803,0.00028001983,0.00023581836,0.00017106527],"category_scores_gemma":[0.00027032083,0.00022088786,0.000101286285,0.000506776,0.00003999118,0.0002105846,0.000162329,0.006250079,0.00007985414],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009949469,0.0008272388,0.065651596,0.00017358415,0.00007495331,0.00055024255,0.82360655,0.000013653539,0.000009871796,0.06021903,0.000051363502,0.047826968],"study_design_scores_gemma":[0.0037430923,0.0009154634,0.004396832,0.00097369036,0.0000096139165,0.00013000313,0.97143906,0.000025793406,0.0000022232107,0.015603808,0.0025624253,0.00019797757],"about_ca_topic_score_codex":0.0010912742,"about_ca_topic_score_gemma":0.14045258,"teacher_disagreement_score":0.14783253,"about_ca_system_score_codex":0.00534177,"about_ca_system_score_gemma":0.006209421,"threshold_uncertainty_score":0.99942446},"labels":[],"label_agreement":null},{"id":"W3210834296","doi":"10.7202/1083332ar","title":"Intranational University Student Mobility: A Case Study of Student Migration and Graduate Retention in Eastern Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Graduation (instrument); Population; Geography; Demography; Cohort; Demographic economics; Political science; Psychology; Sociology; Medicine; Economics; Engineering","score_opus":0.08296423935911645,"score_gpt":0.4405991691316333,"score_spread":0.3576349297725168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210834296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830301,0.00016340565,0.000002275884,0.015800454,0.00026921366,0.00030388415,0.000046373167,8.2037843e-7,0.00038347338],"genre_scores_gemma":[0.9987501,0.00004263774,0.000053720643,0.00028741735,0.00016508809,0.0000033785136,0.000023625484,0.0000041199296,0.00066993915],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984724,0.0003885125,0.0005845301,0.00013099506,0.0002480507,0.00017554188],"domain_scores_gemma":[0.99821687,0.00024166115,0.00032831813,0.00008246408,0.00068405294,0.0004466593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036225672,0.00008454478,0.00017576785,0.0002543952,0.0002914909,0.000016027012,0.000060515606,0.000052484673,0.00012069831],"category_scores_gemma":[0.00017527392,0.000091985225,0.000017205788,0.00031290358,0.00004478772,0.00013462183,0.000012029459,0.00022557049,4.8348426e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003190338,0.00023629454,0.9698229,0.0000724128,0.00003031159,0.00036561937,0.021810962,0.000037819093,0.0000044727776,0.0065916274,0.00055665924,0.00043903795],"study_design_scores_gemma":[0.0006997154,0.00018303849,0.80528075,0.00010562336,0.000021364569,0.00035562538,0.19185178,0.000027100547,0.0000013726548,0.00023664295,0.0011776824,0.000059326903],"about_ca_topic_score_codex":0.8431533,"about_ca_topic_score_gemma":0.99782354,"teacher_disagreement_score":0.17004083,"about_ca_system_score_codex":0.0007630656,"about_ca_system_score_gemma":0.023137044,"threshold_uncertainty_score":0.98240083},"labels":[],"label_agreement":null},{"id":"W3211004085","doi":"10.1037/cbs0000287","title":"Catch 21: An examination of the effect of mandatory continuing education on training practices of Quebec psychologists.","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Training (meteorology); Continuing education; Medical education; Applied psychology; Occupational training; Pedagogy; Humanities; Medicine","score_opus":0.15709905965639553,"score_gpt":0.4185892497840159,"score_spread":0.26149019012762037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211004085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946355,0.00032063032,0.000005335522,0.000736256,0.002335105,0.00043942867,0.000022706805,0.0000031138454,0.0015018752],"genre_scores_gemma":[0.99918574,0.000013356216,0.0004330293,0.00010662764,0.00008340509,0.000009883751,0.0000040225445,0.000007085802,0.00015684136],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996429,0.00080806087,0.0012293218,0.00031649775,0.0004840985,0.0007329951],"domain_scores_gemma":[0.99368083,0.00029441758,0.0033884638,0.00035714704,0.0014280884,0.00085103227],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008317647,0.00016012213,0.00045152518,0.00049243204,0.0010154704,0.000033956538,0.0010588412,0.000083935345,0.0001469688],"category_scores_gemma":[0.0013274726,0.00011829579,0.000099817735,0.0015752844,0.002716494,0.00067207956,0.000042585456,0.00035273406,5.693388e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018890012,0.00006350179,0.92413026,0.00016323598,0.000007508178,0.000026549636,0.025370672,0.00016860894,0.0023719566,0.0017048365,0.00010886255,0.04586515],"study_design_scores_gemma":[0.0004230918,0.0014057022,0.9363828,0.0024173984,0.00006444651,0.000091572605,0.055949654,0.000091010246,0.0024314958,0.0001201056,0.0004931804,0.00012959797],"about_ca_topic_score_codex":0.25428548,"about_ca_topic_score_gemma":0.8472275,"teacher_disagreement_score":0.59294206,"about_ca_system_score_codex":0.0016887423,"about_ca_system_score_gemma":0.008996098,"threshold_uncertainty_score":0.99999756},"labels":[],"label_agreement":null},{"id":"W3211445122","doi":"10.46747/cfp.6711e312","title":"A quiet revolution in college decisions","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Supreme court; Citizenship; QUIET; Law; Political science; Medicine; Physics; Politics","score_opus":0.05436320785362193,"score_gpt":0.37573276270631184,"score_spread":0.3213695548526899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211445122","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2625159,0.0024896173,0.00001843733,0.004434061,0.0015345025,0.00085609703,0.0005242058,0.00008313818,0.72754407],"genre_scores_gemma":[0.77874273,0.00022725275,0.0006903494,0.21222983,0.0006313225,0.0001771776,0.00020179052,0.000056954574,0.007042579],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971339,0.00045106545,0.0005312591,0.00040863082,0.0002281915,0.0012469412],"domain_scores_gemma":[0.9979611,0.00033006334,0.00009437247,0.0005548316,0.0002694839,0.00079012377],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029621102,0.00018114652,0.00034984486,0.00023717385,0.00075276603,0.00000806628,0.00021850786,0.00025368755,0.00007260801],"category_scores_gemma":[0.00018205788,0.00020785264,0.00007031913,0.0014467326,0.000049097773,0.00013399994,0.00005862292,0.0006326316,0.0019961845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027069145,0.00007085276,0.006956164,0.000080546204,0.000015398096,0.0004537317,0.0010343546,0.00005338253,0.00041312526,0.04672067,0.93450207,0.009672646],"study_design_scores_gemma":[0.0006566499,0.00002505493,0.074886695,0.0011321123,0.0000088591805,5.641873e-7,0.014914913,0.00019805889,0.000011440027,0.0042951484,0.9036277,0.00024279175],"about_ca_topic_score_codex":0.08280741,"about_ca_topic_score_gemma":0.66588986,"teacher_disagreement_score":0.7205015,"about_ca_system_score_codex":0.0021627294,"about_ca_system_score_gemma":0.0047871256,"threshold_uncertainty_score":0.9987809},"labels":[],"label_agreement":null},{"id":"W3212025051","doi":"10.32920/ryerson.14643897.v1","title":"Credential recognition of internationally trained dentists in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Credential; Government (linguistics); Process (computing); Point (geometry); Immigration; Face (sociological concept); Business; Public relations; Political science; Computer science; Sociology","score_opus":0.07017351539494092,"score_gpt":0.41884493326275474,"score_spread":0.3486714178678138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212025051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95796216,0.0002481607,0.00030060337,0.0009031287,0.0048419475,0.0009615057,0.00021974614,0.00003085533,0.034531895],"genre_scores_gemma":[0.99183524,0.00017971886,0.0019440133,0.0007510739,0.00021141753,0.00016208424,0.0012603248,0.00002362403,0.0036325324],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967399,0.00052566984,0.0013364096,0.00039985884,0.0005560129,0.0004421377],"domain_scores_gemma":[0.99809194,0.000315863,0.00056972157,0.0003054869,0.0005848869,0.0001321095],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042450792,0.00019716665,0.00051910855,0.00014763727,0.000077169425,0.000008803779,0.00031849463,0.000353479,0.011108086],"category_scores_gemma":[0.00028564053,0.00021460098,0.0000749816,0.00017235726,0.000019742552,0.000054746106,0.0005445237,0.0010924293,0.000027741693],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085434626,0.0007179561,0.7579389,0.021165425,0.00056761963,0.0009818876,0.01621691,0.0014655553,0.00037446595,0.002822579,0.13830964,0.058584705],"study_design_scores_gemma":[0.005489893,0.00008198924,0.8824147,0.0350319,0.00014039563,0.000013965651,0.051966563,0.0035999408,0.00069464854,0.009305222,0.009708251,0.0015525351],"about_ca_topic_score_codex":0.99140334,"about_ca_topic_score_gemma":0.99931836,"teacher_disagreement_score":0.12860139,"about_ca_system_score_codex":0.0025587773,"about_ca_system_score_gemma":0.012242305,"threshold_uncertainty_score":0.99335736},"labels":[],"label_agreement":null},{"id":"W3212108885","doi":"10.1161/circoutcomes.121.008196","title":"Status of International Medical Graduates in Cardiology and Its Subspecialties in the United States","year":2021,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interventional cardiology; Family medicine; Cardiology; Medical emergency; Emergency medicine; Internal medicine","score_opus":0.1443818286690005,"score_gpt":0.4417697750258199,"score_spread":0.29738794635681937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212108885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70570016,0.02511885,0.00007055012,0.2659223,0.0012296087,0.0011497127,0.00018779977,0.000033721415,0.00058727246],"genre_scores_gemma":[0.7326927,0.03857388,0.000038010825,0.2223351,0.0015864974,0.000204051,0.0044052335,0.000050009585,0.00011448275],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9895577,0.006648747,0.0014041071,0.00049569644,0.0012378328,0.0006559511],"domain_scores_gemma":[0.9954179,0.0033460716,0.00033224712,0.00047293905,0.00033522095,0.0000956451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047244234,0.0002947643,0.0014971646,0.00042133647,0.00017945033,0.000019644687,0.00026130173,0.0010825614,0.000078358615],"category_scores_gemma":[0.0022862519,0.00022955438,0.00034431007,0.0004666929,0.00019499577,0.00009435357,0.00017304951,0.0020131879,0.0000040684845],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017027522,0.000014375948,0.9815701,0.0014165796,0.00058850687,0.00021426492,0.005772921,0.00044459538,2.0200103e-7,0.0016210724,0.007628317,0.00071198447],"study_design_scores_gemma":[0.00098648,0.0000065278728,0.6948082,0.0004027347,0.00006869457,0.000009931001,0.0051037106,0.00017811001,2.3338472e-7,0.0007718031,0.2974865,0.00017710509],"about_ca_topic_score_codex":0.007654582,"about_ca_topic_score_gemma":0.0011046773,"teacher_disagreement_score":0.2898582,"about_ca_system_score_codex":0.00023319207,"about_ca_system_score_gemma":0.00031774462,"threshold_uncertainty_score":0.9989535},"labels":[],"label_agreement":null},{"id":"W3212810242","doi":"10.3390/ijerph182211794","title":"Differences in Work Disability Duration for Immigrants and Canadian-Born Workers in British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Percentile; Cohort; Demography; Medicine; Refugee; Workers' compensation; Occupational safety and health; Cohort study; Injury prevention; Poison control; Gerontology; Psychology; Compensation (psychology); Geography; Environmental health; Sociology","score_opus":0.06803794780251392,"score_gpt":0.4095666759882971,"score_spread":0.34152872818578317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212810242","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9633735,0.0018659953,0.00000386372,0.033708345,0.00033929254,0.00042079715,0.0002076254,0.0000012571419,0.00007937131],"genre_scores_gemma":[0.9953687,0.0029342894,0.00012827791,0.0010023897,0.0001253225,0.00003240801,0.000040700594,0.0000075896564,0.0003603314],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968363,0.0007221902,0.000797055,0.00020846026,0.0006911621,0.0007448442],"domain_scores_gemma":[0.9978331,0.0009757839,0.00017910372,0.0000752563,0.0001409492,0.00079585065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027158582,0.00006367123,0.00024195143,0.000106332875,0.0003388169,0.0001125089,0.0001777993,0.00008674448,0.00033923672],"category_scores_gemma":[0.0008831577,0.0000841757,0.000018235627,0.00021447617,0.00015959641,0.00021118202,0.00007756073,0.00067874347,8.3819896e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000040380724,0.00011562553,0.9625153,0.00004301233,0.000010972143,0.0000630701,0.00041113212,3.462312e-7,0.0000013994788,0.000014727317,0.002749135,0.034034926],"study_design_scores_gemma":[0.00086518744,0.00009380885,0.9686766,0.00048750994,4.4015988e-7,0.000019576433,0.01715057,0.000016804597,2.2961869e-7,0.000361369,0.01227411,0.000053771728],"about_ca_topic_score_codex":0.99291307,"about_ca_topic_score_gemma":0.9999049,"teacher_disagreement_score":0.033981156,"about_ca_system_score_codex":0.003960101,"about_ca_system_score_gemma":0.005873185,"threshold_uncertainty_score":0.9998635},"labels":[],"label_agreement":null},{"id":"W3213257112","doi":"10.32920/ryerson.14656869.v1","title":"An evaluation of \"job search workshops\" program -- from Mandarin-speaking newcomers' perspective","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mandarin Chinese; Settlement (finance); Immigration; Perspective (graphical); Citizenship; Adaptation (eye); Political science; Public relations; Psychology; Business; Computer science; Linguistics","score_opus":0.17483673274603928,"score_gpt":0.5502444962732369,"score_spread":0.3754077635271976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213257112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.897137,0.002893596,0.0007889806,0.0011377662,0.0022177594,0.007197233,0.00008502176,0.00045119858,0.088091426],"genre_scores_gemma":[0.9717089,0.00027904415,0.024313077,0.00025540835,0.0007546762,0.0010497248,0.0008392541,0.00009030577,0.0007096327],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9894372,0.004407683,0.0013889878,0.0013886873,0.0022570132,0.0011204049],"domain_scores_gemma":[0.9906694,0.00066009315,0.0006866888,0.001802879,0.0057325563,0.0004483264],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0040467395,0.00051228725,0.0010889969,0.00026605683,0.0006468171,0.00008939692,0.00079424254,0.0013643868,0.009883802],"category_scores_gemma":[0.0004620635,0.00049102225,0.00024084473,0.0005644726,0.00016168739,0.00021382993,0.0014223321,0.0034804808,0.000103124636],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000640978,0.0015593943,0.38049594,0.0025038938,0.00085323426,0.00003321647,0.2185748,0.0074526677,0.000120070734,0.008711368,0.0019032113,0.37715122],"study_design_scores_gemma":[0.0026869744,0.00032469106,0.37019926,0.01005302,0.00066986604,8.8682026e-7,0.5559718,0.048475605,0.0001494921,0.008380458,0.0020653794,0.0010225864],"about_ca_topic_score_codex":0.11993768,"about_ca_topic_score_gemma":0.032092284,"teacher_disagreement_score":0.37612864,"about_ca_system_score_codex":0.0029689136,"about_ca_system_score_gemma":0.0050483234,"threshold_uncertainty_score":0.99993205},"labels":[],"label_agreement":null},{"id":"W3213264834","doi":"10.11307/mededjapan.46.5_429","title":"意見 : カナダの地域医療人育成:〜Northern Ontario School of Medicine訪問〜","year":2015,"lang":"ja","type":"article","venue":"医学教育","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.08985301136996296,"score_gpt":0.42081452320217166,"score_spread":0.3309615118322087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213264834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7944822,0.0072139497,0.000023865861,0.0069459286,0.005910486,0.00186104,0.000055461573,0.00016229604,0.18334483],"genre_scores_gemma":[0.9058647,0.00017895656,0.0006304865,0.002688078,0.0015774614,0.000052652722,0.00006471253,0.00009123346,0.08885173],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938371,0.0008555813,0.0018966595,0.00063323526,0.0012372346,0.0015401439],"domain_scores_gemma":[0.9939967,0.00045130233,0.0009385371,0.0012786083,0.0012342355,0.0021006127],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020321445,0.00050781126,0.0011552422,0.00020574214,0.00039016045,0.0000144262995,0.00071799237,0.00084721495,0.010326269],"category_scores_gemma":[0.0014161053,0.00045413378,0.00016600417,0.00060711795,0.00026431712,0.00021786173,0.00037710066,0.0019016642,0.012159762],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003166886,0.0002502353,0.72864676,0.0006527588,0.0000809745,0.00004828218,0.038286906,0.000031440282,0.000013577843,0.0004934204,0.22918136,0.0019976178],"study_design_scores_gemma":[0.005136988,0.0012203208,0.0800746,0.0059977593,0.00023541834,0.000013682341,0.050317276,0.000070070484,0.000035593395,0.0015704512,0.85469675,0.00063106377],"about_ca_topic_score_codex":0.3287622,"about_ca_topic_score_gemma":0.7010398,"teacher_disagreement_score":0.64857215,"about_ca_system_score_codex":0.0025718822,"about_ca_system_score_gemma":0.0075672637,"threshold_uncertainty_score":0.999791},"labels":[],"label_agreement":null},{"id":"W3213278698","doi":"10.1002/pmrj.12734","title":"Performance on the <scp>American Board of Physical Medicine and Rehabilitation</scp> certifying examinations: Rural and urban physicians","year":2021,"lang":"en","type":"article","venue":"PM&R","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Certification; Subspecialty; Medicine; Family medicine; Maintenance of Certification; Population; Board certification; Health care; Environmental health; Medical education; Residency training","score_opus":0.03854718701036094,"score_gpt":0.38761994206143713,"score_spread":0.3490727550510762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213278698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97761077,0.0004033272,0.0000048449915,0.008597,0.000113941176,0.00037624626,0.000008156524,0.0000349932,0.012850749],"genre_scores_gemma":[0.9967575,0.00021741736,0.00022349568,0.0015710556,0.00027171036,0.000077547076,0.0000080793325,0.000014678362,0.00085847994],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985652,0.00037482943,0.0003065475,0.00019422697,0.0002530197,0.00030618266],"domain_scores_gemma":[0.993134,0.006113647,0.0002051923,0.00026013787,0.000209522,0.00007750224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029423306,0.000120373326,0.00029382244,0.000048413698,0.0005049336,0.0000044179446,0.000079046666,0.00004080063,0.000018160965],"category_scores_gemma":[0.0015878421,0.000083598614,0.000026313344,0.0003714097,0.00047239583,0.00008019724,0.000069771755,0.00030520916,0.000016275922],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002551616,0.00020774368,0.69763136,0.0014779165,0.000045958084,0.0000025404627,0.17220499,0.00002169698,0.0017084703,0.02558723,0.038307935,0.062778674],"study_design_scores_gemma":[0.000631553,0.0010548212,0.7855496,0.0030136544,0.000048980135,0.000001494217,0.16687497,0.0027887824,0.00019396,0.00105273,0.03871464,0.00007479675],"about_ca_topic_score_codex":0.0002397461,"about_ca_topic_score_gemma":0.000052534113,"teacher_disagreement_score":0.08791828,"about_ca_system_score_codex":0.00006076272,"about_ca_system_score_gemma":0.0000646613,"threshold_uncertainty_score":0.3883592},"labels":[],"label_agreement":null},{"id":"W3213864664","doi":"10.32920/ryerson.14658129.v1","title":"Licensing and Registration of International Medical Graduates (IMGs) in Canada and Australia: an Explorative Study","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Workforce; Immigration; Economic shortage; IMG; Health care; Medical education; Political science; Business; Public relations; Medicine; Law","score_opus":0.15393170951521173,"score_gpt":0.48294489334871016,"score_spread":0.3290131838334984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213864664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99479187,0.00015347327,0.000017147413,0.0026252272,0.0008074055,0.0009844886,0.000023542498,0.000015972204,0.0005808818],"genre_scores_gemma":[0.9981474,0.00039560383,0.0004841666,0.00026120024,0.00011373956,0.000063301486,0.00015819108,0.000012148761,0.00036422728],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996762,0.00078866293,0.0009940079,0.00048316666,0.0006851165,0.00028708272],"domain_scores_gemma":[0.9983828,0.00037136817,0.00040860317,0.00025605195,0.0003348442,0.00024634047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008811305,0.00019857317,0.00048704806,0.0000912637,0.00011444924,0.000018779467,0.00016297422,0.00028101754,0.00040997978],"category_scores_gemma":[0.00045031542,0.00018427147,0.000011244244,0.00010911194,0.000064882865,0.00014679045,0.00051492784,0.0011098452,6.3079267e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056219957,0.00013407948,0.9783289,0.00044377346,0.00004529085,0.000098899414,0.018615946,0.00002373816,0.000009031442,0.0005173957,0.0008679019,0.0008588151],"study_design_scores_gemma":[0.0010466512,0.00012464116,0.7132412,0.0031097308,0.000025889989,0.0000047113735,0.28059477,0.0009759581,0.00004366206,0.00044136893,0.00013116535,0.0002602227],"about_ca_topic_score_codex":0.9899924,"about_ca_topic_score_gemma":0.9991847,"teacher_disagreement_score":0.26508766,"about_ca_system_score_codex":0.0005785909,"about_ca_system_score_gemma":0.0035760389,"threshold_uncertainty_score":0.75143725},"labels":[],"label_agreement":null},{"id":"W3213939324","doi":"","title":"Pharmacy Disparities in Rural Georgia","year":2021,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Pharmacy; Political science; Medicine; Geography; Family medicine","score_opus":0.06134316496693253,"score_gpt":0.41300867162955984,"score_spread":0.3516655066626273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213939324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991238,0.0025031778,0.000009640598,0.0038339652,0.00048367225,0.000109882625,0.0000019644663,0.000011200225,0.0018085138],"genre_scores_gemma":[0.9938072,0.0016441748,0.0011127157,0.0014234256,0.0000782195,0.000007284362,0.000009470752,0.000008279774,0.0019092372],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970208,0.0014317472,0.0008726681,0.000034626937,0.000244415,0.0003957329],"domain_scores_gemma":[0.99856716,0.00050980464,0.00029380168,0.00013280158,0.0003000417,0.00019636596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013230387,0.00012662049,0.00035179,0.000087106746,0.0010214145,0.000016843245,0.00021145312,0.00006740441,0.0002895205],"category_scores_gemma":[0.00013387596,0.00010234333,0.000037962873,0.00018598851,0.00004760811,0.00019599948,0.0003049466,0.0019834714,0.00002032682],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002489019,0.0003133007,0.867383,0.00046751386,0.000056756755,0.00007828877,0.044572286,0.000005775738,0.00016535378,0.0006153287,0.0034274878,0.08266598],"study_design_scores_gemma":[0.002076221,0.0000660996,0.7614639,0.0028241356,0.000012445449,0.00011876856,0.14026405,0.000010019765,0.00026695925,0.0014284506,0.09128665,0.00018232013],"about_ca_topic_score_codex":0.0014489221,"about_ca_topic_score_gemma":0.002225362,"teacher_disagreement_score":0.10591916,"about_ca_system_score_codex":0.000346136,"about_ca_system_score_gemma":0.0010052355,"threshold_uncertainty_score":0.86173064},"labels":[],"label_agreement":null},{"id":"W3214764977","doi":"10.2196/34078","title":"Peer Review of “Medical Brain Drain from Southeastern Europe: Using Digital Demography to Forecast Health Worker Emigration”","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Emigration; Brain drain; Geography; Demographic economics; Demography; Sociology; Economics; Archaeology","score_opus":0.08610704826801965,"score_gpt":0.4680585041347564,"score_spread":0.38195145586673673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214764977","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18532309,0.02350592,0.004291202,0.7718547,0.0018708559,0.0035636534,0.0009379856,0.0002510305,0.008401564],"genre_scores_gemma":[0.38838962,0.006208727,0.018670365,0.44690704,0.004466078,0.0006883501,0.0038491252,0.0005119734,0.13030872],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99370736,0.0011920126,0.001547584,0.0005280139,0.002135722,0.0008893201],"domain_scores_gemma":[0.9955813,0.0007948957,0.0005112816,0.0006680489,0.001454667,0.000989773],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002579377,0.000266436,0.0008194153,0.0001169471,0.000371999,0.000028940449,0.00039173692,0.00026321222,0.0020441262],"category_scores_gemma":[0.0058655576,0.00023543158,0.00016892004,0.0014068417,0.00007204289,0.00015328477,0.00033347146,0.0007228949,0.00035806705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010349832,0.00021439804,0.081726715,0.005057178,0.00007637576,0.000060216666,0.009591457,0.000004317446,0.000034925866,0.0007054614,0.8669325,0.035492945],"study_design_scores_gemma":[0.00081292604,0.000081194914,0.0065174885,0.047557723,0.000022941927,0.000007991228,0.003577024,0.00020575446,0.000006801362,0.00026980977,0.94067764,0.00026270992],"about_ca_topic_score_codex":0.00079791,"about_ca_topic_score_gemma":0.0015431162,"teacher_disagreement_score":0.32494766,"about_ca_system_score_codex":0.00012077465,"about_ca_system_score_gemma":0.0018194378,"threshold_uncertainty_score":0.99886817},"labels":[],"label_agreement":null},{"id":"W3215294350","doi":"10.55016/ojs/sppp.v13i1.70150","title":"Social Policy Trends: Immigrant Physicians in Calgary","year":2020,"lang":"en","type":"article","venue":"The School of Public Policy Publications","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Government (linguistics); Certification; Work (physics); Face (sociological concept); Refugee; Public relations; Social work; Political science; Medical education; Medicine; Family medicine; Sociology; Law; Social science","score_opus":0.09449594465629728,"score_gpt":0.45096920957296893,"score_spread":0.35647326491667164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215294350","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043342214,0.00019990501,0.00015176272,0.80963737,0.000084658066,0.0008398665,0.00016997619,0.00032389438,0.14525038],"genre_scores_gemma":[0.95514107,0.00008951058,0.00018359578,0.032880254,0.0036791365,0.00056180416,0.00013957001,0.00005559795,0.0072694784],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99515486,0.0012207334,0.0012481272,0.00042099835,0.0005430052,0.0014123012],"domain_scores_gemma":[0.9971128,0.0003563487,0.00067231583,0.00077237404,0.00045763588,0.00062853977],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001094674,0.00027688843,0.0005365766,0.0009868613,0.0010943793,0.000049462767,0.0014062746,0.00027302932,0.0009284328],"category_scores_gemma":[0.0037451307,0.00022514652,0.00019513734,0.008043153,0.00032994873,0.0005780651,0.00037714583,0.0012314736,0.00077217346],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000321135,0.00021609028,0.024395868,0.000116758434,0.00005408391,5.042143e-7,0.0140560735,0.0000072146518,0.00015260009,0.6448313,0.2952797,0.02085771],"study_design_scores_gemma":[0.0012228986,0.00006455779,0.41121176,0.00007159993,0.000021288433,0.0000011821635,0.006353145,0.00027719224,0.000008929096,0.007013104,0.57348293,0.00027141074],"about_ca_topic_score_codex":0.030992078,"about_ca_topic_score_gemma":0.0024584718,"teacher_disagreement_score":0.91179883,"about_ca_system_score_codex":0.00071489933,"about_ca_system_score_gemma":0.0039022057,"threshold_uncertainty_score":0.99998486},"labels":[],"label_agreement":null},{"id":"W3216278174","doi":"10.2196/34077","title":"Author’s Responses to Peer Reviews of “Medical Brain Drain From Southeastern Europe: Using Digital Demography to Forecast Health Worker Emigration”","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Emigration; Brain drain; Peer review; Geography; Demographic economics; Demography; Political science; Sociology; Economics; Archaeology; Law","score_opus":0.13482799928094166,"score_gpt":0.494176415860683,"score_spread":0.35934841657974137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216278174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6250203,0.0017960025,0.0057789283,0.36061582,0.001350818,0.0031547302,0.0006051452,0.00015671695,0.001521493],"genre_scores_gemma":[0.6022498,0.0002701478,0.03651436,0.13827841,0.0030849609,0.00088185474,0.00092708564,0.00037978686,0.21741359],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919406,0.0027582399,0.0019526094,0.00069606473,0.0015605892,0.0010918799],"domain_scores_gemma":[0.99484015,0.0014141109,0.0005312619,0.00085273373,0.00079923065,0.0015625339],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0039540944,0.00033508358,0.0010059283,0.0002698614,0.00051296095,0.000053139513,0.000478874,0.00033606729,0.0014655001],"category_scores_gemma":[0.011331604,0.00029387925,0.00018905521,0.0018843868,0.00007036458,0.00016242231,0.00045320467,0.000735284,0.00069042074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008066768,0.00023387132,0.13488506,0.00053332373,0.00005585653,0.00006566561,0.03577228,0.000012260117,0.0002530603,0.00070279586,0.7844403,0.0422389],"study_design_scores_gemma":[0.00061675854,0.00014454282,0.015674857,0.004734885,0.000014455873,0.0000056445933,0.005501661,0.00012185094,0.000016688395,0.0001880028,0.97271866,0.0002620087],"about_ca_topic_score_codex":0.0010233842,"about_ca_topic_score_gemma":0.0038849693,"teacher_disagreement_score":0.22233742,"about_ca_system_score_codex":0.00016793654,"about_ca_system_score_gemma":0.0018088525,"threshold_uncertainty_score":0.99995136},"labels":[],"label_agreement":null},{"id":"W3216895454","doi":"10.1136/bmjopen-2020-048090","title":"Depressive symptoms in adults in rural and urban regions of Canada: a cross-sectional analysis of the Canadian Longitudinal Study on Aging","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; University of Victoria; Brandon University; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Cross-sectional study; Depressive symptoms; Gerontology; Public health; Environmental health; Epidemiology; Depression (economics); Psychiatry; Nursing; Anxiety","score_opus":0.10212935422592077,"score_gpt":0.4842091943511623,"score_spread":0.3820798401252415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216895454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99167323,0.000072830684,2.3651687e-7,0.00089020934,0.00016692413,0.0033222816,0.000094943,0.000002197352,0.003777123],"genre_scores_gemma":[0.9985654,0.0000023000498,0.000009026548,0.00030616898,0.000023752822,0.00036265783,0.000016943302,0.000007580837,0.00070618367],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99761087,0.00064858666,0.00070708187,0.00026116945,0.00035098198,0.00042129023],"domain_scores_gemma":[0.9985225,0.00032976788,0.00030755388,0.00043428107,0.00024120252,0.00016466981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007401637,0.00010548871,0.0004250097,0.00021991953,0.0004281967,0.000015584927,0.00033908672,0.0000887132,0.000108761065],"category_scores_gemma":[0.0004012972,0.000086334716,0.000038721333,0.0014396127,0.00005547683,0.000072543044,0.00032080588,0.0003609004,6.268538e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010354848,0.000058965186,0.9945856,0.00005755757,0.00009857993,0.000041988893,0.0035873367,0.00050371146,4.7104083e-7,0.00054733874,0.0003891214,0.000025780682],"study_design_scores_gemma":[0.0010568518,0.000033674554,0.9901101,0.001121143,0.000037129525,0.0000014530697,0.00723526,0.0002264514,0.0000028833779,0.000039654442,0.000058570495,0.000076802346],"about_ca_topic_score_codex":0.9961111,"about_ca_topic_score_gemma":0.9999583,"teacher_disagreement_score":0.0068921316,"about_ca_system_score_codex":0.0009527014,"about_ca_system_score_gemma":0.0058266562,"threshold_uncertainty_score":0.9998094},"labels":[],"label_agreement":null},{"id":"W3217270714","doi":"10.21203/rs.3.rs-1035034/v1","title":"Assessing the Contribution of Immigrants to Canada’s Nursing and Health Care Support Occupations: A Multi Scalar Analysis.","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"Mitacs","keywords":"Immigration; Nursing; Health care; Scalar (mathematics); Demographic economics; Medicine; Psychology; Political science; Economics; Economic growth; Mathematics","score_opus":0.15935725816663832,"score_gpt":0.5974621122213429,"score_spread":0.4381048540547046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217270714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9078508,0.02866421,0.0024359953,0.048324063,0.0010025525,0.010053342,0.00094522024,0.00009530254,0.0006284902],"genre_scores_gemma":[0.99499655,0.0006392129,0.0011152296,0.00095436454,0.00016460734,0.00042486956,0.0015296148,0.000036584977,0.00013897645],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9888888,0.00520418,0.0014021113,0.000864127,0.001950019,0.0016907875],"domain_scores_gemma":[0.9914857,0.001319899,0.00059485744,0.0011890086,0.004659299,0.0007512405],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0060792933,0.00031799602,0.0011428404,0.000636063,0.002858967,0.00013493706,0.0005059619,0.00047711623,0.000117098345],"category_scores_gemma":[0.0018347158,0.00026068752,0.00017159135,0.0020930737,0.0001849906,0.00010101563,0.0009043371,0.002961757,0.000006100935],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00012324123,0.0002323183,0.8727104,0.009587551,0.00057172426,0.000053670006,0.07195575,0.0011282326,0.000023747065,0.0004940623,0.025683654,0.017435618],"study_design_scores_gemma":[0.0004669168,0.000096487245,0.77980655,0.012789637,0.00012996462,0.0000010802482,0.20215571,0.0008191425,0.00001847867,0.000034631903,0.0034657696,0.00021565931],"about_ca_topic_score_codex":0.89915717,"about_ca_topic_score_gemma":0.9663955,"teacher_disagreement_score":0.13019995,"about_ca_system_score_codex":0.005684502,"about_ca_system_score_gemma":0.030365672,"threshold_uncertainty_score":0.99998456},"labels":[],"label_agreement":null},{"id":"W3217292613","doi":"10.2196/30831","title":"Medical Brain Drain From Southeastern Europe: Using Digital Demography to Forecast Health Worker Emigration","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Emigration; Pandemic; Geography; Demography; Test (biology); Demographic economics; Coronavirus disease 2019 (COVID-19); Medicine; Sociology; Economics; Biology","score_opus":0.056521898209611385,"score_gpt":0.4334917091585154,"score_spread":0.376969810948904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217292613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86358446,0.0007822059,0.0074030696,0.11891304,0.0017819093,0.0016758443,0.00031991838,0.00034439366,0.0051951376],"genre_scores_gemma":[0.929072,0.000043088512,0.004612134,0.05113943,0.0018409804,0.00015953385,0.0006776954,0.0001434224,0.012311702],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949036,0.0011334086,0.0011156226,0.0006546389,0.0009914549,0.0012012639],"domain_scores_gemma":[0.99651974,0.0008594346,0.00031943794,0.0005866509,0.00037479878,0.0013399371],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010155059,0.000296366,0.00056476373,0.00015326208,0.0007523213,0.00006531567,0.000309619,0.00034751694,0.0013644133],"category_scores_gemma":[0.001809703,0.00027373104,0.000121420664,0.0012831066,0.00006498254,0.00021524826,0.00030995562,0.00082095916,0.0008414769],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005393816,0.00043866303,0.4966127,0.00043307416,0.00014569833,0.00028622302,0.039243117,0.000056325724,0.00031913954,0.001399919,0.3543262,0.106199585],"study_design_scores_gemma":[0.002847457,0.00023605734,0.045330595,0.006070083,0.000029532112,0.000023169292,0.017498633,0.0030087119,0.000032153348,0.001604468,0.92254543,0.00077370176],"about_ca_topic_score_codex":0.0010391528,"about_ca_topic_score_gemma":0.006542346,"teacher_disagreement_score":0.56821924,"about_ca_system_score_codex":0.00019637476,"about_ca_system_score_gemma":0.0015778488,"threshold_uncertainty_score":0.9999715},"labels":[],"label_agreement":null},{"id":"W3217336535","doi":"10.1007/978-3-030-83864-5_12","title":"The Global Cardiothoracic Surgery Workforce in 2020","year":2021,"lang":"en","type":"book-chapter","venue":"Sustainable development goals series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Workforce; Economic shortage; Specialty; Point (geometry); Business; Demographic economics; Medicine; Geography; Political science; Economic growth; Economics; Family medicine; Mathematics","score_opus":0.030431903623762212,"score_gpt":0.3581097997651208,"score_spread":0.3276778961413586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217336535","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028564443,0.04926019,0.000017357188,0.004581509,0.002552293,0.003147414,0.00004606843,0.0003375891,0.93720114],"genre_scores_gemma":[0.0020662036,0.012984819,0.0004963651,0.0008801511,0.0005437392,0.0006516359,0.0003514202,0.00015234537,0.98187333],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919774,0.00058476854,0.0023950278,0.0010119692,0.0010209281,0.0030099303],"domain_scores_gemma":[0.99488956,0.0015156589,0.000892865,0.0010644044,0.0012164955,0.00042104215],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029125824,0.0009508089,0.0016771058,0.00017851306,0.0032133113,0.00014722787,0.00066702603,0.0012447867,0.0011285743],"category_scores_gemma":[0.0008729291,0.00080278877,0.00027825203,0.00059552403,0.00030282373,0.00036201178,0.0011343538,0.0017104049,0.0005981525],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007064333,0.0000333871,0.0391316,0.005870195,0.00031617546,0.0046358383,0.003678045,0.000046904464,1.5015306e-7,0.749549,0.17453888,0.0214934],"study_design_scores_gemma":[0.00019439499,0.000017889313,0.0023938378,0.003539337,0.000028356839,0.000018450814,0.02560831,5.332642e-7,0.000003511979,0.01886397,0.9485884,0.0007430335],"about_ca_topic_score_codex":0.00032285476,"about_ca_topic_score_gemma":0.0034601693,"teacher_disagreement_score":0.77404946,"about_ca_system_score_codex":0.0067959763,"about_ca_system_score_gemma":0.012125141,"threshold_uncertainty_score":0.9997845},"labels":[],"label_agreement":null},{"id":"W3217565095","doi":"","title":"Evaluating the Acceptability and Capacity Building of Health Human Resource Potential of the internationally trained medical doctors (ITMD) Selected Bridge Training Program in Canada","year":2021,"lang":"en","type":"article","venue":"EC Emergency Medicine and Critical Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bridge (graph theory); Training (meteorology); Capacity building; Resource (disambiguation); Human resources; Business; Medical education; Medicine; Computer science; Political science; Geography","score_opus":0.17132487426739262,"score_gpt":0.5179813477051408,"score_spread":0.3466564734377482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217565095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97657156,0.0029018333,0.00002686306,0.018422756,0.00053802563,0.00060997,0.000030316343,0.000014311439,0.0008843503],"genre_scores_gemma":[0.9989213,0.00006682589,0.00014870355,0.00056600757,0.00020115727,0.000044761866,0.000021339512,0.0000106626785,0.000019263322],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99498194,0.0018477153,0.0013952706,0.00030411975,0.0009813342,0.00048963417],"domain_scores_gemma":[0.9977746,0.00083004514,0.00021326121,0.00022820334,0.0007199935,0.00023386946],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022002943,0.00014318078,0.00047077503,0.00003428475,0.0005584718,0.0000016223316,0.00021654602,0.000105260704,0.0018255899],"category_scores_gemma":[0.008638469,0.00009080994,0.000040413495,0.0004804468,0.00036280116,0.000035617024,0.000154169,0.0007664054,5.614474e-8],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095281306,0.0001532216,0.7788749,0.007380682,0.000057009147,0.000013098792,0.10756182,0.000025612258,0.00060056034,0.010571612,0.002568321,0.09209789],"study_design_scores_gemma":[0.00081157306,0.00031742183,0.8894373,0.0013772793,0.00003935246,0.000005989335,0.10587875,0.0007171716,0.000020815743,0.0007195112,0.00057737145,0.000097453085],"about_ca_topic_score_codex":0.4464125,"about_ca_topic_score_gemma":0.6830076,"teacher_disagreement_score":0.2365951,"about_ca_system_score_codex":0.00026857894,"about_ca_system_score_gemma":0.002880295,"threshold_uncertainty_score":0.99971217},"labels":[],"label_agreement":null},{"id":"W331823307","doi":"","title":"Health in Rural Canada","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural history; Rural area; Rural sociology; Indigenous; Rural management; Rural health; Resource (disambiguation); Economic growth; Political science; Sociology; Public relations; Geography; Rural development; Agriculture; Law","score_opus":0.04080686951011458,"score_gpt":0.44622010520817773,"score_spread":0.40541323569806315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W331823307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7218765,0.002401155,0.000022335827,0.0607392,0.0032935783,0.001162924,0.000016476344,0.00013196179,0.21035585],"genre_scores_gemma":[0.9602913,0.00006825688,0.0003723796,0.028711958,0.00027349283,0.0000368425,0.000012933865,0.000011496415,0.010221328],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976827,0.00031990412,0.0004558443,0.00007903472,0.00015733128,0.0013051669],"domain_scores_gemma":[0.9990554,0.00018605657,0.00009182197,0.00018064464,0.000028935128,0.00045716218],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006063122,0.00008851369,0.00022334215,0.000036464015,0.0002796542,0.0000010462817,0.0000963355,0.00006976003,0.0019113192],"category_scores_gemma":[0.000052875163,0.000073521,0.000011288403,0.00021486521,0.000009925231,0.00009513051,0.000052544467,0.00036132755,0.00033782123],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070445803,0.00001537814,0.65479946,0.000060711893,9.3525784e-7,4.1207363e-7,0.0008922877,9.474226e-7,3.6969604e-7,0.0075250743,0.3330124,0.0036849927],"study_design_scores_gemma":[0.00032994675,0.000014125926,0.37829873,0.00019642104,5.145158e-7,8.332227e-7,0.008760153,0.000018802224,0.0000011689145,0.00009571589,0.61219573,0.000087858614],"about_ca_topic_score_codex":0.9858459,"about_ca_topic_score_gemma":0.9931649,"teacher_disagreement_score":0.27918333,"about_ca_system_score_codex":0.0014517867,"about_ca_system_score_gemma":0.001889553,"threshold_uncertainty_score":0.9990011},"labels":[],"label_agreement":null},{"id":"W34506716","doi":"","title":"Needs of specialists in rural and remote Canada.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workload; Medicine; Rural area; Work (physics); Continuing medical education; Family medicine; Needs assessment; Medical education; Continuing education; Rural health; Nursing","score_opus":0.040170796253255675,"score_gpt":0.3510509300791741,"score_spread":0.3108801338259184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W34506716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.955615,0.0009987233,0.0000013166433,0.0017269256,0.0010235591,0.00084004365,0.000011258712,0.00001530762,0.039767887],"genre_scores_gemma":[0.9951592,0.00008493508,0.00007678158,0.0008143238,0.0003767683,0.00008878821,0.0000040398318,0.0000095271835,0.0033856314],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99845725,0.00017003609,0.00036286586,0.000050982308,0.00015398179,0.00080489204],"domain_scores_gemma":[0.99924725,0.0001714947,0.00011641131,0.00014194177,0.000038223952,0.00028464638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005854697,0.00007554087,0.00020071112,0.00007254951,0.00008599545,0.0000012564498,0.00007467778,0.000089565634,0.00006465275],"category_scores_gemma":[0.00019588765,0.00006928583,0.000009685357,0.00026579906,0.000030251653,0.00007648083,0.00006245968,0.00020518234,0.0000051852667],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004858975,0.000014860721,0.87673545,0.000202798,0.0000041563535,0.0000012767281,0.0024823078,3.1597648e-7,0.0000016291721,0.0022147368,0.016926289,0.101367585],"study_design_scores_gemma":[0.00029602755,0.0000020133916,0.8871208,0.00007365709,0.0000030940814,7.651869e-7,0.0029746103,0.000004278222,0.000008627164,0.00011197231,0.10934659,0.00005755719],"about_ca_topic_score_codex":0.6497728,"about_ca_topic_score_gemma":0.7323905,"teacher_disagreement_score":0.10131003,"about_ca_system_score_codex":0.00033558146,"about_ca_system_score_gemma":0.00018764078,"threshold_uncertainty_score":0.3525594},"labels":[],"label_agreement":null},{"id":"W350611855","doi":"","title":"Deliveries, billing continue to slide in third quarter","year":2011,"lang":"en","type":"article","venue":"Aviation International News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Business; History","score_opus":0.07070725865475481,"score_gpt":0.4017985009084214,"score_spread":0.3310912422536666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W350611855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71312815,0.000060114544,0.004588231,0.007381245,0.0039654733,0.0011437847,0.000036766596,0.00017310417,0.26952314],"genre_scores_gemma":[0.9814394,0.000041532945,0.0049877195,0.0077531463,0.00037821644,0.00020005573,0.00005576218,0.00001687514,0.0051272917],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981999,0.000167548,0.00071488996,0.00026228817,0.00029153927,0.00036387864],"domain_scores_gemma":[0.9989643,0.00018343216,0.00021750994,0.00018954648,0.00030994686,0.00013524921],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00037605065,0.00012372433,0.00017418418,0.0002268645,0.00017007349,0.00001075153,0.0002459999,0.00013492115,0.0018149771],"category_scores_gemma":[0.00028115776,0.00011983241,0.000038442366,0.00023900981,0.000015561596,0.00025896655,0.000080028454,0.0002896995,0.0024860355],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023069874,0.00007813291,0.8590131,0.00002449196,0.000017576458,0.000009653434,0.025349133,0.00003262876,0.00013061354,0.046466935,0.0653395,0.003307553],"study_design_scores_gemma":[0.0014970606,0.00013326912,0.4035006,0.0006720525,0.000008330914,0.000002117622,0.01093965,0.00054572127,0.00017879593,0.008485667,0.57369566,0.00034108252],"about_ca_topic_score_codex":0.008033384,"about_ca_topic_score_gemma":0.009135789,"teacher_disagreement_score":0.50835615,"about_ca_system_score_codex":0.00036323362,"about_ca_system_score_gemma":0.000100519916,"threshold_uncertainty_score":0.9990975},"labels":[],"label_agreement":null},{"id":"W357427481","doi":"","title":"Aboriginal nurses: Insights from a national study","year":2006,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Fondation pour la Recherche Médicale; Ontario Ministry of Health and Long-Term Care; Nova Scotia Health Research Foundation; Government of Nunavut; Canadian Health Services Research Foundation; Michael Smith Health Research BC; University of Northern British Columbia","keywords":"Psychology; Nursing; Public relations; Medicine; Political science","score_opus":0.049118510769009464,"score_gpt":0.41745280124481415,"score_spread":0.3683342904758047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W357427481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87503123,0.00021055684,0.00010173536,0.0013893752,0.00079418026,0.0023709359,0.00021786947,0.00011886253,0.119765244],"genre_scores_gemma":[0.97722155,0.00003596258,0.003573971,0.0007944479,0.00035517607,0.000009718795,0.00023227386,0.000039177725,0.017737728],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9948816,0.0016821108,0.00064691127,0.0008255727,0.0012193674,0.00074448495],"domain_scores_gemma":[0.996529,0.00073032064,0.0007084894,0.000698585,0.001003008,0.00033060467],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013694075,0.00034791758,0.0007352871,0.00028567007,0.0021117243,0.000074517164,0.0020011577,0.000398122,0.0018838403],"category_scores_gemma":[0.00010835923,0.00040687257,0.00013298947,0.00084248104,0.00021868767,0.0017385082,0.00044467012,0.0015084858,0.001591264],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014385626,0.0020054707,0.83568317,0.00017289638,0.00021627042,0.0002896495,0.016728394,0.00007206093,0.000804674,0.059263457,0.08209985,0.0012255766],"study_design_scores_gemma":[0.004935335,0.0002636106,0.6389986,0.0005931752,0.00010362012,0.0000019524653,0.025436115,0.000047600177,0.000038913568,0.008910671,0.32019702,0.00047334988],"about_ca_topic_score_codex":0.0640327,"about_ca_topic_score_gemma":0.012945436,"teacher_disagreement_score":0.23809716,"about_ca_system_score_codex":0.0007306117,"about_ca_system_score_gemma":0.0011465539,"threshold_uncertainty_score":0.9998383},"labels":[],"label_agreement":null},{"id":"W4200038313","doi":"10.1891/cn-2021-0011","title":"Nurses at the United Nations","year":2021,"lang":"en","type":"article","venue":"Creative Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Providence Health Care","funders":"","keywords":"Nursing; Medicine; Psychology","score_opus":0.0910492981213427,"score_gpt":0.501273869958145,"score_spread":0.41022457183680233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200038313","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3600548,0.0011312434,0.00012197714,0.017552478,0.0013057528,0.0004925335,0.0000280437,0.00012693039,0.6191863],"genre_scores_gemma":[0.6608611,0.0004458399,0.00101129,0.004502542,0.00064628245,0.00017140694,0.00037110556,0.000054125125,0.33193636],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99778897,0.00091933523,0.0003135033,0.00023910955,0.00022649732,0.0005125636],"domain_scores_gemma":[0.99736565,0.0014516282,0.0001421546,0.00035170588,0.0005590813,0.0001297854],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00022674042,0.00012961758,0.00017565058,0.0002316466,0.0035105874,0.000012766254,0.00012527974,0.00012392356,0.003979153],"category_scores_gemma":[0.0008101616,0.000094829506,0.000050591894,0.0024789826,0.00024935036,0.000075602744,0.00005727012,0.00041014943,0.0007857384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013751702,0.0002636547,0.0335003,0.00014149302,0.00007346146,0.000035352863,0.093137346,0.00015382588,0.00078085274,0.26074332,0.5997572,0.0112756835],"study_design_scores_gemma":[0.000465241,0.000030324903,0.022663722,0.0021356037,0.000050010236,0.000008985728,0.092934035,0.00013700391,0.001131303,0.0024827719,0.8778161,0.00014492302],"about_ca_topic_score_codex":0.00044530764,"about_ca_topic_score_gemma":0.0007206778,"teacher_disagreement_score":0.30080628,"about_ca_system_score_codex":0.0007597357,"about_ca_system_score_gemma":0.00029679114,"threshold_uncertainty_score":0.99999225},"labels":[],"label_agreement":null},{"id":"W4200063660","doi":"10.2196/35094","title":"Persuasive Design Techniques and App Design Recommendations to Improve Health Workforce Capability in Rural Health Professionals: What Do Users Want and How Does an App Help?","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"nib Foundation","keywords":"Workforce; Workforce development; Health care; Credibility; Persuasion; Psychology; Knowledge management; Nursing; Medical education; Public relations; Applied psychology; Medicine; Computer science; Political science; Social psychology","score_opus":0.08438841653741765,"score_gpt":0.45304413593182985,"score_spread":0.3686557193944122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200063660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9210038,0.0027707536,0.0009911754,0.06114621,0.0008439889,0.012483953,0.0001428749,0.00055756787,0.00005967636],"genre_scores_gemma":[0.96736336,0.003012023,0.017957555,0.0066202204,0.00028793,0.0026277553,0.00030075762,0.00013348828,0.0016969228],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9905719,0.0049247514,0.0011533013,0.0011654068,0.0005148103,0.0016698205],"domain_scores_gemma":[0.9955474,0.0012540322,0.0006701003,0.0008050514,0.00036560604,0.0013578116],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0031632993,0.0005943714,0.0010643518,0.00038326113,0.0024560464,0.00022696774,0.0003164295,0.00044308908,0.00016013747],"category_scores_gemma":[0.00026921532,0.0004708997,0.000073236544,0.00069657405,0.00018826967,0.0012443415,0.00036366167,0.0012743737,0.000008059381],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009621871,0.0018822377,0.22554567,0.004990718,0.000108376626,0.000044935692,0.41360182,0.000022573702,0.0013674063,0.004987802,0.05176319,0.29472306],"study_design_scores_gemma":[0.0024240257,0.0030414148,0.043944508,0.012245523,0.000021608463,0.000011679703,0.9054033,0.00008290758,0.0012124601,0.0054368614,0.024773998,0.001401682],"about_ca_topic_score_codex":0.0014259699,"about_ca_topic_score_gemma":0.0033740613,"teacher_disagreement_score":0.4918015,"about_ca_system_score_codex":0.0016853644,"about_ca_system_score_gemma":0.0015445036,"threshold_uncertainty_score":0.9997743},"labels":[],"label_agreement":null},{"id":"W4200081644","doi":"10.15353/cjds.v10i3.818","title":"Challenges Encountered by Newcomers with Disabilities in Canada","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Population; Psychology; Representation (politics); Gerontology; Sociology; Political science; Medicine; Demography; Law","score_opus":0.1230403313317276,"score_gpt":0.40736435356210343,"score_spread":0.28432402223037584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200081644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91746557,0.043470982,5.4486287e-7,0.0328722,0.00097474013,0.0002636902,0.0000930708,0.0000052496457,0.004853933],"genre_scores_gemma":[0.9965932,0.0018612872,0.00006913767,0.000924822,0.00012375793,0.00002177308,0.0000041300304,0.000017523267,0.00038439909],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9968753,0.0006401265,0.0009904512,0.00026662895,0.0003418756,0.0008856435],"domain_scores_gemma":[0.9963957,0.0015204917,0.0002836577,0.00035070023,0.00070475735,0.0007447117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006784557,0.00021770409,0.00075171335,0.000048739006,0.0004539117,0.0000082758215,0.00023699689,0.00007910824,0.00036006974],"category_scores_gemma":[0.0019165488,0.0001718152,0.000058227648,0.00029071065,0.0005277464,0.00016846665,0.000037350386,0.00064797595,0.0000058559626],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004133985,0.000025220359,0.9515596,0.0005392413,0.00009627867,0.00008639886,0.017546806,0.00002421854,8.802821e-7,0.00024987722,0.027947111,0.0018830197],"study_design_scores_gemma":[0.0007108927,0.00010964286,0.16280909,0.0012102269,0.000025617488,0.000018272938,0.7761773,0.0000015920443,0.0000075557655,0.00065383175,0.0580864,0.00018961342],"about_ca_topic_score_codex":0.9645419,"about_ca_topic_score_gemma":0.9999615,"teacher_disagreement_score":0.7887505,"about_ca_system_score_codex":0.009880872,"about_ca_system_score_gemma":0.015649255,"threshold_uncertainty_score":0.99392},"labels":[],"label_agreement":null},{"id":"W4200116454","doi":"10.1017/psj.2021.84","title":"Meet the 2021 Lee Ann Fujii Diversity Fellowship Program Travel Grant Recipients","year":2021,"lang":"en","type":"article","venue":"Political Science Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto; American Political Science Association","keywords":"Content (measure theory); Diversity (politics); Computer science; Library science; Political science; Mathematics; Law","score_opus":0.09195289114304744,"score_gpt":0.4479280436917946,"score_spread":0.3559751525487472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200116454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7485671,0.00017046725,0.000056285182,0.04505051,0.0027179192,0.0013971853,0.00006063952,0.00015390769,0.20182596],"genre_scores_gemma":[0.98822224,0.00001748433,0.0007257536,0.005589788,0.00043824303,0.00008136009,0.000007756695,0.000012225299,0.004905174],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9933526,0.0007356516,0.0005206025,0.0007120774,0.0013288847,0.003350175],"domain_scores_gemma":[0.99626786,0.00079885125,0.000106570646,0.0007530284,0.00060607377,0.0014676268],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0028413732,0.00021771633,0.00032325048,0.000066796034,0.005722119,0.00006755322,0.0010455808,0.00019015017,0.0016188468],"category_scores_gemma":[0.002160699,0.00014608719,0.00011011533,0.0015533877,0.0015950039,0.00028158928,0.0015062948,0.0007211242,0.0009541771],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038782222,0.00041606848,0.20981996,0.00008954384,0.000011605405,0.000068758825,0.0045236107,0.0000021341243,0.00022743121,0.7676454,0.011422382,0.0057342923],"study_design_scores_gemma":[0.001246635,0.0002853058,0.8478411,0.00068684836,0.000078596386,0.000022111191,0.023902101,0.00068747497,0.0010803782,0.061506294,0.061999828,0.00066332624],"about_ca_topic_score_codex":0.002552798,"about_ca_topic_score_gemma":0.00089431676,"teacher_disagreement_score":0.70613915,"about_ca_system_score_codex":0.00082180067,"about_ca_system_score_gemma":0.0013433236,"threshold_uncertainty_score":0.9998237},"labels":[],"label_agreement":null},{"id":"W4200284240","doi":"10.4103/cjrm.cjrm_2_21","title":"Why they leave: Small town rural realities of northern physician turnover","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Thematic analysis; Burnout; Nursing; Turnover; Family medicine; Medicine; Medical education; Psychology; Qualitative research; Political science; Sociology; Management","score_opus":0.039572666633669484,"score_gpt":0.3539807339912003,"score_spread":0.3144080673575308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200284240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91163963,0.0077147684,0.00002414835,0.056119785,0.0030605132,0.00026259793,0.00006326177,0.000013158223,0.021102123],"genre_scores_gemma":[0.9795951,0.00031357523,0.00010769774,0.013710376,0.0024663322,0.0000039130086,0.00003068037,0.000035370525,0.0037369302],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969801,0.00041133346,0.001246069,0.00010416349,0.00041096145,0.0008474075],"domain_scores_gemma":[0.9957503,0.0003879199,0.000833269,0.00034297086,0.0014570905,0.0012284633],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006627112,0.00022610724,0.0008015759,0.00022812888,0.00036513002,0.000006775589,0.0003573795,0.0001869843,0.0018302926],"category_scores_gemma":[0.00070724613,0.00016756715,0.00013332926,0.00034750978,0.00025616476,0.00013574761,0.000028573131,0.0009142426,0.00002472614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031866287,0.000057309444,0.33077174,0.0011082932,0.00033681764,0.0010664442,0.07246206,0.00010108316,0.0012902247,0.008948636,0.5570899,0.026448784],"study_design_scores_gemma":[0.004107336,0.0010992564,0.051747352,0.018617593,0.0002507559,0.00028095173,0.31604588,0.000014032254,0.00024311553,0.009483923,0.59764826,0.0004615152],"about_ca_topic_score_codex":0.16877173,"about_ca_topic_score_gemma":0.66866606,"teacher_disagreement_score":0.49989435,"about_ca_system_score_codex":0.0005594802,"about_ca_system_score_gemma":0.0034783443,"threshold_uncertainty_score":0.99908215},"labels":[],"label_agreement":null},{"id":"W4200324757","doi":"10.1177/15248380211062221","title":"Integrated Care Pathways for Black Persons With Traumatic Brain Injury: A Critical Transdisciplinary Scoping Review of the Clinical Care Journey","year":2021,"lang":"en","type":"article","venue":"Trauma Violence & Abuse","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto","funders":"Canada Research Chairs","keywords":"Racism; Context (archaeology); Health care; Ethnic group; Critical race theory; Narrative; Poison control; Medicine; Psychology; Sociology; Gender studies; Political science; Medical emergency; Geography","score_opus":0.14581650313923547,"score_gpt":0.5030775976706959,"score_spread":0.3572610945314605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200324757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93491936,0.052609216,0.0003664475,0.0042390777,0.00065210054,0.0054755267,0.00060054765,0.00013633563,0.0010014097],"genre_scores_gemma":[0.9744919,0.0155005185,0.003686652,0.0051786327,0.00022884272,0.0006369484,0.00011343024,0.000090418434,0.00007269159],"study_design_codex":"qualitative","study_design_gemma":"systematic_review","domain_scores_codex":[0.99383754,0.002025322,0.0018862353,0.00068630895,0.0005576532,0.0010069517],"domain_scores_gemma":[0.99430305,0.0023585134,0.0004353336,0.0010048244,0.0014871474,0.00041113317],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011577943,0.00040017263,0.0011827541,0.00005786041,0.00096752617,0.000017546528,0.00061626924,0.0003849113,0.0003401359],"category_scores_gemma":[0.0014197577,0.0002658503,0.00044297575,0.00077482,0.0006131946,0.0001672362,0.00007744053,0.0013743091,0.000029471275],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001154327,0.0006419197,0.015912337,0.45681664,0.00012386132,0.0000765526,0.47347537,0.000029101313,0.00007399919,0.0023119622,0.00635826,0.043025676],"study_design_scores_gemma":[0.0013112982,0.0006822567,0.0020594106,0.66804594,0.00022225009,0.000009027026,0.3264966,0.000083266685,0.00013530452,0.0001692078,0.00048638688,0.000299051],"about_ca_topic_score_codex":0.00008148851,"about_ca_topic_score_gemma":0.0018258087,"teacher_disagreement_score":0.21122931,"about_ca_system_score_codex":0.00031720285,"about_ca_system_score_gemma":0.0029581196,"threshold_uncertainty_score":0.9999794},"labels":[],"label_agreement":null},{"id":"W4200394799","doi":"10.4103/cjrm.cjrm_68_21","title":"President's Message. Rural Patient Transfer","year":2021,"lang":"en","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Transfer (computing); Computer science; Political science; Operating system","score_opus":0.019712350767092626,"score_gpt":0.3707664712005052,"score_spread":0.3510541204334126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200394799","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010386709,0.039731745,0.000015753156,0.011027388,0.93227035,0.0007781163,0.00028001453,0.000022952438,0.005486976],"genre_scores_gemma":[0.026791012,0.003614721,0.00004161117,0.0018887398,0.9572176,0.00003072659,0.0004587584,0.00013625578,0.0098205935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99228865,0.0011531919,0.0027879828,0.00024005176,0.0018258076,0.0017043215],"domain_scores_gemma":[0.9900394,0.0018813108,0.0009915074,0.0005636257,0.002885365,0.0036387579],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0013725549,0.00061406253,0.0019236152,0.00067236385,0.00081708276,0.000025743355,0.0008329015,0.0016889906,0.011631568],"category_scores_gemma":[0.0042564403,0.00047080024,0.00029611358,0.0005122307,0.00033742236,0.00021971091,0.00004054436,0.0056368876,0.000118072145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000104027036,0.000008803315,0.000640017,0.0006506778,0.00013146343,0.0010813522,0.007041814,0.0000046830946,0.0000071501127,0.00007685522,0.9873199,0.0029332477],"study_design_scores_gemma":[0.0020368441,0.0008725425,0.00022183672,0.026115445,0.00031530522,0.000046403336,0.030677157,8.706744e-7,0.0000037942139,0.00018893022,0.9391807,0.0003402124],"about_ca_topic_score_codex":0.102182366,"about_ca_topic_score_gemma":0.17106043,"teacher_disagreement_score":0.06887806,"about_ca_system_score_codex":0.0022047723,"about_ca_system_score_gemma":0.01877032,"threshold_uncertainty_score":0.9997744},"labels":[],"label_agreement":null},{"id":"W4205104806","doi":"10.12927/cjnl.2021.26679","title":"Commentary – Equity, Diversity and Inclusion: A Key Solution to the Crisis of Doctoral Nursing Education in Canada","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Nursing shortage; Diversity (politics); Inclusion (mineral); Equity (law); Nurse education; Political science; Nursing; Sustainability; Context (archaeology); Sociology; Public relations; Medicine; Social science; Geography","score_opus":0.2604107229150522,"score_gpt":0.44805620399690527,"score_spread":0.18764548108185308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205104806","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64213836,0.0017357044,0.00005149195,0.35205013,0.0015720937,0.00041810688,0.000010274957,0.000015048911,0.0020087997],"genre_scores_gemma":[0.97159964,0.00001931254,0.00042462852,0.027572075,0.00019649023,0.000008629875,0.000023040759,0.000009563451,0.00014662997],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9977121,0.00070115546,0.00035229954,0.0002451104,0.00043120162,0.00055817195],"domain_scores_gemma":[0.9990164,0.0002529662,0.00012901923,0.0002637025,0.00015288575,0.00018503718],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006052786,0.00011675318,0.00021832627,0.0000744505,0.0035518068,0.0000054076736,0.00022119422,0.00009954905,0.00006409547],"category_scores_gemma":[0.00009969195,0.00010997809,0.000022404785,0.00042752243,0.00007937615,0.000099937984,0.0015332394,0.00043564365,0.0000030739423],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019305944,0.0002899651,0.20243892,0.00049715315,0.000009553415,0.000006935752,0.2723535,0.00004284876,0.000079832425,0.0009553419,0.43535307,0.087779805],"study_design_scores_gemma":[0.00087309047,0.00008711176,0.27005932,0.011758421,0.000066627756,0.0000091774555,0.70217395,0.00024598243,0.00017186759,0.0049683577,0.009303639,0.00028244144],"about_ca_topic_score_codex":0.79093784,"about_ca_topic_score_gemma":0.8583908,"teacher_disagreement_score":0.42982048,"about_ca_system_score_codex":0.004240776,"about_ca_system_score_gemma":0.0025955704,"threshold_uncertainty_score":0.99958175},"labels":[],"label_agreement":null},{"id":"W4205192103","doi":"10.1016/s0140-6736(21)02759-8","title":"Racialised people in clinical guideline panels","year":2022,"lang":"en","type":"letter","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact; Cochrane; Wellesley Institute; University of Toronto; University Health Network; St. Michael's Hospital; McMaster University; Women's College Hospital; Public Health Ontario","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Physicians' Services Incorporated Foundation; Atkinson Foundation; Cancer Care Ontario; St. Michael's Hospital Foundation; George Cedric Metcalf Charitable Foundation; Public Health Agency of Canada; World Health Organization","keywords":"Guideline; Medicine; Pathology","score_opus":0.18022455237055116,"score_gpt":0.5177923909279587,"score_spread":0.3375678385574076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205192103","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024483916,0.0006453472,0.000009196716,0.95846814,0.0056725023,0.0018588353,0.00040588528,0.00021574616,0.030275943],"genre_scores_gemma":[0.00057733787,0.00085488736,0.00029159605,0.9243251,0.04728482,0.0005339025,0.0011892837,0.00008934916,0.024853706],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98904836,0.0056912927,0.0024573074,0.0005643708,0.00067265413,0.0015660282],"domain_scores_gemma":[0.9936917,0.0033648782,0.0008895957,0.0018410147,0.000121100245,0.00009174368],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0065460377,0.00034784852,0.0017781286,0.00009826737,0.00073895673,0.000013610459,0.0016691254,0.0011896585,0.015211473],"category_scores_gemma":[0.0011673484,0.00024578208,0.00018939604,0.0005109141,0.00009056613,0.000043094136,0.00070182903,0.012101614,0.0015681959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017583567,0.000019796204,0.017601637,0.0003061635,0.000016985481,0.00010888422,0.0013095383,0.000008707347,1.0102381e-7,0.000109049004,0.9797524,0.00059087144],"study_design_scores_gemma":[0.0014707346,0.00007161293,0.006947815,0.000337215,0.000029155528,0.000002499411,0.0006053411,0.00005495296,4.4081865e-8,0.0016293355,0.9886103,0.00024097513],"about_ca_topic_score_codex":0.003238746,"about_ca_topic_score_gemma":0.0014305116,"teacher_disagreement_score":0.041612316,"about_ca_system_score_codex":0.00042523234,"about_ca_system_score_gemma":0.00067195966,"threshold_uncertainty_score":0.99999946},"labels":[],"label_agreement":null},{"id":"W4205394041","doi":"10.1097/01.acm.0000243350.60239.4c","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.06378413412259877,"score_gpt":0.4864296758978135,"score_spread":0.42264554177521474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205394041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49096808,0.007024428,0.0004540274,0.036862038,0.0021823877,0.0011020502,0.000004968136,0.00048356937,0.46091846],"genre_scores_gemma":[0.8681019,0.00054957264,0.000115374845,0.009090132,0.004008094,0.00007577977,0.000035956327,0.000026100413,0.117997095],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976081,0.00024718352,0.00077327515,0.0002565134,0.00038036625,0.0007345273],"domain_scores_gemma":[0.99860257,0.000584313,0.00023152657,0.00029002212,0.000095121395,0.00019643271],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00094599265,0.00015018995,0.00031523182,0.00007459924,0.0003724203,4.7259823e-7,0.0002589709,0.00042075536,0.003452469],"category_scores_gemma":[0.00036471518,0.00010896316,0.0000172287,0.0003031896,0.00013602644,0.00006866938,0.00007361456,0.0014415474,0.001783637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023406694,0.0000024243363,0.08485033,0.00013091126,0.000003245973,0.000004556147,0.0021203866,0.000004805331,0.0004123759,0.033651356,0.87812334,0.0006728486],"study_design_scores_gemma":[0.001046627,0.000063950465,0.018175948,0.0011243735,0.000018867277,0.0000036137878,0.0034989982,0.000050054066,0.000033244894,0.015020408,0.96084887,0.00011502929],"about_ca_topic_score_codex":0.0024495004,"about_ca_topic_score_gemma":0.00007300288,"teacher_disagreement_score":0.37713382,"about_ca_system_score_codex":0.00016671259,"about_ca_system_score_gemma":0.00010838182,"threshold_uncertainty_score":0.9989936},"labels":[],"label_agreement":null},{"id":"W4205563681","doi":"10.3821/1913-701x-144.4.161b","title":"Marshall Moleschi to Leave BC College to Take on Pharmacist Registrar Post in Ontario","year":2011,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pharmacist; Medicine; Family medicine; Pharmacy","score_opus":0.12560994454099197,"score_gpt":0.3676340183256113,"score_spread":0.24202407378461935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205563681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94253016,0.0001574212,0.000013249767,0.0010299869,0.006059141,0.0025379448,0.0014711615,0.000067092114,0.046133865],"genre_scores_gemma":[0.94258744,0.00027635042,0.0006970987,0.041807268,0.0008634595,0.00017397509,0.00005009863,0.00015025848,0.013394069],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99174553,0.00076812704,0.0018672757,0.0010142013,0.00090490445,0.0036999779],"domain_scores_gemma":[0.98788524,0.0002494036,0.0004919345,0.00067138986,0.0010562118,0.009645796],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015630377,0.00084202003,0.00093345216,0.0012730284,0.0032419115,0.000059775448,0.0016224436,0.00023351364,0.0094675],"category_scores_gemma":[0.00039067655,0.00092745735,0.00019120771,0.0015693355,0.0001365094,0.0003802861,0.00021256239,0.003392713,0.0008837755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.005669777,0.0004551792,0.11955684,0.0008703183,0.00031583576,0.35237432,0.07611887,0.0012972401,0.0011988267,0.0011560499,0.4228224,0.018164357],"study_design_scores_gemma":[0.0065038484,0.0005519288,0.0033031013,0.0008099027,0.000126665,0.05794998,0.0007211805,0.00023611252,0.0010484686,0.00018157973,0.9264934,0.0020738367],"about_ca_topic_score_codex":0.8888114,"about_ca_topic_score_gemma":0.9939874,"teacher_disagreement_score":0.503671,"about_ca_system_score_codex":0.025184182,"about_ca_system_score_gemma":0.020086879,"threshold_uncertainty_score":0.99989414},"labels":[],"label_agreement":null},{"id":"W4205619292","doi":"10.1503/cmaj.212115","title":"Serena S.","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cesarean delivery; Medicine; Computer science; Gynecology; Pregnancy","score_opus":0.02051055996804596,"score_gpt":0.37476346233798724,"score_spread":0.3542529023699413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205619292","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3369488,0.001010229,0.000043568674,0.36067316,0.016099447,0.000677777,0.00017846128,0.00014050519,0.28422803],"genre_scores_gemma":[0.78751606,0.000135755,0.00013855251,0.17674002,0.004692089,0.00009795112,0.00003254643,0.000035239656,0.030611776],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99508834,0.0013367955,0.00058347837,0.00012325351,0.0018810671,0.0009870423],"domain_scores_gemma":[0.99645704,0.00038661988,0.0003302645,0.00010355313,0.0003022039,0.0024203472],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004368891,0.00008449346,0.000183198,0.00015301487,0.0039919894,0.000014145659,0.0003496385,0.00025698548,0.16117837],"category_scores_gemma":[0.0015882334,0.0000849447,0.00006097894,0.00036799005,0.00001367453,0.00006907576,0.000069014204,0.003605576,0.0013041872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000047679314,0.000008219927,0.1375636,0.0000063009675,0.00001689929,0.00016607513,0.0009159157,0.000008281041,2.596533e-7,0.0016918451,0.85192317,0.007694653],"study_design_scores_gemma":[0.0005264892,0.000035701174,0.011755225,0.000039000934,0.0000051458783,0.000074270734,0.005986268,0.00008963479,9.5554874e-8,0.0006195605,0.9807877,0.00008093401],"about_ca_topic_score_codex":0.013758021,"about_ca_topic_score_gemma":0.070090696,"teacher_disagreement_score":0.45056725,"about_ca_system_score_codex":0.0063404604,"about_ca_system_score_gemma":0.009924418,"threshold_uncertainty_score":0.9994734},"labels":[],"label_agreement":null},{"id":"W4205689989","doi":"10.1111/nin.12482","title":"Black nurses in action: A social movement to end racism and discrimination","year":2022,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Racism; Witness; Nursing; Sociology; Gender studies; Criminology; Medicine; Political science; Law","score_opus":0.13156965093584908,"score_gpt":0.49440411946339624,"score_spread":0.3628344685275472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205689989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9682929,0.00012411716,0.00011195457,0.0153838685,0.005596926,0.0009901053,0.000016421722,0.000084394735,0.0093993265],"genre_scores_gemma":[0.99080336,0.000018114366,0.00022015907,0.0036317462,0.0006512707,0.00027580248,0.000033430442,0.000022184877,0.0043439292],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9980043,0.00048135468,0.0003725201,0.0002875457,0.00035673377,0.0004975179],"domain_scores_gemma":[0.99947673,0.00012231618,0.00011817156,0.0001330578,0.000044546043,0.00010515314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047478685,0.00012009462,0.00019077602,0.00017910622,0.0012816937,0.000010317415,0.00010163688,0.00008710362,0.00055510114],"category_scores_gemma":[0.00004816785,0.00013504738,0.000022694338,0.00036287965,0.000113875205,0.00011359522,0.00009247031,0.00050270994,0.000048130252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004670309,0.00038498847,0.008840849,0.00026585654,0.000008249117,0.000012405181,0.5547692,0.00019460058,0.00042176995,0.014205707,0.121224634,0.2992047],"study_design_scores_gemma":[0.0017890678,0.00040903589,0.24648398,0.0010243056,0.00002923587,0.0000034285895,0.5945219,0.0006592287,0.00005599266,0.009555489,0.1450865,0.00038187354],"about_ca_topic_score_codex":0.00024339983,"about_ca_topic_score_gemma":0.0002134077,"teacher_disagreement_score":0.29882282,"about_ca_system_score_codex":0.0014909946,"about_ca_system_score_gemma":0.000118258635,"threshold_uncertainty_score":0.9857881},"labels":[],"label_agreement":null},{"id":"W4205692819","doi":"10.12927/cjnl.2021.26692","title":"Commentary – The Nursing Workforce: Who Will Be Left to Answer the Call?","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Island Health","funders":"","keywords":"Transformational leadership; Onboarding; Workforce; Nursing; Workforce planning; Scope of practice; Scope (computer science); Health human resources; Human resources; Psychology; Medicine; Health care; Public relations; Political science; Computer science","score_opus":0.24616311917995254,"score_gpt":0.44596245970071735,"score_spread":0.1997993405207648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205692819","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028520592,0.0054793777,0.000337492,0.9005928,0.005222973,0.0015400097,0.000018668057,0.00024558828,0.058042496],"genre_scores_gemma":[0.4867866,0.00007026728,0.0009149291,0.4714664,0.0025251217,0.000091456175,0.000064326254,0.00011394395,0.037966955],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994307,0.0019172012,0.0006924697,0.0005722756,0.0007092227,0.0018018387],"domain_scores_gemma":[0.9964535,0.0014048155,0.0001923884,0.0012095724,0.0002970675,0.0004426388],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011193416,0.00036758604,0.00042993674,0.00007679256,0.0033220523,0.000076700926,0.00073361065,0.0003628127,0.0006504494],"category_scores_gemma":[0.00030526472,0.00024074878,0.0001526107,0.00073850696,0.0005257017,0.00020817436,0.00007740328,0.0019083243,0.00027118967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000113735834,0.00013838995,0.0045247404,0.000100601574,0.000019796811,0.000011495369,0.07295608,0.000052879986,0.000040286464,0.0044760606,0.8774577,0.04010828],"study_design_scores_gemma":[0.00047005672,0.0000805512,0.00606036,0.0106272325,0.00008332478,0.000028859466,0.24434072,0.00010474385,0.000087869645,0.0017772806,0.73601466,0.00032431106],"about_ca_topic_score_codex":0.00026480164,"about_ca_topic_score_gemma":0.0005146288,"teacher_disagreement_score":0.45826602,"about_ca_system_score_codex":0.0011969026,"about_ca_system_score_gemma":0.0006346921,"threshold_uncertainty_score":0.99797547},"labels":[],"label_agreement":null},{"id":"W4205743061","doi":"10.47634/cjcp.v55i4.73134","title":"Book Review of Mathers and St-Cyr's Pinasuutitsaq ᐱᓇᓲᑎᑦᓴᖅ: Reference Guide for Career Development Counsellors Working With Inuit Clients","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychological intervention; Commission; Career development; Employability; Resource (disambiguation); Work (physics); Economic Justice; Library science; Psychology; Political science; Public relations; Medical education; Pedagogy; Sociology; Nursing; Medicine; Engineering; Computer science","score_opus":0.0692287630254355,"score_gpt":0.37250998089614323,"score_spread":0.3032812178707077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205743061","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08519265,0.9080279,0.0023345246,0.0017809394,0.000746343,0.001222315,0.00009655242,0.00001192833,0.00058686844],"genre_scores_gemma":[0.010460093,0.9552264,0.0014638668,0.027218133,0.0001457146,0.00008955797,0.000013686494,0.000062797015,0.005319754],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977892,0.0002226154,0.0009042672,0.00020949091,0.0003645525,0.0005098713],"domain_scores_gemma":[0.99786097,0.00022498948,0.0007642273,0.0001769784,0.00046281828,0.000510024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018127508,0.00018605863,0.00047611093,0.00017431901,0.0008936532,0.000014937865,0.00023153628,0.000080784135,0.00075645215],"category_scores_gemma":[0.0000037252944,0.00015914124,0.0000405904,0.00020731814,0.000089532055,0.000055744145,7.3671487e-7,0.00048783724,0.0000012476916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015330857,0.00006566483,0.009136506,0.00758055,0.00041886375,0.000044048065,0.096122056,0.00019292827,0.000016614033,0.00233212,0.8149085,0.06764905],"study_design_scores_gemma":[0.0009725943,0.00038986196,0.00009442165,0.01051858,0.00003100927,0.000027188562,0.00095369195,0.0000072437947,0.0000026201183,0.00097117154,0.9858687,0.00016289523],"about_ca_topic_score_codex":0.00053664757,"about_ca_topic_score_gemma":0.01031896,"teacher_disagreement_score":0.17096022,"about_ca_system_score_codex":0.0001685073,"about_ca_system_score_gemma":0.0016433846,"threshold_uncertainty_score":0.8282621},"labels":[],"label_agreement":null},{"id":"W4205843780","doi":"10.1016/s2468-1253(21)00461-1","title":"Academic diversity programmes for non-US international medical graduates","year":2022,"lang":"en","type":"article","venue":"The Lancet. Gastroenterology & hepatology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Diversity (politics); Quarter (Canadian coin); Ethnic group; Cultural diversity; Medical school; Health equity","score_opus":0.05528142943932719,"score_gpt":0.4041321779394749,"score_spread":0.34885074850014774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205843780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9024853,0.00016155577,0.0009491005,0.0878636,0.005814672,0.0016572429,0.00019549877,0.00021689264,0.0006561214],"genre_scores_gemma":[0.94587785,0.0001707301,0.00038946205,0.049592942,0.0013286285,0.0018232174,0.00022227375,0.000032691314,0.00056220865],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99436784,0.0015819916,0.00086209294,0.0006323518,0.0005835995,0.0019721086],"domain_scores_gemma":[0.9975963,0.0009033393,0.0005193897,0.00050828716,0.00017997168,0.00029266987],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021992354,0.00028916297,0.0008436203,0.00014899197,0.0029880914,0.0000052902346,0.0020882434,0.00041509513,0.0013892461],"category_scores_gemma":[0.00021941752,0.00024314203,0.00017195202,0.00017236805,0.0005271303,0.00007094956,0.003292768,0.0028640195,0.00011124781],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018109718,0.000087988716,0.8585543,0.00005612421,0.000105844534,0.00003691184,0.00092100975,0.00000934689,0.000005409827,0.0011156263,0.13616237,0.0011340614],"study_design_scores_gemma":[0.008504644,0.002104754,0.18369906,0.000078097706,0.00011875381,0.00032964555,0.002881046,0.0067833336,0.0000026503358,0.005492918,0.78974116,0.00026395297],"about_ca_topic_score_codex":0.00075261283,"about_ca_topic_score_gemma":0.003845143,"teacher_disagreement_score":0.6748553,"about_ca_system_score_codex":0.0004429661,"about_ca_system_score_gemma":0.0002763716,"threshold_uncertainty_score":0.99952364},"labels":[],"label_agreement":null},{"id":"W4205844295","doi":"10.26443/ijwpc.v7i2.246","title":"Terminally unique","year":2020,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sobriety; Psychosocial; Terminally ill; Path (computing); Medicine; Psychotherapist; Psychology; Nursing; Computer science; Palliative care","score_opus":0.06502341212305068,"score_gpt":0.4425201249670864,"score_spread":0.37749671284403574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205844295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8455664,0.0021461572,0.0006765621,0.10725544,0.004546238,0.0003593814,0.00013478646,0.000072032824,0.03924299],"genre_scores_gemma":[0.9837367,0.00007635314,0.0012231647,0.011680779,0.0024760722,0.0000043816704,0.000016726832,0.000019635345,0.000766216],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982501,0.0001852749,0.00054955843,0.00012636547,0.0006420588,0.00024663704],"domain_scores_gemma":[0.9972863,0.00013174428,0.00051360123,0.00008153649,0.001687342,0.0002994606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019334201,0.00011597306,0.00023211828,0.00009354817,0.00013712229,0.000018242847,0.00059050013,0.0001205992,0.00076701446],"category_scores_gemma":[0.00030479734,0.00010008229,0.00013585595,0.000104052946,0.000032112992,0.000201319,0.00007079609,0.0007044874,0.0002789371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014931251,0.00008247554,0.31682155,0.0006032223,0.00035624576,0.0018964775,0.2306077,0.00032876563,0.004146692,0.002131089,0.32488954,0.11664313],"study_design_scores_gemma":[0.0017551184,0.00042769793,0.010828452,0.0012597946,0.000032260163,0.00007239376,0.17468095,0.000129127,0.00021769285,0.00008394313,0.81033206,0.00018050517],"about_ca_topic_score_codex":0.00006264182,"about_ca_topic_score_gemma":0.000028337085,"teacher_disagreement_score":0.48544252,"about_ca_system_score_codex":0.00038051058,"about_ca_system_score_gemma":0.00046235608,"threshold_uncertainty_score":0.83982706},"labels":[],"label_agreement":null},{"id":"W4205892667","doi":"10.21203/rs.3.rs-1257859/v1","title":"Enhancing the Capacity of the Mental Health and Substance Use Health Workforce to Meet Population Needs: Insights From a Facilitated Virtual Policy Dialogue","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; University of Ottawa; Mental Health Commission of Canada; Athabasca University","funders":"","keywords":"Workforce; Mental health; Substance use; Population; Business; Population health; Psychology; Public relations; Nursing; Medicine; Environmental health; Political science; Economic growth; Psychiatry; Economics","score_opus":0.1587313738377012,"score_gpt":0.4783995783143292,"score_spread":0.319668204476628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205892667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94663674,0.004004194,0.00006521873,0.034024965,0.0009948008,0.009882624,0.004110381,0.00010964718,0.00017143237],"genre_scores_gemma":[0.9914499,0.0015646478,0.00024505804,0.0034327803,0.0004185891,0.0009284941,0.001006983,0.00007469653,0.0008788725],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9781092,0.0147491945,0.0018570218,0.00093857665,0.0024558913,0.00189012],"domain_scores_gemma":[0.99201304,0.003606399,0.0009646785,0.0018355406,0.0005661745,0.0010141459],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004816126,0.0004780513,0.0010711988,0.0006512916,0.005618178,0.000073579795,0.0011528446,0.00042547256,0.00010715224],"category_scores_gemma":[0.0027249258,0.00032868324,0.0001685428,0.0026288484,0.00034450207,0.00018427943,0.002919411,0.004096079,0.000017408445],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013000349,0.00027565702,0.1571806,0.0044764113,0.00013520672,0.0000029163548,0.7584457,0.001912705,0.00015433787,0.041585196,0.031333297,0.0031979338],"study_design_scores_gemma":[0.0025787738,0.0022593867,0.4283275,0.034183826,0.000022001259,0.0000027774959,0.41217628,0.00080562354,0.00008045978,0.022356853,0.09597293,0.0012335997],"about_ca_topic_score_codex":0.40320864,"about_ca_topic_score_gemma":0.21403956,"teacher_disagreement_score":0.34626943,"about_ca_system_score_codex":0.005835161,"about_ca_system_score_gemma":0.0049580205,"threshold_uncertainty_score":0.9999165},"labels":[],"label_agreement":null},{"id":"W4205909621","doi":"10.7202/1084960ar","title":"The Right Doctor for the Job: International Medical Graduates Negotiating Pathways to Employment in Australia","year":2020,"lang":"en","type":"article","venue":"Diversité urbaine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Negotiation; Accreditation; Politics; Creativity; Public relations; Ethnography; Competence (human resources); Health care; Political science; Sociology; Psychology; Social psychology; Law","score_opus":0.09212429468598314,"score_gpt":0.4036500304838829,"score_spread":0.31152573579789977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205909621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6274437,0.00047627618,0.0007283282,0.3625549,0.0038088716,0.0029516632,0.00021081063,0.00014194497,0.0016835548],"genre_scores_gemma":[0.98340154,0.00008711019,0.0002469079,0.010932545,0.0011079253,0.00019368321,0.00003808548,0.000016661415,0.0039755194],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99802816,0.00017365096,0.0004395609,0.0002462412,0.0005452825,0.00056713197],"domain_scores_gemma":[0.9974852,0.0017500733,0.00011732266,0.00017531832,0.0001451166,0.00032696695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006927194,0.00013593849,0.00017207407,0.0000310297,0.0010055009,0.000024914345,0.00072594034,0.00010563339,0.00079241564],"category_scores_gemma":[0.0011296537,0.00007897808,0.00006045418,0.00023314015,0.000051198735,0.00006394048,0.00043039088,0.00042823708,0.0003237844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053248595,0.000059982067,0.29546052,0.00009545142,0.00010323351,0.00004456739,0.04565417,0.00032455142,0.000029952362,0.06638446,0.5888181,0.0024925622],"study_design_scores_gemma":[0.0014942719,0.00015694388,0.08036595,0.00021847949,0.000022254051,5.761392e-7,0.006602656,0.0050385236,0.000013124501,0.0005171178,0.905411,0.00015911325],"about_ca_topic_score_codex":0.0010095406,"about_ca_topic_score_gemma":0.0007778257,"teacher_disagreement_score":0.35595793,"about_ca_system_score_codex":0.00023743093,"about_ca_system_score_gemma":0.00010553336,"threshold_uncertainty_score":0.86763954},"labels":[],"label_agreement":null},{"id":"W4206026544","doi":"10.1111/nin.12485","title":"Tackling discrimination and systemic racism in academic and workplace settings","year":2022,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Racism; Harm; Institutional racism; Health care; Indigenous; Psychological intervention; Nursing; Psychometrics of racism; Medicine; Sociology; Public relations; Criminology; Psychology; Gender studies; Political science; Social psychology; Law","score_opus":0.06848158136078898,"score_gpt":0.44727955739175024,"score_spread":0.37879797603096127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206026544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9843474,0.006655826,0.00011567517,0.0047106706,0.0018147453,0.0007797749,0.0000057702473,0.000109164495,0.0014609925],"genre_scores_gemma":[0.99722373,0.0002506648,0.00030362513,0.0011178557,0.00027052435,0.0001457653,0.00001940458,0.000028534494,0.00063989096],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9974992,0.000739522,0.0005422403,0.00036309296,0.000277174,0.0005787657],"domain_scores_gemma":[0.9989586,0.0004888832,0.0002368614,0.00015869716,0.00002752075,0.00012947807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012890272,0.00014415856,0.0002578824,0.00019606164,0.001189588,0.000010021412,0.000117026706,0.00019198257,0.000041035506],"category_scores_gemma":[0.0001716116,0.00015687752,0.000014130825,0.0003330721,0.00012762645,0.00017494806,0.00014778187,0.0014943549,0.000008260456],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047483947,0.00009544383,0.34758845,0.002467944,0.000010927837,0.00003577478,0.50959617,0.0004987821,0.001836696,0.008114528,0.020064091,0.10921634],"study_design_scores_gemma":[0.0038036478,0.00028362838,0.16137289,0.025201673,0.000078582496,0.00024740328,0.77729106,0.009174242,0.00003689213,0.007470755,0.014201289,0.00083797134],"about_ca_topic_score_codex":0.00007986309,"about_ca_topic_score_gemma":0.000008003099,"teacher_disagreement_score":0.26769483,"about_ca_system_score_codex":0.0006436846,"about_ca_system_score_gemma":0.00011187495,"threshold_uncertainty_score":0.9149469},"labels":[],"label_agreement":null},{"id":"W4206041401","doi":"10.4103/kkujhs.kkujhs_23_21","title":"Residency and Fellowship Training Programs in the United States of America","year":2021,"lang":"en","type":"article","venue":"King Khalid University Journal of Health Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Language barrier; Medical education; Family medicine; Medicine; Psychology; Population; Political science","score_opus":0.193413849947916,"score_gpt":0.4242681656744001,"score_spread":0.23085431572648413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206041401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9719753,0.0014869461,0.00012443258,0.024817633,0.00020548787,0.00021449472,0.0000028140626,0.000008764399,0.0011640778],"genre_scores_gemma":[0.9912454,0.0024751201,0.004333308,0.0018046323,0.000039228733,2.4087805e-7,0.000003241665,0.0000036862666,0.000095127434],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99590075,0.0022024133,0.00069248193,0.00015875179,0.0005173832,0.000528209],"domain_scores_gemma":[0.99726576,0.0011046436,0.0010647785,0.00011505912,0.00030383636,0.00014591572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005091741,0.00008980275,0.00036999764,0.00034424395,0.0011472118,0.00001658001,0.0004092179,0.000058427242,0.00002572691],"category_scores_gemma":[0.00028385644,0.000066346816,0.00004329276,0.002042078,0.00044159612,0.00022911814,0.00007872331,0.00054772774,9.205277e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001172615,0.00015943852,0.6361663,0.0007559485,0.00001985541,0.0002826992,0.3283274,0.00067104236,0.000015695012,0.008543177,0.0016685878,0.023272637],"study_design_scores_gemma":[0.0006381813,0.0006127172,0.045864496,0.00292521,0.000012534775,0.000056521898,0.90446174,0.00029296204,0.0000025632073,0.0020021165,0.043041322,0.00008964549],"about_ca_topic_score_codex":0.005695748,"about_ca_topic_score_gemma":0.0012910316,"teacher_disagreement_score":0.59030175,"about_ca_system_score_codex":0.00015740152,"about_ca_system_score_gemma":0.002225062,"threshold_uncertainty_score":0.8823541},"labels":[],"label_agreement":null},{"id":"W4206088375","doi":"10.1007/s40596-021-01572-2","title":"Training Psychiatrists in New Mexico: Reflections from Psychiatry Residents Who Participated in a Rural Track Versus a Traditional Program Alone over the Past Decade","year":2022,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Department of Family and Community Medicine, University of Toronto","keywords":"Graduation (instrument); Rural area; Mental health; Medicine; Social isolation; Frontier; Residency training; Economic shortage; Isolation (microbiology); Family medicine; Medical education; Psychology; Gerontology; Nursing; Psychiatry; Political science","score_opus":0.16619865255185576,"score_gpt":0.4788065785436699,"score_spread":0.3126079259918142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206088375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9328246,0.0062964004,0.000008857431,0.040615983,0.014072428,0.0028780564,0.00024563016,0.00038332632,0.0026746844],"genre_scores_gemma":[0.9783388,0.0005319928,0.0032973401,0.01006059,0.0039259656,0.0027017917,0.0003768249,0.00013900736,0.0006277025],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9914712,0.0020572538,0.0023225897,0.00094424555,0.0011506514,0.0020540927],"domain_scores_gemma":[0.9969914,0.0008951101,0.00078142603,0.0007251359,0.000047126814,0.00055981765],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015861492,0.00055032794,0.0007556316,0.00051376485,0.0018464128,0.000027685104,0.0011879627,0.00077558064,0.0015807339],"category_scores_gemma":[0.0001662956,0.00052229455,0.00023063413,0.0030171762,0.00014866429,0.00036861305,0.00025099813,0.008008306,0.00012557612],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024912623,0.000522917,0.8040186,0.000066947694,0.00008156992,0.0000060873485,0.015921947,0.00040204477,0.000011162699,0.00521891,0.16754259,0.003715968],"study_design_scores_gemma":[0.010770823,0.00048374038,0.870779,0.0010423292,0.000096577896,0.000012813709,0.029732037,0.00064801524,4.0533138e-7,0.039595082,0.046257146,0.0005820509],"about_ca_topic_score_codex":0.011432734,"about_ca_topic_score_gemma":0.03988886,"teacher_disagreement_score":0.121285446,"about_ca_system_score_codex":0.0010689192,"about_ca_system_score_gemma":0.0034822812,"threshold_uncertainty_score":0.99972284},"labels":[],"label_agreement":null},{"id":"W4206198341","doi":"10.12927/cjnl.2021.26689","title":"Commentary – Transition of Internationally Educated Nurses into Practice: What We Need to Do to Evolve as an Inclusive Profession over the Next Decade","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; McMaster University","funders":"","keywords":"Workforce; Nursing; Diversity (politics); Nurse education; Medicine; Public relations; Political science","score_opus":0.144216506005608,"score_gpt":0.4940854387194638,"score_spread":0.3498689327138558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206198341","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39711627,0.001409349,0.0001326458,0.59557784,0.0032598197,0.0014395504,0.00000779342,0.00006811257,0.0009886207],"genre_scores_gemma":[0.86372375,0.000116370284,0.002717503,0.13174035,0.00070836453,0.00014755932,0.00016491755,0.000054877684,0.0006263036],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9950074,0.0021933955,0.00074839493,0.0005136164,0.0007991801,0.0007380211],"domain_scores_gemma":[0.9961876,0.0014658807,0.0003461262,0.00057350815,0.0009746966,0.00045215458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009307792,0.00027610885,0.00036226228,0.0002224616,0.0010239474,0.00009186218,0.00045185265,0.00032128717,0.0005358505],"category_scores_gemma":[0.00084931264,0.00023550131,0.00008002108,0.00093074376,0.00013584537,0.001396391,0.00008994515,0.0009672631,0.00019645964],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017958297,0.0009381261,0.0005047377,0.00043406457,0.00006232091,0.000016918337,0.7953495,0.00015517148,0.0032818122,0.0029518662,0.14917256,0.04533712],"study_design_scores_gemma":[0.00078457367,0.000399592,0.002111778,0.01634136,0.00008680664,0.000012209586,0.9270457,0.00012167592,0.0012920366,0.0031451185,0.048412487,0.00024662836],"about_ca_topic_score_codex":0.0011932318,"about_ca_topic_score_gemma":0.00065480673,"teacher_disagreement_score":0.46660748,"about_ca_system_score_codex":0.0015141376,"about_ca_system_score_gemma":0.0009420902,"threshold_uncertainty_score":0.96034646},"labels":[],"label_agreement":null},{"id":"W4206278586","doi":"10.22215/etd/2021-14617","title":"Toward a Comprehensive Postgraduate Surgical Training Program in Saudi Arabia","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Medicine; Medical education; Logistic regression; Board certification; Training (meteorology); Family medicine; Residency training; Continuing education; Management","score_opus":0.14341814757499588,"score_gpt":0.4822736375257118,"score_spread":0.3388554899507159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206278586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7265857,0.0036622311,0.0000016509791,0.001695102,0.0031316546,0.0043497714,0.000047565318,0.0005834602,0.25994286],"genre_scores_gemma":[0.75564194,0.003492146,0.0050003356,0.0025100855,0.0013148384,0.0037550754,0.017890224,0.00033360595,0.21006173],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99400264,0.0010753782,0.0016896528,0.0009113361,0.00064683676,0.0016741737],"domain_scores_gemma":[0.9969528,0.00085240195,0.00055334927,0.00046785554,0.00075760926,0.00041600145],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003973362,0.0005998458,0.0014584421,0.00028603798,0.00042684746,0.000031404194,0.00033289212,0.0013802431,0.0025165984],"category_scores_gemma":[0.00019570535,0.0005619824,0.00024166505,0.0009036922,0.000047794394,0.00009534851,0.00008669663,0.002812964,0.00052761234],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036219193,0.0017588253,0.024704117,0.028152162,0.00045922401,0.007301716,0.27716538,0.00004639123,0.00007282228,0.027962493,0.0838132,0.5449417],"study_design_scores_gemma":[0.0038399398,0.00042982007,0.044011574,0.016906314,0.00009363012,0.00003360357,0.34166545,0.00027800616,0.000020572177,0.0011853781,0.59020025,0.0013354503],"about_ca_topic_score_codex":0.004602801,"about_ca_topic_score_gemma":0.02054858,"teacher_disagreement_score":0.5436063,"about_ca_system_score_codex":0.0004949434,"about_ca_system_score_gemma":0.0016974296,"threshold_uncertainty_score":0.9999162},"labels":[],"label_agreement":null},{"id":"W4206584378","doi":"10.12927/cjnl.2021.26691","title":"Commentary – Nursing Workforce Mobility in a Changing Global Landscape","year":2021,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Nursing; Sustainability; Health care; Business; Medicine; Economic growth; Economics","score_opus":0.2285387797536085,"score_gpt":0.4488637037854434,"score_spread":0.22032492403183487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206584378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66516876,0.011215294,0.000654406,0.17349686,0.0047450964,0.0014803781,0.00004041101,0.0005846644,0.14261414],"genre_scores_gemma":[0.97855544,0.000032229418,0.0013623845,0.017626463,0.0007149424,0.00005999619,0.0001066376,0.000041465784,0.0015004318],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9948835,0.0011713007,0.00074730767,0.00064130046,0.00042838554,0.0021282474],"domain_scores_gemma":[0.9982459,0.0004997007,0.00018383884,0.0005958619,0.00014022712,0.0003344584],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010515241,0.0003081576,0.00051009015,0.00019802184,0.00081459136,0.000027268072,0.00026009072,0.0004206212,0.00052627653],"category_scores_gemma":[0.00022215786,0.0003437635,0.00010961691,0.0021604141,0.00019841797,0.00020989637,0.00004836611,0.0011082347,0.00017836124],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007041537,0.0017199573,0.64091605,0.0012258651,0.00003389775,0.00025491745,0.08953196,0.00029977382,0.00007547022,0.015058129,0.10548924,0.14469057],"study_design_scores_gemma":[0.005002969,0.00016540119,0.13075858,0.052974164,0.00009587147,0.0000694562,0.7706669,0.002655795,0.00012352486,0.011593515,0.024797792,0.0010960592],"about_ca_topic_score_codex":0.00012893254,"about_ca_topic_score_gemma":0.00036089632,"teacher_disagreement_score":0.68113494,"about_ca_system_score_codex":0.002666071,"about_ca_system_score_gemma":0.00037473248,"threshold_uncertainty_score":0.9999014},"labels":[],"label_agreement":null},{"id":"W4206780379","doi":"10.1001/jama.292.9.1098","title":"Medical Schools in Canada","year":2004,"lang":"en","type":"article","venue":"JAMA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education","score_opus":0.026991464537744852,"score_gpt":0.4005712200781389,"score_spread":0.373579755540394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206780379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9066378,0.00024609896,0.000012958373,0.058968764,0.0008586581,0.0003615474,0.000007537212,0.000042935633,0.032863732],"genre_scores_gemma":[0.9790345,0.000062650855,0.00024694973,0.019550448,0.00034327092,0.000052055104,0.000006759891,0.000011277477,0.00069211755],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981253,0.00016034523,0.0004267355,0.0001577652,0.0005011225,0.0006287166],"domain_scores_gemma":[0.99909055,0.00018271526,0.00006595478,0.00020416088,0.000060169845,0.0003964497],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004464374,0.0000814242,0.00017819695,0.00003606059,0.00016371658,0.0000029787127,0.00020853373,0.0001919932,0.002089805],"category_scores_gemma":[0.00087697984,0.000071728944,0.000013459829,0.0002424094,0.00001250804,0.00006826656,0.000073542134,0.0010586845,0.000763929],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005903056,0.00003687246,0.805776,0.00018374859,0.0000050666526,0.00039791825,0.000952304,0.00009934082,0.0000028640018,0.012612224,0.16025458,0.01962006],"study_design_scores_gemma":[0.0054999534,0.00003844492,0.46793884,0.0029622049,0.000003078791,0.0000071957015,0.009359461,0.0000774757,0.000019220171,0.005611203,0.5082455,0.00023739373],"about_ca_topic_score_codex":0.9914473,"about_ca_topic_score_gemma":0.9977961,"teacher_disagreement_score":0.34799093,"about_ca_system_score_codex":0.002732011,"about_ca_system_score_gemma":0.012377492,"threshold_uncertainty_score":0.9988224},"labels":[],"label_agreement":null},{"id":"W4206844480","doi":"10.1186/s12960-021-00595-y","title":"An integrated primary care workforce planning toolkit at the regional level (part 2): quantitative tools compiled for decision-makers in Toronto, Canada","year":2021,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Workforce planning; Population health; Business; Health services research; Health care; Population; Service delivery framework; Nursing; Process management; Service (business); Medicine; Knowledge management; Public health; Computer science; Environmental health; Marketing; Economic growth; Economics","score_opus":0.170202222163145,"score_gpt":0.4737367298738388,"score_spread":0.3035345077106938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206844480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9507414,0.023901584,0.0014641566,0.0056779096,0.0013680959,0.007570939,0.0032870325,0.00017314611,0.005815742],"genre_scores_gemma":[0.7923755,0.0010443799,0.045801118,0.101970434,0.0024210666,0.006604711,0.022832725,0.0005983199,0.026351752],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942427,0.0010529752,0.0015908128,0.00083040795,0.00065278076,0.0016302844],"domain_scores_gemma":[0.99074394,0.0065339874,0.0007147211,0.00077420723,0.0007044068,0.0005287562],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0014996869,0.0004132299,0.0008908038,0.00007044773,0.0040133535,0.000054263728,0.00055744656,0.00027855433,0.0003904017],"category_scores_gemma":[0.0005780714,0.0003354246,0.00014324655,0.00033645818,0.00013387659,0.00022695764,0.00015574315,0.00067760295,0.0000069898483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0056214733,0.00020726194,0.03988377,0.003468807,0.00009881462,0.00004307411,0.080082454,0.0032216609,0.000025279209,0.010879586,0.8257595,0.030708354],"study_design_scores_gemma":[0.0021599554,0.0004660796,0.038981453,0.004274313,0.000015220327,0.000004118092,0.15117781,0.00033025802,0.0000025766963,0.00020108142,0.8020601,0.0003270324],"about_ca_topic_score_codex":0.37716472,"about_ca_topic_score_gemma":0.98212034,"teacher_disagreement_score":0.6049556,"about_ca_system_score_codex":0.010813347,"about_ca_system_score_gemma":0.0054542026,"threshold_uncertainty_score":0.99990976},"labels":[],"label_agreement":null},{"id":"W4206956088","doi":"10.26522/ssj.v16i1.2685","title":"Towards a More Just Canadian Education-migration System: International Student Mobility in Crisis","year":2022,"lang":"en","type":"article","venue":"Studies in Social Justice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Immigration; Social justice; Economic Justice; Political science; Social mobility; Perspective (graphical); Sociology; Coronavirus disease 2019 (COVID-19); Political economy; Law","score_opus":0.08971968594600371,"score_gpt":0.5305059102178468,"score_spread":0.44078622427184305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206956088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8809231,0.0021553503,0.000004687639,0.02940311,0.020432815,0.002119549,0.00021095604,0.000093865754,0.064656556],"genre_scores_gemma":[0.99140096,0.0002222167,0.00011298443,0.003668727,0.0012534527,0.0021896458,0.00005402179,0.000017172168,0.0010808134],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9968913,0.0008515996,0.00075654243,0.0003578417,0.0005465335,0.00059617445],"domain_scores_gemma":[0.99882376,0.0002622857,0.00020717479,0.00018315246,0.00040171482,0.00012193788],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014173348,0.00015984035,0.0003475676,0.00027955152,0.0021847587,0.0000086738755,0.00037247982,0.00010606813,0.00023937704],"category_scores_gemma":[0.0004876073,0.00017906105,0.000045174253,0.0007843857,0.000080522805,0.00012294817,0.00039060615,0.00075217575,0.000032807227],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013477409,0.0004728248,0.11258847,0.002121676,0.000084200015,0.000039151437,0.54733026,0.00045355235,0.0000011001426,0.029023675,0.3061257,0.0016246097],"study_design_scores_gemma":[0.00034904497,0.000021346148,0.07904623,0.0001707907,0.000049458937,8.367973e-7,0.8568322,0.00006600589,8.373661e-8,0.00022747836,0.06311393,0.00012256805],"about_ca_topic_score_codex":0.32029653,"about_ca_topic_score_gemma":0.6273907,"teacher_disagreement_score":0.30950198,"about_ca_system_score_codex":0.013330675,"about_ca_system_score_gemma":0.002257902,"threshold_uncertainty_score":0.9991143},"labels":[],"label_agreement":null},{"id":"W4206978469","doi":"10.1007/s11159-021-09934-6","title":"Resisting the soft skills discourse: Perspectives and experiences of internationally educated nurses in Canada","year":2021,"lang":"en","type":"article","venue":"International Review of Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pedagogy; Soft skills; Sociology; Psychology; Social psychology","score_opus":0.01887068555510824,"score_gpt":0.4679072731293833,"score_spread":0.44903658757427506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206978469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91279113,0.057259474,0.000006295697,0.016874073,0.0032043876,0.00040818632,0.000018947825,0.000003970911,0.009433519],"genre_scores_gemma":[0.9843886,0.011568935,0.00019958579,0.001119038,0.00014375107,0.00016661624,0.000052173167,0.000006345541,0.0023549574],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9983362,0.000268195,0.0007006982,0.0001810053,0.00037642263,0.00013746753],"domain_scores_gemma":[0.9974158,0.00079009734,0.00051229645,0.00016157131,0.0010764649,0.000043790926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003983351,0.00008508937,0.00021576868,0.00005592485,0.00010129006,0.000004355701,0.00023573315,0.000026429821,0.00075294735],"category_scores_gemma":[0.0030344739,0.000064703534,0.000029786603,0.00024464147,0.00008381614,0.00010744289,0.00006240754,0.00016132274,0.0000023093655],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062078696,0.0010564172,0.4624165,0.00975945,0.00014746159,0.0000047735402,0.21242164,0.000012737019,0.0002123762,0.0802712,0.08043888,0.15319648],"study_design_scores_gemma":[0.00016496729,0.000013165407,0.16861233,0.035716575,0.000019882746,0.000007320488,0.76418537,0.000029851535,0.00011925303,0.0007049741,0.03031504,0.00011126304],"about_ca_topic_score_codex":0.20726389,"about_ca_topic_score_gemma":0.23627867,"teacher_disagreement_score":0.5517637,"about_ca_system_score_codex":0.00058492,"about_ca_system_score_gemma":0.0071472214,"threshold_uncertainty_score":0.99848133},"labels":[],"label_agreement":null},{"id":"W4207027843","doi":"10.1111/cag.12745","title":"Career aspirations and trajectories of geographies of health and health care graduates: A cross‐sectional study","year":2022,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Waterloo; University of Ottawa; Ontario Tech University","funders":"","keywords":"Mentorship; Specialty; Precarity; Health care; Work (physics); Human geography; Sociology; Public relations; Political science; Medical education; Social science; Gender studies; Medicine; Family medicine","score_opus":0.048777590405115215,"score_gpt":0.3372117954231241,"score_spread":0.2884342050180089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4207027843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9457384,0.045881443,0.0000010059489,0.001850362,0.0010385029,0.0027863989,0.0022441638,0.00009928082,0.0003604423],"genre_scores_gemma":[0.99461776,0.0027485825,0.00012955251,0.0012086043,0.00007768067,0.00073091313,0.00032659658,0.000069005786,0.000091296184],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99350864,0.0011213629,0.001999167,0.0008600162,0.0006835766,0.001827261],"domain_scores_gemma":[0.995488,0.00038130072,0.0010669135,0.0006759002,0.00071656395,0.0016713516],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001659106,0.0005290132,0.0011976688,0.0052402313,0.00657745,0.00004023815,0.00046018237,0.00016888816,0.00012156141],"category_scores_gemma":[0.0001348371,0.0005789054,0.00022644797,0.006036415,0.002080963,0.00023439204,0.0002520299,0.00079729524,5.170479e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054029566,0.000063720465,0.93535084,0.00094190973,0.00019091136,0.0000072058187,0.053609297,0.000026405329,8.806562e-7,0.0055625257,0.0024484408,0.0017438629],"study_design_scores_gemma":[0.00077333546,0.0016530495,0.66563183,0.000114846,0.000027471997,0.000012982094,0.31888717,0.0000019971237,4.1797296e-7,0.0004326201,0.012174133,0.00029016964],"about_ca_topic_score_codex":0.92048347,"about_ca_topic_score_gemma":0.99075633,"teacher_disagreement_score":0.269719,"about_ca_system_score_codex":0.00044174233,"about_ca_system_score_gemma":0.0025747153,"threshold_uncertainty_score":0.9996662},"labels":[],"label_agreement":null},{"id":"W4210488782","doi":"10.1186/s12960-022-00709-0","title":"“At the mercy of some of the regulations”: the impact of the residency match and return of service requirement on the early-career decisions of international medical graduates in Canada","year":2022,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; Simon Fraser University; Wilfrid Laurier University; University of Ottawa; Dalhousie University; University of British Columbia; Western University","funders":"Canadian Institutes of Health Research","keywords":"IMG; Thematic analysis; Scope of practice; Medical education; Career Pathways; Service (business); Health services research; Qualitative research; Medicine; Psychology; Nursing; Political science; Health care; Sociology; Public health; Marketing; Business","score_opus":0.08342997070468514,"score_gpt":0.4151802624123793,"score_spread":0.3317502917076942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210488782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9209814,0.00084519584,5.4272783e-7,0.07541279,0.0001901186,0.0018839057,0.0003815388,0.0000034575044,0.00030105165],"genre_scores_gemma":[0.99753165,0.00013674019,0.000011170465,0.0018057447,0.000047510453,0.00012780297,0.000010144378,0.000018269315,0.00031095164],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99434966,0.0018867962,0.0015733948,0.00020261967,0.0015966145,0.00039089395],"domain_scores_gemma":[0.9928755,0.0040002605,0.0017439136,0.00097096537,0.00031929623,0.00009004612],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0040038605,0.00015009468,0.00042302813,0.000076025426,0.0013886143,0.0000028593022,0.0013686296,0.00006750745,0.0004180264],"category_scores_gemma":[0.0007849084,0.00006171621,0.00014346499,0.0005333602,0.00033097243,0.00003297427,0.0008331776,0.0006031023,2.3816331e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00094596006,0.00025057342,0.82577187,0.0010245785,0.00019152575,5.490626e-7,0.079497844,0.002136583,0.00022212928,0.03672341,0.052477203,0.00075776386],"study_design_scores_gemma":[0.000726586,0.00030212154,0.96387976,0.0016655596,0.000023093919,0.0000016845627,0.02034324,0.00049450365,0.000090045774,0.010355061,0.0020523926,0.000065925706],"about_ca_topic_score_codex":0.75040215,"about_ca_topic_score_gemma":0.7850812,"teacher_disagreement_score":0.13810791,"about_ca_system_score_codex":0.00084111793,"about_ca_system_score_gemma":0.0025385108,"threshold_uncertainty_score":0.9999114},"labels":[],"label_agreement":null},{"id":"W4210525434","doi":"10.30953/tmt.v7.301","title":"Conducting a Global Quadruple Aim Thematic Analysis of Telemedicine Performance in Rural Indigenous Populations and Evidence-Based Recommendations for Improvement","year":2022,"lang":"en","type":"article","venue":"Telehealth and Medicine Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Indigenous; Telemedicine; Thematic map; Thematic analysis; Geography; Sociology; Qualitative research; Economic growth; Cartography; Social science; Health care; Biology; Economics","score_opus":0.17458115544880567,"score_gpt":0.4723682108249029,"score_spread":0.2977870553760972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210525434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9709568,0.004262087,0.00040407424,0.020786567,0.00039737546,0.0029518465,0.00008686518,0.00004119537,0.00011316701],"genre_scores_gemma":[0.9927135,0.00056295184,0.0013838588,0.004013358,0.00010987677,0.00086962467,0.00021252767,0.000012780392,0.00012153811],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99689305,0.0003780133,0.001387969,0.00029606133,0.00036199938,0.0006828831],"domain_scores_gemma":[0.9973707,0.0011902082,0.0007171538,0.00027090494,0.00016000829,0.00029100178],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0031327973,0.00018530601,0.00079245365,0.00046211688,0.0013560262,0.000002035033,0.00012410543,0.0000696425,0.00040646514],"category_scores_gemma":[0.00060058164,0.00015231875,0.00004084374,0.0015790727,0.00011408602,0.00010842158,0.000083583385,0.00039479474,6.236345e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003796486,0.00014006409,0.9061643,0.0032840401,0.00008691354,0.0000012335499,0.019839512,0.00038577896,0.000042014748,0.0019761226,0.0016276238,0.06607276],"study_design_scores_gemma":[0.012084261,0.0087194,0.6541397,0.008311708,0.0016693446,0.000011922616,0.24445696,0.05706694,0.000012500364,0.001585412,0.011321262,0.000620595],"about_ca_topic_score_codex":0.012185501,"about_ca_topic_score_gemma":0.0035923126,"teacher_disagreement_score":0.2520246,"about_ca_system_score_codex":0.0005458948,"about_ca_system_score_gemma":0.00056299864,"threshold_uncertainty_score":0.9999441},"labels":[],"label_agreement":null},{"id":"W4210602662","doi":"10.5489/cuaj.1669","title":"Community Urologic Surgeon-Winnipeg Regional Health Authority Surgery Program","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Medicine; General surgery; Gerontology; Political science; Nursing","score_opus":0.08516316593928867,"score_gpt":0.3813227924808292,"score_spread":0.2961596265415405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210602662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68609196,0.0006758211,0.000022089853,0.30378824,0.0019736986,0.0015866094,0.000053925603,0.0003352918,0.0054723844],"genre_scores_gemma":[0.9305563,0.000298249,0.0005351938,0.06504748,0.0010473282,0.00025960512,0.00013819618,0.000030117762,0.0020875423],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9853505,0.009427496,0.0015469851,0.00030518975,0.0007061475,0.0026636638],"domain_scores_gemma":[0.9905245,0.0035180412,0.0014918685,0.00035585964,0.0010775444,0.0030322247],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009424349,0.00031827093,0.0008079921,0.00032112352,0.006218378,0.00011857935,0.0005119216,0.0009647918,0.0056510465],"category_scores_gemma":[0.004183195,0.00026831884,0.00027434094,0.0006782849,0.00010972165,0.00032439438,0.00008384992,0.0063365074,0.0016015662],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011003694,0.000072159106,0.56013584,0.000018328452,0.000022578897,0.0000074127306,0.00030765517,0.0000051720963,2.6313313e-7,0.00036281013,0.4303717,0.008685055],"study_design_scores_gemma":[0.0002087028,0.00018334,0.5601319,0.000042099746,0.000006671761,0.00002270707,0.0007200833,0.000057907062,4.3882128e-8,0.0050626234,0.43341216,0.00015172818],"about_ca_topic_score_codex":0.1369329,"about_ca_topic_score_gemma":0.028896779,"teacher_disagreement_score":0.24446435,"about_ca_system_score_codex":0.004849665,"about_ca_system_score_gemma":0.004512969,"threshold_uncertainty_score":0.9999769},"labels":[],"label_agreement":null},{"id":"W4210690204","doi":"10.1177/08465371221077683","title":"Microaggressions in Radiology: “Death by a thousand cuts”","year":2022,"lang":"en","type":"editorial","venue":"Canadian Association of Radiologists Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Radiology; General surgery","score_opus":0.0191461910459648,"score_gpt":0.3774586610722753,"score_spread":0.3583124700263105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210690204","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004686236,0.013057655,0.000010432189,0.0049847425,0.9552946,0.0012152607,0.0062957476,0.000061863975,0.0143934665],"genre_scores_gemma":[0.007343977,0.041002117,0.0005585175,0.002619907,0.85065687,0.00040658808,0.0053182533,0.00027630752,0.09181747],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891253,0.0050714547,0.0021733376,0.0005604602,0.0009829736,0.0020864408],"domain_scores_gemma":[0.9883263,0.0051947734,0.0042259125,0.00043691034,0.00072429026,0.0010918212],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006855,0.0004834095,0.0015775922,0.0009597745,0.0017087156,0.000027679065,0.0010651211,0.0034291106,0.0035409175],"category_scores_gemma":[0.012807793,0.000479302,0.0002623075,0.0005902488,0.0001080047,0.0001261077,0.00012230747,0.009258363,0.000066064684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000057609686,0.000025928035,0.09875062,0.00008278138,0.000098498866,0.00011082514,0.00075051223,0.000025067298,0.000004946236,0.000051817507,0.89975035,0.00029105187],"study_design_scores_gemma":[0.0017040025,0.00017679873,0.002623385,0.0006855559,0.000056782086,0.000022269947,0.00095651986,0.000007148763,3.6415744e-7,0.0003542304,0.99305266,0.00036030475],"about_ca_topic_score_codex":0.0750864,"about_ca_topic_score_gemma":0.16770251,"teacher_disagreement_score":0.104637735,"about_ca_system_score_codex":0.027277129,"about_ca_system_score_gemma":0.015339626,"threshold_uncertainty_score":0.9997659},"labels":[],"label_agreement":null},{"id":"W4210765916","doi":"10.1177/10775587211066994","title":"Foreign-Trained Physicians in the United States: A Descriptive Profile","year":2022,"lang":"en","type":"article","venue":"Medical Care Research and Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Charles Koch Foundation","keywords":"Workforce; Quarter (Canadian coin); Work (physics); Statistic; Primary care; Descriptive statistics; Family medicine; Medicine; Demographic economics; Medical education; Political science; Geography; Statistics","score_opus":0.17513905758694492,"score_gpt":0.533158468349631,"score_spread":0.35801941076268606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210765916","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08862942,0.71619093,0.000023685488,0.12017975,0.00033399864,0.0140356785,0.0002867926,0.00012116272,0.06019857],"genre_scores_gemma":[0.39547247,0.5148219,0.00010368519,0.07388369,0.00050848105,0.010783841,0.0015565157,0.00006057932,0.002808877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898343,0.0064888094,0.0004770434,0.00028047306,0.0019273167,0.0009920701],"domain_scores_gemma":[0.9973789,0.001597744,0.00007062583,0.00031042795,0.00035257754,0.00028972008],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007453609,0.00011548988,0.00035802138,0.00013744936,0.0015601871,0.0000077536,0.0005305349,0.00007990498,0.0030803913],"category_scores_gemma":[0.00154259,0.00006821459,0.00004355862,0.0019882577,0.00028578113,0.000033507218,0.00043180797,0.0027972814,0.00006561273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015896706,0.0002854301,0.0041785208,0.029558556,0.000022853044,0.0004741228,0.074519895,0.0000011460861,7.8442747e-7,0.0132250525,0.7585715,0.11900313],"study_design_scores_gemma":[0.00042289708,0.0004352086,0.00031522234,0.008217748,0.000005734936,0.0000058485784,0.19157968,0.000088813504,1.2562872e-7,0.0010133391,0.79784703,0.00006831238],"about_ca_topic_score_codex":0.0026070972,"about_ca_topic_score_gemma":0.00070598174,"teacher_disagreement_score":0.30684304,"about_ca_system_score_codex":0.00043694326,"about_ca_system_score_gemma":0.0008397631,"threshold_uncertainty_score":0.99973965},"labels":[],"label_agreement":null},{"id":"W4210793026","doi":"10.1080/22423982.2021.2008614","title":"Unforeseen benefits: outcomes of the Qanuinngitsiarutiksait study","year":2022,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Makivik Corporation; University of Alberta; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Psychology; Medicine","score_opus":0.04800347605783678,"score_gpt":0.4472918976617853,"score_spread":0.3992884216039485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210793026","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96567,0.0016968792,0.000038236496,0.023609942,0.0067790155,0.0010467469,0.00022120946,0.000020624511,0.00091735716],"genre_scores_gemma":[0.9928362,0.00009435524,0.000095568976,0.0062027103,0.0002883687,0.000028884997,0.000006403367,0.000025369693,0.0004221319],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99307054,0.001715537,0.002193731,0.00017729185,0.0023446416,0.00049823977],"domain_scores_gemma":[0.99496543,0.0006125896,0.0027836887,0.000408545,0.0009886927,0.00024106522],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037895183,0.00017136912,0.0005959275,0.00032422584,0.0009246156,0.000010287243,0.0018446696,0.000060570266,0.0011820542],"category_scores_gemma":[0.0005806127,0.00012294756,0.00024956698,0.00042325846,0.000059830578,0.00018327983,0.0006325379,0.0014942484,0.000018609984],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013247033,0.0005208202,0.97238314,0.000044455333,0.00018605284,0.000011466223,0.008398646,0.00050524797,0.000006310263,0.00615264,0.007942472,0.0037162567],"study_design_scores_gemma":[0.0022827147,0.00072382326,0.90505254,0.0002548044,0.000025839348,0.000044533706,0.020943772,0.000024464376,0.0000052804785,0.001708102,0.06882223,0.00011187323],"about_ca_topic_score_codex":0.001743471,"about_ca_topic_score_gemma":0.0004229556,"teacher_disagreement_score":0.0673306,"about_ca_system_score_codex":0.001340158,"about_ca_system_score_gemma":0.0023812295,"threshold_uncertainty_score":0.999731},"labels":[],"label_agreement":null},{"id":"W4210838674","doi":"10.1136/bmj.o352","title":"Covid-19: Ottawa declares emergency as truckers’ protest continues","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Political science; Criminology; Sociology; Virology; Medicine; Outbreak; Infectious disease (medical specialty)","score_opus":0.07389211793133783,"score_gpt":0.4851396060858839,"score_spread":0.4112474881545461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210838674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54404026,0.003368154,0.00013927837,0.15746105,0.008353998,0.014277415,0.00031674185,0.0023752654,0.26966786],"genre_scores_gemma":[0.86812395,0.00012831221,0.001234583,0.036046624,0.0014596591,0.008610147,0.000153816,0.0001535597,0.08408935],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953136,0.0015344037,0.00107027,0.00045571075,0.0006519554,0.000974059],"domain_scores_gemma":[0.9974104,0.00043644483,0.00053691707,0.00062046124,0.0001417526,0.0008539969],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019172956,0.00022360886,0.00036562906,0.00012027008,0.0025772995,0.0000072111793,0.00049560575,0.00015067795,0.036233205],"category_scores_gemma":[0.003779608,0.00022239551,0.00010286527,0.00052858883,0.00005767203,0.00009751942,0.00046392527,0.0008820036,0.0011461156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010716523,0.000060793252,0.1905488,0.0002768008,0.00001601495,0.00005251047,0.0045278263,0.000031889147,0.00002759607,0.009596615,0.7943066,0.00044740218],"study_design_scores_gemma":[0.00078343815,0.00021519206,0.010614311,0.000060059523,0.00001498119,0.000015130507,0.013559909,0.000041827614,0.000005545738,0.006679458,0.9677685,0.0002416402],"about_ca_topic_score_codex":0.0070162877,"about_ca_topic_score_gemma":0.0022330682,"teacher_disagreement_score":0.32408372,"about_ca_system_score_codex":0.0007603281,"about_ca_system_score_gemma":0.0019590366,"threshold_uncertainty_score":0.9996316},"labels":[],"label_agreement":null},{"id":"W4210849936","doi":"10.1097/sga.0000000000000007","title":"Role Delineation of the Licensed Practical/Vocational Nurse in Gastroenterology","year":2013,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Disclaimer; Licensure; Medicine; Nursing; Nurse practitioners; Gastroenterology; Family medicine; Internal medicine; Political science; Health care","score_opus":0.025555304678015853,"score_gpt":0.4027675526181747,"score_spread":0.37721224794015884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210849936","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96659684,0.000035866018,0.0016498839,0.027678007,0.001150237,0.0012092321,0.000008618496,0.00004351261,0.001627776],"genre_scores_gemma":[0.9921876,0.000008180147,0.002750129,0.004346742,0.00019197515,0.00021005525,0.000021909316,0.000023054079,0.00026035742],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99591744,0.001531221,0.0009849513,0.0003303768,0.00023687235,0.0009991504],"domain_scores_gemma":[0.99826974,0.00029851333,0.0005498793,0.0004345339,0.0003124243,0.0001348991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005067264,0.00018690864,0.00036925075,0.00014815763,0.00027451298,0.0000046956825,0.00026720288,0.00024164368,0.00059848913],"category_scores_gemma":[0.00030527264,0.00015124014,0.000075946184,0.0001953935,0.0003363082,0.00019645438,0.00006132792,0.00079537474,0.00016630143],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059379847,0.00028213998,0.9862933,0.00003684039,0.000013160682,8.49844e-7,0.0020125555,0.00010393592,0.0017682929,0.00080239685,0.006562244,0.0015304446],"study_design_scores_gemma":[0.0018058959,0.0003618272,0.98802394,0.0005774712,0.000024768624,0.000023077568,0.0051293517,0.0021492245,0.000045720422,0.0013605786,0.00043994674,0.0000581902],"about_ca_topic_score_codex":0.00040386795,"about_ca_topic_score_gemma":0.00075981545,"teacher_disagreement_score":0.025590733,"about_ca_system_score_codex":0.00034807305,"about_ca_system_score_gemma":0.00014496825,"threshold_uncertainty_score":0.65530366},"labels":[],"label_agreement":null},{"id":"W4210916304","doi":"10.1308/rcsbull.2022.10","title":"Nature, costs and benefits of clinical travelling fellowships","year":2022,"lang":"en","type":"article","venue":"Bulletin of The Royal College of Surgeons of England","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corporation; Medicine; Service (business); Family medicine; Medical education; Finance; Business; Marketing","score_opus":0.04387144789667046,"score_gpt":0.3608235848838954,"score_spread":0.3169521369872249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210916304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807606,0.0031140128,8.5249e-7,0.0018839733,0.0010899003,0.0008536778,0.0013219505,0.000012762195,0.010962271],"genre_scores_gemma":[0.99466544,0.00024917992,0.00036354153,0.00016651917,0.000073067975,0.000026953216,0.000009439077,0.000025106412,0.0044207573],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953966,0.0014581813,0.0018642803,0.0002729917,0.00061331916,0.00039458752],"domain_scores_gemma":[0.99287015,0.0046634,0.0014114764,0.00053278886,0.00038188844,0.00014027217],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004282563,0.00017712564,0.0009842827,0.000102809274,0.00043927395,8.272646e-7,0.0005152237,0.00030097377,0.0011053546],"category_scores_gemma":[0.0014591729,0.00014161362,0.00022970927,0.00029701542,0.00028954225,0.000008051527,0.00057542155,0.0011603868,0.000002413264],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030011581,0.0006806361,0.85882354,0.0018891572,0.00018105994,0.0000063784028,0.0011206184,0.0020554038,0.000019470628,0.011157959,0.11960819,0.0014564001],"study_design_scores_gemma":[0.0068167853,0.0009551921,0.2923998,0.0024640085,0.00018209091,0.0000056208423,0.0065949582,0.00031988812,0.00069973274,0.000508576,0.6886969,0.00035640574],"about_ca_topic_score_codex":0.0019176459,"about_ca_topic_score_gemma":0.0003237033,"teacher_disagreement_score":0.56908876,"about_ca_system_score_codex":0.000045032444,"about_ca_system_score_gemma":0.00028428467,"threshold_uncertainty_score":0.9998078},"labels":[],"label_agreement":null},{"id":"W4210962018","doi":"10.29011/2688-9501.101271","title":"Chinese Migrant Nurses under COVID 19: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"International Journal of Nursing and Health Care Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Mitacs","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Migrant workers; Medicine; Virology; Economic growth; Outbreak","score_opus":0.5018256722242006,"score_gpt":0.7238984627906109,"score_spread":0.22207279056641027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210962018","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000053065137,0.96223354,0.000025502955,0.027868126,0.00487575,0.0031332367,0.000112262656,0.000034207696,0.0017120749],"genre_scores_gemma":[0.000020714539,0.99202955,0.00018737778,0.00491999,0.002012019,0.00019892261,0.0001654533,0.00008218851,0.00038377938],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9857017,0.006184317,0.003215949,0.0005152118,0.003163112,0.0012197164],"domain_scores_gemma":[0.98986816,0.004026583,0.002415449,0.00039975514,0.0018496022,0.001440449],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009844276,0.00043244247,0.0026791627,0.0013961338,0.0021342898,0.00006304361,0.0012608194,0.000319929,0.0014640244],"category_scores_gemma":[0.0022456076,0.000329485,0.0004939939,0.00094984146,0.0002675709,0.00016185397,0.00031158258,0.00517865,0.00004267616],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006609565,0.000082522776,0.000027533655,0.18055505,0.00009865319,0.00010662673,0.004782511,0.0000021927056,3.5057623e-9,0.00020068385,0.06868944,0.7453887],"study_design_scores_gemma":[0.0003129666,0.00020882992,0.00000675897,0.45565546,0.000052885644,0.00042899628,0.0037492856,6.495404e-7,8.608647e-10,0.00018705602,0.53928226,0.000114851886],"about_ca_topic_score_codex":0.0011075157,"about_ca_topic_score_gemma":0.00032052177,"teacher_disagreement_score":0.7452738,"about_ca_system_score_codex":0.011079989,"about_ca_system_score_gemma":0.026510406,"threshold_uncertainty_score":0.9999157},"labels":[],"label_agreement":null},{"id":"W4211003602","doi":"10.1016/j.healthplace.2022.102756","title":"Sense of place, place attachment, and belonging-in-place in empirical research: A scoping review for rural health workforce research","year":2022,"lang":"en","type":"review","venue":"Health & Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Workforce; Sense of place; Empirical research; Rural area; Sociology; Economic shortage; Inequality; Public relations; Nursing; Psychology; Medicine; Economic growth; Social science; Political science; Economics","score_opus":0.5834486511357196,"score_gpt":0.6845435860895944,"score_spread":0.10109493495387478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4211003602","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00023304514,0.92614484,0.00000864505,0.024234325,0.0007692686,0.04691907,0.00046368185,0.00015594196,0.0010711686],"genre_scores_gemma":[0.000015520342,0.9771392,0.0009082622,0.00499864,0.000337804,0.010605417,0.00068745157,0.00034361382,0.0049641193],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9352099,0.04221891,0.008407707,0.0026145945,0.0034398595,0.00810904],"domain_scores_gemma":[0.9508748,0.041230086,0.003106971,0.0021265005,0.00063043414,0.0020312117],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.08819383,0.0013186096,0.0086752195,0.0029173228,0.0037564412,0.000050491435,0.0011400366,0.0012484734,0.0005093585],"category_scores_gemma":[0.006887686,0.0012858497,0.00046475735,0.0077802497,0.00054645434,0.00028543378,0.0019202816,0.012729406,0.00013846182],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00058781786,0.0002679425,0.0004561096,0.70141447,0.000030389387,0.00006762118,0.0043302146,0.000028353936,1.1051453e-8,0.00066600624,0.1966213,0.09552977],"study_design_scores_gemma":[0.0012502205,0.00079988386,0.000016364997,0.45020348,0.000022417562,0.000052707415,0.0029271436,0.0000804735,1.023364e-8,0.000035116904,0.5442066,0.00040557407],"about_ca_topic_score_codex":0.008098728,"about_ca_topic_score_gemma":0.015933344,"teacher_disagreement_score":0.3475853,"about_ca_system_score_codex":0.01391943,"about_ca_system_score_gemma":0.03835858,"threshold_uncertainty_score":0.99995655},"labels":[],"label_agreement":null},{"id":"W4211058269","doi":"10.1016/j.ijnurstu.2019.02.010","title":"Best practices of formal new graduate transition programs: An integrative review","year":2019,"lang":"en","type":"review","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":219,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Transition (genetics); Best practice; MEDLINE; Psychology; Medical education; Medicine; Political science; Biology","score_opus":0.6070488486208631,"score_gpt":0.66999785823919,"score_spread":0.06294900961832695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4211058269","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000034088756,0.98693883,0.00011423364,0.0034032313,0.0063017462,0.0015918851,0.000042641477,0.000020101705,0.0015532494],"genre_scores_gemma":[0.000047738664,0.99500245,0.0018314067,0.00033371605,0.0017987965,0.00003581137,0.000085124324,0.000046461726,0.0008184744],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9936051,0.0012673724,0.0031444537,0.0002795637,0.0012393079,0.0004642161],"domain_scores_gemma":[0.9834414,0.0010387759,0.011271506,0.0002429437,0.0038242806,0.00018107344],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018437931,0.00047252286,0.0029893203,0.00039901776,0.00021146245,0.000021341806,0.00082466396,0.00026221978,0.00005066956],"category_scores_gemma":[0.0012483273,0.00031354316,0.0008057108,0.00033454603,0.00018133229,0.0010812047,0.00007072736,0.0016269424,0.000054746062],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010711375,0.00030258784,0.0000063872667,0.03083733,0.00153162,0.000020997424,0.008768739,9.731002e-7,7.394521e-8,0.00036314016,0.013119088,0.94494194],"study_design_scores_gemma":[0.00028455342,0.00061724964,0.0000018935604,0.5192927,0.002040935,0.00013172162,0.009796959,0.0000014121686,1.4189486e-7,0.00038408162,0.46730718,0.00014115506],"about_ca_topic_score_codex":0.00014304576,"about_ca_topic_score_gemma":0.000054990407,"teacher_disagreement_score":0.9448008,"about_ca_system_score_codex":0.0012444939,"about_ca_system_score_gemma":0.001760384,"threshold_uncertainty_score":0.9999317},"labels":[],"label_agreement":null},{"id":"W4212815377","doi":"10.22605/rrh7185","title":"COVID-19 impact on New Zealand general practice: rural-urban differences","year":2022,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General practice; Psychological resilience; Argument (complex analysis); Proposition; Demographics; Rural area; Resilience (materials science)","score_opus":0.04962418821385342,"score_gpt":0.4558350871247243,"score_spread":0.4062108989108709,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4212815377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71976423,0.004302218,0.0000308089,0.2684573,0.001784394,0.002048457,0.00017539422,0.00032408905,0.0031131003],"genre_scores_gemma":[0.7281289,0.008501625,0.0012109117,0.18329923,0.0022196013,0.00003894007,0.0002835576,0.00008197132,0.07623525],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99453646,0.002116834,0.00082509906,0.00041138666,0.0006686253,0.0014416123],"domain_scores_gemma":[0.99527204,0.0009813865,0.0006461323,0.00041484795,0.000059957918,0.0026256517],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013525786,0.00036121206,0.00065840024,0.0001539955,0.0041170423,0.000026841122,0.0002756279,0.00016121891,0.0019931344],"category_scores_gemma":[0.00039165656,0.00025133882,0.000104208855,0.000437436,0.00007399102,0.00014989935,0.0002739174,0.0014862822,0.00011502882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014016343,0.00010940644,0.036881942,0.00040604197,0.0000420938,0.000027980219,0.011585481,0.000111417125,0.000008717081,0.001893866,0.9030607,0.044470772],"study_design_scores_gemma":[0.0024918453,0.002572822,0.052897066,0.00033933175,0.000021874019,0.000104057675,0.01491182,0.00080298574,4.4777747e-7,0.003404833,0.92205137,0.00040156776],"about_ca_topic_score_codex":0.12006347,"about_ca_topic_score_gemma":0.00073877093,"teacher_disagreement_score":0.1193247,"about_ca_system_score_codex":0.0018729547,"about_ca_system_score_gemma":0.0042523863,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W4213024210","doi":"10.21203/rs.2.16069/v2","title":"“The Hardest Job You Will Ever Love”: Nurse Recruitment, Retention, and Turnover in the Nurse-Family Partnership Program in British Columbia, Canada","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria; Learning Partnership; McMaster University; York University","funders":"","keywords":"General partnership; Nursing; Turnover; Job satisfaction; Psychology; Medicine; Management; Business; Social psychology; Economics; Finance","score_opus":0.1816653621239422,"score_gpt":0.48935653112590183,"score_spread":0.30769116900195964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213024210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91473883,0.009526117,6.2923533e-7,0.030141938,0.0012488264,0.025385002,0.00046312914,0.00010935767,0.018386152],"genre_scores_gemma":[0.96556014,0.0025681418,0.00006604829,0.0013281597,0.0006570608,0.0073534297,0.00035091653,0.000112514135,0.022003565],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9843675,0.0078058904,0.0013898669,0.0012645082,0.002504033,0.0026682385],"domain_scores_gemma":[0.99444973,0.0023412094,0.0003496248,0.0013048233,0.00090709387,0.0006475016],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007112413,0.00036155482,0.000717416,0.00012211775,0.0014856122,0.00066433765,0.0013920416,0.0008332383,0.00032265624],"category_scores_gemma":[0.0022285064,0.0003710027,0.000113503396,0.0012576553,0.00054045,0.00016426863,0.000486099,0.008288504,0.00010829318],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000108577944,0.00012951338,0.52587396,0.0019392804,0.0000247536,0.0003540964,0.00652243,0.000005391345,6.067734e-7,0.00015918053,0.45854184,0.0063403496],"study_design_scores_gemma":[0.0007477592,0.00014856718,0.5151583,0.0057327715,0.000010064362,0.0000040240716,0.045061447,0.00007844935,8.34392e-8,0.0014999723,0.4313258,0.00023274968],"about_ca_topic_score_codex":0.9488468,"about_ca_topic_score_gemma":0.9979157,"teacher_disagreement_score":0.050821315,"about_ca_system_score_codex":0.003188476,"about_ca_system_score_gemma":0.0065669403,"threshold_uncertainty_score":0.9998742},"labels":[],"label_agreement":null},{"id":"W4213066918","doi":"10.1111/ajr.12847","title":"Editorial","year":2022,"lang":"es","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poverty; Indigenous; Active listening; Oppression; Work (physics); Economic growth; Political science; Geography; Sociology; Engineering; Ecology","score_opus":0.03943707393459444,"score_gpt":0.4388462933287354,"score_spread":0.399409219394141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213066918","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003359642,0.0039285277,0.0000039998877,0.028268788,0.9604504,0.0019137405,0.001508683,0.00008765522,0.00047858056],"genre_scores_gemma":[0.0022696054,0.017583283,0.00039416444,0.0011167581,0.9585995,0.000039033806,0.00054396415,0.00027272583,0.01918097],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97285014,0.0073860344,0.008405164,0.0006492283,0.0066031953,0.004106218],"domain_scores_gemma":[0.97405833,0.003671318,0.014594778,0.0012018414,0.0027821464,0.0036915648],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.011739813,0.0014339798,0.004308479,0.0010004592,0.0035739993,0.00013843003,0.0028617182,0.0029938025,0.015300823],"category_scores_gemma":[0.0022661688,0.0013401806,0.0012478711,0.0013443333,0.00035228225,0.0007552612,0.0006389362,0.021008113,0.00076504337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0020075669,0.0003161888,0.0012608567,0.0035441387,0.00024925108,0.00009698659,0.0043545496,0.000046277964,0.0000024331616,0.00023116494,0.9834517,0.004438869],"study_design_scores_gemma":[0.0042669275,0.007395229,0.0003173986,0.009556019,0.00020881958,0.000089731875,0.029012937,7.54662e-7,0.0000013513663,0.00049240375,0.9478371,0.00082133577],"about_ca_topic_score_codex":0.0071968357,"about_ca_topic_score_gemma":0.00020335283,"teacher_disagreement_score":0.035614625,"about_ca_system_score_codex":0.008554918,"about_ca_system_score_gemma":0.026108505,"threshold_uncertainty_score":0.99984103},"labels":[],"label_agreement":null},{"id":"W4213104857","doi":"10.46747/cfp.6802e39","title":"Where do rural family medicine residents in Canada train?","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta Hospital; Medical Council of Canada; South Health Campus","funders":"University of British Columbia","keywords":"Context (archaeology); Referral; Rural area; Affordance; Medical education; Medicine; Family medicine; Psychology; Geography","score_opus":0.03727472570583042,"score_gpt":0.3459225717575709,"score_spread":0.3086478460517405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213104857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6677357,0.007291739,4.668293e-7,0.0083548045,0.0029848104,0.0012874546,0.0005139812,0.000056372028,0.31177467],"genre_scores_gemma":[0.8133318,0.00010619564,0.000010948811,0.18342347,0.00047710584,0.00028953108,0.000104808336,0.00006381663,0.0021923585],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951221,0.0008055335,0.00083268766,0.00045903577,0.000794864,0.0019857772],"domain_scores_gemma":[0.997607,0.00024160006,0.00022180926,0.0006270103,0.00011302385,0.0011895647],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00052471185,0.00032743407,0.0005950802,0.00034025146,0.001650321,0.000008353638,0.0007418385,0.00010456652,0.00036859344],"category_scores_gemma":[0.00003271846,0.0003574604,0.00005101475,0.0012234295,0.00007971657,0.00012051169,0.00013168216,0.0014618024,0.00014576741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000045169865,0.000016494005,0.036002778,0.00014784448,0.000019514402,0.0003377858,0.002430827,0.00025409326,0.00009930497,0.0018765745,0.94617826,0.012591339],"study_design_scores_gemma":[0.0010459543,0.00007647314,0.2503702,0.0006155663,0.000011095262,4.8531683e-7,0.15611513,0.00007331276,4.0269225e-7,0.0007116321,0.5906631,0.00031667558],"about_ca_topic_score_codex":0.9995867,"about_ca_topic_score_gemma":0.99976,"teacher_disagreement_score":0.3555152,"about_ca_system_score_codex":0.014506584,"about_ca_system_score_gemma":0.017705193,"threshold_uncertainty_score":0.99988776},"labels":[],"label_agreement":null},{"id":"W4213118411","doi":"10.30770/2572-1852-102.4.31","title":"INTERNATIONAL BRIEFS","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.04648544348421731,"score_gpt":0.4775783916292932,"score_spread":0.4310929481450759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213118411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51225513,0.00031279185,0.050410435,0.39319852,0.010966221,0.00030467394,0.0000055372216,0.000058439164,0.032488283],"genre_scores_gemma":[0.98924315,0.0005094423,0.0008024569,0.0018006417,0.0032414314,0.0000025572651,0.0000015778111,0.0000101744445,0.0043885494],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970432,0.00024032965,0.0008361181,0.0000727667,0.0015906696,0.00021690952],"domain_scores_gemma":[0.9978629,0.0006536004,0.0006052257,0.000098627,0.00045441836,0.00032524948],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022165433,0.000060210987,0.00016550063,0.00009590748,0.000106316744,0.000003541698,0.00029101895,0.00023224372,0.01252587],"category_scores_gemma":[0.0029697095,0.000033091488,0.00005917757,0.000091326976,0.000053023778,0.00020849108,0.000054522425,0.0003110226,0.00021569301],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041209557,0.00009267383,0.08161993,0.000064032836,0.000060415932,0.000042641943,0.00087201735,0.00000503987,0.0007787471,0.050934587,0.37876505,0.48635277],"study_design_scores_gemma":[0.0017526315,0.00007870954,0.09630141,0.002071808,0.000008331514,0.00003400698,0.00019265113,0.00013868057,0.000034303383,0.008277132,0.8910571,0.00005323793],"about_ca_topic_score_codex":0.00001720606,"about_ca_topic_score_gemma":0.000012187192,"teacher_disagreement_score":0.512292,"about_ca_system_score_codex":0.00028772987,"about_ca_system_score_gemma":0.0003848788,"threshold_uncertainty_score":0.9883768},"labels":[],"label_agreement":null},{"id":"W4213146349","doi":"10.24124/2019/59008","title":"Factors associated with having received a financial incentive to take up a rural nursing position in Canada","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Incentive; Position (finance); Logistic regression; Business; Incentive program; Nursing; Rural area; Medicine; Finance; Economics","score_opus":0.03955794046267275,"score_gpt":0.3902191591101299,"score_spread":0.35066121864745714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213146349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9759466,0.00005534998,0.00000865909,0.00030996112,0.0042387997,0.0030258996,0.00016512655,0.00008071274,0.01616891],"genre_scores_gemma":[0.97338575,0.00000815366,0.00003621881,0.0006638403,0.00007968955,0.00015325374,0.004670235,0.000071277296,0.020931585],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962549,0.0005098528,0.00088810816,0.00048677414,0.00064490753,0.0012154639],"domain_scores_gemma":[0.9978071,0.00045953336,0.0006861081,0.00025022076,0.00051024696,0.0002868099],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002433242,0.00047099858,0.00083042093,0.00026035192,0.0005548762,0.000015642445,0.00022735864,0.0006569485,0.00045254643],"category_scores_gemma":[0.00048702818,0.00040560978,0.00005257035,0.00075792905,0.000012174532,0.0001505412,0.000021159864,0.0013820616,0.000042069445],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.002159823,0.00016047123,0.8695864,0.0008206352,0.00008177621,0.000023679291,0.09504002,0.00015314984,0.00012537779,0.00048569508,0.026565846,0.004797109],"study_design_scores_gemma":[0.0008908591,0.0001229455,0.8362069,0.024372552,0.000040967247,8.657347e-8,0.1375627,0.00006919099,0.00004572719,0.000041794177,0.000197374,0.00044889882],"about_ca_topic_score_codex":0.93385005,"about_ca_topic_score_gemma":0.9985542,"teacher_disagreement_score":0.06470421,"about_ca_system_score_codex":0.015417032,"about_ca_system_score_gemma":0.0119417505,"threshold_uncertainty_score":0.9998396},"labels":[],"label_agreement":null},{"id":"W4213204064","doi":"10.1093/geront/gnw162.295","title":"A DIVERSITY TRAINING EVALUATION FRAMEWORK FOR THE COMMUNITY HEALTH AND AGED CARE SECTOR","year":2016,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Training (meteorology); Diversity training; Health sector; Health care; Nursing; Gerontology; Psychology; Medicine; Geography; Political science; Economic growth; Environmental health; Health services; Economics","score_opus":0.3646879247289123,"score_gpt":0.5059311883527665,"score_spread":0.1412432636238542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4213204064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93565786,0.007491396,0.012735044,0.036838274,0.0012014329,0.0044946386,0.000108508364,0.0001720151,0.0013008551],"genre_scores_gemma":[0.9939024,0.00022212339,0.0011380701,0.003973175,0.00023839566,0.00024667536,0.000010472885,0.000012003471,0.00025667457],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9953162,0.0033328298,0.00031162592,0.00017566321,0.00025324625,0.00061043614],"domain_scores_gemma":[0.98990047,0.008832867,0.00030250393,0.0006391668,0.0001860652,0.00013889861],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0042145425,0.00013844867,0.00025828122,0.000016970638,0.014799038,0.000008082876,0.00045929148,0.00017287995,0.00012535925],"category_scores_gemma":[0.0022043188,0.00006196256,0.000048314192,0.000083487364,0.0003593098,0.00006246751,0.0005529079,0.0006746752,0.0000148138815],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064394355,0.000033283384,0.14000054,0.00046424492,0.00006457264,3.771622e-7,0.66806906,0.0000053684735,0.0000060004545,0.019708589,0.01358516,0.15741888],"study_design_scores_gemma":[0.0026606468,0.00056644884,0.3313401,0.0012602928,0.00010147756,0.00000257939,0.6046324,0.00014077182,0.000003216081,0.03863509,0.02041362,0.00024333668],"about_ca_topic_score_codex":0.010447674,"about_ca_topic_score_gemma":0.05001754,"teacher_disagreement_score":0.19133958,"about_ca_system_score_codex":0.00048188888,"about_ca_system_score_gemma":0.00037858414,"threshold_uncertainty_score":0.99614185},"labels":[],"label_agreement":null},{"id":"W4220671032","doi":"10.3390/ijerph19063503","title":"Lost in Transition: The Need for a Strategic Approach to Facilitate Job Market Integration of Internationally Educated Physicians through Alternative Careers","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Medical Association; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Social Sciences and Humanities Research Council","keywords":"Underemployment; Workforce; Socioeconomic status; Business; Health care; Public relations; Service provider; Professional development; Service (business); Economic growth; Marketing; Medical education; Medicine; Political science; Population; Unemployment; Economics; Environmental health","score_opus":0.2249383391056343,"score_gpt":0.4633898235100342,"score_spread":0.23845148440439992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220671032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92045087,0.00055019214,0.0024151658,0.06618207,0.00072739774,0.0018379902,0.0011085569,0.000005080187,0.0067226505],"genre_scores_gemma":[0.9945925,0.0005265305,0.0008641841,0.0025936062,0.00024758425,0.00020791347,0.00011935729,0.00001639089,0.0008319649],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99499637,0.0015706205,0.0010275199,0.00023966805,0.0015863497,0.0005794999],"domain_scores_gemma":[0.9977883,0.00097031967,0.0004778363,0.0001358173,0.00039486735,0.00023284477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004839243,0.00013477493,0.00029455672,0.0004567071,0.00048545754,0.000032865108,0.00070900563,0.00004825445,0.00041173477],"category_scores_gemma":[0.00020597885,0.000108975146,0.000080634796,0.00036706126,0.00019996811,0.00031724598,0.00019755469,0.0010767523,0.000004532774],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.014351387,0.011315698,0.032617565,0.0009258856,0.0013064882,0.00006073717,0.6351286,0.006893781,0.0036105276,0.10784047,0.09732409,0.08862475],"study_design_scores_gemma":[0.0059534363,0.0050399373,0.042132962,0.0007115832,0.000010231764,0.00008296612,0.8237934,0.005212826,0.000034924127,0.029080156,0.08761781,0.00032976546],"about_ca_topic_score_codex":0.002016346,"about_ca_topic_score_gemma":0.00040062444,"teacher_disagreement_score":0.18866478,"about_ca_system_score_codex":0.002119005,"about_ca_system_score_gemma":0.0009826281,"threshold_uncertainty_score":0.55411243},"labels":[],"label_agreement":null},{"id":"W4220828173","doi":"10.1016/j.jpedsurg.2022.03.005","title":"Report of 54th Annual Meeting of the Pacific Association of Pediatric Surgeons","year":2022,"lang":"en","type":"editorial","venue":"Journal of Pediatric Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Association (psychology); Pediatric Surgeon; Family medicine; General surgery; Pediatrics; Pediatric surgery; Surgery","score_opus":0.024961188595688272,"score_gpt":0.35808234105218445,"score_spread":0.3331211524564962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220828173","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19090125,0.0052667693,0.0000020472467,0.00034977592,0.8003721,0.00057062437,0.0012125284,0.000022134298,0.0013027617],"genre_scores_gemma":[0.07908879,0.018159423,0.00009343727,0.000021148297,0.898451,0.000026816597,0.00013217806,0.00012314017,0.0039040823],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9812476,0.0038297188,0.008327074,0.00039208707,0.0052142185,0.0009893164],"domain_scores_gemma":[0.9112698,0.04128481,0.040843904,0.000779513,0.005555632,0.00026635942],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.025244221,0.00046052522,0.0028132515,0.0014352942,0.0005085702,0.000006989234,0.00082363014,0.0015568866,0.00058657775],"category_scores_gemma":[0.050970726,0.00036665399,0.0015178148,0.002886505,0.00006126526,0.00022286926,0.00046101445,0.004265536,0.000004868494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011125712,0.00011744614,0.4499642,0.0014003037,0.000090348985,0.000046302146,0.00054226856,0.000028054877,7.588205e-7,0.0000018483677,0.5476568,0.000040410578],"study_design_scores_gemma":[0.0009834243,0.00022830536,0.040155984,0.00087836664,0.0024468924,0.000017210434,0.0060127205,0.0000020712846,0.000007695137,0.00012336385,0.94862974,0.00051422254],"about_ca_topic_score_codex":0.0009846311,"about_ca_topic_score_gemma":0.00006454143,"teacher_disagreement_score":0.40980822,"about_ca_system_score_codex":0.0014276615,"about_ca_system_score_gemma":0.01346105,"threshold_uncertainty_score":0.9998785},"labels":[],"label_agreement":null},{"id":"W4220862796","doi":"10.5430/jnep.v12n7p22","title":"Being different while making a difference: A qualitative analysis of underrepresented nursing faculty members’ lived experiences","year":2022,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Underrepresented Minority; Workforce; Inclusion (mineral); Ethnic group; Nursing; Significant difference; Isolation (microbiology); Racial group; Nurse education; Qualitative research; Psychology; Medical education; Medicine; Sociology; Political science; Social psychology","score_opus":0.3108205079210914,"score_gpt":0.6181049314755621,"score_spread":0.3072844235544707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220862796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96675223,0.0013687512,0.00060090865,0.010251279,0.0019885607,0.00028165517,0.0000068579448,0.000014430202,0.018735344],"genre_scores_gemma":[0.9961936,0.00009472581,0.0023045419,0.0005835506,0.00013414212,0.000036245256,0.00001782738,0.000011393332,0.0006239828],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9938133,0.0040183873,0.0009959992,0.00020029771,0.0006769706,0.0002950552],"domain_scores_gemma":[0.9928064,0.0037531755,0.0023598408,0.000170008,0.00074576447,0.00016486162],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018517717,0.00014384167,0.0005066137,0.00053909817,0.0015867902,0.000026277536,0.00018315454,0.00006917144,0.0007026416],"category_scores_gemma":[0.0019027459,0.0001249334,0.0001170082,0.0010540119,0.00012430642,0.0003631333,0.000054117678,0.0007733328,6.886194e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005577571,0.0012488364,0.0030398555,0.00004924751,0.00026915813,0.0000015214508,0.9766336,0.000072820425,0.00010226564,0.00082909304,0.0024628632,0.014732996],"study_design_scores_gemma":[0.00034240627,0.00023352519,0.0162954,0.0016213978,0.0009725958,0.000061551065,0.97595185,0.00063932384,0.0000089967925,0.0009651795,0.0027977675,0.00011000304],"about_ca_topic_score_codex":0.00019101809,"about_ca_topic_score_gemma":0.000009133167,"teacher_disagreement_score":0.029441377,"about_ca_system_score_codex":0.00086791115,"about_ca_system_score_gemma":0.00066655496,"threshold_uncertainty_score":0.999713},"labels":[],"label_agreement":null},{"id":"W4220906224","doi":"10.46747/cfp.6803174","title":"Correction","year":2022,"lang":"en","type":"erratum","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; World Wide Web; Data science","score_opus":0.037047506491287366,"score_gpt":0.3568634529196491,"score_spread":0.31981594642836175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220906224","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000321231,0.0029433097,0.0000010745459,0.00084603403,0.27558935,0.0009854472,0.0006590936,0.00020040828,0.71874315],"genre_scores_gemma":[0.00016456727,0.0003823189,0.000009922441,0.2557658,0.0086407,0.0004661972,0.0038845006,0.00018213119,0.73050386],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99502295,0.0007118001,0.00073259714,0.00078081613,0.00058894674,0.0021628933],"domain_scores_gemma":[0.99673647,0.0002105127,0.0004854129,0.0010231445,0.00024082165,0.001303661],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00035403352,0.000549183,0.00079949346,0.0005533887,0.0034545294,0.000023291883,0.0007495942,0.0010619347,0.0012372505],"category_scores_gemma":[0.000063775384,0.00065523613,0.00020653996,0.00094668,0.00008097492,0.00011163137,0.00015474456,0.0062621557,0.0050054155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008039887,0.000011785422,0.000032994103,0.00018789763,0.000031375315,0.000045455818,0.000284243,0.000008261921,9.0663855e-7,0.0004200175,0.9868436,0.012125431],"study_design_scores_gemma":[0.00017631748,0.00007456228,0.0011954771,0.0009490871,0.000049907667,2.656964e-7,0.0062574376,0.00012381938,1.0218629e-7,0.00029307368,0.9903408,0.0005391215],"about_ca_topic_score_codex":0.34981394,"about_ca_topic_score_gemma":0.36313102,"teacher_disagreement_score":0.26694864,"about_ca_system_score_codex":0.008060164,"about_ca_system_score_gemma":0.012812596,"threshold_uncertainty_score":0.99967575},"labels":[],"label_agreement":null},{"id":"W4220911712","doi":"10.21203/rs.3.rs-1394523/v1","title":"The acceptability and utility of Indigenous youth health assessments: A narrative systematic review","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council; University of Queensland","keywords":"Indigenous; Grey literature; Mental health; Health care; Psychology; Narrative; Critical appraisal; Gerontology; MEDLINE; Medicine; Political science; Psychiatry; Alternative medicine","score_opus":0.2192366777037214,"score_gpt":0.6039350265521425,"score_spread":0.3846983488484211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220911712","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15559678,0.7207538,0.000038151382,0.009688087,0.0013603064,0.09729596,0.0033740127,0.00025511917,0.011637821],"genre_scores_gemma":[0.8482636,0.13991293,0.0001363979,0.00066565763,0.00010578883,0.009083939,0.00042200123,0.00007004983,0.0013396407],"study_design_codex":"systematic_review","study_design_gemma":"qualitative","domain_scores_codex":[0.9511651,0.04008575,0.002943045,0.0010179684,0.0029055788,0.0018825673],"domain_scores_gemma":[0.98667496,0.0061073205,0.0018752598,0.0028498773,0.0019218251,0.00057074917],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04559739,0.0004180045,0.0022886433,0.00018911053,0.0061799493,0.00004761723,0.0014061494,0.00038470828,0.002272243],"category_scores_gemma":[0.0063109715,0.00028060007,0.0002307014,0.0009732097,0.0005410056,0.00008540766,0.0052031456,0.007090525,0.000023794933],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085465756,0.00014615933,0.012570861,0.9064836,0.000096649106,0.0000024594258,0.07642233,8.657724e-7,2.698461e-8,0.00021963009,0.0029580067,0.0010139748],"study_design_scores_gemma":[0.00040243848,0.00074977224,0.024312563,0.38848847,0.000102839476,0.000001312975,0.5806415,0.00007805377,2.8904148e-7,0.0026665593,0.002249547,0.0003066299],"about_ca_topic_score_codex":0.012347969,"about_ca_topic_score_gemma":0.002249447,"teacher_disagreement_score":0.6926668,"about_ca_system_score_codex":0.002408607,"about_ca_system_score_gemma":0.008488456,"threshold_uncertainty_score":0.9999646},"labels":[],"label_agreement":null},{"id":"W4220951616","doi":"10.46747/cfp.6803174_1","title":"Correction","year":2022,"lang":"en","type":"erratum","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; Text mining; Data science; World Wide Web; Medicine; Data mining","score_opus":0.037047506491287366,"score_gpt":0.3568634529196491,"score_spread":0.31981594642836175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220951616","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000321231,0.0029433097,0.0000010745459,0.00084603403,0.27558935,0.0009854472,0.0006590936,0.00020040828,0.71874315],"genre_scores_gemma":[0.00016456727,0.0003823189,0.000009922441,0.2557658,0.0086407,0.0004661972,0.0038845006,0.00018213119,0.73050386],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99502295,0.0007118001,0.00073259714,0.00078081613,0.00058894674,0.0021628933],"domain_scores_gemma":[0.99673647,0.0002105127,0.0004854129,0.0010231445,0.00024082165,0.001303661],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00035403352,0.000549183,0.00079949346,0.0005533887,0.0034545294,0.000023291883,0.0007495942,0.0010619347,0.0012372505],"category_scores_gemma":[0.000063775384,0.00065523613,0.00020653996,0.00094668,0.00008097492,0.00011163137,0.00015474456,0.0062621557,0.0050054155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008039887,0.000011785422,0.000032994103,0.00018789763,0.000031375315,0.000045455818,0.000284243,0.000008261921,9.0663855e-7,0.0004200175,0.9868436,0.012125431],"study_design_scores_gemma":[0.00017631748,0.00007456228,0.0011954771,0.0009490871,0.000049907667,2.656964e-7,0.0062574376,0.00012381938,1.0218629e-7,0.00029307368,0.9903408,0.0005391215],"about_ca_topic_score_codex":0.34981394,"about_ca_topic_score_gemma":0.36313102,"teacher_disagreement_score":0.26694864,"about_ca_system_score_codex":0.008060164,"about_ca_system_score_gemma":0.012812596,"threshold_uncertainty_score":0.99967575},"labels":[],"label_agreement":null},{"id":"W4220960731","doi":"10.1177/21677026211072232","title":"Systemic Challenges in Internship Training for Health-Service Psychology: A Call to Action From Trainee Stakeholders","year":2022,"lang":"en","type":"article","venue":"Clinical Psychological Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Call to action; Psychology; Internship; Training (meteorology); Pandemic; Action (physics); Medical education; Perspective (graphical); Coronavirus disease 2019 (COVID-19); Public relations; Applied psychology; Political science; Medicine; Business","score_opus":0.8528058157551502,"score_gpt":0.6734287506966531,"score_spread":0.17937706505849715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220960731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8731052,0.0006889721,0.000935019,0.113682896,0.0053151185,0.0030376732,0.00011685376,0.00023751543,0.002880738],"genre_scores_gemma":[0.9128134,0.0003528608,0.002229029,0.082605734,0.000447336,0.0013944311,0.000017104381,0.000024357309,0.000115739225],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9909673,0.0024298038,0.0022018696,0.0019128743,0.0006804031,0.0018077616],"domain_scores_gemma":[0.99368423,0.003729306,0.00058234524,0.00083918986,0.00016677091,0.0009981826],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.014914409,0.0002752642,0.00087636325,0.00024544052,0.0013620439,0.000017511296,0.0017156018,0.0003311243,0.0004825161],"category_scores_gemma":[0.0029637855,0.0002402145,0.00014151282,0.0016409142,0.0003428595,0.00014938982,0.00041616146,0.0021316407,0.00017348248],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006611991,0.0027843546,0.060566723,0.00057238026,0.000034258224,0.00005641176,0.06304081,0.0005172476,0.001100056,0.0058274744,0.058736525,0.80015177],"study_design_scores_gemma":[0.007150925,0.007151052,0.6709594,0.0012655744,0.000014770441,0.000026814094,0.0834035,0.0009321926,0.0000013633136,0.010822776,0.21741538,0.0008562237],"about_ca_topic_score_codex":0.00034372232,"about_ca_topic_score_gemma":0.0014156085,"teacher_disagreement_score":0.79929554,"about_ca_system_score_codex":0.00085273036,"about_ca_system_score_gemma":0.0004173523,"threshold_uncertainty_score":0.9999381},"labels":[],"label_agreement":null},{"id":"W4221023204","doi":"10.1177/1753495x221087171","title":"Addressing racial disparities: Time for action","year":2022,"lang":"en","type":"article","venue":"Obstetric Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Thomas Hospital","funders":"National Institute on Minority Health and Health Disparities","keywords":"","score_opus":0.21263673343817244,"score_gpt":0.5012655758468081,"score_spread":0.2886288424086356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221023204","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43918645,0.042840518,0.0048841676,0.094287574,0.07831412,0.018981902,0.0006886961,0.0025304318,0.31828615],"genre_scores_gemma":[0.8586642,0.00018605718,0.00070753624,0.011022638,0.0042608026,0.0018886212,0.0005049717,0.000086755674,0.12267841],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972991,0.00045999937,0.00064126897,0.00030059318,0.0005899475,0.0007091078],"domain_scores_gemma":[0.99569434,0.0033071695,0.00033543163,0.00029228907,0.00015232351,0.00021847285],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010497026,0.00015702215,0.0004096091,0.00027083495,0.0026009681,0.0000035513335,0.00022467035,0.00010713053,0.010855252],"category_scores_gemma":[0.0025715942,0.00013722335,0.000050292794,0.00091970275,0.00006885412,0.0000851606,0.0001458481,0.0006660676,0.00019230586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040980394,0.00008643243,0.005795267,0.000985835,0.000028978253,0.0000147958335,0.0074545415,0.000059877406,0.00027324815,0.0025894768,0.9414217,0.04088007],"study_design_scores_gemma":[0.0026546724,0.00044103203,0.0014794753,0.00034810786,0.000047538135,0.000003903333,0.009793404,0.0013131901,0.0000058361966,0.0008900286,0.9828699,0.0001528686],"about_ca_topic_score_codex":0.00041030924,"about_ca_topic_score_gemma":0.000020509102,"teacher_disagreement_score":0.41947776,"about_ca_system_score_codex":0.00078411674,"about_ca_system_score_gemma":0.00023654949,"threshold_uncertainty_score":0.9986975},"labels":[],"label_agreement":null},{"id":"W4221120058","doi":"10.1176/appi.pn.2022.04.4.42","title":"What Do IMGs Need and How Can They Be Supported?","year":2022,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Session (web analytics); Library science; Table of contents; Psychology; Quarter (Canadian coin); Medical education; Medicine; Psychiatry; History","score_opus":0.035234237781326755,"score_gpt":0.38082859878688824,"score_spread":0.3455943610055615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221120058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7778641,0.010064782,0.0000067663186,0.1900677,0.009580961,0.001884165,0.0001318465,0.00025672207,0.010142996],"genre_scores_gemma":[0.95755804,0.0045758565,0.000496437,0.017864384,0.00087754225,0.00043218775,0.00009216672,0.00006794096,0.018035436],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99679965,0.0007536686,0.00045669934,0.0005109688,0.00049874774,0.0009802928],"domain_scores_gemma":[0.9983233,0.00026885557,0.0003479079,0.00059110887,0.0000754726,0.0003933099],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00069895067,0.0002514789,0.0003853106,0.00022163885,0.0020633084,0.00006011348,0.0003170956,0.00014193909,0.0026014177],"category_scores_gemma":[0.000050090206,0.00023343452,0.000061544204,0.00068053824,0.00003570043,0.0002174033,0.0003627237,0.0010202432,0.00006297931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001600175,0.00012308807,0.2302048,0.00027694833,0.000031769465,0.00001669169,0.01482403,0.0000079729225,0.000029858053,0.0057597244,0.7349333,0.013631798],"study_design_scores_gemma":[0.001351163,0.0002377207,0.0069615743,0.00005326542,0.000045649267,0.000015421552,0.11901174,0.000019823543,0.0000020818115,0.0034335395,0.8685779,0.00029012625],"about_ca_topic_score_codex":0.004863663,"about_ca_topic_score_gemma":0.0034661782,"teacher_disagreement_score":0.22324322,"about_ca_system_score_codex":0.00026043705,"about_ca_system_score_gemma":0.00043928903,"threshold_uncertainty_score":0.99923587},"labels":[],"label_agreement":null},{"id":"W4223502667","doi":"10.1186/s12960-022-00726-z","title":"Medical education interventions influencing physician distribution into underserved communities: a scoping review","year":2022,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"Psychological intervention; Workforce; Incentive; Health services research; Medicine; Rural area; Health care; Medical education; Family medicine; Nursing; Public health; Political science","score_opus":0.2648099744402769,"score_gpt":0.5824321666270053,"score_spread":0.3176221921867284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223502667","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000032483105,0.980835,0.00011982065,0.0017983166,0.0009494774,0.014702571,0.0002981538,0.0003325065,0.0009316215],"genre_scores_gemma":[0.0000089637315,0.9614118,0.00010156715,0.0141385645,0.0007529489,0.0106710205,0.012106712,0.00015587063,0.00065257074],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98655003,0.006070478,0.0043813298,0.0006430184,0.00096495345,0.0013902112],"domain_scores_gemma":[0.9917944,0.002015751,0.0038697424,0.0012829092,0.00023960994,0.00079760695],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005627131,0.0006935709,0.0035152072,0.0003102867,0.007945541,0.00003799107,0.0013143293,0.0005486665,0.0030347535],"category_scores_gemma":[0.0008713428,0.0006729515,0.0012191832,0.00090001797,0.00018168619,0.00015365763,0.00073685515,0.0029168506,0.00010806805],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000046569544,0.00014737723,0.0000074019686,0.6666675,0.00004582437,4.4884214e-7,0.0026506355,2.2633046e-7,5.341056e-10,0.0015648773,0.03285369,0.2960573],"study_design_scores_gemma":[0.00016339828,0.00015289265,0.0000019655347,0.4844544,0.00017756058,0.000002310942,0.004761044,0.0000024007159,5.3559196e-10,0.00018354242,0.50987464,0.00022582458],"about_ca_topic_score_codex":0.0066239876,"about_ca_topic_score_gemma":0.014042519,"teacher_disagreement_score":0.47702098,"about_ca_system_score_codex":0.005380439,"about_ca_system_score_gemma":0.0116953915,"threshold_uncertainty_score":0.999991},"labels":[],"label_agreement":null},{"id":"W4224086847","doi":"10.1177/17151635221094196","title":"CPO Update: Diversity, Equity and Inclusion","year":2022,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Equity (law); Diversity (politics); Inclusion (mineral); Business; Political science; Sociology; Social science; Anthropology; Law","score_opus":0.07687107484093812,"score_gpt":0.3964389348005786,"score_spread":0.3195678599596405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224086847","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9713563,0.0030913423,0.000022688808,0.0025407977,0.0071694492,0.00096319505,0.0014472803,0.000073437244,0.013335557],"genre_scores_gemma":[0.9637862,0.0041454495,0.00009244348,0.029332614,0.00081603235,0.000037247584,0.000062544794,0.000050735372,0.0016767503],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99452525,0.0010337516,0.0007754865,0.00047474392,0.0012405146,0.0019502671],"domain_scores_gemma":[0.99473506,0.00022058438,0.00044048202,0.00028027166,0.00044578352,0.0038777962],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002676142,0.00035590085,0.00044237447,0.00039177845,0.04491186,0.000059856662,0.0015096257,0.000083175306,0.009321823],"category_scores_gemma":[0.00015727148,0.00040469927,0.000088566034,0.00079964974,0.00017887255,0.00035061795,0.026357153,0.0023721133,0.00002482477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005079928,0.00008518306,0.042256657,0.00085145887,0.00018277059,0.08579525,0.028342947,0.0012292687,0.00034737104,0.0009293854,0.6346912,0.20478053],"study_design_scores_gemma":[0.0029176192,0.00008098998,0.000105035055,0.00004513626,0.00011677988,0.10479846,0.0003529946,0.0015479998,0.00003519303,0.0028156692,0.8864953,0.0006888344],"about_ca_topic_score_codex":0.21197812,"about_ca_topic_score_gemma":0.35592407,"teacher_disagreement_score":0.2518041,"about_ca_system_score_codex":0.011278583,"about_ca_system_score_gemma":0.007435897,"threshold_uncertainty_score":0.9999294},"labels":[],"label_agreement":null},{"id":"W4224095503","doi":"10.46747/cfp.6804258","title":"Consensus statement on networks for high-quality rural anesthesia, surgery, and obstetric care in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; College of Family Physicians of Canada; Canadian Association of General Surgeons; Dalhousie University; University of British Columbia; Western University; Queen's University; Women's College Hospital; Sunnybrook Health Science Centre; The Society of Obstetricians and Gynaecologists of Canada; University of Alberta; Native Mental Health Association of Canada; University of Saskatchewan","funders":"University of British Columbia","keywords":"Triage; Medicine; Coaching; Multidisciplinary approach; Quality (philosophy); Nursing; Scrutiny; Professional association; Rural area; Professional development; Quality management; Medical education; Medical emergency; Public relations; Psychology; Political science; Business","score_opus":0.042538301469586426,"score_gpt":0.33871808175964757,"score_spread":0.29617978029006115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224095503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871061,0.0022382778,8.3139446e-7,0.0033348408,0.0012071619,0.0019063673,0.0007400718,0.000028041208,0.0034383032],"genre_scores_gemma":[0.90356255,0.000028350041,0.000016111775,0.09516107,0.00013545371,0.0005328584,0.00036107167,0.000039905528,0.00016262823],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996432,0.0007728338,0.00071566587,0.00036767998,0.00032080885,0.0013910071],"domain_scores_gemma":[0.9969141,0.0017008224,0.00024417814,0.0003511121,0.00012572012,0.0006640578],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00048480136,0.00024009515,0.00051768427,0.0002312311,0.0013259987,0.000009807509,0.00018035012,0.00007597169,0.000014584869],"category_scores_gemma":[0.000043407053,0.00027604002,0.00004463894,0.000616746,0.000037695063,0.00002815984,0.000041664738,0.000567178,0.0000057066427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005386772,0.000065826345,0.16376445,0.00093947025,0.00006111088,0.00055238354,0.0027983198,0.011427372,0.000006864159,0.009280534,0.7194278,0.091137156],"study_design_scores_gemma":[0.001513332,0.00021822298,0.34606087,0.00033712856,0.000020085205,7.692666e-7,0.15186605,0.000457517,0.000002302182,0.0003853553,0.49847558,0.0006627763],"about_ca_topic_score_codex":0.9959658,"about_ca_topic_score_gemma":0.99769586,"teacher_disagreement_score":0.22095224,"about_ca_system_score_codex":0.011467822,"about_ca_system_score_gemma":0.010685809,"threshold_uncertainty_score":0.99997413},"labels":[],"label_agreement":null},{"id":"W4225247606","doi":"10.3390/women2010004","title":"Understanding the Influence of Ghanaian Women’s Migration Patterns on Access to Health Care","year":2022,"lang":"en","type":"article","venue":"Women","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"","keywords":"Socioeconomic status; Thematic analysis; Health care; Empowerment; Intersectionality; Health equity; Social determinants of health; Economic growth; Qualitative research; Political science; Psychology; Demographic economics; Business; Population; Sociology; Medicine; Gender studies; Environmental health; Economics","score_opus":0.10823884829890244,"score_gpt":0.43630335089064554,"score_spread":0.3280645025917431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225247606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9843723,0.000046137353,0.00006271755,0.012301628,0.00036491873,0.0014318102,0.00014482011,0.000062637555,0.001213001],"genre_scores_gemma":[0.9744665,0.00002434278,0.000010115175,0.023329454,0.000072722054,0.0015925572,0.000018156197,0.000021428998,0.0004646949],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9970906,0.00075509626,0.0005082188,0.0002593311,0.00050504133,0.0008817252],"domain_scores_gemma":[0.99863434,0.00027149203,0.00031710093,0.00043473038,0.00006918117,0.00027318488],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009620221,0.00013055778,0.00025558524,0.00014309138,0.0018396795,0.000014381817,0.0005197623,0.000044027336,0.0008766799],"category_scores_gemma":[0.00006455161,0.00010516243,0.000023566758,0.00053914037,0.00002331258,0.00009548209,0.0003768349,0.00048963964,0.000041219922],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031059067,0.00007727819,0.14514107,0.00078420475,0.00002039231,0.000002904194,0.8203893,0.012351113,0.000015134807,0.0036472923,0.016318738,0.0009419874],"study_design_scores_gemma":[0.00049249746,0.0013192674,0.09837521,0.000374093,0.0000022587976,4.788384e-7,0.8265091,0.000024684785,0.000005378857,0.00084152183,0.07189203,0.00016349356],"about_ca_topic_score_codex":0.0023697736,"about_ca_topic_score_gemma":0.002479235,"teacher_disagreement_score":0.05557329,"about_ca_system_score_codex":0.00928893,"about_ca_system_score_gemma":0.0004943568,"threshold_uncertainty_score":0.9994598},"labels":[],"label_agreement":null},{"id":"W4225476688","doi":"10.46747/cfp.6712950","title":"Le CMFC accueille son président pour 2021-2022, D <sup>r</sup> Brady Bouchard","year":2021,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Art","score_opus":0.030637947283602005,"score_gpt":0.32823060839369284,"score_spread":0.2975926611100908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225476688","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08269011,0.07450041,0.000063150874,0.20143932,0.01076409,0.002785165,0.0031210317,0.00023163886,0.6244051],"genre_scores_gemma":[0.24783105,0.004304512,0.0012737049,0.47814587,0.011527155,0.000363038,0.0014674006,0.0005516429,0.25453562],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98935765,0.0020393936,0.0014746053,0.001598049,0.0008509765,0.0046793097],"domain_scores_gemma":[0.991815,0.00056661456,0.00047057084,0.001865495,0.0010506471,0.0042316727],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0007299664,0.00095280336,0.0013560358,0.0004028582,0.0028689716,0.00020464954,0.0009709274,0.0013201364,0.0016665208],"category_scores_gemma":[0.00028770327,0.0012706433,0.0004927714,0.0019520641,0.00034292522,0.00067278976,0.00036956722,0.0027378965,0.017202951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000027642573,0.00027744262,0.0003702142,0.0007159196,0.00016988424,0.0010155586,0.0033557124,0.0005464587,0.00021875832,0.040535115,0.87726855,0.075498745],"study_design_scores_gemma":[0.0014948123,0.00011677577,0.0028161192,0.0028377406,0.00013392163,0.0000072886724,0.060780827,0.001799204,0.00017343034,0.0047083334,0.92409694,0.0010346207],"about_ca_topic_score_codex":0.36060587,"about_ca_topic_score_gemma":0.36123177,"teacher_disagreement_score":0.36986944,"about_ca_system_score_codex":0.004626912,"about_ca_system_score_gemma":0.035574198,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W4225791706","doi":"10.1186/s12913-021-07366-4","title":"Modernising physician resource planning: a national interactive web platform for Canadian medical trainees","year":2022,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; McMaster University; Dalhousie University; University of Toronto; University of British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Workforce; Workforce planning; Population; Health informatics; Medicine; Health administration; Health care; Health human resources; Human resources; Population health; Public health; Medical education; Nursing; Public relations; Environmental health; Economic growth; Management; Political science","score_opus":0.1650547633149695,"score_gpt":0.5440306334788148,"score_spread":0.37897587016384526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225791706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67068607,0.005087617,0.00045935097,0.075073294,0.0024225307,0.021602836,0.0040218574,0.0008458002,0.21980068],"genre_scores_gemma":[0.94308424,0.00003379178,0.0006554314,0.04800691,0.0014869487,0.0030359984,0.000683599,0.00010591705,0.0029071886],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9893879,0.002178864,0.0010336458,0.0007051033,0.003710745,0.0029837142],"domain_scores_gemma":[0.9917027,0.0043835794,0.00030875727,0.00039387523,0.00092853885,0.0022825832],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010779111,0.00025141382,0.0005026822,0.000889224,0.009721033,0.000042490625,0.0011259456,0.00027766175,0.0019017204],"category_scores_gemma":[0.000372705,0.00026037137,0.00009767685,0.0011450319,0.00009947661,0.00024559035,0.00055919605,0.0032798655,0.00016542875],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0069472315,0.0010401428,0.035765674,0.024590828,0.00022720509,0.000119122415,0.47422078,0.0120461965,0.000029518578,0.035044614,0.3817175,0.028251203],"study_design_scores_gemma":[0.001270346,0.0003624283,0.0019134403,0.0011392795,0.0000019980591,0.000005903529,0.15233241,0.113211006,8.538134e-7,0.0015674252,0.7280173,0.00017767069],"about_ca_topic_score_codex":0.09670741,"about_ca_topic_score_gemma":0.26249886,"teacher_disagreement_score":0.34629977,"about_ca_system_score_codex":0.005797933,"about_ca_system_score_gemma":0.030929327,"threshold_uncertainty_score":0.99998486},"labels":[],"label_agreement":null},{"id":"W4226346449","doi":"10.26686/wgtn.17136290.v1","title":"Exploring the sustaining factors that motivate nurses to work in the rural areas of Papua New Guinea","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Science and Engineering Research Board; Prairie Oat Growers Association; World Bank Group","keywords":"Disadvantaged; Government (linguistics); Work (physics); New guinea; Developing country; Rural area; Rural health; Nursing; Health care; Face (sociological concept); Medicine; Economic growth; Psychology; Political science; Public relations; Sociology; Social science","score_opus":0.17747881937706445,"score_gpt":0.443095755135131,"score_spread":0.26561693575806655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226346449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95714515,0.0003226851,0.000006517144,0.0019762318,0.004310711,0.0034693538,0.00000994356,0.00008729785,0.03267208],"genre_scores_gemma":[0.9254257,0.00013485618,0.000059703085,0.0007785146,0.0002689199,0.00029597193,0.00029050704,0.00007376652,0.072672054],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9960154,0.00074308674,0.001021038,0.0003735814,0.00073116884,0.0011156693],"domain_scores_gemma":[0.9955587,0.002533446,0.000609822,0.00089362107,0.0002129523,0.0001915041],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00085145683,0.00047465958,0.0007261648,0.00023784573,0.00052922004,0.00002913517,0.0010287861,0.00034980598,0.0005435584],"category_scores_gemma":[0.0006398903,0.00024909372,0.00015226152,0.0010187364,0.00002593654,0.00022004593,0.00009889277,0.0014377913,0.00019690633],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005820574,0.000043010623,0.5862583,0.00094640465,0.000045226963,0.000003884478,0.37934938,0.00016743212,0.0000054660036,0.0037651972,0.019016158,0.009817465],"study_design_scores_gemma":[0.00022688482,0.000053082298,0.37681067,0.0038851548,0.000024189558,1.1896941e-7,0.60352534,0.0000019204717,0.000043751665,0.00012457716,0.015116423,0.00018790163],"about_ca_topic_score_codex":0.017602773,"about_ca_topic_score_gemma":0.006695165,"teacher_disagreement_score":0.22417592,"about_ca_system_score_codex":0.00031314977,"about_ca_system_score_gemma":0.0006409442,"threshold_uncertainty_score":0.9999961},"labels":[],"label_agreement":null},{"id":"W4229035201","doi":"10.12927/hcq.2022.26812","title":"Impact of the COVID-19 Pandemic on the Health Workforce in Canada","year":2022,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Workforce; Pandemic; Health care; Personal protective equipment; Business; Coronavirus disease 2019 (COVID-19); Nursing; Public relations; Medicine; Economic growth; Political science","score_opus":0.10124090788541845,"score_gpt":0.45199005492824856,"score_spread":0.3507491470428301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229035201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8522041,0.0010022366,0.0000043826253,0.14130586,0.001274154,0.0030145205,0.0004132853,0.000060008562,0.00072145194],"genre_scores_gemma":[0.9302232,0.00006330231,0.0000069545436,0.068470344,0.00011154327,0.0005876451,0.000024617375,0.000037871432,0.00047449203],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98889667,0.006655835,0.0014227056,0.00044907272,0.001020641,0.0015550724],"domain_scores_gemma":[0.99475074,0.0023445473,0.00094636256,0.001180352,0.00010229841,0.0006756993],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027507977,0.00028923198,0.0005960056,0.00011407573,0.0028333683,0.000005170694,0.0009190719,0.000105000516,0.0010382104],"category_scores_gemma":[0.00022231971,0.00017576138,0.0001593343,0.0012988562,0.00007743373,0.000042935455,0.00012326913,0.0025161467,0.00002079131],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00030149776,0.000049050825,0.8949016,0.00032823614,0.000010853561,0.000007058216,0.017811632,0.00057730323,8.261499e-7,0.0046067988,0.07339086,0.008014331],"study_design_scores_gemma":[0.0019239064,0.0040850076,0.7014266,0.00075114856,0.000007238499,0.000038807797,0.12248612,0.0003024884,1.6421781e-7,0.0028759295,0.16568767,0.00041490427],"about_ca_topic_score_codex":0.99221426,"about_ca_topic_score_gemma":0.9919893,"teacher_disagreement_score":0.19347493,"about_ca_system_score_codex":0.021809489,"about_ca_system_score_gemma":0.05010758,"threshold_uncertainty_score":0.99987495},"labels":[],"label_agreement":null},{"id":"W4229062182","doi":"10.1097/pec.0000000000002742","title":"Impact of a 1-Year Pediatric Emergency Medicine Training Program for International Medical Graduates","year":2022,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Medicine; Subspecialty; Program director; Family medicine; Pediatric emergency medicine; Emergency department; Medical education; Nursing; Emergency physician","score_opus":0.0745112225901365,"score_gpt":0.4912301642005673,"score_spread":0.4167189416104308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229062182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94762516,0.013294881,0.00008136552,0.0014702126,0.021604203,0.00353311,0.0008376106,0.0003781982,0.011175283],"genre_scores_gemma":[0.97190726,0.011286504,0.00054843695,0.000052714287,0.010629849,0.0028467437,0.0009273524,0.00009761399,0.0017035096],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.993729,0.00047180793,0.002275763,0.0006115268,0.0017465481,0.0011653743],"domain_scores_gemma":[0.9961333,0.00036664424,0.0010549969,0.00042469776,0.00146351,0.00055683777],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013369046,0.00037438606,0.0006652547,0.0005488628,0.0010540057,0.000001540155,0.0009703653,0.0002420007,0.05672833],"category_scores_gemma":[0.0024732184,0.00032975725,0.00046632753,0.0018052589,0.000041203322,0.00011533629,0.0004232077,0.00095451425,0.000041735748],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012224118,0.00015845886,0.74149394,0.0008115023,0.00005162918,0.0000032465039,0.01224315,0.000046222212,0.0000012536046,0.00032024857,0.24242769,0.0023204214],"study_design_scores_gemma":[0.0114651,0.010584074,0.6075878,0.00015726165,0.0016004938,0.000012867894,0.14409135,0.0018000817,0.0000011361606,0.005541166,0.21491164,0.0022470294],"about_ca_topic_score_codex":0.0010798419,"about_ca_topic_score_gemma":0.00019130348,"teacher_disagreement_score":0.13390614,"about_ca_system_score_codex":0.0005514614,"about_ca_system_score_gemma":0.0014315934,"threshold_uncertainty_score":0.9999154},"labels":[],"label_agreement":null},{"id":"W4229533515","doi":"10.22215/etd/2008-07548","title":"Filipino 'nursing medics': why are doctors retraining as nurses in the Philippines?","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"Retraining; Nursing; Psychology; Medicine; Humanities; Political science; Art; Law","score_opus":0.06909058358305029,"score_gpt":0.48277372191309786,"score_spread":0.41368313833004755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229533515","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35209212,0.0040486767,0.0000025357483,0.004636838,0.014900373,0.0027758954,0.000036996225,0.00032789743,0.6211787],"genre_scores_gemma":[0.70065445,0.0048653525,0.00035807592,0.0176494,0.004715942,0.0010543013,0.004972792,0.00029882908,0.26543087],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9938236,0.0012014669,0.0016087975,0.0007402586,0.0011820941,0.0014437917],"domain_scores_gemma":[0.99602604,0.00151837,0.0010161215,0.000813167,0.00036382757,0.0002624459],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0010211193,0.000619616,0.0009291459,0.0004188681,0.001663648,0.00002347489,0.0008484375,0.001486995,0.005526444],"category_scores_gemma":[0.0013748596,0.00044390102,0.00017343757,0.0010540164,0.00014006572,0.00017853898,0.000026492531,0.0031926078,0.0006130846],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023053522,0.00018502865,0.018261816,0.0013581275,0.000034441175,0.00010243051,0.22899877,0.0000057925486,0.000007466186,0.0033394615,0.7369681,0.010508048],"study_design_scores_gemma":[0.0008421782,0.000114245886,0.053013228,0.019914385,0.00006167302,0.000019840025,0.5718138,0.000066306966,0.0000076057117,0.0019098668,0.351621,0.00061584933],"about_ca_topic_score_codex":0.0034629481,"about_ca_topic_score_gemma":0.014256967,"teacher_disagreement_score":0.38534707,"about_ca_system_score_codex":0.00067723356,"about_ca_system_score_gemma":0.0010961154,"threshold_uncertainty_score":0.99980927},"labels":[],"label_agreement":null},{"id":"W4229567312","doi":"10.21203/rs.3.rs-43663/v1","title":"Factors Influencing Physicians' Departure from General Practitioners Field in Developing Countries: A Case Study in Iran","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Ministry of Health and Medical Education","keywords":"Field (mathematics); Developing country; Political science; Psychology; Economic growth; Economics; Mathematics","score_opus":0.24635314445631862,"score_gpt":0.551231686427165,"score_spread":0.3048785419708464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229567312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98301655,0.00056992023,0.000037157133,0.007978363,0.0006501178,0.0066277906,0.00025099824,0.00014402391,0.0007250747],"genre_scores_gemma":[0.9945243,0.0004597523,0.00042643206,0.0020875747,0.00069451984,0.0013166976,0.00030992905,0.000079530226,0.00010125671],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98949915,0.004656042,0.0013814339,0.0012402091,0.0014681529,0.0017550224],"domain_scores_gemma":[0.99330276,0.0045978525,0.00039302913,0.00083942455,0.000519098,0.0003478101],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0021387003,0.0005059649,0.0010254146,0.0007076432,0.00090020924,0.00009471067,0.0006198738,0.001043524,0.0002949911],"category_scores_gemma":[0.0021062435,0.0004928196,0.00010271091,0.001416244,0.00007378911,0.0002722161,0.0016595998,0.008700994,0.00011764494],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018631417,0.00014503104,0.83618003,0.0020383848,0.000047737572,0.0049038203,0.1519603,0.00042247275,0.000004078663,0.00015232372,0.0037449105,0.00021456966],"study_design_scores_gemma":[0.0020335796,0.00038362193,0.2852704,0.01606995,0.000023373788,0.0000047940784,0.6746259,0.00068410987,0.000026904163,0.0015900506,0.018465096,0.0008222684],"about_ca_topic_score_codex":0.23244594,"about_ca_topic_score_gemma":0.26180932,"teacher_disagreement_score":0.55090964,"about_ca_system_score_codex":0.0036619778,"about_ca_system_score_gemma":0.0029933916,"threshold_uncertainty_score":0.99975234},"labels":[],"label_agreement":null},{"id":"W4230046796","doi":"10.24124/2014/bpgub1170","title":"Recruitment and retention of medical physicians in northern rural communities","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural community; Rural area; Employee retention; Medicine; Public relations; Business; Nursing; Political science; Sociology; Socioeconomics","score_opus":0.09724071891763,"score_gpt":0.46816303442823776,"score_spread":0.3709223155106077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230046796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9577009,0.00062257523,0.000005354336,0.00069783075,0.0008314695,0.0013488905,0.000010593063,0.00004758469,0.038734768],"genre_scores_gemma":[0.98385733,0.00187535,0.00004847574,0.0004416962,0.00013919399,0.00032818795,0.0015697433,0.000035109213,0.011704905],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99718255,0.0008257161,0.0008916917,0.00011056818,0.00060956203,0.0003799409],"domain_scores_gemma":[0.99854654,0.00040394897,0.000480838,0.00029353445,0.00017850737,0.000096657066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00096607796,0.00019623333,0.0005719482,0.00013619376,0.00022188194,0.000003731336,0.0002381832,0.0007358084,0.0006248766],"category_scores_gemma":[0.00007439567,0.00017285539,0.00005070972,0.0001274991,0.000058819493,0.000045059853,0.000060307593,0.0009818318,0.000046840327],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007598654,0.00038299177,0.6197388,0.015402377,0.000111144414,0.0000047958165,0.16305114,0.0000054784514,0.000037440153,0.021598805,0.010877207,0.1680299],"study_design_scores_gemma":[0.0017303032,0.0002822088,0.22142316,0.030221565,0.000057957237,6.843806e-7,0.7243775,0.00030991613,0.000024656725,0.002187918,0.0189793,0.00040484243],"about_ca_topic_score_codex":0.034079093,"about_ca_topic_score_gemma":0.63307655,"teacher_disagreement_score":0.5989975,"about_ca_system_score_codex":0.00015313279,"about_ca_system_score_gemma":0.00024007657,"threshold_uncertainty_score":0.97235304},"labels":[],"label_agreement":null},{"id":"W4230057622","doi":"10.1097/02024458-201012000-00029","title":"CCSA: Core Competencies For Canadaʼs Substance Abuse Workforce","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Core competency; Core (optical fiber); Substance abuse; Psychology; Political science; Business; Psychiatry; Engineering; Marketing; Law","score_opus":0.06196311814360313,"score_gpt":0.3647110153278635,"score_spread":0.3027478971842604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230057622","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795345,0.00097405823,0.00018366303,0.0058582337,0.0075373263,0.00077469746,0.00012092036,0.000023632949,0.004992968],"genre_scores_gemma":[0.99261135,0.00010429532,0.0011598888,0.002050322,0.0014963216,0.000028559383,0.000013283749,0.000029928502,0.0025060314],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981201,0.0001179571,0.0006544976,0.00011287885,0.00025842868,0.00073609693],"domain_scores_gemma":[0.9969044,0.00052742194,0.00061118463,0.000288933,0.00086136436,0.0008067314],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012155502,0.00014182487,0.0002559822,0.00015244109,0.0023635763,0.000022874356,0.00040643098,0.00020773339,0.00048186345],"category_scores_gemma":[0.00022942122,0.000102729144,0.00009034364,0.0002880743,0.00018516467,0.00016264936,0.0000035596613,0.0012877462,0.000031351672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052884815,0.00002706347,0.10664308,0.00015131322,0.00015155367,0.00007478228,0.039319977,0.00050787674,0.00076959457,0.06672397,0.7736607,0.011441246],"study_design_scores_gemma":[0.00068279024,0.00012394747,0.019904125,0.0004187017,0.000052606854,0.000058205274,0.0033601036,0.00018886263,0.000024485744,0.0016057587,0.9734545,0.00012594213],"about_ca_topic_score_codex":0.08711182,"about_ca_topic_score_gemma":0.9774967,"teacher_disagreement_score":0.89038485,"about_ca_system_score_codex":0.00068034127,"about_ca_system_score_gemma":0.0031896587,"threshold_uncertainty_score":0.9989352},"labels":[],"label_agreement":null},{"id":"W4230146715","doi":"10.4095/300984","title":"Non-medical Determinants of Health - High School Graduates, 1996","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Mathematics education; Medicine","score_opus":0.08024866728942524,"score_gpt":0.49172184901450533,"score_spread":0.4114731817250801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230146715","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31032628,0.015590683,0.0001427994,0.018256364,0.07260522,0.016560469,0.0011984943,0.0014832926,0.5638364],"genre_scores_gemma":[0.5834807,0.04074931,0.0061560166,0.013382907,0.009911717,0.0012200054,0.0017692647,0.00070936256,0.34262067],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98677176,0.0008074159,0.005091683,0.0010146921,0.0039951834,0.0023192668],"domain_scores_gemma":[0.9901239,0.00085235,0.003687694,0.0017595026,0.0014855919,0.002090943],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.008579173,0.0007626285,0.003122003,0.00039817998,0.000949933,0.000009313873,0.0011504744,0.0038667251,0.017976893],"category_scores_gemma":[0.0038022667,0.00060684484,0.0002936028,0.00050333043,0.00027687268,0.00010370326,0.00069410016,0.006792688,0.0023133464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003008576,0.00014493399,0.30687267,0.008068548,0.000035703742,0.000051814135,0.0001595481,8.6120814e-8,7.9581275e-7,0.00009857637,0.652309,0.03222825],"study_design_scores_gemma":[0.0012020632,0.00042823202,0.12999186,0.018306501,0.00005739374,0.000058111385,0.0006234545,0.000037023576,0.000013007103,0.0005276392,0.84807754,0.0006771992],"about_ca_topic_score_codex":0.23369068,"about_ca_topic_score_gemma":0.04884937,"teacher_disagreement_score":0.27315447,"about_ca_system_score_codex":0.0014167719,"about_ca_system_score_gemma":0.0488807,"threshold_uncertainty_score":0.9996383},"labels":[],"label_agreement":null},{"id":"W4231283233","doi":"10.21203/rs.3.rs-296426/v1","title":"Challenges, coping responses and supportive interventions for international and migrant students in academic nursing programs in major host countries: A scoping review with a gender lens","year":2021,"lang":"en","type":"review","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"Fonds de Recherche du Québec - Santé","keywords":"Psychological intervention; Coping (psychology); Nursing; Psychology; Mental health; Medical education; Medicine; Clinical psychology; Psychiatry","score_opus":0.5660472744055857,"score_gpt":0.6626026920265478,"score_spread":0.09655541762096209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231283233","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004088262,0.97664726,0.000012503439,0.0021841405,0.00017500401,0.020257255,0.00016805099,0.000035308247,0.00011166779],"genre_scores_gemma":[0.00014788577,0.9898641,0.00023075065,0.00011488044,0.00014343932,0.008801428,0.00030924202,0.00008019654,0.00030805788],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.990286,0.0041765305,0.0019701696,0.0010255836,0.001141003,0.0014007123],"domain_scores_gemma":[0.9940356,0.003731127,0.00057919614,0.00038357012,0.0010084651,0.00026201262],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008574548,0.00043137316,0.0021510534,0.00095349684,0.00048508376,0.000067097935,0.00047244018,0.00057732296,0.00006266571],"category_scores_gemma":[0.002774069,0.00035848434,0.00017713326,0.000892314,0.00029490454,0.0002530912,0.0004883495,0.0028238045,0.0000096077765],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018871408,0.00018835683,0.006845381,0.8428037,0.00010746211,0.00010101703,0.0075014746,3.1099013e-8,1.7982078e-8,0.0003854147,0.0005963122,0.1412821],"study_design_scores_gemma":[0.00093277264,0.00025031797,0.00089804025,0.7867597,0.00009942583,0.00002392445,0.007977439,0.0000012295073,1.4208277e-8,0.000028288785,0.20280284,0.0002260249],"about_ca_topic_score_codex":0.0002186206,"about_ca_topic_score_gemma":0.0046290895,"teacher_disagreement_score":0.20220652,"about_ca_system_score_codex":0.0016248149,"about_ca_system_score_gemma":0.0026183233,"threshold_uncertainty_score":0.9998867},"labels":[],"label_agreement":null},{"id":"W4231362140","doi":"10.1002/jcop.22452/v2/decision1","title":"Decision letter for \"Barriers to and facilitators of community participation among Latinx migrants with disabilities in the United States and Latinx migrant workers in Canada: An ecological analysis\"","year":2020,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Migrant workers; Political science; Environmental health; Sociology; Geography; Economic growth; Psychology; Medicine; Economics","score_opus":0.09341168481598781,"score_gpt":0.43068518843213793,"score_spread":0.3372735036161501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231362140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9642335,0.00051349466,0.00003902382,0.030175133,0.00010007197,0.0039294427,0.0009460641,0.000016247765,0.000046978526],"genre_scores_gemma":[0.9776252,0.00034085033,0.0005330811,0.018473852,0.000019775796,0.00090385566,0.001677596,0.000020349027,0.0004054726],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9936755,0.0034453229,0.0013813645,0.00037103926,0.00048158164,0.0006452327],"domain_scores_gemma":[0.98940283,0.00904125,0.00036600386,0.00048833585,0.00024057803,0.0004610302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023916152,0.0003587091,0.001298109,0.00026935452,0.00045512363,0.000013296393,0.0003150148,0.0002451086,0.00015582965],"category_scores_gemma":[0.0028464762,0.00021497431,0.000057830537,0.0016019488,0.00023542646,0.0000852899,0.00012957421,0.0010982755,5.1557333e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024489124,0.000035570305,0.8803007,0.002255702,0.00005696462,0.0000016568771,0.020695519,0.0007663109,3.4353487e-8,0.0000072809657,0.09521835,0.0004169914],"study_design_scores_gemma":[0.0006583367,0.00039257822,0.8145421,0.003753951,0.00027534782,1.1708408e-7,0.13362814,0.001565763,1.3114538e-7,0.000094487645,0.044841107,0.00024789592],"about_ca_topic_score_codex":0.975579,"about_ca_topic_score_gemma":0.99937326,"teacher_disagreement_score":0.11293263,"about_ca_system_score_codex":0.0005247307,"about_ca_system_score_gemma":0.0008468848,"threshold_uncertainty_score":0.8766398},"labels":[],"label_agreement":null},{"id":"W4231374832","doi":"10.32920/ryerson.14662503.v1","title":"Pakistani immigrants and their challenges in accessing culturally diverse physicians in the Toronto CMA","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Immigration; Face (sociological concept); Context (archaeology); Health care; Sociology; Medicine; Public relations; Gender studies; Economic growth; Political science; Geography; Social science","score_opus":0.11141936214752458,"score_gpt":0.4371635595205259,"score_spread":0.3257441973730013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231374832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9111761,0.0401857,0.000010116988,0.007964141,0.0008808533,0.0018903683,0.000035531884,0.00009359548,0.037763625],"genre_scores_gemma":[0.96211976,0.033860926,0.0002537518,0.002647009,0.000286234,0.00027272213,0.00005822895,0.000031332293,0.00047004173],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99554646,0.0015974143,0.0008549406,0.00078059256,0.00031128677,0.0009093181],"domain_scores_gemma":[0.99803513,0.00063247024,0.0003515679,0.00073925965,0.00014585105,0.00009574667],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011184182,0.00045777488,0.0007884217,0.000053643103,0.0004546965,0.00007956019,0.0006804201,0.0006510251,0.00028075586],"category_scores_gemma":[0.000083131774,0.00028237325,0.00009523768,0.00015317863,0.00007478698,0.00031086267,0.0012693651,0.0017798729,0.000014329486],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110679925,0.00029661792,0.040086396,0.0034765862,0.000049543487,0.000115421295,0.8708427,0.000040383544,0.000042133877,0.0024542343,0.0019227031,0.08056259],"study_design_scores_gemma":[0.0005194174,0.000022214921,0.16306502,0.005764759,0.000010775294,0.0000014479477,0.8253604,0.000121236364,0.000003908153,0.0007287711,0.0041032666,0.00029877524],"about_ca_topic_score_codex":0.12530816,"about_ca_topic_score_gemma":0.702173,"teacher_disagreement_score":0.5768648,"about_ca_system_score_codex":0.00074885646,"about_ca_system_score_gemma":0.00027454647,"threshold_uncertainty_score":0.99996287},"labels":[],"label_agreement":null},{"id":"W4231450170","doi":"10.24124/2009/bpgub1374","title":"Assessing vocational rehabilitation practices at Employment Action in Prince George","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"George (robot); Vocational rehabilitation; Vocational education; Action (physics); Rehabilitation; Psychology; Management; Medicine; History; Physical therapy; Art history; Pedagogy; Economics","score_opus":0.10773297408116918,"score_gpt":0.5562116724098269,"score_spread":0.4484786983286578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231450170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8524591,0.00054559094,0.000026321411,0.0041583944,0.002241041,0.0026279564,0.0000069317903,0.00023968761,0.13769497],"genre_scores_gemma":[0.66882396,0.0008901679,0.010291092,0.002038265,0.0010770388,0.0015448784,0.0074769203,0.00014709066,0.30771062],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99485177,0.0013698891,0.0014961015,0.0007393114,0.00079637096,0.00074657355],"domain_scores_gemma":[0.9935934,0.0025541054,0.0027076828,0.00044593433,0.0005316235,0.00016723956],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021088123,0.0003727967,0.000496464,0.00038121108,0.00091011875,0.00004565997,0.00021867115,0.0009265985,0.0015192333],"category_scores_gemma":[0.0024532736,0.00036942225,0.00008298178,0.0004994999,0.000022845103,0.001055977,0.000043723092,0.0012705786,0.00078848156],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028272122,0.0018399595,0.631832,0.010926992,0.00010314786,0.000025670248,0.04014779,0.0002596247,0.0014615312,0.01609108,0.0882281,0.20625688],"study_design_scores_gemma":[0.0005591263,0.000114245726,0.84634197,0.0028642062,0.000033269134,0.0000010070872,0.03188465,0.00009856759,0.00005139699,0.0013228675,0.11637735,0.00035135014],"about_ca_topic_score_codex":0.0036094834,"about_ca_topic_score_gemma":0.1123897,"teacher_disagreement_score":0.21450995,"about_ca_system_score_codex":0.00369234,"about_ca_system_score_gemma":0.0012779055,"threshold_uncertainty_score":0.9999895},"labels":[],"label_agreement":null},{"id":"W4231492116","doi":"10.1093/jcag/gwz047.002","title":"A3 TREATMENT IN DISPROPORTIONATELY MINORITY HOSPITALS IS ASSOCIATED WITH AN INCREASED MORTALITY IN END STAGE LIVER DISEASE","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; Western University","funders":"","keywords":"Medicine; Liver disease; Multivariate analysis; Logistic regression; Retrospective cohort study; Ethnic group; Mortality rate; Cohort; Health care; Emergency medicine; Demography; Internal medicine","score_opus":0.03316517103416343,"score_gpt":0.3389947150430777,"score_spread":0.30582954400891427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231492116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854825,0.000028838127,0.0000014019314,0.013104606,0.00016837977,0.0005680423,0.00049771357,0.0000050027793,0.00014352085],"genre_scores_gemma":[0.994906,0.00002868285,0.000033424578,0.0047394065,0.00007916044,0.000014456517,0.0000315109,0.000011365162,0.00015597627],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99594736,0.0018623886,0.0009975717,0.00017165579,0.00042839636,0.0005926457],"domain_scores_gemma":[0.99660236,0.00016532883,0.0019595404,0.00016721778,0.00037540979,0.0007301529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001241305,0.00015320342,0.0005485787,0.00016346185,0.00015612271,0.0000070759097,0.00025637963,0.0001781776,0.00031227214],"category_scores_gemma":[0.000858872,0.000114328155,0.00010279264,0.00026300913,0.000057316738,0.00017261796,0.000026338666,0.00053269585,0.000003550371],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006358259,0.00014490711,0.9967173,0.00003092109,0.00008787137,0.000097663586,0.0014001264,0.000104296116,0.0000032239761,0.000046721645,0.0007035531,0.0000276447],"study_design_scores_gemma":[0.002801025,0.0010442085,0.99478996,0.00012331344,0.00005866325,7.906158e-7,0.00034273844,0.0002555179,0.00000214713,0.00009079251,0.00043552936,0.000055314224],"about_ca_topic_score_codex":0.14901493,"about_ca_topic_score_gemma":0.94504684,"teacher_disagreement_score":0.7960319,"about_ca_system_score_codex":0.0058400263,"about_ca_system_score_gemma":0.0018368992,"threshold_uncertainty_score":0.99797636},"labels":[],"label_agreement":null},{"id":"W4231856522","doi":"10.1503/cmaj.76505","title":"Nurse anesthesiologists","year":2020,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Certification; Registered nurse; Perioperative nursing; Nursing; Medicine; Perioperative; Anesthesia; Political science","score_opus":0.029856579024571582,"score_gpt":0.37139517708598013,"score_spread":0.34153859806140857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231856522","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003703176,0.00046047432,0.0000051579555,0.9631833,0.0060221516,0.00044367832,0.00011092228,0.00009830066,0.02930569],"genre_scores_gemma":[0.00038538149,0.0003455491,0.00007598618,0.92945755,0.05501634,0.00003580707,0.00020913823,0.00007093372,0.014403311],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9907294,0.0026044652,0.0013970772,0.0003832878,0.002727462,0.0021583005],"domain_scores_gemma":[0.9924584,0.0014616981,0.0012253636,0.0002450561,0.00085971016,0.0037497962],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0020956376,0.00036012052,0.0008029231,0.00024286735,0.001635043,0.00004957239,0.0008767248,0.0058865263,0.036936294],"category_scores_gemma":[0.0077572237,0.00032236864,0.00021508621,0.0003632081,0.00007722947,0.00008870999,0.000031499043,0.023456942,0.011055449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000042605297,0.0000029761668,0.017039564,0.000093966744,0.000052931682,0.009472436,0.0004348978,1.7289022e-7,2.5481615e-8,0.000035279016,0.9697916,0.0030719005],"study_design_scores_gemma":[0.00044364444,0.000057813693,0.001332313,0.0008075194,0.00003453684,0.00014949775,0.0006497814,0.000016809776,3.3738324e-8,0.00044903875,0.9957802,0.00027876353],"about_ca_topic_score_codex":0.010699009,"about_ca_topic_score_gemma":0.026793962,"teacher_disagreement_score":0.048994187,"about_ca_system_score_codex":0.00656093,"about_ca_system_score_gemma":0.021770675,"threshold_uncertainty_score":0.9999228},"labels":[],"label_agreement":null},{"id":"W4232123012","doi":"10.1007/bf03403629","title":"SARS: Lessons Learned from a Provincial Perspective","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Ministry of Health and Long Term Care","funders":"","keywords":"Perspective (graphical); Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Political science; Geography; Medicine; Computer science; Virology; Artificial intelligence; Infectious disease (medical specialty); Outbreak; Pathology","score_opus":0.20635216857066152,"score_gpt":0.4671938321730024,"score_spread":0.2608416636023409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232123012","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39036387,0.0035998428,0.001204195,0.59001297,0.0025509573,0.0008508045,0.00033778622,0.00005152618,0.011028062],"genre_scores_gemma":[0.9786767,0.0003065513,0.0022151102,0.016067216,0.0020488792,0.000015464839,0.000021532429,0.00005342683,0.0005951207],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99457383,0.0011788278,0.0013157869,0.000318515,0.0004662559,0.0021468035],"domain_scores_gemma":[0.99141127,0.00026769727,0.0011099234,0.00036736872,0.0013279213,0.0055158376],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033894181,0.00023572713,0.000674046,0.0005924724,0.0015759817,0.000059360358,0.0005756443,0.00030828256,0.00091952545],"category_scores_gemma":[0.002881499,0.00021905951,0.00014420354,0.00067450956,0.00018159299,0.0004410243,0.00003365735,0.0018415657,0.00030048177],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000113791,0.0002448756,0.06280625,0.00031176565,0.0002637554,0.0006751156,0.22013159,0.00009068438,0.000027580858,0.47425458,0.14398478,0.09709526],"study_design_scores_gemma":[0.0033413945,0.0007288154,0.03736239,0.0012672496,0.000018644245,0.000050724047,0.110531546,0.0000070547762,0.0000042103616,0.062344443,0.78399885,0.00034465743],"about_ca_topic_score_codex":0.6451511,"about_ca_topic_score_gemma":0.79195017,"teacher_disagreement_score":0.6400141,"about_ca_system_score_codex":0.012890825,"about_ca_system_score_gemma":0.11755449,"threshold_uncertainty_score":0.99999374},"labels":[],"label_agreement":null},{"id":"W4232164051","doi":"10.30770/2572-1852-94.2.30","title":"International Briefs","year":2008,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06982219954664755,"score_gpt":0.4760625881649269,"score_spread":0.4062403886182794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232164051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88221514,0.00037838914,0.00897363,0.06890461,0.006447909,0.00021558681,0.0000019668578,0.00004077736,0.03282199],"genre_scores_gemma":[0.9895924,0.00084802555,0.0013058167,0.0022204525,0.0031071107,0.0000022346733,0.0000053685526,0.000010018026,0.002908605],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967506,0.00022669193,0.00088522304,0.00007087615,0.0018527637,0.00021383972],"domain_scores_gemma":[0.99814075,0.00035415386,0.0005956517,0.00009390565,0.00047874844,0.00033680067],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015797642,0.000063932064,0.00019057814,0.00010626932,0.00023987192,0.0000025238571,0.0002839155,0.0002459231,0.007147185],"category_scores_gemma":[0.0018733053,0.000048658992,0.000066352426,0.00013463407,0.00007046835,0.00017820077,0.000049981234,0.000635102,0.0001409116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045985452,0.0001897248,0.17932317,0.00010024508,0.00007852225,0.00025495692,0.004668683,0.000099785786,0.00012261052,0.021004753,0.74013495,0.053562727],"study_design_scores_gemma":[0.0013702338,0.00008351866,0.213598,0.00070606725,0.0000078101775,0.00023882718,0.00036761377,0.0011691924,0.00001262778,0.0021163719,0.7802704,0.000059360103],"about_ca_topic_score_codex":0.00004243911,"about_ca_topic_score_gemma":0.0000098756445,"teacher_disagreement_score":0.10737723,"about_ca_system_score_codex":0.00022368728,"about_ca_system_score_gemma":0.00056958396,"threshold_uncertainty_score":0.9937604},"labels":[],"label_agreement":null},{"id":"W4232249854","doi":"10.1007/978-3-319-05544-2_293-1","title":"Migration","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Bioethics; Health care; Brain drain; Public relations; Sociology; Political science; Nursing; Medicine; Economic growth; Law; Economics","score_opus":0.15778146360903705,"score_gpt":0.47068204775712497,"score_spread":0.3129005841480879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232249854","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025129644,0.0015308774,0.000036181158,0.0021345825,0.0014285162,0.00096248207,0.000032215423,0.0003248342,0.9935252],"genre_scores_gemma":[0.000257361,0.0003765129,0.00049250637,0.0021432866,0.0010484395,0.000034707904,0.00021227707,0.00006754775,0.99536735],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822384,0.00005852288,0.0006156846,0.0002872162,0.00039097408,0.0004237895],"domain_scores_gemma":[0.99834406,0.00014950236,0.0003152739,0.0004451841,0.00045438865,0.00029157542],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040492063,0.0002543602,0.00038833832,0.000086130225,0.0002662016,0.000003769559,0.0001594904,0.0009707561,0.0285155],"category_scores_gemma":[0.000051616116,0.00021241663,0.00006463384,0.000019420817,0.000035273122,0.000051772135,0.00010139302,0.0008928663,0.03174447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010607169,0.0000016708798,0.000094126815,0.00008431763,0.0000062861754,0.0000026898822,0.00018056731,3.8582817e-7,1.1899073e-7,0.38466054,0.6136614,0.001297272],"study_design_scores_gemma":[0.00017332974,0.000044478675,0.0000119358565,0.0006910625,0.000018820441,6.492146e-7,0.00016346776,0.000013577266,1.61898e-7,0.06403831,0.9346655,0.00017872384],"about_ca_topic_score_codex":0.0006557026,"about_ca_topic_score_gemma":0.0032317583,"teacher_disagreement_score":0.3210041,"about_ca_system_score_codex":0.00051517965,"about_ca_system_score_gemma":0.0005920711,"threshold_uncertainty_score":0.9723726},"labels":[],"label_agreement":null},{"id":"W4232416054","doi":"10.24124/2005/bpgub1296","title":"Developing a disability management course","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University; Humber Polytechnic","funders":"","keywords":"Course (navigation); Computer science; Engineering management; Engineering; Psychology; Engineering ethics","score_opus":0.06111882277621918,"score_gpt":0.5038568198720136,"score_spread":0.4427379970957944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232416054","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09496663,0.0006543963,0.000057969777,0.0024071964,0.0033481556,0.00302889,0.00001695427,0.00048915483,0.8950307],"genre_scores_gemma":[0.1795394,0.0012325863,0.01991594,0.0043308693,0.001406345,0.0015175588,0.0028719432,0.00015038934,0.78903496],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966913,0.0002776352,0.0010368353,0.000570623,0.00046904472,0.00095456064],"domain_scores_gemma":[0.99839383,0.0002035252,0.0003827155,0.0006153863,0.00019867143,0.0002058606],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00056755217,0.00037012674,0.0005113768,0.000049891125,0.0008260893,0.000009930791,0.00034843414,0.0006759623,0.0069794566],"category_scores_gemma":[0.00003617829,0.0003307599,0.00009793703,0.00026732712,0.000035174868,0.00008199094,0.00008313481,0.0008934164,0.0036253885],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004803994,0.00040662164,0.05802136,0.019462777,0.00030413896,0.000028553217,0.008383669,0.0000076229253,9.629107e-7,0.4967138,0.1890693,0.22712082],"study_design_scores_gemma":[0.0006618026,0.00002560654,0.18986951,0.0037954762,0.00014066031,3.7480635e-7,0.07624072,0.000021826996,0.0000059757954,0.0030150868,0.72558653,0.0006364482],"about_ca_topic_score_codex":0.00049337174,"about_ca_topic_score_gemma":0.020371996,"teacher_disagreement_score":0.5365172,"about_ca_system_score_codex":0.0014450576,"about_ca_system_score_gemma":0.00040115675,"threshold_uncertainty_score":0.99991447},"labels":[],"label_agreement":null},{"id":"W4232466301","doi":"10.2307/j.ctv5vdcxc.14","title":"Recruitment and Retention of Bilingual Health and Social Service Professionals in Francophone Minority Communities in Winnipeg and Ottawa","year":2018,"lang":"en","type":"book-chapter","venue":"University of Ottawa Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"French; Social work; Service (business); Health professionals; Political science; Sociology; Gerontology; Psychology; Medicine; History; Business; Health care; Archaeology; Law","score_opus":0.11589799404226524,"score_gpt":0.36536844663872303,"score_spread":0.24947045259645778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232466301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.746618,0.006322012,0.000004015511,0.00085714983,0.00039446025,0.004622039,0.0005830284,0.000053490836,0.24054581],"genre_scores_gemma":[0.58228743,0.005126178,0.0029224255,0.0021305198,0.00045916828,0.00002534609,0.00062583643,0.00015628361,0.4062668],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99749655,0.00067735714,0.00078810105,0.00034370064,0.0002919872,0.00040232737],"domain_scores_gemma":[0.99779135,0.00044771694,0.0009874546,0.0002793475,0.00033740664,0.00015670729],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010880107,0.00028773327,0.00092991913,0.00030233615,0.00050902937,0.000003627777,0.00020396237,0.0006793284,0.000098842145],"category_scores_gemma":[0.000020739255,0.0003304095,0.000036797657,0.00003444509,0.00055627787,0.00007865493,0.0005153327,0.00085757946,0.0000015901156],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021239186,0.00034298166,0.048417665,0.061478004,0.00023926674,0.00005379823,0.77297986,0.0000012116843,0.000030598305,0.08042384,0.016148252,0.017760623],"study_design_scores_gemma":[0.010423596,0.0012040831,0.027331037,0.032763764,0.00012404381,0.000007901984,0.19130796,0.00008939217,0.000023841798,0.005795851,0.729803,0.0011255172],"about_ca_topic_score_codex":0.04606922,"about_ca_topic_score_gemma":0.15559553,"teacher_disagreement_score":0.71365476,"about_ca_system_score_codex":0.00021320427,"about_ca_system_score_gemma":0.00072926347,"threshold_uncertainty_score":0.99991477},"labels":[],"label_agreement":null},{"id":"W4232499413","doi":"10.1108/oxan-es259629","title":"Ottawa cuts immigration scores to boost numbers","year":2021,"lang":"en","type":"other","venue":"Emerald expert briefings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Headline; Immigration; Demographic economics; Geography; Economics; Business; Advertising; Archaeology","score_opus":0.03189920720032703,"score_gpt":0.4095986912011825,"score_spread":0.37769948400085546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232499413","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010764345,0.011238371,0.00022193107,0.32957748,0.0028224597,0.0026985737,0.0001030069,0.0011110007,0.6521196],"genre_scores_gemma":[0.000027663687,0.0010086744,0.0026312792,0.355282,0.0020940471,0.00042423495,0.0005377388,0.00059057574,0.6374038],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99553293,0.00041405708,0.0010005647,0.0010051529,0.00066486583,0.0013824289],"domain_scores_gemma":[0.99755013,0.00017360187,0.0005260632,0.000958483,0.00019135635,0.0006003677],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00028857664,0.0006485457,0.00092808984,0.00024807412,0.0006323846,0.000039552087,0.0004611171,0.0010259553,0.044243164],"category_scores_gemma":[0.00024152706,0.00065947557,0.00018635274,0.0005695939,0.00006879097,0.00008363409,0.00027621115,0.00093094836,0.0035924918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024064637,0.000036718997,0.00019059858,0.00035849554,0.00004915647,0.000029033785,0.004797161,8.793372e-7,0.0001137497,0.0007051941,0.9927137,0.000981229],"study_design_scores_gemma":[0.00042846292,0.00005085211,0.00016675734,0.0056064934,0.000014366567,0.0000036176,0.00028607616,0.0000061037113,0.00003725078,0.000053099608,0.99273115,0.00061576266],"about_ca_topic_score_codex":0.5779822,"about_ca_topic_score_gemma":0.06500247,"teacher_disagreement_score":0.5129797,"about_ca_system_score_codex":0.0004332742,"about_ca_system_score_gemma":0.00046484987,"threshold_uncertainty_score":0.9995856},"labels":[],"label_agreement":null},{"id":"W4232976748","doi":"10.25011/cim.v43i3.34683","title":"Newsletter Fall 2020: Clinician Investigator Trainee Association of Canada (CITAC)","year":2020,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Calgary; University of Toronto; Queen's University","funders":"","keywords":"Injustice; Coronavirus disease 2019 (COVID-19); Political science; Equity (law); Pandemic; Executive summary; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public relations; Statement (logic); Health equity; Economic Justice; Medicine; Health care; Disease; Law; Infectious disease (medical specialty); Business","score_opus":0.22780708930395532,"score_gpt":0.44024421266893066,"score_spread":0.21243712336497533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232976748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50062954,0.00030519452,0.0000139697595,0.4930215,0.0010144609,0.0005146239,0.00003659345,0.000041922118,0.0044222153],"genre_scores_gemma":[0.6525679,0.00022749689,0.00057375286,0.3407013,0.0032753337,0.000029083745,0.000045705125,0.000028024793,0.002551354],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9946768,0.0013716029,0.0023069393,0.00048790852,0.0005525661,0.0006041383],"domain_scores_gemma":[0.99350804,0.0026994362,0.0010885875,0.00021939335,0.00039812634,0.0020864203],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0020287344,0.00025346907,0.0010921463,0.000027318642,0.00028034323,0.00000242226,0.00022746803,0.00036119914,0.00047864072],"category_scores_gemma":[0.037479725,0.00018890238,0.00006633037,0.00043354213,0.0025688957,0.00010461145,0.00012280111,0.0013726782,0.00003518681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030874584,0.000010632389,0.49190584,0.00019543475,0.00003590614,0.0000059966987,0.001919339,7.3969323e-7,0.0000473646,0.0019188122,0.5035596,0.00036947278],"study_design_scores_gemma":[0.00394772,0.0012671956,0.37633905,0.0015456667,0.0001256345,5.495378e-7,0.0056632767,0.00043296948,0.00003369291,0.01595603,0.594367,0.0003211873],"about_ca_topic_score_codex":0.06850737,"about_ca_topic_score_gemma":0.10863792,"teacher_disagreement_score":0.15232018,"about_ca_system_score_codex":0.00015155427,"about_ca_system_score_gemma":0.0019742423,"threshold_uncertainty_score":0.97062796},"labels":[],"label_agreement":null},{"id":"W4233092701","doi":"10.32920/ryerson.14654133","title":"Professional organizations versus international medical graduates and foreign-trained engineers","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Mainstream; IMG; Work (physics); Immigration; Political science; Public relations; Politics; Engineering; Law","score_opus":0.0411727342069316,"score_gpt":0.4316024605997416,"score_spread":0.39042972639281004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233092701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.630166,0.0022387952,0.0069247056,0.09723078,0.056487802,0.004763613,0.00040621776,0.0018130915,0.19996902],"genre_scores_gemma":[0.9617056,0.001552906,0.009488856,0.003401158,0.0019317978,0.00045496246,0.0039721546,0.00011877741,0.01737375],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99613345,0.00039658367,0.00097217504,0.00070456445,0.001100974,0.0006922315],"domain_scores_gemma":[0.99631536,0.0012464853,0.0002905043,0.00044409072,0.0010725454,0.00063103746],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00068146153,0.0003922403,0.0005349359,0.00018386125,0.0006055806,0.00004202626,0.00056131295,0.0012455892,0.019028537],"category_scores_gemma":[0.0033347444,0.0003449209,0.000076934775,0.00035465695,0.00012870882,0.00011370072,0.0021495768,0.0023906277,0.00012487463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009065213,0.0009153876,0.13790713,0.005769529,0.0017034562,0.0003782691,0.02991597,0.0005541262,0.00005175655,0.3837116,0.42952305,0.0086631905],"study_design_scores_gemma":[0.03730015,0.00062946713,0.09587756,0.042549122,0.0010045649,0.00010510526,0.31929907,0.11272188,0.00022019738,0.03740928,0.34562033,0.0072632534],"about_ca_topic_score_codex":0.0004807006,"about_ca_topic_score_gemma":0.00070727215,"teacher_disagreement_score":0.34630233,"about_ca_system_score_codex":0.00040047694,"about_ca_system_score_gemma":0.0030011844,"threshold_uncertainty_score":0.9999109},"labels":[],"label_agreement":null},{"id":"W4233228698","doi":"10.21203/rs.2.18137/v2","title":"Rural Chronic Disease Research Patterns In The United Kingdom, United States, Canada, Australia And New Zealand: A Systematic Integrative Review","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian Government","keywords":"Kingdom; Geography; Disease; Political science; Regional science; Economic growth; Medicine; Economics; Geology; Pathology","score_opus":0.33464876927440734,"score_gpt":0.5659837849140438,"score_spread":0.23133501563963643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233228698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.639518,0.057980493,0.00002127574,0.24019079,0.0008086798,0.057472043,0.0035356896,0.00020101127,0.00027198173],"genre_scores_gemma":[0.9253359,0.049532507,0.000021032567,0.0032907703,0.0007985886,0.0058082654,0.007751869,0.00012922855,0.0073318346],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9571097,0.03306513,0.0018180385,0.0010189277,0.004082744,0.0029054417],"domain_scores_gemma":[0.9850774,0.008433251,0.00046437068,0.0018364562,0.002273246,0.0019153152],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012668045,0.0006511236,0.0015072423,0.0012294184,0.0012984734,0.00016302255,0.0019292795,0.00049679854,0.00076126785],"category_scores_gemma":[0.007485215,0.00041913256,0.00012319064,0.00470802,0.00031561972,0.00009405591,0.002350265,0.014255913,0.00021046886],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000218048,0.000056986333,0.020360084,0.492238,0.00007329284,0.0005474572,0.008275908,0.00008237723,3.3817966e-7,0.002284063,0.4758183,0.000045145134],"study_design_scores_gemma":[0.0010428521,0.00036709904,0.02187642,0.84230065,0.00009010687,0.000004341279,0.031165807,0.0020024397,3.339585e-7,0.0030867613,0.09755076,0.0005124562],"about_ca_topic_score_codex":0.98096275,"about_ca_topic_score_gemma":0.8954159,"teacher_disagreement_score":0.37826756,"about_ca_system_score_codex":0.006542243,"about_ca_system_score_gemma":0.014220193,"threshold_uncertainty_score":0.9998261},"labels":[],"label_agreement":null},{"id":"W4233287383","doi":"10.32920/ryerson.14638800","title":"Community Support for Newcomer Families: A Literature Review","year":2021,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Immigration; Public relations; Government (linguistics); Coping (psychology); Settlement (finance); Service (business); Social support; Political science; Economic growth; Sociology; Psychology; Business; Social psychology; Marketing; Law; Payment","score_opus":0.2269008918826643,"score_gpt":0.5741845301368012,"score_spread":0.3472836382541369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233287383","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[2.8865898e-8,0.921178,0.00003353817,0.0006263691,0.0015289524,0.010354753,0.00074490014,0.00027073175,0.065262735],"genre_scores_gemma":[4.4195367e-9,0.8519178,0.0017028099,0.016186366,0.00051694975,0.004046143,0.007057325,0.00014057197,0.11843201],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891873,0.005739939,0.002763084,0.0005854637,0.00036658254,0.0013576532],"domain_scores_gemma":[0.9917933,0.0035246545,0.0010788015,0.0022335576,0.0008974677,0.0004722216],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0031558622,0.0008752438,0.0058620647,0.00017827655,0.0016604568,0.000029195568,0.0010485612,0.0015480347,0.0054161726],"category_scores_gemma":[0.0013641971,0.00062031526,0.0013538235,0.0014325285,0.0000615816,0.00012175636,0.0006238621,0.005094595,0.0013514084],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001117292,0.000025972882,0.0000010036558,0.36367166,0.00004376518,0.000005422548,0.00021373673,1.7151756e-9,3.885124e-10,0.0008045808,0.36260343,0.27262932],"study_design_scores_gemma":[0.00011984752,0.000047331425,1.3443601e-7,0.44985485,0.00050993206,0.000014355761,0.00044157018,9.4761184e-8,1.7658701e-9,0.000027122898,0.5487104,0.00027436344],"about_ca_topic_score_codex":0.0003264181,"about_ca_topic_score_gemma":0.00032736151,"teacher_disagreement_score":0.27235496,"about_ca_system_score_codex":0.0005825078,"about_ca_system_score_gemma":0.0028186648,"threshold_uncertainty_score":0.9997482},"labels":[],"label_agreement":null},{"id":"W4233308428","doi":"10.12688/f1000research.5927.1","title":"Student perception about working in rural United States/Canada after graduation: a study in an offshore Caribbean medical school","year":2014,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Government (linguistics); Rural area; Residence; Work (physics); Medical education; Health care; Medicine; Economic growth; Political science; Socioeconomics; Psychology; Sociology; Demography; Engineering","score_opus":0.08131501789024463,"score_gpt":0.4958042371175373,"score_spread":0.41448921922729265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233308428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98378193,0.00032310953,0.000015266933,0.0056897434,0.001297717,0.008037009,0.00006488482,0.00013124189,0.00065911864],"genre_scores_gemma":[0.99008614,0.00039366563,0.000077148776,0.0019214837,0.000985169,0.003875155,0.001706767,0.00011994956,0.00083452876],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9798198,0.009677229,0.0021976929,0.0011562239,0.0049058385,0.0022432406],"domain_scores_gemma":[0.9946435,0.0010062484,0.0003286391,0.0014683394,0.0007994723,0.0017537784],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008715088,0.00059163064,0.0010634118,0.0013551298,0.0005104981,0.0001151421,0.0017024232,0.0010468197,0.0049933144],"category_scores_gemma":[0.001228723,0.0005697334,0.00007370914,0.0015308264,0.00015347874,0.00013949107,0.0027245735,0.009460315,0.00020920535],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005198651,0.00043044353,0.97007185,0.0005132787,0.000026289066,0.00036857364,0.01879462,0.0009707582,5.787137e-7,0.0000269718,0.005738031,0.00253875],"study_design_scores_gemma":[0.0019733903,0.00025669028,0.8775154,0.0051063173,0.000013983961,0.0000010982276,0.09642397,0.013230584,9.9728325e-8,0.00024347246,0.0048114825,0.00042355125],"about_ca_topic_score_codex":0.8142058,"about_ca_topic_score_gemma":0.9820982,"teacher_disagreement_score":0.1678924,"about_ca_system_score_codex":0.0073337387,"about_ca_system_score_gemma":0.00896606,"threshold_uncertainty_score":0.9996754},"labels":[],"label_agreement":null},{"id":"W4233475315","doi":"10.15273/dmj.vol35no1.3921","title":"Medical Student Research Day award winning abstracts","year":2008,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health science; Medical education; Variety (cybernetics); Medical science; Medical research; Undergraduate research; Medical school; Psychology; Medicine; Computer science","score_opus":0.1812308795637182,"score_gpt":0.5434381837085744,"score_spread":0.36220730414485625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233475315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88155353,0.00162082,0.00047002843,0.047084343,0.005237912,0.0006656886,0.0000062258346,0.00023920972,0.06312223],"genre_scores_gemma":[0.9685065,0.0049241907,0.00047578427,0.010563022,0.009126107,0.000059131005,0.0000150558235,0.00008914735,0.0062410166],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97920376,0.0039205444,0.002274004,0.00050038827,0.011343642,0.0027576722],"domain_scores_gemma":[0.9888627,0.0039318944,0.0004413797,0.000534016,0.00094859884,0.005281437],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.024986861,0.0003077044,0.00070723525,0.00036685952,0.0049652597,0.000033552762,0.0017028688,0.0011384859,0.020528352],"category_scores_gemma":[0.014084901,0.0002334542,0.00015596872,0.00076138345,0.0008855185,0.00021919161,0.0008097437,0.0121706445,0.0037617942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015081873,0.000635726,0.19526671,0.00018137236,0.00010084334,0.019562999,0.021093728,0.000017301774,0.000012521119,0.0007475766,0.72233987,0.039890524],"study_design_scores_gemma":[0.002918508,0.00032980248,0.16405913,0.0035951592,0.000017091488,0.0027463832,0.0072410903,0.0002497412,0.0000075416647,0.0005690846,0.8179306,0.0003358835],"about_ca_topic_score_codex":0.00042953246,"about_ca_topic_score_gemma":0.00023501743,"teacher_disagreement_score":0.0955907,"about_ca_system_score_codex":0.0007058239,"about_ca_system_score_gemma":0.0070487014,"threshold_uncertainty_score":0.9985804},"labels":[],"label_agreement":null},{"id":"W4234043902","doi":"10.1002/9781119410867.index","title":"Index","year":2019,"lang":"en","type":"paratext","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Index (typography); Library science; Health care; Citation; Sociology; Political science; Medicine; Law","score_opus":0.06107726135452109,"score_gpt":0.48116214502629573,"score_spread":0.42008488367177466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234043902","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00022103141,0.0021337555,0.00022670148,0.0011333104,0.029599532,0.0020266217,0.00011230886,0.00014375824,0.964403],"genre_scores_gemma":[0.004425116,0.0010345657,0.00013420667,0.01004105,0.0021762701,0.00016620138,0.00048054027,0.00009498926,0.98144704],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966136,0.00044607636,0.00083696865,0.00051202276,0.00040004865,0.0011912655],"domain_scores_gemma":[0.9976511,0.0005294789,0.00043921976,0.0008817054,0.00023882912,0.00025965815],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00034256137,0.00037265976,0.0007809874,0.00014770874,0.00043593033,0.000007905055,0.00047126756,0.0018243154,0.38877055],"category_scores_gemma":[0.00005172716,0.00030051003,0.00010882701,0.00023737858,0.000035258672,0.000056534027,0.00030986196,0.0023439939,0.85263586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023580273,0.000011069748,0.0017305999,0.0012127719,0.000017219285,0.0000011212283,0.00019676074,0.000015470418,3.5624578e-7,0.00091674743,0.9953346,0.00053969584],"study_design_scores_gemma":[0.00038967215,0.000039111168,0.0002532522,0.0015499976,0.000007964202,3.9377034e-7,0.00080561405,0.00003344165,7.0807056e-7,0.00007800785,0.9965522,0.00028959702],"about_ca_topic_score_codex":0.0025502022,"about_ca_topic_score_gemma":0.0003027765,"teacher_disagreement_score":0.4638653,"about_ca_system_score_codex":0.0004908458,"about_ca_system_score_gemma":0.0013865128,"threshold_uncertainty_score":0.9999576},"labels":[],"label_agreement":null},{"id":"W4234075339","doi":"10.1111/j.1471-0528.2010.02640.x","title":"Women’s health—what’s new worldwide","year":2010,"lang":"en","type":"article","venue":"BJOG An International Journal of Obstetrics & Gynaecology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.04713404038140598,"score_gpt":0.4266429099070692,"score_spread":0.3795088695256632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234075339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8368979,0.0019823606,0.00043021797,0.015096732,0.13983664,0.0005004748,0.000019968782,0.000077429104,0.0051582493],"genre_scores_gemma":[0.9688772,0.0012374725,0.0058934456,0.014860101,0.0030011954,0.000029175628,0.0000245754,0.000057488225,0.0060193604],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951224,0.00058168056,0.001986452,0.00030619756,0.0009326767,0.0010706001],"domain_scores_gemma":[0.9912989,0.003151036,0.0021051946,0.0003903711,0.0018243884,0.0012300942],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002017795,0.00025156775,0.00064274494,0.0010033348,0.00039157152,0.00007973556,0.0015124289,0.00041581594,0.013181729],"category_scores_gemma":[0.005340728,0.00023255871,0.00014246556,0.0005432768,0.000098931174,0.0011638064,0.00019663549,0.0021616053,0.00031871576],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002843848,0.0006449679,0.29867327,0.000072468414,0.00025720868,0.00055556465,0.013517947,0.00011430287,0.00008578016,0.022440478,0.07487133,0.58848226],"study_design_scores_gemma":[0.0033331905,0.00096567435,0.19973326,0.00007672147,0.0000138121795,0.00012211282,0.006797873,0.000057676283,0.000013566394,0.0070347814,0.78160536,0.00024597225],"about_ca_topic_score_codex":0.00021443189,"about_ca_topic_score_gemma":0.00060804817,"teacher_disagreement_score":0.70673406,"about_ca_system_score_codex":0.0025482855,"about_ca_system_score_gemma":0.0037101766,"threshold_uncertainty_score":0.9877204},"labels":[],"label_agreement":null},{"id":"W4234133002","doi":"10.32920/ryerson.14655366","title":"The Underutilization of International Medical Graduates in Ontario and Canada: A Selective Review of the Existing Literature on the Experiences of International Medical Graduates in the Context of Canadian Health Care Policies","year":2021,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Context (archaeology); Health care; Political science; Public relations; Resistance (ecology); Health policy; Medicine; Law; History","score_opus":0.10283653946292723,"score_gpt":0.45322708729776306,"score_spread":0.3503905478348358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234133002","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018565594,0.95078665,3.827433e-7,0.04143248,0.00072238117,0.0017856773,0.00012923848,0.000002962417,0.0032836653],"genre_scores_gemma":[0.03932989,0.9551776,0.000009518524,0.0048799836,0.00006133548,0.0002155522,0.00019376991,0.0000129868295,0.00011933279],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925134,0.0028498152,0.0021910986,0.00028656173,0.0017418881,0.00041723214],"domain_scores_gemma":[0.99241143,0.004730082,0.0014431397,0.00036500883,0.00089447433,0.00015586514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029124378,0.00027988577,0.0012417634,0.0002418775,0.00032663063,0.000011888559,0.0013286078,0.0002826506,0.00024120834],"category_scores_gemma":[0.0059182895,0.00011959021,0.00013622118,0.0012697038,0.0004451783,0.00004216753,0.0002141055,0.0014832712,1.584384e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004736047,0.0001639368,0.023338867,0.056760646,0.00038570573,0.000020025214,0.5336105,0.0000013630038,3.436871e-8,0.18147431,0.056418106,0.14777914],"study_design_scores_gemma":[0.00020720034,0.00005451432,0.001682201,0.30096167,0.000033503376,0.000011650009,0.14139035,0.000012811359,9.599257e-7,0.000096242315,0.55543524,0.000113650545],"about_ca_topic_score_codex":0.99052954,"about_ca_topic_score_gemma":0.9997895,"teacher_disagreement_score":0.49901715,"about_ca_system_score_codex":0.0016426023,"about_ca_system_score_gemma":0.030548673,"threshold_uncertainty_score":0.9749472},"labels":[],"label_agreement":null},{"id":"W4234212007","doi":"10.31579/2690-1897/016","title":"Locums Lifestyle","year":2020,"lang":"en","type":"article","venue":"Journal of Surgical Case Reports and Images","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Reimbursement; Liability; Psychology; Public relations; Business; Medicine; Accounting; Political science; Health care; Law","score_opus":0.04214342996718012,"score_gpt":0.4033442231549869,"score_spread":0.3612007931878068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234212007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9615669,0.0064971345,0.000050814928,0.01911299,0.00055515644,0.00020652857,0.0000050463086,0.000030821036,0.011974574],"genre_scores_gemma":[0.99428266,0.0019654718,0.00049317826,0.0013562354,0.0012025818,0.0000020028026,9.0336925e-7,0.000014293659,0.0006826481],"study_design_codex":"case_report","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978336,0.00020942731,0.0011902138,0.00015256814,0.00029168423,0.0003225123],"domain_scores_gemma":[0.99759233,0.00036655698,0.0008808195,0.00010937139,0.00033207462,0.00071885285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090027595,0.00011982115,0.00043698176,0.000040062645,0.00031095278,0.000018000956,0.000034790384,0.00011479434,0.00087844033],"category_scores_gemma":[0.00034671256,0.00008065066,0.000096954456,0.00013645638,0.00007130671,0.00021072336,0.0000765274,0.00066519855,0.000016108184],"study_design_candidate":"case_report","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019884406,0.000052650637,0.061592508,0.00034145577,0.000034117467,0.8265341,0.0012802405,0.00000801694,0.00005281917,0.00014615423,0.10432787,0.005431199],"study_design_scores_gemma":[0.00063229544,0.00030805127,0.0014806424,0.00027859324,0.00003925829,0.17590852,0.0024647752,0.000023403862,0.000034384062,0.00016685766,0.8185508,0.000112371694],"about_ca_topic_score_codex":0.00009218853,"about_ca_topic_score_gemma":0.0000035926334,"teacher_disagreement_score":0.71422297,"about_ca_system_score_codex":0.0000347522,"about_ca_system_score_gemma":0.00017458912,"threshold_uncertainty_score":0.96183056},"labels":[],"label_agreement":null},{"id":"W4234346427","doi":"10.1108/et.2002.00444dab.009","title":"Student debt has risen by more than a quarter","year":2002,"lang":"en","type":"article","venue":"Education + Training","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Debt; Economics; Political science; Labour economics; Economic growth; History; Finance; Archaeology","score_opus":0.1273131012383627,"score_gpt":0.47143943046394815,"score_spread":0.34412632922558545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234346427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8152216,0.0024780189,0.00009798797,0.053103622,0.0037507876,0.0012595718,0.000019968085,0.00032802814,0.12374041],"genre_scores_gemma":[0.9646656,0.000055416793,0.0008812582,0.007130158,0.0009014327,0.00037374653,0.000054850094,0.000034774817,0.025902797],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978333,0.00029540603,0.0005376594,0.00032486412,0.00032274058,0.00068602577],"domain_scores_gemma":[0.9987273,0.00024988895,0.00022220491,0.00035369242,0.0001343119,0.00031258748],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003849686,0.00017974483,0.00023514555,0.00008652188,0.0010001754,0.000031315816,0.00022687709,0.00017622876,0.0039508753],"category_scores_gemma":[0.00010256807,0.00017243516,0.000050127965,0.00026161218,0.000059801834,0.00015608015,0.000031974894,0.00049813953,0.0015999022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060015204,0.00019650956,0.047103964,0.00005909197,0.000012943353,6.6343785e-7,0.25106573,0.0000022905015,0.000019000572,0.00058340724,0.68527687,0.015673539],"study_design_scores_gemma":[0.0005340192,0.000069404196,0.039818063,0.000481248,0.000018748971,0.00000271805,0.29104012,0.00015856356,0.000005094177,0.00023723526,0.66740596,0.00022881119],"about_ca_topic_score_codex":0.0004174973,"about_ca_topic_score_gemma":0.000102052625,"teacher_disagreement_score":0.14944397,"about_ca_system_score_codex":0.00029234894,"about_ca_system_score_gemma":0.00036124635,"threshold_uncertainty_score":0.99917746},"labels":[],"label_agreement":null},{"id":"W4234394216","doi":"10.21203/rs.3.rs-33106/v1","title":"“There Are Still a Lot of Things that I Need”: A Qualitative Study Exploring Opportunities to Improve the Health Services of First Nations People with Arthritis seen at an On-reserve Outreach Rheumatology Clinic","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Arthritis Society","keywords":"Outreach; Qualitative research; Business; Marketing; Economic growth; Sociology; Economics; Social science","score_opus":0.39928214267896867,"score_gpt":0.5437815166597585,"score_spread":0.14449937398078982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234394216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9547413,0.001623447,0.000012718187,0.027008522,0.0003864442,0.01291257,0.0021985613,0.00016859101,0.00094782526],"genre_scores_gemma":[0.9876951,0.003981094,0.00021658634,0.00042582426,0.000101512385,0.0062443563,0.00036073008,0.00014770408,0.0008271203],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98062366,0.011612863,0.0021133043,0.001320562,0.0026305802,0.0016990051],"domain_scores_gemma":[0.98051155,0.011521687,0.0020705522,0.0020706218,0.0028318828,0.0009937118],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008392855,0.0006323717,0.0021646586,0.000831176,0.0024435986,0.000055545985,0.0017831589,0.00046217686,0.0003878153],"category_scores_gemma":[0.0013562602,0.00046335554,0.00019394276,0.0010818576,0.00037398437,0.0003489735,0.0035208564,0.0037467226,0.00009554438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014720518,0.0006871015,0.13266201,0.023587042,0.00023222304,0.00002314395,0.839128,0.00007444699,5.0415963e-7,0.00075469207,0.0010892823,0.00028945648],"study_design_scores_gemma":[0.0013778405,0.0067919474,0.019101458,0.030086054,0.000023559782,0.0000017168245,0.9400346,0.00015296161,0.000006317529,0.00053568813,0.0015718008,0.00031602258],"about_ca_topic_score_codex":0.12845166,"about_ca_topic_score_gemma":0.4999734,"teacher_disagreement_score":0.37152174,"about_ca_system_score_codex":0.0011151858,"about_ca_system_score_gemma":0.0027245586,"threshold_uncertainty_score":0.9997818},"labels":[],"label_agreement":null},{"id":"W4234453110","doi":"10.21203/rs.2.18137/v1","title":"Rural Chronic Disease Research Patterns In The United Kingdom, United States, Canada, Australia And New Zealand: A Systematic Integrative Review","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Geography; Disease; Political science; Genealogy; Medicine; History; Pathology; Biology","score_opus":0.2801651402422471,"score_gpt":0.5600703671185355,"score_spread":0.27990522687628844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234453110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83497965,0.048996586,0.000012398972,0.0622462,0.0008774417,0.050144527,0.0023526442,0.00011115903,0.00027940795],"genre_scores_gemma":[0.9172607,0.04849778,0.000012642509,0.0017616904,0.0005591864,0.0047104657,0.0066825906,0.00011868348,0.020396244],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9571161,0.032774728,0.0017918058,0.0009878766,0.00414865,0.0031807874],"domain_scores_gemma":[0.9831405,0.009905329,0.00050272717,0.0024155919,0.002655276,0.0013805622],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01707751,0.0006591679,0.0015317636,0.0016201723,0.0011400767,0.00016028163,0.0019469871,0.0005796855,0.0008588403],"category_scores_gemma":[0.005328279,0.00041536783,0.00012383529,0.003860527,0.0002940551,0.00010687388,0.0021658554,0.013402405,0.00033354535],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00019581417,0.000068856956,0.04797326,0.52042496,0.000071039045,0.00026317732,0.006065003,0.00023658008,2.0642348e-7,0.0017289785,0.42293045,0.00004164075],"study_design_scores_gemma":[0.00106777,0.00031629627,0.030208511,0.8553651,0.00007452031,0.0000043050745,0.025386496,0.001908123,2.3368312e-7,0.0014809904,0.08370036,0.00048726858],"about_ca_topic_score_codex":0.98381346,"about_ca_topic_score_gemma":0.9000837,"teacher_disagreement_score":0.3392301,"about_ca_system_score_codex":0.007676632,"about_ca_system_score_gemma":0.015151522,"threshold_uncertainty_score":0.9998298},"labels":[],"label_agreement":null},{"id":"W4234591834","doi":"10.1111/hequ.12091","title":"A Comparative Study Examining Academic Cohorts with Transnational Migratory Intentions Towards Canada and Australia","year":2016,"lang":"en","type":"article","venue":"Higher Education Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Analytics; Qualitative property; Qualitative research; Learning analytics; Higher education; Regional science; Sociology; Public relations; Geography; Political science; Data science; Social science; Computer science","score_opus":0.1039126426459218,"score_gpt":0.44696880233028496,"score_spread":0.34305615968436315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234591834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904433,0.000094031166,0.000042540883,0.0057849037,0.0012954632,0.0011611175,0.000038813374,0.00005732243,0.0010825142],"genre_scores_gemma":[0.98001,0.0000021558178,0.00015519791,0.00052533176,0.00020661105,0.000641312,0.000020081328,0.000015554335,0.018423766],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977888,0.00048552977,0.0005129429,0.00035316817,0.0004586615,0.00040088687],"domain_scores_gemma":[0.99860334,0.00029148988,0.00021861907,0.00020941689,0.0003940922,0.00028302014],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003224438,0.00019132649,0.00027923664,0.00009369728,0.00042753582,0.000009848948,0.00012413622,0.000111507055,0.0010765606],"category_scores_gemma":[0.000007552944,0.0001314097,0.000013247448,0.00022068761,0.00008330589,0.00023099563,0.000007879006,0.00035175815,0.000029122364],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006500629,0.0001868844,0.93781006,0.000058631344,0.000054687767,0.0000020585903,0.019761555,3.5495032e-7,0.000109770415,0.009239223,0.03132503,0.0013867037],"study_design_scores_gemma":[0.0007089118,0.0004178246,0.9462634,0.00027013608,0.000039451457,0.000002451536,0.031172715,6.0620613e-7,0.0000043986897,0.00027271765,0.020676104,0.00017133106],"about_ca_topic_score_codex":0.13867086,"about_ca_topic_score_gemma":0.5924416,"teacher_disagreement_score":0.45377076,"about_ca_system_score_codex":0.0005486506,"about_ca_system_score_gemma":0.0029560167,"threshold_uncertainty_score":0.99983656},"labels":[],"label_agreement":null},{"id":"W4234859562","doi":"10.32920/ryerson.14647473","title":"Finding the line of best fit: constructing a profile for rural-based international medical graduates in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Economic shortage; IMG; Rural area; Matching (statistics); Rural health; Medical education; Public relations; Political science; Medicine; Geography; Computer science; Government (linguistics)","score_opus":0.09909436446880368,"score_gpt":0.45598501074903164,"score_spread":0.35689064628022793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234859562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609039,0.00040148408,0.0005153545,0.024552451,0.0049450346,0.0027959873,0.0004333303,0.000037511392,0.005414961],"genre_scores_gemma":[0.98885536,0.00008455301,0.006484188,0.0019772486,0.00031445932,0.00075392413,0.00054801157,0.000028455303,0.0009538216],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9965266,0.00038123125,0.0013812922,0.00033536516,0.00076663936,0.00060889946],"domain_scores_gemma":[0.99359775,0.00463666,0.00069746154,0.00035782153,0.00053833396,0.00017197814],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011815883,0.00023425523,0.0005778225,0.00009751385,0.0002365214,0.000012244444,0.00065233745,0.00039207286,0.002129123],"category_scores_gemma":[0.0035857605,0.00017068077,0.000094798634,0.00018692283,0.00008550578,0.000030306908,0.00065657246,0.0016062396,0.00000438023],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019788127,0.00022632582,0.91808814,0.010297239,0.00023694702,0.00007194212,0.004771442,0.003238372,0.00003616327,0.0054678535,0.037070565,0.020297112],"study_design_scores_gemma":[0.009374932,0.00020583702,0.017439386,0.094590634,0.00018677117,0.000019965391,0.49190173,0.34985352,0.0019073267,0.0029739698,0.030232493,0.0013134517],"about_ca_topic_score_codex":0.90083647,"about_ca_topic_score_gemma":0.96981984,"teacher_disagreement_score":0.9006488,"about_ca_system_score_codex":0.0012658909,"about_ca_system_score_gemma":0.019393463,"threshold_uncertainty_score":0.99878305},"labels":[],"label_agreement":null},{"id":"W4235188638","doi":"10.3138/9781442689992-006","title":"4. Caring beyond Borders: Comparing the Relationship between Nursing Work and Migration Patterns in Canada and Finland","year":2011,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Nursing; Geography; Economic geography; Medicine; Engineering","score_opus":0.08502196245586388,"score_gpt":0.31760177368495024,"score_spread":0.23257981122908636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235188638","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25624412,0.0032682489,0.000044679055,0.000119689976,0.00019283827,0.0009810126,0.00007144498,0.000020641723,0.7390573],"genre_scores_gemma":[0.89417785,0.00023410817,0.000075439515,0.000026540725,0.00005232297,8.267565e-7,0.000021979391,0.000018812681,0.105392136],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988408,0.00013690106,0.00030218824,0.0002612367,0.00017494035,0.00028392774],"domain_scores_gemma":[0.99855554,0.00065797544,0.0003541599,0.00025012097,0.00006197561,0.00012021424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017784294,0.0001932666,0.00038483832,0.000026449066,0.0005022326,0.0000061232727,0.00017815166,0.00026306746,0.000048494105],"category_scores_gemma":[0.00001493509,0.000197614,0.000025203775,0.000002186177,0.000113344875,0.00008699637,0.0001581821,0.0005472428,5.587391e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006437684,0.0000022691027,0.95988417,0.00025390316,0.0000245115,0.0000049924292,0.022743182,0.0000028768882,4.4026052e-8,0.013653327,0.0006835365,0.0026828335],"study_design_scores_gemma":[0.00064995803,0.00003038752,0.91005737,0.0051148096,0.00014133054,5.0783734e-7,0.002567264,0.000017917553,3.9812457e-7,0.0014176116,0.07974156,0.0002608691],"about_ca_topic_score_codex":0.9948188,"about_ca_topic_score_gemma":0.9984834,"teacher_disagreement_score":0.63793373,"about_ca_system_score_codex":0.0010740084,"about_ca_system_score_gemma":0.00037940432,"threshold_uncertainty_score":0.8058465},"labels":[],"label_agreement":null},{"id":"W4235443509","doi":"10.4018/978-1-7998-9161-1.ch025","title":"Becoming a Canadian Nurse With International Experience","year":2021,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nursing; Equity (law); Psychological intervention; Job satisfaction; Context (archaeology); Psychology; Public relations; Political science; Medicine; Geography; Social psychology","score_opus":0.045625894758789656,"score_gpt":0.3897897005154353,"score_spread":0.3441638057566457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235443509","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001992578,0.0004627403,0.00001681654,0.0010051884,0.0028700072,0.0009317471,0.0004292051,0.00016009748,0.9921316],"genre_scores_gemma":[0.20169576,0.0000196612,0.0012583114,0.008914971,0.0012645059,0.00020306838,0.00008263409,0.00012096205,0.78644013],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966383,0.00007477996,0.00074750435,0.00075303146,0.0006499015,0.0011364704],"domain_scores_gemma":[0.9972518,0.000098358054,0.00041482376,0.00071327423,0.0005258029,0.0009959323],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00015174948,0.0005387253,0.0006256162,0.00012538547,0.00074945256,0.000044899894,0.00063644024,0.00083431654,0.0025292458],"category_scores_gemma":[0.00005480751,0.00051411724,0.00012641428,0.00003952397,0.0001601801,0.00006963026,0.00014932021,0.0010868239,0.0008785319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006701981,0.0000056607873,0.0019505349,0.00008338709,0.000081928636,0.0005879259,0.002524463,0.0000020700793,7.060776e-7,0.97945136,0.012961768,0.002283206],"study_design_scores_gemma":[0.00068810745,0.000068113164,0.00022821425,0.004662835,0.000051610175,0.0000679534,0.0039732694,0.000012109239,0.0000021052133,0.018173853,0.97145,0.000621851],"about_ca_topic_score_codex":0.11297644,"about_ca_topic_score_gemma":0.56554085,"teacher_disagreement_score":0.9612775,"about_ca_system_score_codex":0.0034142386,"about_ca_system_score_gemma":0.0037609527,"threshold_uncertainty_score":0.9998994},"labels":[],"label_agreement":null},{"id":"W4235698215","doi":"10.1503/cmaj.1041069","title":"News @ a glance","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Negotiation; Queen (butterfly); Salary; Plan (archaeology); Service (business); Medicine; Political science; History; Business; Law; Biology; Archaeology; Zoology","score_opus":0.020274891928274856,"score_gpt":0.38090365751736927,"score_spread":0.3606287655890944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235698215","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38233393,0.0008557036,0.00036667858,0.46520424,0.007822525,0.00055755244,0.000040508545,0.0001243812,0.14269447],"genre_scores_gemma":[0.7497399,0.0007785125,0.0009819826,0.23047535,0.010193901,0.000036685764,0.000015797354,0.000042268035,0.00773559],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996577,0.00035890218,0.00063817354,0.00013449075,0.0012032258,0.0010882118],"domain_scores_gemma":[0.99575496,0.00023272849,0.0003233368,0.000114181,0.00044325824,0.0031315316],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018763774,0.000104782244,0.00021986452,0.00011382301,0.0012008292,0.000021883696,0.00026943343,0.0006243742,0.011054186],"category_scores_gemma":[0.003029327,0.000095027164,0.000061894585,0.00030018328,0.00002307566,0.0001207099,0.000017589658,0.002183159,0.0034682208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000009533446,0.000018494356,0.31744903,0.000024300009,0.000033316726,0.000406779,0.0019159813,0.000018005949,0.0000011567176,0.0064063263,0.65518504,0.018532041],"study_design_scores_gemma":[0.0012021438,0.00002819679,0.023050731,0.0003538568,0.000005362485,0.00005735321,0.0019965065,0.000009783397,5.3192804e-7,0.002708644,0.9704886,0.00009827495],"about_ca_topic_score_codex":0.043175913,"about_ca_topic_score_gemma":0.43102178,"teacher_disagreement_score":0.38784587,"about_ca_system_score_codex":0.005384398,"about_ca_system_score_gemma":0.011988654,"threshold_uncertainty_score":0.99843377},"labels":[],"label_agreement":null},{"id":"W4235884348","doi":"10.1007/978-94-017-8905-9_300015","title":"Academic Mobility in Canada, the United States, and Mexico","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Geography; History","score_opus":0.06276553893049566,"score_gpt":0.38169501503870884,"score_spread":0.3189294761082132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235884348","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014312388,0.004143407,0.0000073962597,0.049008876,0.00080550887,0.003928916,0.00048543117,0.00015159335,0.9271565],"genre_scores_gemma":[0.058510974,0.015119203,0.00007117321,0.10024027,0.00037617423,0.00017214842,0.0007765357,0.00014746698,0.82458603],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99725676,0.0002683437,0.0009818731,0.00046486754,0.0003914625,0.0006366947],"domain_scores_gemma":[0.99752265,0.0012504562,0.00030676406,0.0004383013,0.00010464435,0.000377179],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005624586,0.00034121925,0.00055188284,0.00007992721,0.0003542585,0.00000358085,0.000348387,0.00063713634,0.0021833475],"category_scores_gemma":[0.00010140651,0.00023098256,0.000028448361,0.00010458205,0.00010538705,0.000031828335,0.00033088648,0.0040864893,0.0001530408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017604303,0.000007553706,0.050349236,0.0013339382,0.000051291925,0.000062101375,0.0029064864,0.00007706537,3.3158267e-7,0.297128,0.6458518,0.002056165],"study_design_scores_gemma":[0.00027826408,0.000023292068,0.003921025,0.00078578363,0.000017192351,9.3592075e-7,0.002766486,0.00049267453,3.033232e-7,0.017333932,0.9741557,0.00022440896],"about_ca_topic_score_codex":0.9806883,"about_ca_topic_score_gemma":0.9927452,"teacher_disagreement_score":0.3283039,"about_ca_system_score_codex":0.0018443619,"about_ca_system_score_gemma":0.003626234,"threshold_uncertainty_score":0.9987288},"labels":[],"label_agreement":null},{"id":"W4235906420","doi":"10.32920/ryerson.14662503","title":"Pakistani immigrants and their challenges in accessing culturally diverse physicians in the Toronto CMA","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Immigration; Face (sociological concept); Context (archaeology); Health care; Sociology; Medicine; Public relations; Gender studies; Economic growth; Political science; Geography; Social science","score_opus":0.11141936214752458,"score_gpt":0.4371635595205259,"score_spread":0.3257441973730013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235906420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9111761,0.0401857,0.000010116988,0.007964141,0.0008808533,0.0018903683,0.000035531884,0.00009359548,0.037763625],"genre_scores_gemma":[0.96211976,0.033860926,0.0002537518,0.002647009,0.000286234,0.00027272213,0.00005822895,0.000031332293,0.00047004173],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99554646,0.0015974143,0.0008549406,0.00078059256,0.00031128677,0.0009093181],"domain_scores_gemma":[0.99803513,0.00063247024,0.0003515679,0.00073925965,0.00014585105,0.00009574667],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011184182,0.00045777488,0.0007884217,0.000053643103,0.0004546965,0.00007956019,0.0006804201,0.0006510251,0.00028075586],"category_scores_gemma":[0.000083131774,0.00028237325,0.00009523768,0.00015317863,0.00007478698,0.00031086267,0.0012693651,0.0017798729,0.000014329486],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110679925,0.00029661792,0.040086396,0.0034765862,0.000049543487,0.000115421295,0.8708427,0.000040383544,0.000042133877,0.0024542343,0.0019227031,0.08056259],"study_design_scores_gemma":[0.0005194174,0.000022214921,0.16306502,0.005764759,0.000010775294,0.0000014479477,0.8253604,0.000121236364,0.000003908153,0.0007287711,0.0041032666,0.00029877524],"about_ca_topic_score_codex":0.12530816,"about_ca_topic_score_gemma":0.702173,"teacher_disagreement_score":0.5768648,"about_ca_system_score_codex":0.00074885646,"about_ca_system_score_gemma":0.00027454647,"threshold_uncertainty_score":0.99996287},"labels":[],"label_agreement":null},{"id":"W4236047255","doi":"10.3821/1913-701x-143.1.11.a","title":"Governments Commit to Streamlining Credentials Recognition for Foreign-Trained Professionals Including Pharmacists","year":2010,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Commit; Business; Medical education; Computer science; Medicine; Database","score_opus":0.12442761475816294,"score_gpt":0.4403554276964626,"score_spread":0.31592781293829963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236047255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96871483,0.00019579299,0.00041534484,0.000781102,0.013491254,0.003941273,0.0044018775,0.000116919175,0.0079416055],"genre_scores_gemma":[0.9730038,0.000441279,0.0030902491,0.014964936,0.004186569,0.0005502811,0.00031755344,0.00017386465,0.0032714426],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924549,0.00064623996,0.0019684026,0.0008050299,0.0010613565,0.0030640662],"domain_scores_gemma":[0.989687,0.0011550594,0.0010333179,0.00043705374,0.0018025198,0.005885048],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031489653,0.00070641167,0.00084979035,0.0005543671,0.006147035,0.00016432506,0.0011880186,0.00029857605,0.006039409],"category_scores_gemma":[0.0017768275,0.0007540591,0.0002539559,0.0008800216,0.00014532433,0.0006765469,0.00019593799,0.0025252437,0.00013773228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0017070684,0.0002837051,0.022975668,0.002306932,0.0006254883,0.013799056,0.010581359,0.0002830073,0.02457253,0.000466798,0.7087117,0.2136867],"study_design_scores_gemma":[0.020838173,0.00038109138,0.00024039079,0.0015313062,0.0008214923,0.08146104,0.0014731428,0.0053886157,0.013352152,0.00334464,0.86717653,0.003991421],"about_ca_topic_score_codex":0.013882306,"about_ca_topic_score_gemma":0.1488369,"teacher_disagreement_score":0.2096953,"about_ca_system_score_codex":0.0044903867,"about_ca_system_score_gemma":0.007915149,"threshold_uncertainty_score":0.99977595},"labels":[],"label_agreement":null},{"id":"W4236412140","doi":"10.1016/j.jcjo.2020.09.003","title":"Resident Perspectives 55–5","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Materials science","score_opus":0.09251808627471413,"score_gpt":0.4283833777111966,"score_spread":0.33586529143648247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236412140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78719634,0.004332195,0.000016817472,0.026529767,0.0012446588,0.00023831913,0.000015970645,0.000008521898,0.1804174],"genre_scores_gemma":[0.993879,0.000017148972,0.00039582676,0.0011568486,0.00095156365,0.0000039268893,0.0000013087542,0.000021447673,0.0035728863],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977811,0.0005313735,0.00067068305,0.0001609942,0.00014562465,0.0007102132],"domain_scores_gemma":[0.99683905,0.00024357627,0.0004063921,0.00014534852,0.00049266673,0.001872979],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042867108,0.00012663651,0.0003865924,0.00016538291,0.00044395472,0.0000075063317,0.00037786728,0.00021288243,0.027123868],"category_scores_gemma":[0.001067876,0.0001158068,0.00009052625,0.0002650771,0.00014046647,0.000103668375,0.000025839741,0.0009074458,0.0006771057],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026432468,0.000017160653,0.47538087,0.0002001199,0.0001054265,0.053846534,0.07679853,0.00008667709,0.0000475881,0.0148074385,0.37824813,0.00019719993],"study_design_scores_gemma":[0.0031736095,0.002547947,0.18948458,0.00090320717,0.000104519946,0.055166252,0.23852591,0.000051909446,0.000042436714,0.006867623,0.5024072,0.0007248088],"about_ca_topic_score_codex":0.008825589,"about_ca_topic_score_gemma":0.000815594,"teacher_disagreement_score":0.28589627,"about_ca_system_score_codex":0.0004660048,"about_ca_system_score_gemma":0.0038250457,"threshold_uncertainty_score":0.9977747},"labels":[],"label_agreement":null},{"id":"W4236570119","doi":"10.21203/rs.3.rs-92111/v1","title":"An Integrated Primary Care Workforce Planning Toolkit at The Regional Level (Part 2) Quantitative Tools Compiled for Decision-Makers in Toronto, Canada","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Women's Health Network; University of Ottawa","funders":"","keywords":"Workforce; Primary care; Workforce management; Workforce planning; Decision support system; Regional science; Operations research; Process management; Computer science; Engineering management; Business; Knowledge management; Political science; Geography; Engineering; Medicine; Artificial intelligence; Family medicine","score_opus":0.36775832730601477,"score_gpt":0.555908228071554,"score_spread":0.18814990076553928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236570119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71309364,0.08318777,0.0046026083,0.03163346,0.008422851,0.06676176,0.03774734,0.00080150546,0.053749055],"genre_scores_gemma":[0.9133381,0.0024274823,0.018394673,0.007476718,0.0022758183,0.013031975,0.035591487,0.0005334957,0.0069301953],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9877202,0.004060341,0.0016651542,0.0015407713,0.0025941064,0.0024194364],"domain_scores_gemma":[0.974242,0.020227471,0.0005207583,0.001472189,0.0026796258,0.00085800275],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0035953422,0.0006623012,0.0012198123,0.00018444903,0.0026191778,0.00013247489,0.0018319804,0.000965898,0.0008769127],"category_scores_gemma":[0.004365245,0.000515916,0.0002075404,0.00075924996,0.00031219065,0.0002899077,0.0018867212,0.0052413563,0.000060244616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.01026728,0.00012747958,0.038234204,0.0076730326,0.00014336605,0.00021333997,0.03477683,0.009083887,0.000015905776,0.0038372616,0.8721311,0.023496332],"study_design_scores_gemma":[0.0019540912,0.00061660254,0.054067925,0.035131678,0.000026921734,0.0000023494642,0.30222157,0.0031650516,0.0000048772004,0.00096918683,0.6010462,0.00079354143],"about_ca_topic_score_codex":0.7065491,"about_ca_topic_score_gemma":0.9682214,"teacher_disagreement_score":0.27108487,"about_ca_system_score_codex":0.028616969,"about_ca_system_score_gemma":0.019773742,"threshold_uncertainty_score":0.9997292},"labels":[],"label_agreement":null},{"id":"W4236616418","doi":"10.30770/2572-1852-103.1.23","title":"INTERNATIONAL BRIEFS","year":2017,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.0733324391433813,"score_gpt":0.5242901837032395,"score_spread":0.45095774455985826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236616418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61172354,0.00026037297,0.007757167,0.25780347,0.015739487,0.00030806914,0.0000036608913,0.000035442306,0.10636877],"genre_scores_gemma":[0.9910391,0.00031082824,0.00083901576,0.0012070012,0.0037141186,0.000001921948,0.0000028311104,0.000008651586,0.0028765432],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997237,0.00015462695,0.00074766256,0.000072280985,0.001582837,0.0002055873],"domain_scores_gemma":[0.9974335,0.00023997259,0.0013142894,0.00023009251,0.00046304087,0.00031909553],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0025578046,0.00006128805,0.00018486432,0.00006740185,0.00059759367,0.000023067205,0.0006820962,0.00025091175,0.005619362],"category_scores_gemma":[0.005059991,0.00004610991,0.00006397271,0.000028139357,0.00008344475,0.00032405625,0.00011852074,0.00061092456,0.00011564435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047531098,0.00013807933,0.26049197,0.00014530463,0.000096770826,0.000110287816,0.0018915458,0.000029003231,0.00012759265,0.062211845,0.38995117,0.2843311],"study_design_scores_gemma":[0.0011796196,0.000049510527,0.37900814,0.0010712065,0.000009496538,0.00002502591,0.00023605725,0.001050117,0.000009530692,0.0057761767,0.61153895,0.000046130055],"about_ca_topic_score_codex":0.00008940935,"about_ca_topic_score_gemma":0.000037830978,"teacher_disagreement_score":0.37931553,"about_ca_system_score_codex":0.00018025147,"about_ca_system_score_gemma":0.0003887112,"threshold_uncertainty_score":0.9952896},"labels":[],"label_agreement":null},{"id":"W4236852101","doi":"10.32920/ryerson.14645295","title":"Tracing the occupational integration of internationally trained medical doctors of African descent","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Snowball sampling; Consistency (knowledge bases); Immigration; Medical education; Medicine; Family medicine; Nursing; Psychology; Political science; Pathology","score_opus":0.09694276190897201,"score_gpt":0.47072050120432096,"score_spread":0.37377773929534897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236852101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9350742,0.00040920687,0.023105152,0.00874982,0.0025731307,0.0016932671,0.0001317776,0.00008174562,0.028181667],"genre_scores_gemma":[0.99394476,0.0001331294,0.003419622,0.00068289397,0.0003061851,0.00013975742,0.00043671724,0.000020315298,0.00091659056],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9949344,0.000935825,0.0019674483,0.00035523533,0.0014698958,0.0003372306],"domain_scores_gemma":[0.99533576,0.0016279786,0.0011363655,0.00046771503,0.0012609945,0.00017116421],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019767256,0.00023751924,0.0005861552,0.00014507693,0.00018647488,0.000009691698,0.000644448,0.0005823925,0.007253036],"category_scores_gemma":[0.002083545,0.00015747664,0.00021182047,0.00024085502,0.00017720294,0.00005874946,0.0005449759,0.001502967,0.000010066529],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025788709,0.002851167,0.21530984,0.016487056,0.0016990269,0.00004838193,0.22835219,0.003770681,0.0012324441,0.36447966,0.03946258,0.123728104],"study_design_scores_gemma":[0.004579828,0.00047543304,0.6747959,0.056833666,0.000450519,0.000017182945,0.19171779,0.044114646,0.0036352423,0.0129292635,0.008949537,0.0015009475],"about_ca_topic_score_codex":0.004076863,"about_ca_topic_score_gemma":0.0051880768,"teacher_disagreement_score":0.4594861,"about_ca_system_score_codex":0.00040313147,"about_ca_system_score_gemma":0.0033566896,"threshold_uncertainty_score":0.9936545},"labels":[],"label_agreement":null},{"id":"W4237166963","doi":"10.32920/ryerson.14646306.v1","title":"Foreign trained doctors in Ontario: a review of the process, it's effectiveness, efficiency, and legitimacy","year":2021,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Legitimacy; Context (archaeology); Economic shortage; Racism; Process (computing); Political science; Business; Public relations; Psychology; Law; Computer science; Government (linguistics); Politics; History","score_opus":0.08423881279898937,"score_gpt":0.48199886971964323,"score_spread":0.39776005692065386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237166963","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004386971,0.9373027,0.0000057608404,0.00016272615,0.00035904846,0.009857006,0.00002385799,0.000037068807,0.052207932],"genre_scores_gemma":[0.000087107794,0.9949622,0.00005579075,0.0010136794,0.000048839607,0.0015522582,0.00006561973,0.00005469402,0.0021597943],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99256605,0.0031655878,0.002217696,0.0007127695,0.0005064564,0.00083146535],"domain_scores_gemma":[0.9954195,0.0022373784,0.0010814883,0.00077904953,0.000313311,0.00016928643],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002855978,0.0005942921,0.0039240643,0.00012592154,0.0003371098,0.000009042487,0.00059752114,0.000560367,0.0015609659],"category_scores_gemma":[0.0010972121,0.00034019907,0.00045718893,0.0013835904,0.00017202689,0.00009569807,0.0003342644,0.0018677745,0.000024054578],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007317884,0.000083977706,0.0018218171,0.9281924,0.000037161637,0.0000093927,0.00051665184,2.7529595e-7,8.547084e-9,0.0034758472,0.0025303068,0.06332489],"study_design_scores_gemma":[0.00021317007,0.000027529068,0.0001331846,0.48578668,0.00018658675,0.0000075290536,0.00021128035,6.671085e-7,5.4435212e-8,0.00010321645,0.51316506,0.00016505503],"about_ca_topic_score_codex":0.02973872,"about_ca_topic_score_gemma":0.07938836,"teacher_disagreement_score":0.5106347,"about_ca_system_score_codex":0.0010140564,"about_ca_system_score_gemma":0.008157743,"threshold_uncertainty_score":0.999905},"labels":[],"label_agreement":null},{"id":"W4237270438","doi":"10.32920/ryerson.14662695.v1","title":"The viability of pronatalism as a response to population growth decline in the Canadian context","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Fertility; Population growth; Context (archaeology); Population; Population decline; Demographic economics; Immigration policy; Development economics; Geography; Demography; Economic growth; Economics; Sociology","score_opus":0.05236497691630744,"score_gpt":0.44763285525187246,"score_spread":0.39526787833556504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237270438","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85661167,0.0002960472,0.0000099485205,0.13057847,0.0008738471,0.0056038895,0.000083166866,0.000031828138,0.005911132],"genre_scores_gemma":[0.98371387,0.000038414524,0.0003236015,0.0128562255,0.00009615796,0.0008348757,0.00016118522,0.000022828792,0.001952854],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99071294,0.006043985,0.0013392052,0.0005097214,0.00060495484,0.0007891989],"domain_scores_gemma":[0.99351573,0.003703287,0.00036860432,0.0013377669,0.00073908654,0.0003355107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009870575,0.00025087286,0.00048751352,0.00015699459,0.000983052,0.000043071173,0.00089087174,0.0006431666,0.00043999715],"category_scores_gemma":[0.007734292,0.00014943902,0.000099464305,0.00049880607,0.00008407362,0.000046629026,0.0007659633,0.0017043119,0.000089075256],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00553222,0.000263331,0.7386441,0.0035141949,0.00007822855,0.00008475818,0.11791795,0.0002709246,0.000014788997,0.0958633,0.029581398,0.008234788],"study_design_scores_gemma":[0.0005103205,0.00010873494,0.8730862,0.0017446481,0.000018733565,0.0000024667813,0.03498677,0.00012163575,0.00001089058,0.018975485,0.07016811,0.0002659694],"about_ca_topic_score_codex":0.9742606,"about_ca_topic_score_gemma":0.9957981,"teacher_disagreement_score":0.1344421,"about_ca_system_score_codex":0.0017503526,"about_ca_system_score_gemma":0.005254059,"threshold_uncertainty_score":0.93204755},"labels":[],"label_agreement":null},{"id":"W4237363121","doi":"10.7748/ns.31.12.74.s52","title":"Strategic partnerships","year":2016,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Business; Process management","score_opus":0.18046124449496873,"score_gpt":0.4849285901284424,"score_spread":0.30446734563347366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237363121","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4130628,0.0007618481,0.0017352944,0.034027286,0.0034468018,0.00088637584,0.00011779813,0.0007324142,0.5452294],"genre_scores_gemma":[0.9874713,0.00006303724,0.00077189755,0.0006319924,0.0004921692,0.000032150794,0.000004105197,0.000031712705,0.010501661],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976257,0.00038563102,0.00041433546,0.00028593186,0.00037509415,0.0009132736],"domain_scores_gemma":[0.99864405,0.00039104957,0.00014278584,0.00036524748,0.00018611603,0.00027076047],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006256162,0.00015442418,0.000256291,0.000057559715,0.0007018132,0.000009210417,0.00016287403,0.00020461796,0.002284423],"category_scores_gemma":[0.000112923895,0.00009873126,0.00004780991,0.0001774839,0.00015776228,0.000109926834,0.000017837088,0.00028473316,0.0011362062],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001162483,0.000082301776,0.03648793,0.00019995228,0.000024787672,0.000026813075,0.0046005617,0.0000011123122,0.00085891935,0.5377307,0.29716966,0.121654786],"study_design_scores_gemma":[0.003121492,0.00050145254,0.003031569,0.010380299,0.000035430687,0.0000055850387,0.011065349,0.000009336646,0.00035654346,0.16337486,0.80765593,0.000462161],"about_ca_topic_score_codex":0.00001572843,"about_ca_topic_score_gemma":0.000054680837,"teacher_disagreement_score":0.5744085,"about_ca_system_score_codex":0.0009006293,"about_ca_system_score_gemma":0.00041833977,"threshold_uncertainty_score":0.99964154},"labels":[],"label_agreement":null},{"id":"W4237916317","doi":"10.12927/cjnl.2005.17826","title":"Nursing News","year":2005,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"University of Alberta","keywords":"Nursing; Psychology; Medicine","score_opus":0.37133032893494194,"score_gpt":0.482253033787936,"score_spread":0.11092270485299405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237916317","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06602431,0.0046097566,0.0011516942,0.1733598,0.003925395,0.0012692547,0.0000057109046,0.0011138258,0.7485403],"genre_scores_gemma":[0.9603797,0.000027093449,0.005176098,0.011543025,0.0032158305,0.00003557739,0.000016604296,0.000071165705,0.019534873],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964153,0.0005236639,0.000612274,0.00042149654,0.00038960902,0.0016376402],"domain_scores_gemma":[0.9984323,0.0003624817,0.00020354072,0.0004919618,0.00011413616,0.0003956256],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00046435403,0.0002505235,0.00033201688,0.00014403457,0.0010828703,0.00001832358,0.0002868689,0.00040534156,0.0010459853],"category_scores_gemma":[0.00016596823,0.0002519757,0.00008612614,0.0003904011,0.00024191836,0.00025679905,0.000011665846,0.0010736322,0.004335394],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017080747,0.0002520173,0.007298581,0.00019491692,0.000010633687,0.0000035683447,0.04917953,0.00006454794,0.00019014243,0.0142913135,0.4586821,0.46966183],"study_design_scores_gemma":[0.0028949257,0.00030221348,0.015614649,0.025984898,0.000105733394,0.000028200582,0.24300846,0.0011634731,0.00027251677,0.009288567,0.70027894,0.0010574289],"about_ca_topic_score_codex":0.000113439644,"about_ca_topic_score_gemma":0.00015783693,"teacher_disagreement_score":0.8943554,"about_ca_system_score_codex":0.0015240271,"about_ca_system_score_gemma":0.00026964906,"threshold_uncertainty_score":0.99999326},"labels":[],"label_agreement":null},{"id":"W4238034832","doi":"10.1111/j.1440-1584.2000.tb00359.x","title":"MECHANICS OF AN EDUCATIONAL EXCHANGE","year":2000,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Business; Public relations; Nursing; Sociology; Psychology; Medicine; Computer science; Political science","score_opus":0.06999801901125646,"score_gpt":0.4668209847135455,"score_spread":0.39682296570228903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238034832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625434,0.0009610642,0.000015891346,0.03290211,0.0013625633,0.00052627164,0.000057946483,0.00002079273,0.0016099329],"genre_scores_gemma":[0.97449505,0.0015472745,0.0033065,0.0027078334,0.0013058055,0.000008801641,0.000031793632,0.000033812583,0.016563129],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99594814,0.00082970655,0.0017587915,0.000117062424,0.0005403978,0.0008058879],"domain_scores_gemma":[0.9964332,0.00019446632,0.001776264,0.0002951677,0.00043249936,0.0008684209],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017027702,0.00018326992,0.00059223344,0.00016371017,0.00039859803,0.0000056556114,0.00039828016,0.00018165517,0.015973845],"category_scores_gemma":[0.00006725308,0.00015667439,0.00012132809,0.00034976777,0.00005310334,0.0003737408,0.00001915915,0.0008125545,0.00021056776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002024863,0.0014348065,0.030584913,0.0044724876,0.00016149686,0.000039319137,0.03537737,0.00038367353,0.00018394491,0.024916396,0.5226523,0.37776843],"study_design_scores_gemma":[0.008707349,0.012750489,0.16247833,0.014136946,0.0001368484,0.00078837253,0.065648496,0.00015776051,0.00023209046,0.049348798,0.68445617,0.0011583247],"about_ca_topic_score_codex":0.0010410539,"about_ca_topic_score_gemma":0.00021689042,"teacher_disagreement_score":0.3766101,"about_ca_system_score_codex":0.00040933237,"about_ca_system_score_gemma":0.0017205441,"threshold_uncertainty_score":0.9849257},"labels":[],"label_agreement":null},{"id":"W4238204266","doi":"10.1097/01.jbi.0000396176.17306.02","title":"Northern hemisphere trainers set to go","year":2005,"lang":"en","type":"article","venue":"PACEsetterS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Login; Computer science; World Wide Web; Internet privacy; Set (abstract data type); Register (sociolinguistics); Logo (programming language); Personally identifiable information; Download; Computer security","score_opus":0.04259857867157848,"score_gpt":0.4280179419314083,"score_spread":0.38541936325982984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238204266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7992865,0.00017171794,0.000116079966,0.123671345,0.00051793194,0.0009544151,0.00005963216,0.0003040933,0.07491832],"genre_scores_gemma":[0.89640063,0.00002283386,0.0026919367,0.07415332,0.0010135436,0.00020533915,0.00004739366,0.00006470403,0.02540033],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975958,0.00021227986,0.0004495921,0.00036201443,0.0003218322,0.0010585],"domain_scores_gemma":[0.9985832,0.000215643,0.00012145411,0.0004348461,0.000103043574,0.0005418146],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003844645,0.00021325861,0.00027076076,0.000057391037,0.00043071964,0.000010810305,0.00029434406,0.00016917597,0.0022811927],"category_scores_gemma":[0.00013200939,0.0001952702,0.00006501979,0.00034631742,0.000038810926,0.00011329802,0.00009005842,0.0004709262,0.014284884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008286444,0.000026908656,0.06873656,0.00014731652,0.000021493717,0.00001106963,0.014744854,0.00055747665,0.0005888608,0.0001354396,0.89922667,0.015720509],"study_design_scores_gemma":[0.0005413468,0.000044976707,0.0027834014,0.0002412947,0.0000097204775,0.0000017838753,0.0055726147,0.0000959207,0.00007301469,0.000050464292,0.9903432,0.00024225331],"about_ca_topic_score_codex":0.00039009642,"about_ca_topic_score_gemma":0.008319653,"teacher_disagreement_score":0.097114146,"about_ca_system_score_codex":0.0005562985,"about_ca_system_score_gemma":0.00014829867,"threshold_uncertainty_score":0.9986309},"labels":[],"label_agreement":null},{"id":"W4238309419","doi":"10.32920/ryerson.14662380.v1","title":"An assessment of the barriers regarding international medical doctors' path to licensure in Ontario and the initiatives put forth to tackle these challenges","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Accreditation; Licensure; Economic shortage; Health care; Face (sociological concept); Process (computing); Order (exchange); Political science; Public relations; Medical education; Business; Medicine; Computer science; Sociology; Law; Finance; Government (linguistics)","score_opus":0.05645023263199762,"score_gpt":0.4679538040484591,"score_spread":0.4115035714164615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238309419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8682253,0.00047664947,0.00016112889,0.05555736,0.002641333,0.0031337903,0.00004710691,0.000045510962,0.06971186],"genre_scores_gemma":[0.9895945,0.0016504341,0.001647495,0.0056065028,0.00023619951,0.0005766916,0.0000362361,0.00002829199,0.00062360516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943648,0.002220851,0.0010507676,0.0006751103,0.0011368099,0.00055169105],"domain_scores_gemma":[0.9964746,0.0012446174,0.00038194153,0.0008937037,0.0004232491,0.00058188394],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037565571,0.00031937906,0.000736482,0.00012968926,0.00029802875,0.00003959678,0.0010515548,0.0005398117,0.0026457412],"category_scores_gemma":[0.0016365647,0.00017713304,0.00009943766,0.00016936054,0.0001409662,0.00012117478,0.002633856,0.0025612516,0.000003885509],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080233,0.00013552482,0.7011048,0.000607741,0.00019379258,0.000021918091,0.24124156,0.00038319657,0.000002349973,0.051368058,0.0012915463,0.0033414764],"study_design_scores_gemma":[0.0015666409,0.000107775195,0.8334636,0.0059037805,0.00003226486,0.0000025853794,0.11949905,0.00058480183,0.000004839037,0.0012223792,0.037308574,0.00030368805],"about_ca_topic_score_codex":0.058580432,"about_ca_topic_score_gemma":0.6436208,"teacher_disagreement_score":0.58504033,"about_ca_system_score_codex":0.00089740887,"about_ca_system_score_gemma":0.0041580168,"threshold_uncertainty_score":0.9997399},"labels":[],"label_agreement":null},{"id":"W4238714674","doi":"10.32799/ijih.v16i1.36037","title":"Editorial","year":2021,"lang":"en","type":"editorial","venue":"International Journal of Indigenous Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Racism; Political science; Library science; Sociology; Public relations; Law; Ecology","score_opus":0.021520186118434856,"score_gpt":0.4601595181047631,"score_spread":0.4386393319863282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238714674","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002891587,0.006933187,0.000089534544,0.0021124536,0.9870018,0.0006309367,0.00063270575,0.000053198288,0.002257066],"genre_scores_gemma":[0.00008716695,0.013775602,0.0008002234,0.0015053421,0.9796793,0.000020120748,0.000692698,0.00011649926,0.0033230379],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872823,0.0014940082,0.0039091064,0.00043496693,0.005555912,0.0013237224],"domain_scores_gemma":[0.9770202,0.0029537596,0.0066956477,0.00045544945,0.012100196,0.0007747387],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004617189,0.0004936035,0.0015799648,0.00061261916,0.0008756818,0.00007584177,0.0020007326,0.0020563172,0.0009176558],"category_scores_gemma":[0.0036893548,0.0004527804,0.00044832003,0.00028286577,0.00007449489,0.0002531398,0.0003046065,0.0071087065,0.0003067498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00038168914,0.00018047933,0.00027931185,0.00041323033,0.00035969788,0.0002008704,0.00810198,0.000010018341,0.000001282519,0.00005026217,0.9860757,0.00394548],"study_design_scores_gemma":[0.0017002197,0.0005548876,0.000024331448,0.0048461775,0.000033615648,0.000023354603,0.0019513674,6.2234227e-7,0.0000013740962,0.00027970175,0.99031687,0.00026747258],"about_ca_topic_score_codex":0.0042237085,"about_ca_topic_score_gemma":0.0019131167,"teacher_disagreement_score":0.04359548,"about_ca_system_score_codex":0.006501444,"about_ca_system_score_gemma":0.050096925,"threshold_uncertainty_score":0.99999565},"labels":[],"label_agreement":null},{"id":"W4239057882","doi":"10.4095/301336","title":"Location of study outside Canada, 2006 (by census division)","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Census; Division (mathematics); Geography; Genealogy; Statistics; Demography; Mathematics; History; Arithmetic; Sociology; Population","score_opus":0.06272438538093868,"score_gpt":0.4614222203806586,"score_spread":0.39869783499971995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239057882","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11895433,0.0071823234,0.000099630146,0.002596978,0.02229293,0.01247281,0.0018764271,0.00038041265,0.8341442],"genre_scores_gemma":[0.7667813,0.00027992894,0.00015498177,0.0005140659,0.0005796614,0.00021740845,0.0006145994,0.00009439344,0.23076367],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932706,0.00054640416,0.0022565315,0.00063557806,0.0023100441,0.0009808734],"domain_scores_gemma":[0.9918054,0.00073063915,0.0016471943,0.0010244199,0.0043688216,0.00042357759],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019592156,0.00045756222,0.0011545317,0.00013434465,0.00057762413,0.0000056818867,0.00049857394,0.0010546399,0.0016703095],"category_scores_gemma":[0.0015068018,0.00037805497,0.0000626057,0.0005239856,0.000055572644,0.00005100265,0.00028137525,0.0023618897,0.00012214799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001319373,0.00016747309,0.107815884,0.0015570889,0.000039960963,0.000009370146,0.00021731915,0.0000034008299,0.0000031280106,0.000028813756,0.88828295,0.0018614038],"study_design_scores_gemma":[0.00047107585,0.00013145147,0.07715579,0.0015964283,0.00008393651,0.0000014293968,0.004682459,0.00000725607,0.0000071387713,0.000023302322,0.9154998,0.0003399094],"about_ca_topic_score_codex":0.99219096,"about_ca_topic_score_gemma":0.99367493,"teacher_disagreement_score":0.64782697,"about_ca_system_score_codex":0.0019479,"about_ca_system_score_gemma":0.024248322,"threshold_uncertainty_score":0.9999397},"labels":[],"label_agreement":null},{"id":"W4239200492","doi":"10.1108/oxan-es220207","title":"Canada-Mexico-US World Cup bid looks set for success","year":2017,"lang":"en","type":"other","venue":"Emerald expert briefings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Geography; Data set; Computer science; Artificial intelligence","score_opus":0.05220921125546195,"score_gpt":0.4246825548612192,"score_spread":0.37247334360575723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239200492","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000031816635,0.012072389,0.000121568744,0.30268595,0.006091333,0.005633248,0.0020288925,0.00096405117,0.67037076],"genre_scores_gemma":[0.000057664976,0.0005908021,0.0006626042,0.3170489,0.0028233917,0.00087148225,0.0005935836,0.00077939423,0.67657214],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99483716,0.00023155045,0.00094697793,0.0010833716,0.00071315723,0.002187806],"domain_scores_gemma":[0.995649,0.00039380795,0.0013560841,0.0017020709,0.00022302386,0.00067605363],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003900653,0.0008748423,0.0013741619,0.0002721065,0.0018435341,0.000059566715,0.0013476483,0.00092278933,0.009282936],"category_scores_gemma":[0.00029171968,0.0008481543,0.00021678793,0.00018427588,0.00016630435,0.00012132311,0.0003353366,0.0011727297,0.0003487699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006767269,0.000019599582,0.0003103935,0.0007771463,0.00008536004,0.000026377878,0.00054234185,5.95578e-7,0.0000035656567,0.00052272633,0.9964566,0.0011876047],"study_design_scores_gemma":[0.0011952044,0.000039869436,0.00013138559,0.0046498156,0.00003226633,0.0000022852764,0.000030167721,0.00002123297,0.000018478653,0.000111676876,0.9929176,0.00085003703],"about_ca_topic_score_codex":0.9976901,"about_ca_topic_score_gemma":0.98924667,"teacher_disagreement_score":0.014362951,"about_ca_system_score_codex":0.0009535644,"about_ca_system_score_gemma":0.0034052029,"threshold_uncertainty_score":0.9994559},"labels":[],"label_agreement":null},{"id":"W4239321197","doi":"10.32920/ryerson.14645295.v1","title":"Tracing the occupational integration of internationally trained medical doctors of African descent","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Snowball sampling; Consistency (knowledge bases); Immigration; Medical education; Family medicine; Medicine; Psychology; Nursing; Political science; Pathology","score_opus":0.09694276190897201,"score_gpt":0.47072050120432096,"score_spread":0.37377773929534897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239321197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9350742,0.00040920687,0.023105152,0.00874982,0.0025731307,0.0016932671,0.0001317776,0.00008174562,0.028181667],"genre_scores_gemma":[0.99394476,0.0001331294,0.003419622,0.00068289397,0.0003061851,0.00013975742,0.00043671724,0.000020315298,0.00091659056],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9949344,0.000935825,0.0019674483,0.00035523533,0.0014698958,0.0003372306],"domain_scores_gemma":[0.99533576,0.0016279786,0.0011363655,0.00046771503,0.0012609945,0.00017116421],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019767256,0.00023751924,0.0005861552,0.00014507693,0.00018647488,0.000009691698,0.000644448,0.0005823925,0.007253036],"category_scores_gemma":[0.002083545,0.00015747664,0.00021182047,0.00024085502,0.00017720294,0.00005874946,0.0005449759,0.001502967,0.000010066529],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025788709,0.002851167,0.21530984,0.016487056,0.0016990269,0.00004838193,0.22835219,0.003770681,0.0012324441,0.36447966,0.03946258,0.123728104],"study_design_scores_gemma":[0.004579828,0.00047543304,0.6747959,0.056833666,0.000450519,0.000017182945,0.19171779,0.044114646,0.0036352423,0.0129292635,0.008949537,0.0015009475],"about_ca_topic_score_codex":0.004076863,"about_ca_topic_score_gemma":0.0051880768,"teacher_disagreement_score":0.4594861,"about_ca_system_score_codex":0.00040313147,"about_ca_system_score_gemma":0.0033566896,"threshold_uncertainty_score":0.9936545},"labels":[],"label_agreement":null},{"id":"W4239366484","doi":"10.5206/uwomj.v88i1.10588","title":"Front Cover","year":2020,"lang":"en","type":"paratext","venue":"University of Western Ontario Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Poverty; Isolation (microbiology); Face (sociological concept); Health care; Cover (algebra); Front (military); Language barrier; Social isolation; Medicine; Psychology; Sociology; Public relations; Nursing; Political science; Geography; Social science; Psychiatry; Engineering; Law","score_opus":0.0394247604507895,"score_gpt":0.3565593352302932,"score_spread":0.3171345747795037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239366484","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03450756,0.0020770645,0.004981552,0.016655277,0.016809966,0.0011106735,0.00025623222,0.00007672476,0.923525],"genre_scores_gemma":[0.0032403958,0.003010801,0.000620305,0.0050296285,0.002206261,2.9522536e-7,0.00017399238,0.000045316712,0.985673],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99545705,0.00072971155,0.0008810308,0.00037814866,0.0017220738,0.0008319767],"domain_scores_gemma":[0.99587715,0.0003547947,0.0012403841,0.00030710912,0.0003843178,0.0018362675],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0006775027,0.00035065744,0.0011835604,0.00015578693,0.00086221716,0.000011398683,0.001269889,0.0015096362,0.4196015],"category_scores_gemma":[0.00014116456,0.00034735093,0.00030243568,0.00009657354,0.00025187572,0.00014985654,0.00057842425,0.006972307,0.05985918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038403762,0.0000603899,0.020780062,0.00037992172,0.00015867536,0.00070429384,0.011136521,0.000007260685,4.2955213e-7,0.000009164813,0.96525043,0.001128809],"study_design_scores_gemma":[0.0019017847,0.00023427018,0.0036755623,0.004766994,0.0001232629,0.000058001617,0.0026817317,0.000009411442,2.8449503e-7,0.000020158786,0.9862728,0.00025569872],"about_ca_topic_score_codex":0.09458272,"about_ca_topic_score_gemma":0.2300746,"teacher_disagreement_score":0.3597423,"about_ca_system_score_codex":0.0023144407,"about_ca_system_score_gemma":0.01112403,"threshold_uncertainty_score":0.99989784},"labels":[],"label_agreement":null},{"id":"W4239517804","doi":"10.1177/229255030000800503","title":"Let's Attract Americans to Canada for Health Care","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Family medicine; Economic growth","score_opus":0.04884282936889035,"score_gpt":0.382624603172998,"score_spread":0.3337817738041077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239517804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96828383,0.0025820679,0.00025753904,0.015378577,0.010158686,0.00077361125,0.00089795556,0.000019122048,0.001648629],"genre_scores_gemma":[0.9804265,0.000055124616,0.00038860258,0.017104207,0.0010566902,0.000012260314,0.00002711617,0.000044822402,0.0008846803],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965615,0.0002777605,0.0011960063,0.00019160958,0.0003126785,0.0014604259],"domain_scores_gemma":[0.9897571,0.005548704,0.0004659947,0.00020698618,0.00047828638,0.0035429283],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006751855,0.00019902519,0.000705766,0.0003145241,0.00091458927,0.000014319124,0.00023836276,0.00010041337,0.0022255923],"category_scores_gemma":[0.0019496268,0.00019146081,0.00016078612,0.0004200603,0.00004331655,0.00006534674,0.000005401823,0.00049131626,0.00006604745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012549253,0.00000556489,0.063518174,0.0002354584,0.000034589557,0.00012431128,0.0035694675,0.0006798837,4.873705e-7,0.000022632023,0.8926728,0.039011165],"study_design_scores_gemma":[0.0002239367,0.00013912935,0.0575143,0.0009857541,0.000017150585,0.000019261879,0.009026146,0.0000075471517,8.4192357e-7,0.00000894811,0.9318812,0.00017581994],"about_ca_topic_score_codex":0.9456786,"about_ca_topic_score_gemma":0.99542713,"teacher_disagreement_score":0.059532065,"about_ca_system_score_codex":0.0035048658,"about_ca_system_score_gemma":0.06303693,"threshold_uncertainty_score":0.9986865},"labels":[],"label_agreement":null},{"id":"W4239543144","doi":"10.21203/rs.2.16489/v1","title":"Demographic and socioeconomic characteristics of Canadian medical students: A cross-sectional study","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Socioeconomic status; Census; Demography; Rurality; Population; Cross-sectional study; Household income; Ethnic group; Demographics; Medicine; Geography; Rural area; Sociology","score_opus":0.10692682137823219,"score_gpt":0.5401627512173721,"score_spread":0.43323592983913994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239543144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9882748,0.0006060713,0.0000012395708,0.0009679894,0.00142808,0.0055319313,0.000788426,0.00004568086,0.002355783],"genre_scores_gemma":[0.9950089,0.0016618612,0.000020426305,0.00027466178,0.00064330036,0.00059426436,0.00019240123,0.000060251314,0.0015439738],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9902009,0.0026446502,0.0014932915,0.00088241266,0.0032265645,0.0015521835],"domain_scores_gemma":[0.9937023,0.0017137779,0.0003902612,0.0009134102,0.0016457137,0.0016345552],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.012793248,0.0003078533,0.0008489772,0.0019218007,0.0011625938,0.00010915037,0.0014168442,0.0016494113,0.005246266],"category_scores_gemma":[0.0015846426,0.00030298406,0.00012263401,0.0004798512,0.00049090845,0.00006840382,0.0029124336,0.006579923,0.0007529445],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093836505,0.0002053314,0.9907631,0.0030627025,0.000117227435,0.000034116983,0.002266881,0.000003219977,2.6124496e-7,0.0002850125,0.0029283874,0.00023990279],"study_design_scores_gemma":[0.00093853945,0.00030935265,0.98343074,0.0015256717,0.000010609522,0.0000018012245,0.0050120135,0.00008135117,9.9458646e-8,0.0003142395,0.008181333,0.00019422185],"about_ca_topic_score_codex":0.36467767,"about_ca_topic_score_gemma":0.313367,"teacher_disagreement_score":0.051310677,"about_ca_system_score_codex":0.0012450333,"about_ca_system_score_gemma":0.009859897,"threshold_uncertainty_score":0.99994224},"labels":[],"label_agreement":null},{"id":"W4239855366","doi":"10.1177/1363459306075510","title":"Review Symposium on <i>Managing to nurse: inside Canada's health care reform</i>","year":2007,"lang":"en","type":"article","venue":"Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Health care; Medicine; Sociology; Political science; Law","score_opus":0.05011948700643455,"score_gpt":0.5110540894049896,"score_spread":0.4609346023985551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239855366","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073021844,0.13422422,0.0005459767,0.7683063,0.008572225,0.013702183,0.0001046151,0.0000775259,0.0014451009],"genre_scores_gemma":[0.8331945,0.014399263,0.000075731194,0.14918514,0.0024932574,0.00028116777,0.000046947956,0.000087767,0.00023625846],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99049914,0.0016715815,0.0038955668,0.00058600126,0.0011019313,0.002245801],"domain_scores_gemma":[0.9933099,0.00082885916,0.0026577625,0.00051820115,0.00068938587,0.0019959053],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0134315295,0.0004821106,0.0021086372,0.0002663108,0.032338332,0.000010153759,0.0005886242,0.00012319605,0.00003540669],"category_scores_gemma":[0.00014789215,0.00030844592,0.00010659208,0.0006573872,0.00016255995,0.000116670475,0.00027656928,0.0016483152,0.0000019640622],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014740375,0.00033354928,0.000845754,0.01463463,0.00006547408,0.00001003761,0.40546486,0.000010290192,3.107755e-7,0.00089772773,0.2677655,0.30849785],"study_design_scores_gemma":[0.00263983,0.014014472,0.007976397,0.020840267,0.00004267126,0.000030344796,0.7882881,0.0000067634846,1.938426e-7,0.0001994224,0.16571683,0.00024471484],"about_ca_topic_score_codex":0.46406755,"about_ca_topic_score_gemma":0.78930235,"teacher_disagreement_score":0.7601726,"about_ca_system_score_codex":0.0054241624,"about_ca_system_score_gemma":0.004722052,"threshold_uncertainty_score":0.99993676},"labels":[],"label_agreement":null},{"id":"W4240092988","doi":"10.1542/9781610025836-1_sub04","title":"A Little Hurts a Lot: Exploring the Impact of Microaggressions in Pediatric Medical Education","year":2021,"lang":"en","type":"book-chapter","venue":"American Academy of Pediatrics eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Psychology","score_opus":0.06969661361004173,"score_gpt":0.4438694175886442,"score_spread":0.3741728039786024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240092988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52419966,0.023949325,0.000013389607,0.0026292934,0.001690893,0.003574542,0.000323766,0.00015232014,0.4434668],"genre_scores_gemma":[0.6019782,0.11671646,0.0012342492,0.0032010693,0.010637708,0.000983131,0.00017537757,0.00057835237,0.2644955],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941171,0.000538383,0.002404913,0.00068034156,0.0012847652,0.00097450736],"domain_scores_gemma":[0.99305594,0.0022616838,0.0032029306,0.0005628076,0.00031615698,0.00060049194],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013197947,0.0005969355,0.0015206859,0.00093102246,0.00028895517,0.0000067032915,0.00097620307,0.0009120402,0.0007569292],"category_scores_gemma":[0.0010562503,0.00045937547,0.000494205,0.00048039723,0.00056519976,0.00007194491,0.0006276493,0.004051035,0.00006537827],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00069894246,0.0009520552,0.3750637,0.009981673,0.00033219793,0.00008496237,0.027472744,0.000063585656,0.00004530438,0.102149226,0.21178654,0.2713691],"study_design_scores_gemma":[0.010379533,0.003946595,0.3781835,0.045666274,0.005215277,0.00017623964,0.036586154,0.0001822927,0.00013267905,0.06396031,0.44570243,0.009868679],"about_ca_topic_score_codex":0.003246107,"about_ca_topic_score_gemma":0.00015758236,"teacher_disagreement_score":0.26150042,"about_ca_system_score_codex":0.0006409648,"about_ca_system_score_gemma":0.008616023,"threshold_uncertainty_score":0.9997858},"labels":[],"label_agreement":null},{"id":"W4240095775","doi":"10.1503/cmaj.210163","title":"Correction to “Time to dismantle systemic anti-Black racism in medicine in Canada”","year":2021,"lang":"en","type":"erratum","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Acknowledgement; Statement (logic); Racism; Medicine; Political science; Law; Sociology; Computer science","score_opus":0.014170951766070684,"score_gpt":0.34237111577558427,"score_spread":0.3282001640095136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240095775","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03987089,0.0035808114,0.00003533643,0.41930932,0.35109556,0.0034732644,0.00037961002,0.000064891996,0.1821903],"genre_scores_gemma":[0.04870887,0.0016749187,0.000037283182,0.13235463,0.029144218,0.00018264403,0.0006762377,0.00018461044,0.7870366],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98982966,0.002106447,0.0024332695,0.0005377987,0.00299137,0.0021014474],"domain_scores_gemma":[0.9914328,0.0011444725,0.00084156176,0.00030501594,0.00095031783,0.005325862],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0050095986,0.00040398238,0.0014844491,0.0010917529,0.0004975789,0.000028961562,0.0006198829,0.0016942621,0.024138307],"category_scores_gemma":[0.01627456,0.00040105992,0.00007749534,0.0018404608,0.000023120016,0.000087015236,0.00008695183,0.0088829715,0.0021412736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000009247485,0.0000087954095,0.035221938,0.0001499991,0.000023969766,0.0014002605,0.0018614617,0.000070735055,6.050517e-7,0.0000053899953,0.9586017,0.002645899],"study_design_scores_gemma":[0.0007417675,0.000044514156,0.05471936,0.022643328,0.000017514069,0.000089368354,0.0074728793,0.0005071281,8.48086e-8,0.000010372806,0.91343015,0.00032353934],"about_ca_topic_score_codex":0.98544365,"about_ca_topic_score_gemma":0.99973583,"teacher_disagreement_score":0.6048463,"about_ca_system_score_codex":0.06312637,"about_ca_system_score_gemma":0.103561,"threshold_uncertainty_score":0.99984413},"labels":[],"label_agreement":null},{"id":"W4240370680","doi":"10.30770/2572-1852-92.1.28","title":"International Briefs","year":2006,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.031393319201737824,"score_gpt":0.4578068358744388,"score_spread":0.426413516672701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240370680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7355524,0.000629208,0.021127054,0.12898137,0.009549956,0.00034159407,0.000004113102,0.00006541679,0.103748895],"genre_scores_gemma":[0.9884636,0.00012230428,0.0013048192,0.0013056021,0.0051695593,0.0000023019927,0.000011359798,0.000010260671,0.0036102056],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99687105,0.00020586117,0.000956465,0.000069602036,0.0016810037,0.00021599075],"domain_scores_gemma":[0.9983225,0.00032559605,0.00064622937,0.0000843412,0.0004272974,0.00019402138],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019059,0.00006344213,0.00017260385,0.00010490597,0.00014016789,0.000006483748,0.00025349786,0.00024445137,0.0060395827],"category_scores_gemma":[0.0008724078,0.00004849582,0.00006239057,0.00012857765,0.000041978266,0.00015887443,0.00004222126,0.00052891736,0.00010214757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026688766,0.00016942855,0.106687084,0.00009689618,0.000035299738,0.000061647195,0.00052519416,0.0002337741,0.0001930473,0.096583456,0.74306816,0.05207912],"study_design_scores_gemma":[0.0011463409,0.000050185074,0.19287327,0.00070467126,0.000009593726,0.00003537844,0.00021610045,0.0014216659,0.000015167353,0.0129210595,0.7905541,0.000052488078],"about_ca_topic_score_codex":0.00017583709,"about_ca_topic_score_gemma":0.000053705277,"teacher_disagreement_score":0.25291118,"about_ca_system_score_codex":0.0002448521,"about_ca_system_score_gemma":0.00033889237,"threshold_uncertainty_score":0.99486905},"labels":[],"label_agreement":null},{"id":"W4240561159","doi":"10.1186/preaccept-6849196371091793","title":"A review of rural and remote health service indexes: are they relevant for the development of an Australian rural birth index?","year":2014,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Vulnerability (computing); Socioeconomic status; Rural area; Medicine; Rural health; Service delivery framework; Service (business); Government (linguistics); Health administration; Environmental health; Socioeconomics; Economic growth; Public health; Nursing; Business; Population; Marketing; Sociology","score_opus":0.20079017569172822,"score_gpt":0.5677311347489558,"score_spread":0.36694095905722757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240561159","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003717614,0.97376126,0.000057501828,0.0025546644,0.00037840445,0.022161439,0.0005623893,0.00008918517,0.0000634057],"genre_scores_gemma":[0.00010068261,0.98713064,0.0041135293,0.005580719,0.00048655958,0.0013377663,0.00063074735,0.00020752603,0.00041184796],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9747036,0.011693473,0.007038139,0.00093485374,0.0021510352,0.0034789185],"domain_scores_gemma":[0.98071516,0.0063406015,0.0062843505,0.002460167,0.0025857964,0.0016139565],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.031342566,0.00097456493,0.0060107573,0.0007294179,0.002978477,0.000036965295,0.0025732433,0.0009833275,0.00010526285],"category_scores_gemma":[0.00033534243,0.0006357604,0.00036226184,0.002222765,0.00022475475,0.00021186471,0.0011188538,0.0033215792,0.000080045385],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009727588,0.000051595613,0.00021056515,0.5921072,0.000051593568,1.9302419e-7,0.0054188375,7.8877196e-7,1.6064629e-8,0.000057587797,0.0004356654,0.4015687],"study_design_scores_gemma":[0.0004424182,0.0003172536,0.0006783849,0.45164353,0.00003913505,0.0000049799332,0.014935778,0.00011013351,4.7019412e-8,0.000076729775,0.531513,0.00023862481],"about_ca_topic_score_codex":0.02292596,"about_ca_topic_score_gemma":0.06798467,"teacher_disagreement_score":0.5310773,"about_ca_system_score_codex":0.0015760292,"about_ca_system_score_gemma":0.019648267,"threshold_uncertainty_score":0.99960935},"labels":[],"label_agreement":null},{"id":"W4240720839","doi":"10.2310/6640.2007.00002","title":"The Consequences of Delisting Publicly Funded, Community-Based Physical Therapy Services in Ontario: A Health Policy Analysis","year":2007,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Christian ministry; Schedule; Business; Health care; Medicine; Family medicine; Nursing; Political science; Computer science","score_opus":0.05498556424673487,"score_gpt":0.44441749255949436,"score_spread":0.3894319283127595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240720839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98563206,0.00052211934,0.00005282877,0.011038044,0.0001714699,0.000776897,0.000041045943,0.000043905056,0.0017216395],"genre_scores_gemma":[0.9813556,0.00010780257,0.00016186282,0.0178597,0.00012550021,0.000051641895,0.000056118133,0.000027947586,0.00025383988],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952599,0.0015594375,0.0010139528,0.0002685979,0.0006642054,0.0012339043],"domain_scores_gemma":[0.9949517,0.002870905,0.0007956199,0.0007860006,0.0002965498,0.00029919215],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023150893,0.0002773664,0.00073236634,0.00032173694,0.0018979625,0.000022531456,0.00074187363,0.00009100078,0.000080799065],"category_scores_gemma":[0.00003361471,0.00020093544,0.00013106031,0.0026030054,0.00021386347,0.00009769862,0.00004990564,0.0011093911,0.0000018677433],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009300053,0.00050978427,0.9498244,0.0005761385,0.00045414455,0.00000620958,0.023862576,0.0013036823,0.0006538039,0.006357855,0.0014336044,0.014087826],"study_design_scores_gemma":[0.0046334243,0.0008005985,0.7030079,0.0010687843,0.00004436032,8.826146e-7,0.06221028,0.0023087242,0.0006219932,0.005260153,0.21922174,0.0008211756],"about_ca_topic_score_codex":0.9999305,"about_ca_topic_score_gemma":0.99998724,"teacher_disagreement_score":0.24681649,"about_ca_system_score_codex":0.0033311283,"about_ca_system_score_gemma":0.011858891,"threshold_uncertainty_score":0.99940145},"labels":[],"label_agreement":null},{"id":"W4240732202","doi":"10.5864/d2014-022","title":"NCCEH: Working with you on evidence-based practice and policy","year":2014,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Political science; Psychology","score_opus":0.0993590008367913,"score_gpt":0.46150599869075937,"score_spread":0.3621469978539681,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240732202","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021660639,0.5613794,0.00030772263,0.38578328,0.00055040716,0.009490847,0.000028626577,0.0003141622,0.020484963],"genre_scores_gemma":[0.21556926,0.42602265,0.0043407595,0.35171226,0.0005678448,0.00061469415,0.000031753363,0.00007660433,0.0010641804],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99439776,0.0024769315,0.0008994684,0.0005911268,0.00060759095,0.0010271086],"domain_scores_gemma":[0.9957836,0.002043686,0.000798515,0.00067095127,0.00001439819,0.0006888028],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027240505,0.0003330791,0.0006952896,0.0000842028,0.0010849686,0.000009928763,0.00020180712,0.00012914016,0.00051213946],"category_scores_gemma":[0.0007081221,0.00025385182,0.00005009233,0.00030498614,0.00013926292,0.0002221617,0.00010196475,0.000842058,0.0010648569],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005242408,0.00034888636,0.03245936,0.02571788,0.000026711266,0.0000132757405,0.0009360597,0.000019613735,0.0000039289916,0.005798705,0.022495935,0.9116554],"study_design_scores_gemma":[0.0006001782,0.0010040094,0.00931185,0.079063475,0.00003279578,0.000010433104,0.00027088117,0.000035165333,0.0000015427731,0.00003756223,0.9094155,0.0002166422],"about_ca_topic_score_codex":0.00060110254,"about_ca_topic_score_gemma":0.00005211277,"teacher_disagreement_score":0.91143876,"about_ca_system_score_codex":0.0011793221,"about_ca_system_score_gemma":0.00042490574,"threshold_uncertainty_score":0.99999136},"labels":[],"label_agreement":null},{"id":"W4241084602","doi":"10.3821/145.2.cpj51","title":"Missed Opportunity","year":2012,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.14601213517050507,"score_gpt":0.41266034993202444,"score_spread":0.26664821476151934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241084602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9279122,0.0035869472,0.000053936234,0.0010775138,0.016113678,0.0011508616,0.000656775,0.00012392952,0.049324155],"genre_scores_gemma":[0.96047413,0.002972334,0.00026172755,0.025061905,0.0042655463,0.000046671194,0.000058031655,0.00009461437,0.006765021],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931343,0.0009415756,0.0011976056,0.00034964195,0.00063659815,0.0037402648],"domain_scores_gemma":[0.9843867,0.00037813952,0.00055257673,0.0004082239,0.0008815767,0.013392816],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021221575,0.00049061864,0.00056423224,0.00037492588,0.004186772,0.000068665475,0.0008334977,0.00019081734,0.014238739],"category_scores_gemma":[0.0007326037,0.00050673983,0.00015371315,0.0007977723,0.00018061833,0.0007170916,0.00008419972,0.0022069449,0.00030871053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000150513,0.00008682721,0.05640283,0.0006653651,0.0001704216,0.022509422,0.006619838,0.000089412555,0.00048186953,0.00056129694,0.8639735,0.04828871],"study_design_scores_gemma":[0.0014960327,0.00002344401,0.00015996184,0.00007862563,0.00009607255,0.09609953,0.00016820077,0.00026353076,0.00014562637,0.00007724077,0.9007955,0.0005962397],"about_ca_topic_score_codex":0.13127503,"about_ca_topic_score_gemma":0.16933087,"teacher_disagreement_score":0.07359011,"about_ca_system_score_codex":0.007985078,"about_ca_system_score_gemma":0.01592887,"threshold_uncertainty_score":0.9997384},"labels":[],"label_agreement":null},{"id":"W4241688313","doi":"10.32920/ryerson.14658129","title":"Licensing and Registration of International Medical Graduates (IMGs) in Canada and Australia: an Explorative Study","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Workforce; Immigration; Economic shortage; IMG; Health care; Political science; Medical education; Business; Public relations; Medicine; Law; Computer science","score_opus":0.15393170951521173,"score_gpt":0.48294489334871016,"score_spread":0.3290131838334984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241688313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99479187,0.00015347327,0.000017147413,0.0026252272,0.0008074055,0.0009844886,0.000023542498,0.000015972204,0.0005808818],"genre_scores_gemma":[0.9981474,0.00039560383,0.0004841666,0.00026120024,0.00011373956,0.000063301486,0.00015819108,0.000012148761,0.00036422728],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996762,0.00078866293,0.0009940079,0.00048316666,0.0006851165,0.00028708272],"domain_scores_gemma":[0.9983828,0.00037136817,0.00040860317,0.00025605195,0.0003348442,0.00024634047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008811305,0.00019857317,0.00048704806,0.0000912637,0.00011444924,0.000018779467,0.00016297422,0.00028101754,0.00040997978],"category_scores_gemma":[0.00045031542,0.00018427147,0.000011244244,0.00010911194,0.000064882865,0.00014679045,0.00051492784,0.0011098452,6.3079267e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056219957,0.00013407948,0.9783289,0.00044377346,0.00004529085,0.000098899414,0.018615946,0.00002373816,0.000009031442,0.0005173957,0.0008679019,0.0008588151],"study_design_scores_gemma":[0.0010466512,0.00012464116,0.7132412,0.0031097308,0.000025889989,0.0000047113735,0.28059477,0.0009759581,0.00004366206,0.00044136893,0.00013116535,0.0002602227],"about_ca_topic_score_codex":0.9899924,"about_ca_topic_score_gemma":0.9991847,"teacher_disagreement_score":0.26508766,"about_ca_system_score_codex":0.0005785909,"about_ca_system_score_gemma":0.0035760389,"threshold_uncertainty_score":0.75143725},"labels":[],"label_agreement":null},{"id":"W4241782836","doi":"10.1016/j.jvs.2020.08.048","title":"The Effect of Socioeconomic Status on Patients Undergoing Elective Abdominal Aortic Aneurysm Repair in a Publicly Funded Healthcare System","year":2020,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Odds ratio; Socioeconomic status; Stroke (engine); Abdominal aortic aneurysm; Confidence interval; Context (archaeology); Logistic regression; Internal medicine; Surgery; Demography; Aneurysm; Population; Environmental health","score_opus":0.023735380073259087,"score_gpt":0.3395729423460674,"score_spread":0.3158375622728083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241782836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993371,0.0019228323,0.000013186711,0.0023878964,0.001205654,0.0009306324,0.000012765402,0.00004483297,0.000111214315],"genre_scores_gemma":[0.99831164,0.000550247,0.00003280525,0.0007434614,0.00027491708,0.000032027172,0.0000041853095,0.00004099516,0.000009722862],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9918329,0.0040705986,0.0022304181,0.00028036837,0.0006398985,0.0009457804],"domain_scores_gemma":[0.9885132,0.008213778,0.0020452517,0.00032092832,0.00043515977,0.00047172396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047294656,0.00025115281,0.001140649,0.00025220952,0.00047689347,0.00001432196,0.00022628599,0.00021803004,0.000020107094],"category_scores_gemma":[0.002520025,0.00017549143,0.0006590224,0.0004117676,0.000058626396,0.00021350099,0.00007335852,0.0012563813,0.000041134525],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018702812,0.000047333022,0.9869895,0.002453568,0.00017317988,0.00005835023,0.0011614317,0.00010788139,0.0000035523053,0.00009625901,0.00485533,0.0021833612],"study_design_scores_gemma":[0.0069876662,0.005217814,0.9603184,0.0073991874,0.00020018488,0.000025755877,0.012460614,0.0013164122,0.000110348505,0.000104114064,0.005382861,0.00047665133],"about_ca_topic_score_codex":0.0007656602,"about_ca_topic_score_gemma":0.0006550142,"teacher_disagreement_score":0.026671082,"about_ca_system_score_codex":0.0017002642,"about_ca_system_score_gemma":0.0010744134,"threshold_uncertainty_score":0.7156333},"labels":[],"label_agreement":null},{"id":"W4242151271","doi":"10.30770/2572-1852-94.4.28","title":"International Briefs","year":2008,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06982219954664755,"score_gpt":0.4760625881649269,"score_spread":0.4062403886182794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242151271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88221514,0.00037838914,0.00897363,0.06890461,0.006447909,0.00021558681,0.0000019668578,0.00004077736,0.03282199],"genre_scores_gemma":[0.9895924,0.00084802555,0.0013058167,0.0022204525,0.0031071107,0.0000022346733,0.0000053685526,0.000010018026,0.002908605],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967506,0.00022669193,0.00088522304,0.00007087615,0.0018527637,0.00021383972],"domain_scores_gemma":[0.99814075,0.00035415386,0.0005956517,0.00009390565,0.00047874844,0.00033680067],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015797642,0.000063932064,0.00019057814,0.00010626932,0.00023987192,0.0000025238571,0.0002839155,0.0002459231,0.007147185],"category_scores_gemma":[0.0018733053,0.000048658992,0.000066352426,0.00013463407,0.00007046835,0.00017820077,0.000049981234,0.000635102,0.0001409116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045985452,0.0001897248,0.17932317,0.00010024508,0.00007852225,0.00025495692,0.004668683,0.000099785786,0.00012261052,0.021004753,0.74013495,0.053562727],"study_design_scores_gemma":[0.0013702338,0.00008351866,0.213598,0.00070606725,0.0000078101775,0.00023882718,0.00036761377,0.0011691924,0.00001262778,0.0021163719,0.7802704,0.000059360103],"about_ca_topic_score_codex":0.00004243911,"about_ca_topic_score_gemma":0.0000098756445,"teacher_disagreement_score":0.10737723,"about_ca_system_score_codex":0.00022368728,"about_ca_system_score_gemma":0.00056958396,"threshold_uncertainty_score":0.9937604},"labels":[],"label_agreement":null},{"id":"W4242291261","doi":"10.32920/ryerson.14662380","title":"An assessment of the barriers regarding international medical doctors' path to licensure in Ontario and the initiatives put forth to tackle these challenges","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Accreditation; Licensure; Economic shortage; Health care; Face (sociological concept); Process (computing); Order (exchange); Business; Public relations; Career path; Political science; Medical education; Medicine; Computer science; Sociology; Finance","score_opus":0.05645023263199762,"score_gpt":0.4679538040484591,"score_spread":0.4115035714164615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242291261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8682253,0.00047664947,0.00016112889,0.05555736,0.002641333,0.0031337903,0.00004710691,0.000045510962,0.06971186],"genre_scores_gemma":[0.9895945,0.0016504341,0.001647495,0.0056065028,0.00023619951,0.0005766916,0.0000362361,0.00002829199,0.00062360516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943648,0.002220851,0.0010507676,0.0006751103,0.0011368099,0.00055169105],"domain_scores_gemma":[0.9964746,0.0012446174,0.00038194153,0.0008937037,0.0004232491,0.00058188394],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037565571,0.00031937906,0.000736482,0.00012968926,0.00029802875,0.00003959678,0.0010515548,0.0005398117,0.0026457412],"category_scores_gemma":[0.0016365647,0.00017713304,0.00009943766,0.00016936054,0.0001409662,0.00012117478,0.002633856,0.0025612516,0.000003885509],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080233,0.00013552482,0.7011048,0.000607741,0.00019379258,0.000021918091,0.24124156,0.00038319657,0.000002349973,0.051368058,0.0012915463,0.0033414764],"study_design_scores_gemma":[0.0015666409,0.000107775195,0.8334636,0.0059037805,0.00003226486,0.0000025853794,0.11949905,0.00058480183,0.000004839037,0.0012223792,0.037308574,0.00030368805],"about_ca_topic_score_codex":0.058580432,"about_ca_topic_score_gemma":0.6436208,"teacher_disagreement_score":0.58504033,"about_ca_system_score_codex":0.00089740887,"about_ca_system_score_gemma":0.0041580168,"threshold_uncertainty_score":0.9997399},"labels":[],"label_agreement":null},{"id":"W4242297265","doi":"10.21203/rs.3.rs-214245/v1","title":"Visualizing the drivers of an effective health workforce: A detailed, interactive logic model","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Johns Hopkins Bloomberg School of Public Health; Johns Hopkins University","keywords":"Workforce; Computer science; Data science; Human–computer interaction; Business; Computer graphics (images); Economics; Economic growth","score_opus":0.18170433777428294,"score_gpt":0.5902957836623022,"score_spread":0.4085914458880192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242297265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95187026,0.0071264855,0.0031423145,0.0055617825,0.0013001114,0.018399803,0.00037392048,0.00031241655,0.01191289],"genre_scores_gemma":[0.9903099,0.00213569,0.0019916396,0.0009015892,0.00042702793,0.0025931587,0.00040219407,0.00012483231,0.0011139816],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9754457,0.016930984,0.0014687539,0.0013700722,0.00226406,0.0025204157],"domain_scores_gemma":[0.9870634,0.005571526,0.0010825937,0.002102681,0.0033684347,0.00081134116],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009628242,0.0005823507,0.0014372811,0.0005538145,0.002557341,0.00009268244,0.0015046409,0.0010406397,0.00040791355],"category_scores_gemma":[0.0023546137,0.00043585777,0.00037369324,0.0012704611,0.00055727945,0.00029191468,0.004049521,0.010192683,0.00011111155],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0047757253,0.0027041936,0.05144933,0.058446135,0.0011576626,0.00032133513,0.5865727,0.10845736,0.00026046266,0.03844774,0.023080923,0.12432646],"study_design_scores_gemma":[0.003134666,0.0029825163,0.026718808,0.082314216,0.0001069449,0.000010681012,0.6155246,0.23400617,0.00023385113,0.028822398,0.004727517,0.0014176525],"about_ca_topic_score_codex":0.006097725,"about_ca_topic_score_gemma":0.004864628,"teacher_disagreement_score":0.12554881,"about_ca_system_score_codex":0.0038179553,"about_ca_system_score_gemma":0.005471749,"threshold_uncertainty_score":0.9998093},"labels":[],"label_agreement":null},{"id":"W4242486892","doi":"10.21203/rs.3.rs-17461/v1","title":"Nurse’s clinical skill utilisation: An opinion from public health institutions","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Aboriginal Peoples Health","keywords":"Public opinion; Nursing; Business; Psychology; Public relations; Political science; Medicine; Law","score_opus":0.7066830780215063,"score_gpt":0.6818384417368177,"score_spread":0.02484463628468858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242486892","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26402786,0.01901766,0.0047675245,0.5651224,0.023022344,0.0540793,0.009499233,0.0043777474,0.056085892],"genre_scores_gemma":[0.9385507,0.01482191,0.0029368233,0.003015311,0.016411882,0.0058694836,0.016177665,0.00045528088,0.0017609368],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.88493556,0.08235187,0.0056979232,0.00526199,0.01208217,0.009670475],"domain_scores_gemma":[0.9521017,0.017727142,0.0012654735,0.006561185,0.012130872,0.0102136135],"candidate_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.06884612,0.0013601716,0.00303579,0.00289168,0.011566553,0.0008357618,0.0060769157,0.0041892175,0.0073923753],"category_scores_gemma":[0.030279836,0.0013432598,0.00084479694,0.0057281903,0.0036194946,0.0012712121,0.008266008,0.041944496,0.011209632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0011724208,0.0040863687,0.10982375,0.009887627,0.00040717275,0.000213925,0.03963509,0.00016921105,0.00001009861,0.09789818,0.6819251,0.05477107],"study_design_scores_gemma":[0.0025781924,0.002845169,0.082908824,0.0095169945,0.000014784916,0.0000030173044,0.04781127,0.0040422594,0.00000308926,0.02875141,0.82046056,0.0010644259],"about_ca_topic_score_codex":0.06611228,"about_ca_topic_score_gemma":0.012313933,"teacher_disagreement_score":0.6745228,"about_ca_system_score_codex":0.009537844,"about_ca_system_score_gemma":0.06697284,"threshold_uncertainty_score":0.9999149},"labels":[],"label_agreement":null},{"id":"W4242819162","doi":"10.1097/00001888-200602000-00020","title":"Indian Medical Students' Views on Immigration for Training and Practice","year":2006,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Medicine; Family medicine; Commission; Medical education; Graduate medical education; Optimism; Psychology; Political science; Accreditation; Law","score_opus":0.12939093561722237,"score_gpt":0.552079998776782,"score_spread":0.4226890631595597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242819162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67683536,0.007000682,0.0020892855,0.27645698,0.0025462315,0.004691263,0.000016808026,0.00026589117,0.03009749],"genre_scores_gemma":[0.9257214,0.0024088358,0.00042380622,0.06078479,0.004872348,0.000407583,0.0001136523,0.000037839094,0.005229731],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99643344,0.0005876821,0.0009646393,0.00033204549,0.0010766011,0.00060561224],"domain_scores_gemma":[0.99336916,0.00556789,0.00041304078,0.00017836086,0.000119126686,0.00035242835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006518498,0.00017658458,0.00041359704,0.000114799775,0.00048759833,0.0000028621328,0.0002932637,0.0006135716,0.00032970688],"category_scores_gemma":[0.0068200435,0.00012960733,0.000018799374,0.0002013861,0.00012685278,0.00013092606,0.00006299183,0.0013945665,0.00007624396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006510009,0.00005183882,0.034166057,0.00073253084,0.00004065061,0.000036147485,0.11684702,0.0000024009648,0.00013925321,0.04185559,0.7591013,0.04637621],"study_design_scores_gemma":[0.00314498,0.00052537915,0.0052586487,0.003122062,0.00006067121,0.00002738101,0.06862272,0.0000889121,0.0000054036645,0.0035013577,0.91548896,0.00015349303],"about_ca_topic_score_codex":0.0007681139,"about_ca_topic_score_gemma":0.00040041454,"teacher_disagreement_score":0.24888605,"about_ca_system_score_codex":0.0001405788,"about_ca_system_score_gemma":0.00020492144,"threshold_uncertainty_score":0.8164722},"labels":[],"label_agreement":null},{"id":"W4242995354","doi":"10.1503/cmaj.171237","title":"Physicians and regionalization in Canada: past, present and future","year":2017,"lang":"en","type":"erratum","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Regional science; History; Political science; Geography","score_opus":0.015495504743110936,"score_gpt":0.3349070353015759,"score_spread":0.31941153055846494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242995354","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0041572982,0.014817501,0.0000049364994,0.8281793,0.07250359,0.001081705,0.00036675204,0.000023768278,0.07886515],"genre_scores_gemma":[0.009764517,0.081584655,0.00009649613,0.12962058,0.3819004,0.00017473834,0.0011956913,0.00025634168,0.39540657],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99552774,0.0007506857,0.00078583806,0.00029191293,0.0016078551,0.001035968],"domain_scores_gemma":[0.9959807,0.0002844303,0.0011141659,0.00018869553,0.000503117,0.0019289325],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0014419773,0.00024336297,0.00056872715,0.00018969737,0.0014751959,0.00005570739,0.00030127718,0.001588444,0.0009821277],"category_scores_gemma":[0.0005893954,0.00023733138,0.00003551973,0.0001304334,0.00004998274,0.00013119157,0.000055915018,0.0049747513,0.000014941243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000003677919,0.0000033292672,0.08040952,0.00011022627,0.000027070078,0.0002280391,0.0005006459,3.940885e-7,6.4149166e-9,0.00010760049,0.8973536,0.02125588],"study_design_scores_gemma":[0.0004961117,0.000010965316,0.1188653,0.001672425,0.00001736792,0.000030162118,0.0022756956,0.00013914982,4.6986686e-9,0.00017594076,0.87614846,0.00016839635],"about_ca_topic_score_codex":0.96431655,"about_ca_topic_score_gemma":0.9992829,"teacher_disagreement_score":0.6985587,"about_ca_system_score_codex":0.009608589,"about_ca_system_score_gemma":0.049471963,"threshold_uncertainty_score":0.9999311},"labels":[],"label_agreement":null},{"id":"W4243093636","doi":"10.1007/s40278-021-90505-2","title":"Health Canada launches consultation period for revised draft guidance","year":2021,"lang":"en","type":"article","venue":"Reactions Weekly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Period (music); Medicine; Operations research; Engineering","score_opus":0.04577718976154978,"score_gpt":0.4196049278335729,"score_spread":0.37382773807202313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243093636","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11950334,0.017655097,0.007970254,0.753793,0.011748045,0.009846307,0.0018722173,0.0011210566,0.07649069],"genre_scores_gemma":[0.8134806,0.001322604,0.018943109,0.022016756,0.0014466094,0.0016646417,0.0011356863,0.00012798003,0.13986199],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972255,0.00044427265,0.0008820764,0.00040175405,0.00028520986,0.0007611718],"domain_scores_gemma":[0.9968446,0.0010721302,0.00044011878,0.00046311846,0.0008541029,0.00032595824],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00057240267,0.00017735844,0.00041119792,0.00004983048,0.0018777336,0.000017069011,0.000120044315,0.00014318233,0.00037833783],"category_scores_gemma":[0.0017332537,0.00018687666,0.00006833771,0.0004714229,0.000037303067,0.0001259161,0.00003796829,0.00040482433,0.00010574299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008506652,0.00009455314,0.0062660105,0.001925536,0.000048208818,0.000013275123,0.0021964412,0.00006842641,0.00042115222,0.01527149,0.9651698,0.008440046],"study_design_scores_gemma":[0.00083204044,0.000044302837,0.007312225,0.0008214886,0.000015252008,0.0000111504705,0.009808035,0.00019536432,0.00005733712,0.00023226188,0.98051095,0.00015960349],"about_ca_topic_score_codex":0.37575933,"about_ca_topic_score_gemma":0.77054673,"teacher_disagreement_score":0.73177624,"about_ca_system_score_codex":0.001678405,"about_ca_system_score_gemma":0.010320382,"threshold_uncertainty_score":0.9994217},"labels":[],"label_agreement":null},{"id":"W4243153754","doi":"10.3109/0142159x.2011.553125","title":"eMedical Teacher","year":2011,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Psychology; Medical education; Medicine","score_opus":0.1245183318701907,"score_gpt":0.4604041296195783,"score_spread":0.3358857977493876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243153754","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22629869,0.00042206343,0.0003385537,0.0040176744,0.0014932909,0.0004937271,0.0000011728561,0.0004781649,0.76645666],"genre_scores_gemma":[0.73220474,0.00009450844,0.0007186936,0.0060748598,0.002293268,0.00022026124,0.000017112736,0.000070857255,0.25830573],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.995313,0.0010235792,0.0008239958,0.0004188581,0.0012107564,0.0012098156],"domain_scores_gemma":[0.9977199,0.00012651861,0.00014369443,0.00053062127,0.00008428258,0.0013950048],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025625818,0.00023236148,0.0004109621,0.0000677065,0.00043355464,0.0000028366383,0.00058212556,0.00093992543,0.5305334],"category_scores_gemma":[0.002259197,0.00017376429,0.0000958375,0.00024485163,0.00031455382,0.000081483,0.00026971646,0.0024763003,0.010298029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008160989,0.0004192765,0.35830113,0.000109126246,0.00003386438,0.000120689314,0.010144774,1.1729631e-8,0.0000010377863,0.0049473797,0.6031242,0.022716925],"study_design_scores_gemma":[0.0013059349,0.00011879648,0.02441368,0.0005131663,0.000025958403,0.000009547767,0.0038676271,0.00047576713,0.0000023184534,0.0022570838,0.96673197,0.00027816516],"about_ca_topic_score_codex":0.0013013718,"about_ca_topic_score_gemma":0.0002227985,"teacher_disagreement_score":0.52023536,"about_ca_system_score_codex":0.00019177889,"about_ca_system_score_gemma":0.00052494084,"threshold_uncertainty_score":0.999825},"labels":[],"label_agreement":null},{"id":"W4243435654","doi":"10.21203/rs.3.rs-44284/v2","title":"Comprehensiveness of Distributed Medical Education Systems: A Regional Population-Based Perspective","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Interior Health","funders":"","keywords":"Perspective (graphical); Regional science; Population; Data science; Geography; Computer science; Medicine; Environmental health; Artificial intelligence","score_opus":0.18260334433341613,"score_gpt":0.5663696955187572,"score_spread":0.383766351185341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243435654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68479997,0.031834874,0.0060574375,0.20924848,0.009548585,0.037647866,0.0069684368,0.001278523,0.012615796],"genre_scores_gemma":[0.9911229,0.00020856065,0.00020157646,0.0004813324,0.0010770794,0.0014412092,0.005196461,0.00006055029,0.0002102999],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9874785,0.005885847,0.0012391452,0.0008707229,0.0035645831,0.0009612177],"domain_scores_gemma":[0.98648894,0.0031523611,0.0006301353,0.00091391755,0.007896807,0.0009178448],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0021882434,0.00032247845,0.00092839036,0.00042820102,0.0007889652,0.000025861655,0.0008279914,0.001226924,0.00078187353],"category_scores_gemma":[0.006810561,0.00030859126,0.00018724425,0.0009944441,0.0002487532,0.00005342947,0.0009233132,0.0043658884,0.00015992582],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018187776,0.0014527565,0.42868045,0.07661004,0.00025846952,0.00006396035,0.008099949,0.0049687517,0.000013853238,0.2975396,0.17977779,0.00071559753],"study_design_scores_gemma":[0.0033271774,0.0007137953,0.52658033,0.13933343,0.00010750788,0.0000065303507,0.16427524,0.052087583,0.00000869029,0.046374038,0.06594118,0.0012445246],"about_ca_topic_score_codex":0.054085057,"about_ca_topic_score_gemma":0.0007816139,"teacher_disagreement_score":0.30632293,"about_ca_system_score_codex":0.0035584292,"about_ca_system_score_gemma":0.023969548,"threshold_uncertainty_score":0.99993664},"labels":[],"label_agreement":null},{"id":"W4243589513","doi":"10.32920/ryerson.14655366.v1","title":"The Underutilization of International Medical Graduates in Ontario and Canada: A Selective Review of the Existing Literature on the Experiences of International Medical Graduates in the Context of Canadian Health Care Policies","year":2021,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Context (archaeology); Health care; Public relations; Resistance (ecology); Political science; Phenomenon; Health policy; Law; Geography","score_opus":0.10283653946292723,"score_gpt":0.45322708729776306,"score_spread":0.3503905478348358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243589513","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018565594,0.95078665,3.827433e-7,0.04143248,0.00072238117,0.0017856773,0.00012923848,0.000002962417,0.0032836653],"genre_scores_gemma":[0.03932989,0.9551776,0.000009518524,0.0048799836,0.00006133548,0.0002155522,0.00019376991,0.0000129868295,0.00011933279],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925134,0.0028498152,0.0021910986,0.00028656173,0.0017418881,0.00041723214],"domain_scores_gemma":[0.99241143,0.004730082,0.0014431397,0.00036500883,0.00089447433,0.00015586514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029124378,0.00027988577,0.0012417634,0.0002418775,0.00032663063,0.000011888559,0.0013286078,0.0002826506,0.00024120834],"category_scores_gemma":[0.0059182895,0.00011959021,0.00013622118,0.0012697038,0.0004451783,0.00004216753,0.0002141055,0.0014832712,1.584384e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004736047,0.0001639368,0.023338867,0.056760646,0.00038570573,0.000020025214,0.5336105,0.0000013630038,3.436871e-8,0.18147431,0.056418106,0.14777914],"study_design_scores_gemma":[0.00020720034,0.00005451432,0.001682201,0.30096167,0.000033503376,0.000011650009,0.14139035,0.000012811359,9.599257e-7,0.000096242315,0.55543524,0.000113650545],"about_ca_topic_score_codex":0.99052954,"about_ca_topic_score_gemma":0.9997895,"teacher_disagreement_score":0.49901715,"about_ca_system_score_codex":0.0016426023,"about_ca_system_score_gemma":0.030548673,"threshold_uncertainty_score":0.9749472},"labels":[],"label_agreement":null},{"id":"W4243829836","doi":"10.1016/s0001-2092(15)00718-8","title":"Consider Canada: New Rules Are Making It Easier for US Nurses to Work North of the Border","year":2015,"lang":"en","type":"article","venue":"AORN Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Section (typography); Work (physics); Computer science; World Wide Web; Library science; Engineering","score_opus":0.11831794600266639,"score_gpt":0.4638195973295728,"score_spread":0.3455016513269064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243829836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93444043,0.0010621487,0.00021123004,0.052595034,0.0058962856,0.001144765,0.000070722584,0.000020375583,0.0045590336],"genre_scores_gemma":[0.96344465,0.000015965945,0.0037118692,0.019762458,0.0013760226,0.000028298897,0.0000027412764,0.00004085625,0.01161714],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976629,0.00026790594,0.00069014414,0.00015488813,0.00048090646,0.000743254],"domain_scores_gemma":[0.99736434,0.00040734612,0.000586541,0.0002951351,0.0007291141,0.0006175477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047453187,0.0001593781,0.00033241548,0.000047359554,0.0007190205,0.000015487141,0.00034712336,0.000091836264,0.00036813747],"category_scores_gemma":[0.0012166242,0.00010753896,0.000072922056,0.0002847854,0.000038384434,0.00007356665,0.00009678297,0.0005906773,0.000037666086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009566696,0.00000879523,0.4193462,0.000032394997,0.000018530689,0.0000067569986,0.0016774461,0.00016782302,2.5379572e-7,0.00016694384,0.57705754,0.0014216257],"study_design_scores_gemma":[0.00079971505,0.00004746842,0.22430693,0.0016806663,0.000035607256,0.000026823482,0.009649205,0.0000064956203,0.000004055951,0.0012895295,0.7620202,0.00013331133],"about_ca_topic_score_codex":0.05905141,"about_ca_topic_score_gemma":0.69559765,"teacher_disagreement_score":0.6365462,"about_ca_system_score_codex":0.00055336364,"about_ca_system_score_gemma":0.0063298238,"threshold_uncertainty_score":0.99930334},"labels":[],"label_agreement":null},{"id":"W4244513669","doi":"10.5858/2008-0432-ccr.1","title":"Pathology Services in Developing Countries—The West African Experience","year":2011,"lang":"en","type":"review","venue":"Archives of Pathology & Laboratory Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Developing country; Pathology; Economic growth; Economics","score_opus":0.0720436646376358,"score_gpt":0.44610942191965025,"score_spread":0.37406575728201447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244513669","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021336686,0.9856699,0.000031206568,0.0011427142,0.0016614929,0.0020133825,0.00015817155,0.00008709418,0.0071023772],"genre_scores_gemma":[0.00047928822,0.9934284,0.0007263607,0.0036126878,0.00045474246,0.00089726754,0.00011359891,0.00008262395,0.00020503001],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98991513,0.0049653486,0.0026837818,0.00086804555,0.00028500854,0.0012826591],"domain_scores_gemma":[0.9921774,0.004084396,0.002027247,0.0012592758,0.0002198639,0.00023176533],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018277027,0.00069762976,0.0033892528,0.0006084256,0.0004985278,0.000002190452,0.0015161028,0.0007615447,0.0005053675],"category_scores_gemma":[0.00044303935,0.0004417576,0.000119737764,0.0011538436,0.0027231448,0.000089142755,0.0005615847,0.001892983,0.0001967386],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034683128,0.00019641145,0.017696414,0.14023402,0.00018613032,0.003600483,0.43256065,4.8719056e-7,0.00001189335,0.075081035,0.0017982811,0.32828736],"study_design_scores_gemma":[0.00047853813,0.00022268748,0.0019313612,0.04563478,0.00016403387,0.00006150644,0.010860552,5.8292636e-7,4.4041974e-7,0.00038504726,0.93996364,0.00029683203],"about_ca_topic_score_codex":0.000454089,"about_ca_topic_score_gemma":0.0017950889,"teacher_disagreement_score":0.93816537,"about_ca_system_score_codex":0.00018659799,"about_ca_system_score_gemma":0.002177533,"threshold_uncertainty_score":0.9999909},"labels":[],"label_agreement":null},{"id":"W4245501925","doi":"10.30770/2572-1852-102.1.33","title":"INTERNATIONAL BRIEFS","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.04648544348421731,"score_gpt":0.4775783916292932,"score_spread":0.4310929481450759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245501925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51225513,0.00031279185,0.050410435,0.39319852,0.010966221,0.00030467394,0.0000055372216,0.000058439164,0.032488283],"genre_scores_gemma":[0.98924315,0.0005094423,0.0008024569,0.0018006417,0.0032414314,0.0000025572651,0.0000015778111,0.0000101744445,0.0043885494],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970432,0.00024032965,0.0008361181,0.0000727667,0.0015906696,0.00021690952],"domain_scores_gemma":[0.9978629,0.0006536004,0.0006052257,0.000098627,0.00045441836,0.00032524948],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022165433,0.000060210987,0.00016550063,0.00009590748,0.000106316744,0.000003541698,0.00029101895,0.00023224372,0.01252587],"category_scores_gemma":[0.0029697095,0.000033091488,0.00005917757,0.000091326976,0.000053023778,0.00020849108,0.000054522425,0.0003110226,0.00021569301],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041209557,0.00009267383,0.08161993,0.000064032836,0.000060415932,0.000042641943,0.00087201735,0.00000503987,0.0007787471,0.050934587,0.37876505,0.48635277],"study_design_scores_gemma":[0.0017526315,0.00007870954,0.09630141,0.002071808,0.000008331514,0.00003400698,0.00019265113,0.00013868057,0.000034303383,0.008277132,0.8910571,0.00005323793],"about_ca_topic_score_codex":0.00001720606,"about_ca_topic_score_gemma":0.000012187192,"teacher_disagreement_score":0.512292,"about_ca_system_score_codex":0.00028772987,"about_ca_system_score_gemma":0.0003848788,"threshold_uncertainty_score":0.9883768},"labels":[],"label_agreement":null},{"id":"W4245605536","doi":"10.32920/ryerson.14647998.v1","title":"An assessment of the barriers regarding international medical doctors' path to licensure in Ontario and the initiatives put forth to tackle these challenges","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Accreditation; Licensure; Economic shortage; Face (sociological concept); Health care; Process (computing); Order (exchange); Political science; Public relations; Business; Medical education; Medicine; Computer science; Sociology; Law; Finance","score_opus":0.05645023263199762,"score_gpt":0.4679538040484591,"score_spread":0.4115035714164615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245605536","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8682253,0.00047664947,0.00016112889,0.05555736,0.002641333,0.0031337903,0.00004710691,0.000045510962,0.06971186],"genre_scores_gemma":[0.9895945,0.0016504341,0.001647495,0.0056065028,0.00023619951,0.0005766916,0.0000362361,0.00002829199,0.00062360516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943648,0.002220851,0.0010507676,0.0006751103,0.0011368099,0.00055169105],"domain_scores_gemma":[0.9964746,0.0012446174,0.00038194153,0.0008937037,0.0004232491,0.00058188394],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037565571,0.00031937906,0.000736482,0.00012968926,0.00029802875,0.00003959678,0.0010515548,0.0005398117,0.0026457412],"category_scores_gemma":[0.0016365647,0.00017713304,0.00009943766,0.00016936054,0.0001409662,0.00012117478,0.002633856,0.0025612516,0.000003885509],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080233,0.00013552482,0.7011048,0.000607741,0.00019379258,0.000021918091,0.24124156,0.00038319657,0.000002349973,0.051368058,0.0012915463,0.0033414764],"study_design_scores_gemma":[0.0015666409,0.000107775195,0.8334636,0.0059037805,0.00003226486,0.0000025853794,0.11949905,0.00058480183,0.000004839037,0.0012223792,0.037308574,0.00030368805],"about_ca_topic_score_codex":0.058580432,"about_ca_topic_score_gemma":0.6436208,"teacher_disagreement_score":0.58504033,"about_ca_system_score_codex":0.00089740887,"about_ca_system_score_gemma":0.0041580168,"threshold_uncertainty_score":0.9997399},"labels":[],"label_agreement":null},{"id":"W4245787636","doi":"10.3138/cpp.38.2.167","title":"Impact of Public Policy on Nursing Employment: Providing the Evidence","year":2012,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Casual; Workforce; Public policy; Stimulus (psychology); Government (linguistics); Labour economics; Nursing; Business; Demographic economics; Political science; Economics; Psychology; Economic growth; Medicine","score_opus":0.1938596287897363,"score_gpt":0.5103676440973401,"score_spread":0.31650801530760386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245787636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6794934,0.002845043,0.0000143969255,0.19684523,0.0008804658,0.0020920667,0.00020050688,0.00017377856,0.11745505],"genre_scores_gemma":[0.98492163,0.00015733928,0.000032690386,0.008714358,0.0035417317,0.00016196545,0.000020485571,0.00007027531,0.0023795103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.993046,0.0012096772,0.0007889979,0.00033837478,0.00050880155,0.004108159],"domain_scores_gemma":[0.99336463,0.000920071,0.00046051576,0.0011219019,0.00038262323,0.0037502795],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00211115,0.00035389396,0.00042811493,0.0015946733,0.0019533858,0.000078696256,0.00095163845,0.00034054913,0.0006804516],"category_scores_gemma":[0.007124435,0.00025628175,0.00019391773,0.0027703186,0.00031184466,0.0010363056,0.000096909585,0.0008807467,0.00055040733],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000015620371,0.00008454093,0.43766347,0.00009814798,0.000053889966,0.0000016006688,0.0064539188,0.0000028328598,0.000019715528,0.4193267,0.08305611,0.05322346],"study_design_scores_gemma":[0.0006094339,0.0003356901,0.62390536,0.0023215006,0.000022301738,0.000019846433,0.0027793653,0.000054794196,0.00001248081,0.0024044134,0.36702165,0.0005131655],"about_ca_topic_score_codex":0.7639286,"about_ca_topic_score_gemma":0.13002998,"teacher_disagreement_score":0.6338986,"about_ca_system_score_codex":0.012551835,"about_ca_system_score_gemma":0.045669522,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W4245813382","doi":"10.24124/2009/bpgub607","title":"Rural acute care nursing in British Columbia and Alberta: An interpretive description of professionalism.","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Library and Archives Canada","funders":"Government of Canada","keywords":"Nursing; Acute care; Medicine; Rural area; Interpretation (philosophy); Rural health; Career Pathways; Job satisfaction; Health care; Psychology; Political science; Medical education","score_opus":0.023080510577211277,"score_gpt":0.42465900886525665,"score_spread":0.40157849828804537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245813382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9590998,0.0020778913,0.000002825025,0.000090329566,0.0015008942,0.0022109435,0.000090794536,0.00006111667,0.034865394],"genre_scores_gemma":[0.95455396,0.000473068,0.00046830147,0.0003080754,0.0000957839,0.00017253538,0.0030874526,0.000053814714,0.04078703],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9966936,0.00066683855,0.0011391803,0.000484018,0.00035390153,0.00066243205],"domain_scores_gemma":[0.9981603,0.000212686,0.0006033832,0.00026966256,0.00056801527,0.00018595853],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002332156,0.00025508538,0.0007851602,0.00014042099,0.0004763924,0.000052109124,0.00020794496,0.0010747015,0.00066012813],"category_scores_gemma":[0.00012954009,0.0003716029,0.00006787144,0.0002902312,0.00007087015,0.0003194351,0.000029360523,0.0011106113,0.000011229614],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014020017,0.00050512713,0.28426665,0.0059709908,0.000099811536,0.000055891396,0.51209193,0.0000026645105,0.000380029,0.0008391958,0.021167232,0.17321847],"study_design_scores_gemma":[0.0006553115,0.00028417705,0.49853772,0.05062105,0.00007929116,0.000005143498,0.44767323,0.000037345842,0.00000775217,0.0015214707,0.00025668304,0.00032085026],"about_ca_topic_score_codex":0.37678042,"about_ca_topic_score_gemma":0.9332269,"teacher_disagreement_score":0.55644643,"about_ca_system_score_codex":0.0009786984,"about_ca_system_score_gemma":0.0007440567,"threshold_uncertainty_score":0.9998736},"labels":[],"label_agreement":null},{"id":"W4246095761","doi":"10.32920/ryerson.14643897","title":"Credential recognition of internationally trained dentists in Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Credential; Government (linguistics); Process (computing); Point (geometry); Business; Face (sociological concept); Immigration; Public relations; Political science; Computer science; Sociology","score_opus":0.07017351539494092,"score_gpt":0.41884493326275474,"score_spread":0.3486714178678138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246095761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95796216,0.0002481607,0.00030060337,0.0009031287,0.0048419475,0.0009615057,0.00021974614,0.00003085533,0.034531895],"genre_scores_gemma":[0.99183524,0.00017971886,0.0019440133,0.0007510739,0.00021141753,0.00016208424,0.0012603248,0.00002362403,0.0036325324],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967399,0.00052566984,0.0013364096,0.00039985884,0.0005560129,0.0004421377],"domain_scores_gemma":[0.99809194,0.000315863,0.00056972157,0.0003054869,0.0005848869,0.0001321095],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042450792,0.00019716665,0.00051910855,0.00014763727,0.000077169425,0.000008803779,0.00031849463,0.000353479,0.011108086],"category_scores_gemma":[0.00028564053,0.00021460098,0.0000749816,0.00017235726,0.000019742552,0.000054746106,0.0005445237,0.0010924293,0.000027741693],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085434626,0.0007179561,0.7579389,0.021165425,0.00056761963,0.0009818876,0.01621691,0.0014655553,0.00037446595,0.002822579,0.13830964,0.058584705],"study_design_scores_gemma":[0.005489893,0.00008198924,0.8824147,0.0350319,0.00014039563,0.000013965651,0.051966563,0.0035999408,0.00069464854,0.009305222,0.009708251,0.0015525351],"about_ca_topic_score_codex":0.99140334,"about_ca_topic_score_gemma":0.99931836,"teacher_disagreement_score":0.12860139,"about_ca_system_score_codex":0.0025587773,"about_ca_system_score_gemma":0.012242305,"threshold_uncertainty_score":0.99335736},"labels":[],"label_agreement":null},{"id":"W4246232366","doi":"10.21203/rs.2.16489/v2","title":"Demographic and socioeconomic characteristics of Canadian medical students: A cross-sectional study","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Socioeconomic status; Census; Demography; Rurality; Population; Ethnic group; Household income; Demographics; Cross-sectional study; Medicine; Geography; Rural area; Sociology","score_opus":0.1358872531949775,"score_gpt":0.5464740154782685,"score_spread":0.41058676228329094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246232366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98817086,0.0004982325,0.0000016182436,0.003535277,0.0008798336,0.0044241073,0.0008744789,0.00006313498,0.0015524701],"genre_scores_gemma":[0.9957484,0.0014948266,0.00003358509,0.0005133012,0.00087976886,0.00067328307,0.0002022017,0.00005923616,0.0003953691],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99034953,0.0026683034,0.0015170026,0.0009135981,0.0031581917,0.0013933821],"domain_scores_gemma":[0.9937979,0.0013995625,0.0003554204,0.0006563306,0.0013678545,0.0024229586],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008958583,0.0003034359,0.0008325098,0.0013767956,0.0013591927,0.000111131856,0.0014046335,0.0013755771,0.0044934354],"category_scores_gemma":[0.0023883055,0.0003059456,0.000121502926,0.0006011615,0.0005377803,0.000059036905,0.0031960246,0.007067015,0.00043780016],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109994966,0.00016827314,0.9888425,0.0028387378,0.00012433161,0.0000825302,0.0033818195,8.910781e-7,4.9465365e-7,0.0004137787,0.0037634538,0.00027321654],"study_design_scores_gemma":[0.000822364,0.00033298967,0.9822922,0.0011163576,0.000011944231,0.0000016332242,0.0056919316,0.00007575082,1.3748762e-7,0.0006939617,0.008775148,0.00018557798],"about_ca_topic_score_codex":0.32171378,"about_ca_topic_score_gemma":0.299232,"teacher_disagreement_score":0.022481784,"about_ca_system_score_codex":0.0010199475,"about_ca_system_score_gemma":0.009083123,"threshold_uncertainty_score":0.99994093},"labels":[],"label_agreement":null},{"id":"W4246630717","doi":"10.24124/2002/bpgub919","title":"The influence of job and community satisfaction on retention of public health nurses in rural British Columbia.","year":2002,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Job satisfaction; Public health; Public health nurse; Nursing; Psychology; Community health; Rural community; Political science; Family medicine; Gerontology; Medicine; Demography; Sociology; Social psychology","score_opus":0.05736015375793442,"score_gpt":0.4129621841887967,"score_spread":0.3556020304308623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246630717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877298,0.0009304518,2.7115752e-7,0.00029459235,0.0008801386,0.0017397181,0.00007486192,0.000044177672,0.008306007],"genre_scores_gemma":[0.9729847,0.006350322,0.000027688859,0.00018647568,0.000023917975,0.000119781835,0.00029044726,0.000025316369,0.019991392],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99352634,0.003824669,0.0014725454,0.00018136443,0.00043351616,0.00056159426],"domain_scores_gemma":[0.9962885,0.0012702098,0.0013681395,0.00043648708,0.000487236,0.00014943893],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0025547799,0.000158111,0.00058423314,0.00011016328,0.0016479783,0.00004109039,0.00021670309,0.00046443995,0.0002033578],"category_scores_gemma":[0.0008633053,0.00018414778,0.000054084612,0.0004122997,0.0001350574,0.00017531576,0.000037576523,0.001913474,0.0000084476005],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006220393,0.00014260935,0.8630365,0.0031145883,0.00001982662,4.944546e-7,0.0074033053,0.0000057979178,0.000018551227,0.00039460242,0.0115313,0.11427022],"study_design_scores_gemma":[0.00044657188,0.00032560911,0.9330651,0.0057622935,0.000005542723,0.0000010529075,0.058335766,0.000013141719,8.8810265e-7,0.0005144154,0.00142278,0.00010681072],"about_ca_topic_score_codex":0.69369644,"about_ca_topic_score_gemma":0.954761,"teacher_disagreement_score":0.26106456,"about_ca_system_score_codex":0.00041390976,"about_ca_system_score_gemma":0.0004236606,"threshold_uncertainty_score":0.99965173},"labels":[],"label_agreement":null},{"id":"W4246727162","doi":"10.1177/2380084420909134","title":"Expanding Perspectives","year":2020,"lang":"en","type":"editorial","venue":"JDR Clinical & Translational Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","score_opus":0.4360618016305419,"score_gpt":0.6957182821263436,"score_spread":0.25965648049580164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246727162","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00050425204,0.0048272954,0.00019059987,0.02851872,0.8678674,0.0033439018,0.0010424178,0.00036599624,0.093339436],"genre_scores_gemma":[0.005312102,0.0035365736,0.0011507089,0.00032279402,0.9708508,0.0004070735,0.0011415223,0.00015958656,0.01711881],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9805355,0.007221909,0.0027724472,0.0016165094,0.005892753,0.0019608669],"domain_scores_gemma":[0.90582603,0.08821665,0.0004359836,0.00071137375,0.003623463,0.0011865136],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.014103358,0.0004603967,0.0013154086,0.0003448541,0.0021447148,0.000059250673,0.0011873764,0.0038521523,0.0056571206],"category_scores_gemma":[0.03515744,0.00042407075,0.0005368746,0.0011138647,0.00076904916,0.00019505729,0.0003258081,0.019764848,0.0069004553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091720506,0.0001584692,0.0030391905,0.0006537098,0.000098385135,0.00002767686,0.0032599557,0.0000036904673,0.0000013350623,0.0036726035,0.9855024,0.0026653812],"study_design_scores_gemma":[0.0016330747,0.0003901925,0.0019010622,0.0014164364,0.000033700882,1.2962246e-7,0.003264805,0.00009889222,1.9151899e-7,0.006273222,0.984655,0.00033329678],"about_ca_topic_score_codex":0.00042932577,"about_ca_topic_score_gemma":0.0003506824,"teacher_disagreement_score":0.102983445,"about_ca_system_score_codex":0.0006590775,"about_ca_system_score_gemma":0.00858445,"threshold_uncertainty_score":0.9998211},"labels":[],"label_agreement":null},{"id":"W4246985235","doi":"10.24124/2014/bpgub1000","title":"Students Who Stay: Stories of Northern Medical Program Graduates and Place Integration.","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Transformational leadership; Medical education; Rural area; Nursing; Qualitative research; Medicine; Family medicine; Geography; Political science; Public relations; Sociology; Government (linguistics)","score_opus":0.029563790354133552,"score_gpt":0.47309050963507543,"score_spread":0.4435267192809419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246985235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97782487,0.0011185022,0.000021312497,0.00054085563,0.0014818276,0.0025771074,0.000027100352,0.00025123951,0.016157195],"genre_scores_gemma":[0.8075409,0.002219938,0.0015584911,0.0006593139,0.00073494716,0.0013196061,0.0029402215,0.00016274162,0.18286385],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99583995,0.0005344927,0.0011890217,0.00044004963,0.001432267,0.0005641886],"domain_scores_gemma":[0.99701405,0.0006954132,0.00073429645,0.0003553438,0.00082415785,0.00037675866],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001018818,0.00037497844,0.0008513186,0.00013594815,0.00045508158,0.00002068735,0.00043268723,0.00096836424,0.0007070346],"category_scores_gemma":[0.0009220186,0.00028469972,0.0000662941,0.00022465519,0.0001072049,0.000088101166,0.00009945207,0.0011094426,0.0000832999],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087092916,0.00061664736,0.71605325,0.0086268345,0.00026434034,0.000008979276,0.057715867,0.0000015612344,0.00000309366,0.008625373,0.05154719,0.15566592],"study_design_scores_gemma":[0.005456469,0.0028055282,0.2914474,0.032823324,0.0004649711,0.0000037265504,0.33079836,0.00078425213,0.00013046159,0.0027882583,0.3305883,0.0019089241],"about_ca_topic_score_codex":0.0053039985,"about_ca_topic_score_gemma":0.19201964,"teacher_disagreement_score":0.42460588,"about_ca_system_score_codex":0.00017216166,"about_ca_system_score_gemma":0.00076390797,"threshold_uncertainty_score":0.99996054},"labels":[],"label_agreement":null},{"id":"W4247084796","doi":"10.1093/geront/gnw162.555","title":"WHY IS RESEARCH ON HEALTHY AGING IMPORTANT IN A YOUTHFUL INDIGENOUS COMMUNITY IN RURAL CANADA?","year":2016,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Gerontology; Rural community; Psychology; Socioeconomics; Geography; Demography; Sociology; Medicine; Ecology; Biology","score_opus":0.21620960221216334,"score_gpt":0.5030483022831738,"score_spread":0.2868387000710104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247084796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9155574,0.0009230303,0.00000250666,0.07570071,0.00042792538,0.0014609979,0.00006522735,0.000054811928,0.005807401],"genre_scores_gemma":[0.97875524,0.00030766285,0.000016254096,0.019663189,0.000101443875,0.00018612354,0.000008131932,0.000025184147,0.00093676907],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9891935,0.006659398,0.0010468242,0.00027616523,0.0006333366,0.0021907757],"domain_scores_gemma":[0.9944225,0.0037489545,0.00026932315,0.0011617646,0.00014956304,0.0002479218],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007303328,0.00022612793,0.00047403105,0.00019957952,0.0020156782,0.000010092695,0.000991845,0.0002564665,0.00025710222],"category_scores_gemma":[0.0006541306,0.00012903412,0.00003263108,0.0006177724,0.0003570838,0.00007433524,0.00033442987,0.0028953184,0.000110010566],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007249197,0.0001742488,0.86115706,0.0001796931,0.000008678397,0.00008784756,0.060337305,0.0000039136794,0.000014103327,0.0012834461,0.07186018,0.0041685975],"study_design_scores_gemma":[0.0034784032,0.00077802705,0.6705544,0.003444274,0.000004714047,0.000010027035,0.24390122,0.000030933068,0.000041781816,0.0045759315,0.07270733,0.00047293643],"about_ca_topic_score_codex":0.9921444,"about_ca_topic_score_gemma":0.9987703,"teacher_disagreement_score":0.19060266,"about_ca_system_score_codex":0.0036386857,"about_ca_system_score_gemma":0.002473653,"threshold_uncertainty_score":0.999405},"labels":[],"label_agreement":null},{"id":"W4247591831","doi":"10.1093/ww/9780199540884.013.283989","title":"Lynch, Holly Jamie, (born 8 Oct. 1986), MP (Lab) Halifax, since 2015","year":2015,"lang":"en","type":"reference-entry","venue":"Who's Who","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science","score_opus":0.07093004960220756,"score_gpt":0.42695806620225735,"score_spread":0.3560280166000498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247591831","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016693133,0.0534149,0.000056394416,0.008320948,0.014773897,0.0042252135,0.004249154,0.0009875693,0.9123026],"genre_scores_gemma":[0.0019112225,0.07848591,0.00067344285,0.0071064653,0.009473262,0.0006537725,0.003837938,0.00047251378,0.8973855],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98626184,0.002332632,0.0028582234,0.0020381974,0.002581152,0.003927959],"domain_scores_gemma":[0.98953325,0.0012263985,0.0020964404,0.0029465354,0.0020371145,0.0021602383],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0024822638,0.0016939995,0.0032565086,0.0005761587,0.0017045442,0.0001166049,0.0022173666,0.004461453,0.0038256198],"category_scores_gemma":[0.0013279596,0.0015395423,0.000435527,0.001244561,0.00040022776,0.0004245265,0.0013332033,0.0062730676,0.015076406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019125415,0.0001258123,0.0027782798,0.0031673873,0.000116855816,0.0001098848,0.0018151772,0.000004913852,3.053647e-7,0.0023119175,0.97650975,0.012868469],"study_design_scores_gemma":[0.0019221894,0.00028254028,0.0012190179,0.017037489,0.00021157031,0.000014288894,0.0016346473,0.000055074575,0.0000026216205,0.001845841,0.974421,0.0013537237],"about_ca_topic_score_codex":0.009374271,"about_ca_topic_score_gemma":0.006459699,"teacher_disagreement_score":0.025071017,"about_ca_system_score_codex":0.0028917002,"about_ca_system_score_gemma":0.007818204,"threshold_uncertainty_score":0.9995951},"labels":[],"label_agreement":null},{"id":"W4247914702","doi":"10.32920/ryerson.14638986.v1","title":"The Segmentation of Academic Labour","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Segmentation; Corporatization; Market segmentation; Labour economics; Economics; Business; Public relations; Political science; Marketing; Market economy; Computer science; Artificial intelligence","score_opus":0.07579123349515268,"score_gpt":0.49704449628947406,"score_spread":0.4212532627943214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247914702","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92689633,0.007361193,0.00048409266,0.009345864,0.005200466,0.0023426306,0.000053943328,0.0001647462,0.048150722],"genre_scores_gemma":[0.9061446,0.013584628,0.0033557732,0.0032715823,0.0006831781,0.0005182039,0.00018915746,0.000047259902,0.07220559],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.996977,0.0008472573,0.001025287,0.00028672704,0.0003767326,0.0004870133],"domain_scores_gemma":[0.99718404,0.0009622681,0.0007123174,0.0005928107,0.00044086212,0.000107686676],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001102943,0.00017048414,0.0003428497,0.000036529855,0.0005813985,0.000008887062,0.00042676902,0.000778582,0.0014067047],"category_scores_gemma":[0.000299228,0.000113954746,0.00008208407,0.00015892005,0.0000614347,0.00004034663,0.0010019856,0.0025274907,0.00013645446],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003605594,0.00014844419,0.34346518,0.019740816,0.00044372675,0.000015603235,0.049526576,0.00090847554,0.0017182438,0.20454209,0.30922684,0.06990347],"study_design_scores_gemma":[0.0022516714,0.00014369896,0.14038062,0.018072164,0.00022601648,0.000003127121,0.30987984,0.00089539844,0.0037406236,0.044444997,0.4787361,0.0012257368],"about_ca_topic_score_codex":0.0022421011,"about_ca_topic_score_gemma":0.0008693154,"teacher_disagreement_score":0.26035327,"about_ca_system_score_codex":0.00026298082,"about_ca_system_score_gemma":0.0010331891,"threshold_uncertainty_score":0.99977374},"labels":[],"label_agreement":null},{"id":"W4248041383","doi":"10.1037/cbs0000287.supp","title":"Supplemental Material for Catch 21: An Examination of the Effect of Mandatory Continuing Education on Training Practices of Quebec Psychologists","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Training (meteorology); Continuing education; Medical education; Applied psychology; Pedagogy; Medicine","score_opus":0.1387455166554646,"score_gpt":0.42207284186360766,"score_spread":0.2833273252081431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248041383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99487054,0.00007964,0.000007373845,0.00061977305,0.003218314,0.00072536216,0.00016784339,0.0000024635804,0.00030866862],"genre_scores_gemma":[0.9988552,0.0000049687387,0.0008099433,0.00007098993,0.00012271594,0.000023449018,0.000022430544,0.0000073944666,0.00008292293],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9969554,0.00052703626,0.0011526509,0.00028963853,0.00037210702,0.0007031885],"domain_scores_gemma":[0.9949414,0.00024340094,0.0028318046,0.0002575433,0.0010877677,0.0006380459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068430593,0.00014837479,0.00040673718,0.00037208365,0.00096567784,0.000038145037,0.0008408287,0.000069807065,0.0002717489],"category_scores_gemma":[0.00072284,0.00011184468,0.00009555705,0.00082795275,0.0018681218,0.00057569414,0.000037816037,0.00018964951,2.183704e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076884004,0.00010360576,0.91831744,0.00034117594,0.0000132581645,0.000018892631,0.029626055,0.00010924125,0.01183289,0.0023463203,0.00034164308,0.03687259],"study_design_scores_gemma":[0.00094922545,0.002866174,0.90838504,0.0021196788,0.0000974057,0.000091268936,0.07255736,0.000102589365,0.011587213,0.00015082414,0.00092008145,0.00017314634],"about_ca_topic_score_codex":0.18663041,"about_ca_topic_score_gemma":0.8168737,"teacher_disagreement_score":0.6302433,"about_ca_system_score_codex":0.0015488297,"about_ca_system_score_gemma":0.0063931243,"threshold_uncertainty_score":0.9992397},"labels":[],"label_agreement":null},{"id":"W4248089361","doi":"10.4095/300981","title":"Non-medical Determinants of Health - Post-secondary Graduates, 1996","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Medicine","score_opus":0.07230049327091119,"score_gpt":0.48462497647768815,"score_spread":0.41232448320677695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248089361","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1293195,0.018913817,0.00003252006,0.010949748,0.03841663,0.008796951,0.0017069825,0.0007389885,0.7911249],"genre_scores_gemma":[0.39584643,0.05479338,0.005697596,0.03736616,0.010618326,0.0013916567,0.005492533,0.0011765206,0.4876174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9874082,0.00078151294,0.005130882,0.0010013968,0.0034022562,0.0022757095],"domain_scores_gemma":[0.9905546,0.0009023828,0.0034582803,0.0016190587,0.001997415,0.0014683054],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.008644055,0.00077033776,0.0030727417,0.00042673267,0.00096320326,0.0000082855195,0.0011314348,0.0038013915,0.028743573],"category_scores_gemma":[0.0023290499,0.0006225243,0.00036788866,0.00039878432,0.00033784678,0.000114696384,0.0007408572,0.0074080373,0.0015444397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054221106,0.00020670991,0.16615568,0.01642794,0.000051477233,0.00007451025,0.000737619,2.9938708e-8,0.000002723704,0.00006806859,0.6059699,0.2102511],"study_design_scores_gemma":[0.0008912377,0.00051747076,0.08638564,0.010662167,0.000039928087,0.00009659054,0.000902253,0.000022024069,0.000011082632,0.00018354706,0.8997365,0.0005515348],"about_ca_topic_score_codex":0.16176617,"about_ca_topic_score_gemma":0.079272404,"teacher_disagreement_score":0.30350745,"about_ca_system_score_codex":0.00092518545,"about_ca_system_score_gemma":0.06772509,"threshold_uncertainty_score":0.9996226},"labels":[],"label_agreement":null},{"id":"W4248090236","doi":"10.4095/300947","title":"Rural Health: Average Distance to the Nearest Family Physician, 1998 (kilometres)","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kilometer; Geography; Statistics; Demography; Mathematics; Physics; Sociology; Astronomy","score_opus":0.07385752505764874,"score_gpt":0.4539659320374335,"score_spread":0.38010840697978476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248090236","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0060374658,0.012586871,0.00094253133,0.04421603,0.031302784,0.010706314,0.0016764809,0.0010642528,0.8914673],"genre_scores_gemma":[0.07325387,0.015054064,0.0017326865,0.20828879,0.020066911,0.0024019212,0.0017263967,0.0006267668,0.6768486],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.990075,0.0009921134,0.0023720749,0.0010422543,0.0025822327,0.0029363562],"domain_scores_gemma":[0.9923939,0.0012597644,0.0015503573,0.0027089533,0.0009083785,0.0011786593],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033698247,0.00094434863,0.0017581737,0.00028803342,0.0033048582,0.00007354983,0.0016015229,0.001275283,0.0006628537],"category_scores_gemma":[0.0007221292,0.0006215061,0.00035626456,0.0014285799,0.00016294871,0.00014030842,0.0007841898,0.0062729274,0.0117777735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056113317,0.00006760075,0.0015189159,0.0012815346,0.00003961989,0.000013593706,0.001166154,0.000016060569,0.0000040207124,0.0009277459,0.9671816,0.027727041],"study_design_scores_gemma":[0.00030043043,0.00016540947,0.009034463,0.003485673,0.000024469547,0.0000032558128,0.0029950729,0.00002330689,0.0000010379688,0.00016692208,0.98322636,0.000573584],"about_ca_topic_score_codex":0.039370004,"about_ca_topic_score_gemma":0.0468261,"teacher_disagreement_score":0.21461868,"about_ca_system_score_codex":0.002442734,"about_ca_system_score_gemma":0.0073114946,"threshold_uncertainty_score":0.99962366},"labels":[],"label_agreement":null},{"id":"W4248239051","doi":"10.32920/ryerson.14656869","title":"An evaluation of \"job search workshops\" program -- from Mandarin-speaking newcomers' perspective","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Settlement (finance); Mandarin Chinese; Immigration; Perspective (graphical); Citizenship; Adaptation (eye); Political science; Public relations; Psychology; Business; Computer science; Linguistics; Law","score_opus":0.17483673274603928,"score_gpt":0.5502444962732369,"score_spread":0.3754077635271976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248239051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.897137,0.002893596,0.0007889806,0.0011377662,0.0022177594,0.007197233,0.00008502176,0.00045119858,0.088091426],"genre_scores_gemma":[0.9717089,0.00027904415,0.024313077,0.00025540835,0.0007546762,0.0010497248,0.0008392541,0.00009030577,0.0007096327],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9894372,0.004407683,0.0013889878,0.0013886873,0.0022570132,0.0011204049],"domain_scores_gemma":[0.9906694,0.00066009315,0.0006866888,0.001802879,0.0057325563,0.0004483264],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0040467395,0.00051228725,0.0010889969,0.00026605683,0.0006468171,0.00008939692,0.00079424254,0.0013643868,0.009883802],"category_scores_gemma":[0.0004620635,0.00049102225,0.00024084473,0.0005644726,0.00016168739,0.00021382993,0.0014223321,0.0034804808,0.000103124636],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000640978,0.0015593943,0.38049594,0.0025038938,0.00085323426,0.00003321647,0.2185748,0.0074526677,0.000120070734,0.008711368,0.0019032113,0.37715122],"study_design_scores_gemma":[0.0026869744,0.00032469106,0.37019926,0.01005302,0.00066986604,8.8682026e-7,0.5559718,0.048475605,0.0001494921,0.008380458,0.0020653794,0.0010225864],"about_ca_topic_score_codex":0.11993768,"about_ca_topic_score_gemma":0.032092284,"teacher_disagreement_score":0.37612864,"about_ca_system_score_codex":0.0029689136,"about_ca_system_score_gemma":0.0050483234,"threshold_uncertainty_score":0.99993205},"labels":[],"label_agreement":null},{"id":"W4248360278","doi":"10.1891/9780826164131","title":"An Introduction to Indigenous Health and Healthcare in Canada","year":2020,"lang":"en","type":"book","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Health care; Political science; Geography; Biology; Law","score_opus":0.034465779083139615,"score_gpt":0.3997605544284332,"score_spread":0.3652947753452936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248360278","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015636183,0.012118472,0.000054164964,0.8260116,0.0088703055,0.020758409,0.0009023626,0.0006985083,0.11495001],"genre_scores_gemma":[0.012053297,0.0027211236,0.0020289882,0.3133488,0.010017632,0.0005443545,0.0026307865,0.0003381028,0.65631694],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949038,0.0007651428,0.0013629657,0.0010152378,0.0005251182,0.0014277045],"domain_scores_gemma":[0.99615854,0.00015741403,0.00044157315,0.0006352284,0.00017772052,0.002429528],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055921386,0.00043454833,0.0010948051,0.00023322894,0.0006727516,0.00001006626,0.00029938374,0.00046303216,0.00042488362],"category_scores_gemma":[0.000091611626,0.000440065,0.000023213155,0.00031893724,0.00002231018,0.000084793464,0.00015581059,0.0021387422,0.00014846555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000119482596,0.000013423968,0.010387375,0.0031620376,0.000009118523,0.000028087808,0.015774868,0.000013637796,1.8691847e-7,0.004578457,0.9480585,0.01785486],"study_design_scores_gemma":[0.00028844515,0.0006003009,0.0015749717,0.0008147516,0.000003641365,0.0000037583377,0.009936319,0.000014656633,1.584917e-7,0.0006411055,0.98577887,0.00034302226],"about_ca_topic_score_codex":0.9887323,"about_ca_topic_score_gemma":0.9991956,"teacher_disagreement_score":0.54136693,"about_ca_system_score_codex":0.016018944,"about_ca_system_score_gemma":0.07440541,"threshold_uncertainty_score":0.9998051},"labels":[],"label_agreement":null},{"id":"W4248781361","doi":"10.31189/2165-6193-8.2.54","title":"Terence Kavanagh, MD, FRCPC, FACC, DSc (Hon) 1927–2018","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Exercise Physiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.10394460518071587,"score_gpt":0.5214371598012024,"score_spread":0.41749255462048657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248781361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97545904,0.0014976532,0.000047607813,0.0019828188,0.01131642,0.00077575754,0.000015710819,0.00005499498,0.008850005],"genre_scores_gemma":[0.97672486,0.008308018,0.0018931908,0.00563094,0.0027995089,0.000017385584,0.000009594489,0.0000494777,0.0045670383],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924288,0.0014393034,0.0040884665,0.0004830484,0.00050097704,0.0010594019],"domain_scores_gemma":[0.991279,0.0035160806,0.0030127692,0.000771772,0.0007154292,0.0007049678],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0028014104,0.00032708741,0.002231261,0.00015051707,0.00028076704,0.000009473063,0.0009494991,0.0008373419,0.0046630884],"category_scores_gemma":[0.0013578616,0.00023779945,0.00057859224,0.0002848293,0.0002488143,0.0003090361,0.00033908835,0.0028271964,0.0071160034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010200518,0.001464831,0.26145592,0.0013853065,0.00028349832,0.000104356666,0.0019005929,0.00023638688,0.0037335167,0.0026699372,0.6491752,0.06738989],"study_design_scores_gemma":[0.007655009,0.0034350231,0.43742123,0.004517265,0.00021430763,0.000027375154,0.0025359134,0.00020816339,0.00010189396,0.024487881,0.5186809,0.0007150722],"about_ca_topic_score_codex":0.00013490982,"about_ca_topic_score_gemma":0.000032870532,"teacher_disagreement_score":0.1759653,"about_ca_system_score_codex":0.00011714855,"about_ca_system_score_gemma":0.0008271761,"threshold_uncertainty_score":0.99947333},"labels":[],"label_agreement":null},{"id":"W4248901814","doi":"10.3138/cpp.2013-056","title":"Forms of Capital as Facilitators of Internationally Educated Nurses’ Integration into the Registered Nursing Workforce in Canada","year":2015,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Workforce; Capital (architecture); Nursing; Variety (cybernetics); Vocabulary; Nurse education; Business; Psychology; Medicine; Economic growth; Economics; Geography","score_opus":0.059166559960946205,"score_gpt":0.41490475759229484,"score_spread":0.3557381976313486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248901814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91735566,0.00029434243,0.0000072927205,0.029231492,0.0009205779,0.0006964999,0.00009353385,0.00001312331,0.051387474],"genre_scores_gemma":[0.99476403,0.000012805136,0.000053391777,0.001901971,0.00013485266,0.00006556541,0.00009833708,0.000020335186,0.002948708],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9973314,0.00029682947,0.0009050429,0.00021598299,0.00042063094,0.0008301539],"domain_scores_gemma":[0.9972541,0.00021063375,0.00041878966,0.0004597875,0.000680405,0.0009762939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006173337,0.0001747538,0.00031403624,0.00063471525,0.00018937295,0.000012578922,0.00056062295,0.00015353088,0.000097334094],"category_scores_gemma":[0.0026159433,0.0001401152,0.000042226184,0.0011705366,0.00019295725,0.00025892234,0.000033150252,0.00043472456,0.000023009425],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00009463033,0.000053466665,0.15267742,0.00014078707,0.000041043633,0.000009037506,0.15429518,0.00004645941,0.000017231012,0.5167634,0.0772232,0.09863815],"study_design_scores_gemma":[0.0026470083,0.00028029224,0.15677571,0.0039027543,0.000024376039,0.000020174208,0.5521084,0.00083263183,0.00008628198,0.0772747,0.20532651,0.00072112744],"about_ca_topic_score_codex":0.9995924,"about_ca_topic_score_gemma":0.9998377,"teacher_disagreement_score":0.4394887,"about_ca_system_score_codex":0.013836629,"about_ca_system_score_gemma":0.10296807,"threshold_uncertainty_score":0.9899491},"labels":[],"label_agreement":null},{"id":"W4249150093","doi":"10.1063/pt.5.025561","title":"Canada prepares grad students for nonacademic careers","year":2011,"lang":"en","type":"article","venue":"Physics Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Engineering physics; Materials science; Physics","score_opus":0.09324551135065318,"score_gpt":0.4317016427135862,"score_spread":0.338456131362933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249150093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9469358,0.00047454282,0.0005199051,0.0011438535,0.0038996837,0.0040012565,0.00047846034,0.00025201467,0.042294484],"genre_scores_gemma":[0.99106985,0.000036864472,0.0005763389,0.0029721658,0.0005907076,0.0005219143,0.00004896873,0.00004487068,0.004138306],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978241,0.000139671,0.00043096018,0.0003153671,0.00043898012,0.0008509765],"domain_scores_gemma":[0.9986389,0.0003141487,0.00021116892,0.00036686187,0.00020783824,0.00026108313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002810609,0.00019048344,0.00028990643,0.000018506991,0.00057241874,0.000003881899,0.0005042389,0.00013865715,0.00013609655],"category_scores_gemma":[0.000077236684,0.00017813094,0.00005802693,0.00015237783,0.0000352389,0.000100076686,0.00014783214,0.00040202728,0.0000815848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018529622,0.0001160462,0.4430384,0.00059176487,0.00008790048,0.000004951875,0.013533845,0.000016280968,0.000039512113,0.01758406,0.52237475,0.0024272008],"study_design_scores_gemma":[0.0024907915,0.00025613556,0.08049093,0.00091920473,0.00010777066,7.382217e-7,0.009205361,0.00017983363,0.00088753074,0.030287731,0.8743358,0.000838155],"about_ca_topic_score_codex":0.6463175,"about_ca_topic_score_gemma":0.43159014,"teacher_disagreement_score":0.3625475,"about_ca_system_score_codex":0.00056993746,"about_ca_system_score_gemma":0.0012449676,"threshold_uncertainty_score":0.7263969},"labels":[],"label_agreement":null},{"id":"W4249374135","doi":"10.21203/rs.3.rs-97171/v1","title":"An Integrated Primary Care Workforce Planning Toolkit at the Regional Level (Part 1): Qualitative Tools Compiled for Decision-Makers in Toronto, Canada","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Women's Health Network; University of Ottawa","funders":"","keywords":"Workforce; Primary care; Regional science; Engineering management; Knowledge management; Process management; Operations research; Business; Computer science; Engineering; Geography; Economic growth; Medicine; Economics; Family medicine","score_opus":0.39432978820725956,"score_gpt":0.5849989673464295,"score_spread":0.19066917913916998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249374135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7479623,0.05771558,0.003400136,0.035021044,0.006810269,0.06031486,0.04014271,0.0006985104,0.0479346],"genre_scores_gemma":[0.93856746,0.0009923651,0.0074764965,0.0058103516,0.0019994585,0.0104599325,0.028060693,0.00035776588,0.006275448],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9839572,0.0073054293,0.0018336093,0.0015746405,0.0028305822,0.0024985676],"domain_scores_gemma":[0.9677757,0.026495626,0.00055493467,0.0015290997,0.002722072,0.0009225738],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0055994457,0.00068543805,0.0012672761,0.00017873541,0.002603533,0.00012644411,0.0018675659,0.0010264444,0.0009735582],"category_scores_gemma":[0.0048848125,0.00053394353,0.00021752308,0.00074970606,0.00033189557,0.00028293545,0.0019410684,0.0054614563,0.000053830303],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0075139725,0.0001054366,0.0132536795,0.0069964333,0.000105253355,0.00013906248,0.1335277,0.0035936418,0.000008448819,0.0018497602,0.8112769,0.021629704],"study_design_scores_gemma":[0.0015643,0.0003547348,0.01776613,0.022063106,0.00001790668,0.0000015116352,0.54413456,0.0009986267,0.0000033229708,0.0010870164,0.4114127,0.0005961215],"about_ca_topic_score_codex":0.7342991,"about_ca_topic_score_gemma":0.9575521,"teacher_disagreement_score":0.41060686,"about_ca_system_score_codex":0.033128005,"about_ca_system_score_gemma":0.020987786,"threshold_uncertainty_score":0.9999397},"labels":[],"label_agreement":null},{"id":"W4249569051","doi":"10.21203/rs.3.rs-49446/v1","title":"Selecting contextually appropriate performance indicators for Northern maternity care systems: A modified Delphi approach","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute for Circumpolar Health Research; University of Toronto; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Delphi method; Delphi; Maternity care; Context (archaeology); Process management; Psychology; Environmental resource management; Environmental planning; Computer science; Geography; Knowledge management; Business; Political science; Economics; Artificial intelligence; Health care; Archaeology","score_opus":0.18766317285883566,"score_gpt":0.49363241954023757,"score_spread":0.3059692466814019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249569051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9552168,0.0038342827,0.0018047158,0.00060551876,0.0012063491,0.0236625,0.0012270056,0.0008307028,0.011612127],"genre_scores_gemma":[0.9853745,0.00036936847,0.0010165554,0.00011670685,0.0016206283,0.008845202,0.0014162221,0.0002656685,0.0009751574],"study_design_codex":"systematic_review","study_design_gemma":"qualitative","domain_scores_codex":[0.9871721,0.0037643649,0.0018183322,0.0018167468,0.0022738841,0.0031545619],"domain_scores_gemma":[0.9913945,0.0014512264,0.00097628403,0.001431935,0.0037108862,0.0010351734],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0051317983,0.0007628519,0.001483373,0.0007354431,0.0035185749,0.00018407381,0.0017826381,0.0018503356,0.000044398217],"category_scores_gemma":[0.00170299,0.00069784303,0.00028261033,0.0011722726,0.00022242466,0.00014789436,0.002699827,0.008054424,0.00033833718],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036395977,0.0004284452,0.3092041,0.45639408,0.0006274122,0.00004252462,0.19029626,0.015473752,0.000038436778,0.003389807,0.0064616883,0.014003919],"study_design_scores_gemma":[0.00872873,0.002806149,0.02063389,0.05070816,0.00028413036,0.000013593127,0.6048461,0.2533029,0.00009993192,0.0013982266,0.05319439,0.003983795],"about_ca_topic_score_codex":0.004783506,"about_ca_topic_score_gemma":0.0007508268,"teacher_disagreement_score":0.41454983,"about_ca_system_score_codex":0.0031160375,"about_ca_system_score_gemma":0.0044569657,"threshold_uncertainty_score":0.99954724},"labels":[],"label_agreement":null},{"id":"W4249637784","doi":"10.32799/ijih.v16i2.36039","title":"Editorial","year":2021,"lang":"en","type":"editorial","venue":"International Journal of Indigenous Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Racism; Political science; Library science; Sociology; Law; Ecology","score_opus":0.021520186118434856,"score_gpt":0.4601595181047631,"score_spread":0.4386393319863282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249637784","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002891587,0.006933187,0.000089534544,0.0021124536,0.9870018,0.0006309367,0.00063270575,0.000053198288,0.002257066],"genre_scores_gemma":[0.00008716695,0.013775602,0.0008002234,0.0015053421,0.9796793,0.000020120748,0.000692698,0.00011649926,0.0033230379],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872823,0.0014940082,0.0039091064,0.00043496693,0.005555912,0.0013237224],"domain_scores_gemma":[0.9770202,0.0029537596,0.0066956477,0.00045544945,0.012100196,0.0007747387],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004617189,0.0004936035,0.0015799648,0.00061261916,0.0008756818,0.00007584177,0.0020007326,0.0020563172,0.0009176558],"category_scores_gemma":[0.0036893548,0.0004527804,0.00044832003,0.00028286577,0.00007449489,0.0002531398,0.0003046065,0.0071087065,0.0003067498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00038168914,0.00018047933,0.00027931185,0.00041323033,0.00035969788,0.0002008704,0.00810198,0.000010018341,0.000001282519,0.00005026217,0.9860757,0.00394548],"study_design_scores_gemma":[0.0017002197,0.0005548876,0.000024331448,0.0048461775,0.000033615648,0.000023354603,0.0019513674,6.2234227e-7,0.0000013740962,0.00027970175,0.99031687,0.00026747258],"about_ca_topic_score_codex":0.0042237085,"about_ca_topic_score_gemma":0.0019131167,"teacher_disagreement_score":0.04359548,"about_ca_system_score_codex":0.006501444,"about_ca_system_score_gemma":0.050096925,"threshold_uncertainty_score":0.99999565},"labels":[],"label_agreement":null},{"id":"W4249876465","doi":"10.1093/pch/18.suppl_a.29aa","title":"Resident Perspectives on Global Health Electives in Canadian Paediatric Residency Programs","year":2013,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Residency training; Medical education; Medicine; Family medicine","score_opus":0.02046152153080905,"score_gpt":0.38247112537856387,"score_spread":0.3620096038477548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249876465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37755847,0.13546778,0.00006186616,0.35067204,0.0045193434,0.026699176,0.0003782924,0.0013097618,0.10333328],"genre_scores_gemma":[0.9487008,0.024848707,0.0012548808,0.020426411,0.0024875177,0.0011358161,0.00014535693,0.00012559158,0.0008749242],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.985944,0.0030132032,0.0024553658,0.0015468152,0.0011975543,0.005843077],"domain_scores_gemma":[0.9925407,0.00069609814,0.0011776666,0.001077816,0.00054697465,0.0039607473],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003985397,0.00074818317,0.0012804363,0.0012460258,0.0030054378,0.00008003681,0.0008031425,0.00060267374,0.0008648732],"category_scores_gemma":[0.0011921556,0.000726101,0.00020855285,0.0046632956,0.00012545724,0.00041610314,0.00018890724,0.0027990588,0.0023412593],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000070288996,0.00031236926,0.81766975,0.00066547445,0.000018594988,0.000015574415,0.019138712,0.000033328713,3.7955807e-8,0.031685933,0.11133806,0.019051876],"study_design_scores_gemma":[0.001783854,0.0014926979,0.9145716,0.0009772343,0.00001113353,0.000008071539,0.032354247,0.000080032914,1.1835079e-7,0.0089460295,0.039098475,0.00067650416],"about_ca_topic_score_codex":0.90093535,"about_ca_topic_score_gemma":0.87656003,"teacher_disagreement_score":0.5711423,"about_ca_system_score_codex":0.019760523,"about_ca_system_score_gemma":0.021364445,"threshold_uncertainty_score":0.999519},"labels":[],"label_agreement":null},{"id":"W4249970130","doi":"10.24124/2008/bpgub1375","title":"Labor shortage in British Columbia's construction industry: does it really exist, and are immigrants the solution?","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Economic shortage; Labour economics; Migrant workers; Engineering; Business; Operations management; Political science; Economics; Economic growth; Law","score_opus":0.02312739915183102,"score_gpt":0.371102631785167,"score_spread":0.34797523263333596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249970130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600333,0.0011122378,7.603663e-7,0.0015531187,0.00235283,0.0025005138,0.00040283822,0.0001673491,0.03187706],"genre_scores_gemma":[0.7539831,0.008819723,0.0002836573,0.002529864,0.0005943718,0.00070630154,0.0013457825,0.00009849228,0.23163874],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958531,0.0006485458,0.0013218422,0.0007091383,0.000517421,0.0009499248],"domain_scores_gemma":[0.9976961,0.00037048067,0.0008027108,0.00043624232,0.0004524804,0.00024200529],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00061190873,0.00030693537,0.0007026761,0.000106887004,0.0019455494,0.000115661074,0.00030380013,0.0024215917,0.0013935298],"category_scores_gemma":[0.0003131735,0.00032192338,0.00006849816,0.0005370995,0.00020672445,0.00018352205,0.00007013222,0.0032443826,0.00005365439],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061964354,0.000045896755,0.89086443,0.0006801801,0.000026053216,0.000065963686,0.003045121,4.908201e-7,0.0000037298885,0.00015785656,0.10113794,0.003910372],"study_design_scores_gemma":[0.0006643708,0.000031822932,0.84865236,0.0034896773,0.000029798057,0.000025805643,0.1226807,0.000009029263,0.0000012904171,0.0005165093,0.02356721,0.00033139897],"about_ca_topic_score_codex":0.47003433,"about_ca_topic_score_gemma":0.9876526,"teacher_disagreement_score":0.51761824,"about_ca_system_score_codex":0.00038446762,"about_ca_system_score_gemma":0.0008683802,"threshold_uncertainty_score":0.9999233},"labels":[],"label_agreement":null},{"id":"W4250157514","doi":"10.21203/rs.2.10193/v1","title":"Demographic and socioeconomic characteristics of Canadian medical students: A cross-sectional study","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Socioeconomic status; Demography; Census; Rurality; Population; Ethnic group; Household income; Demographics; Cross-sectional study; Medicine; Geography; Rural area; Sociology","score_opus":0.10692682137823219,"score_gpt":0.5401627512173721,"score_spread":0.43323592983913994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250157514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9882748,0.0006060713,0.0000012395708,0.0009679894,0.00142808,0.0055319313,0.000788426,0.00004568086,0.002355783],"genre_scores_gemma":[0.9950089,0.0016618612,0.000020426305,0.00027466178,0.00064330036,0.00059426436,0.00019240123,0.000060251314,0.0015439738],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9902009,0.0026446502,0.0014932915,0.00088241266,0.0032265645,0.0015521835],"domain_scores_gemma":[0.9937023,0.0017137779,0.0003902612,0.0009134102,0.0016457137,0.0016345552],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.012793248,0.0003078533,0.0008489772,0.0019218007,0.0011625938,0.00010915037,0.0014168442,0.0016494113,0.005246266],"category_scores_gemma":[0.0015846426,0.00030298406,0.00012263401,0.0004798512,0.00049090845,0.00006840382,0.0029124336,0.006579923,0.0007529445],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093836505,0.0002053314,0.9907631,0.0030627025,0.000117227435,0.000034116983,0.002266881,0.000003219977,2.6124496e-7,0.0002850125,0.0029283874,0.00023990279],"study_design_scores_gemma":[0.00093853945,0.00030935265,0.98343074,0.0015256717,0.000010609522,0.0000018012245,0.0050120135,0.00008135117,9.9458646e-8,0.0003142395,0.008181333,0.00019422185],"about_ca_topic_score_codex":0.36467767,"about_ca_topic_score_gemma":0.313367,"teacher_disagreement_score":0.051310677,"about_ca_system_score_codex":0.0012450333,"about_ca_system_score_gemma":0.009859897,"threshold_uncertainty_score":0.99994224},"labels":[],"label_agreement":null},{"id":"W4250577398","doi":"10.32920/ryerson.14647998","title":"An assessment of the barriers regarding international medical doctors' path to licensure in Ontario and the initiatives put forth to tackle these challenges","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Accreditation; Licensure; Economic shortage; Face (sociological concept); Health care; Process (computing); Order (exchange); Political science; IMG; Public relations; Medical education; Business; Medicine; Computer science; Sociology; Law; Finance","score_opus":0.05645023263199762,"score_gpt":0.4679538040484591,"score_spread":0.4115035714164615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250577398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8682253,0.00047664947,0.00016112889,0.05555736,0.002641333,0.0031337903,0.00004710691,0.000045510962,0.06971186],"genre_scores_gemma":[0.9895945,0.0016504341,0.001647495,0.0056065028,0.00023619951,0.0005766916,0.0000362361,0.00002829199,0.00062360516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943648,0.002220851,0.0010507676,0.0006751103,0.0011368099,0.00055169105],"domain_scores_gemma":[0.9964746,0.0012446174,0.00038194153,0.0008937037,0.0004232491,0.00058188394],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0037565571,0.00031937906,0.000736482,0.00012968926,0.00029802875,0.00003959678,0.0010515548,0.0005398117,0.0026457412],"category_scores_gemma":[0.0016365647,0.00017713304,0.00009943766,0.00016936054,0.0001409662,0.00012117478,0.002633856,0.0025612516,0.000003885509],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003080233,0.00013552482,0.7011048,0.000607741,0.00019379258,0.000021918091,0.24124156,0.00038319657,0.000002349973,0.051368058,0.0012915463,0.0033414764],"study_design_scores_gemma":[0.0015666409,0.000107775195,0.8334636,0.0059037805,0.00003226486,0.0000025853794,0.11949905,0.00058480183,0.000004839037,0.0012223792,0.037308574,0.00030368805],"about_ca_topic_score_codex":0.058580432,"about_ca_topic_score_gemma":0.6436208,"teacher_disagreement_score":0.58504033,"about_ca_system_score_codex":0.00089740887,"about_ca_system_score_gemma":0.0041580168,"threshold_uncertainty_score":0.9997399},"labels":[],"label_agreement":null},{"id":"W4250998733","doi":"10.24124/2000/bpgub136","title":"Acute stress and coping in northwestern British Columbia nurses in relation to transfer of trauma patients.","year":2000,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coping (psychology); Relation (database); Medicine; Art; Psychology; Psychoanalysis; Clinical psychology; Computer science; Data mining","score_opus":0.016448628808088367,"score_gpt":0.3702735462087153,"score_spread":0.35382491740062694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250998733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865597,0.00019194066,0.0000013342576,0.000032588716,0.0007315816,0.0028858597,0.00039460417,0.00003704972,0.009165371],"genre_scores_gemma":[0.97593486,0.0004924104,0.000063784435,0.00021604208,0.000030008183,0.00024612015,0.0029524735,0.000046935613,0.02001738],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972203,0.0002475718,0.0012918585,0.0004315545,0.00029651012,0.0005122071],"domain_scores_gemma":[0.9992301,0.00016030151,0.00014222806,0.00017271483,0.00015031497,0.00014433487],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014233467,0.00018555835,0.00062592304,0.00019314539,0.00015224407,0.0000251508,0.00012571822,0.0006522587,0.00091186754],"category_scores_gemma":[0.00002029451,0.00028590616,0.00003911012,0.00041461678,0.000018875804,0.0001604362,0.0000101155165,0.000612988,0.000017556906],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028493453,0.0001428651,0.95507157,0.0013972125,0.00001071614,0.000008314485,0.01762853,0.000019011042,0.0000014895809,0.000010142716,0.00087419635,0.02455102],"study_design_scores_gemma":[0.0015701603,0.00014809643,0.9783034,0.012015496,0.000024529503,2.42591e-7,0.0064614373,0.000009529191,0.000005118693,0.0000464752,0.0011901222,0.00022542171],"about_ca_topic_score_codex":0.24450888,"about_ca_topic_score_gemma":0.97345835,"teacher_disagreement_score":0.7289494,"about_ca_system_score_codex":0.0002390587,"about_ca_system_score_gemma":0.00018055395,"threshold_uncertainty_score":0.9999593},"labels":[],"label_agreement":null},{"id":"W4251265234","doi":"10.3138/cjpe.224","title":"Increasing the Utility of AAMC Canadian Graduation Questionnaire Data for Program Evaluation: Subscale Development","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graduation (instrument); Medical education; Reliability (semiconductor); Psychology; Applied psychology; Family medicine; Medicine","score_opus":0.5296562765461765,"score_gpt":0.5580537717572522,"score_spread":0.028397495211075707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251265234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9345692,0.0074588223,0.001233443,0.013593338,0.004136737,0.0354305,0.00017681356,0.0000761831,0.003324958],"genre_scores_gemma":[0.9777739,0.000009558115,0.019200277,0.000215291,0.00048780788,0.0014719628,0.00077526056,0.00002843114,0.000037503956],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931016,0.0027935626,0.0015831193,0.00031126366,0.0013910495,0.0008193899],"domain_scores_gemma":[0.98721266,0.00031722826,0.0012375298,0.0007276027,0.008972407,0.00153258],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.036734965,0.00020901684,0.0003636377,0.00037358567,0.0011631342,0.00006386754,0.0007368373,0.00025239462,0.00023190366],"category_scores_gemma":[0.00987526,0.00016905331,0.00006899363,0.00067606586,0.00017237455,0.00050280005,0.00003729667,0.00046693787,0.000016767719],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094118936,0.00006631517,0.09954758,0.00015240209,0.000058023583,0.0000017161685,0.0055639558,0.00012317937,9.609049e-7,0.00017524976,0.018592766,0.8756237],"study_design_scores_gemma":[0.0037229494,0.0007866077,0.29362908,0.0021526362,0.0006652873,0.00004967992,0.011159689,0.17550361,0.000016207277,0.0055605737,0.5063643,0.00038942104],"about_ca_topic_score_codex":0.2282159,"about_ca_topic_score_gemma":0.911987,"teacher_disagreement_score":0.8752343,"about_ca_system_score_codex":0.0030965356,"about_ca_system_score_gemma":0.06563334,"threshold_uncertainty_score":0.998465},"labels":[],"label_agreement":null},{"id":"W4251424166","doi":"10.14574/ojrnhc.v9i1.107","title":"Who Stays in Rural Nursing Practice? An International Review of the Literature on Factors Influencing Rural Nurse Retention","year":2009,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Nursing; Affect (linguistics); Job satisfaction; Employee retention; Medicine; Rural area; Nursing literature; Psychology; Business; Marketing; Alternative medicine; Social psychology","score_opus":0.03272943538316869,"score_gpt":0.47484397800623124,"score_spread":0.44211454262306255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251424166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86155564,0.058918558,0.000004538093,0.075821005,0.0022730783,0.0006912159,0.00007508512,0.000020561394,0.0006403503],"genre_scores_gemma":[0.95753735,0.03332545,0.0006610407,0.0074954866,0.0007743547,0.0000016939824,0.00012698057,0.000023372697,0.00005425165],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9955443,0.0011091293,0.001780668,0.00015403789,0.0007926417,0.00061923225],"domain_scores_gemma":[0.9957615,0.00018247776,0.0022244463,0.00029644524,0.0011789363,0.00035619413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012196561,0.00027683852,0.00074166205,0.00029218674,0.0005676014,0.000030894396,0.00034056988,0.00023161454,0.000020737345],"category_scores_gemma":[0.00045945356,0.00018915176,0.00016306006,0.0005290303,0.000090516674,0.00088004244,0.000014692963,0.0019314283,7.8100123e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002769968,0.0015440518,0.14694425,0.009821763,0.0000637246,0.000022549388,0.2375597,0.00016535877,0.00019251376,0.0041768746,0.020725653,0.57601357],"study_design_scores_gemma":[0.0011616627,0.0013529195,0.3371202,0.47570017,0.00004930983,0.00008506241,0.18251048,0.000040126455,0.0000067056526,0.0005014188,0.0013136677,0.00015825825],"about_ca_topic_score_codex":0.00018615855,"about_ca_topic_score_gemma":0.00008777909,"teacher_disagreement_score":0.5758553,"about_ca_system_score_codex":0.0019013104,"about_ca_system_score_gemma":0.0007210016,"threshold_uncertainty_score":0.8391202},"labels":[],"label_agreement":null},{"id":"W4251562175","doi":"10.32920/ryerson.14639874","title":"Midwifery trained registered nurses' perceptions on their service: a qualitative study in Sri Lanka","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sri lanka; Nursing; Scope (computer science); Perception; Scope of practice; Service (business); Medicine; Discipline; Qualitative research; Maternity care; Obstetrics; Psychology; Political science; Sociology; South asia; Health care; Business","score_opus":0.2505743037992575,"score_gpt":0.563376824700547,"score_spread":0.31280252090128946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251562175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9185882,0.00017266844,0.000018648978,0.009156137,0.0025407528,0.007388447,0.00027462764,0.00043317815,0.061427295],"genre_scores_gemma":[0.97656053,0.00011599136,0.0006521018,0.0077903643,0.0004390122,0.0025528956,0.00076675764,0.00008735234,0.011035018],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98581773,0.008562735,0.0020885689,0.0015317623,0.00068420445,0.0013150088],"domain_scores_gemma":[0.99392015,0.00214107,0.000718675,0.002117429,0.0006976369,0.00040506822],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024974411,0.0008089051,0.001600577,0.00042960048,0.00068497454,0.000054908807,0.00083001086,0.0012336731,0.005099166],"category_scores_gemma":[0.00046434288,0.0006861982,0.00024296094,0.00086942094,0.00007773623,0.00011371311,0.0009775102,0.004511121,0.0007893719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031673315,0.0014670662,0.0069754357,0.0014502286,0.00010592019,0.000058559785,0.9842878,0.00009664176,0.000012092247,0.00056125654,0.00439543,0.00027285333],"study_design_scores_gemma":[0.0019838559,0.00028663364,0.03507944,0.005559509,0.000046266116,0.0000013068815,0.9533525,0.00018738078,9.980793e-7,0.0009595101,0.001972141,0.00057046197],"about_ca_topic_score_codex":0.017683566,"about_ca_topic_score_gemma":0.119730055,"teacher_disagreement_score":0.10204649,"about_ca_system_score_codex":0.0014531002,"about_ca_system_score_gemma":0.0016237452,"threshold_uncertainty_score":0.9999886},"labels":[],"label_agreement":null},{"id":"W4251643386","doi":"10.1163/9789004322714_cclc_2016-0028-038","title":"Pembina reacts to Ontario’s climate change action plan","year":2018,"lang":"en","type":"dataset","venue":"Climate Change and Law Collection","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate change; Action (physics); Plan (archaeology); Action plan; Geography; Archaeology; Ecology; Biology; Physics","score_opus":0.23173622792380863,"score_gpt":0.43896550898684444,"score_spread":0.20722928106303581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251643386","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016647944,0.00046322966,3.3274284e-7,0.0014734365,0.011208071,0.0066156588,0.955301,0.00034222702,0.007948095],"genre_scores_gemma":[0.0008343655,0.018977888,0.000046673656,0.010234725,0.0074630775,0.004578157,0.95607984,0.000108796274,0.0016764677],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99546623,0.00047394654,0.00084960554,0.0009830642,0.00043949691,0.0017876661],"domain_scores_gemma":[0.9974507,0.00018986365,0.0006916356,0.00074082636,0.00030790677,0.0006190559],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008752132,0.0006486028,0.0008808705,0.00042632472,0.004020701,0.00007613019,0.0002522841,0.0014035262,0.0019171541],"category_scores_gemma":[0.000055210254,0.00064193417,0.0000973669,0.0006485657,0.00009256395,0.0004295241,0.0004741346,0.0012953181,0.001777295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052533916,0.00008829204,0.00053667463,0.0021757884,0.000020687596,0.000018964238,0.0044196188,2.4067223e-8,0.0000037098612,0.00015090445,0.99159765,0.00046232788],"study_design_scores_gemma":[0.00079026056,0.0010078421,0.0038057212,0.0035043512,0.0001551156,0.00002039703,0.0013485464,0.0000048104457,0.0000029942114,0.000082520055,0.9887187,0.0005587543],"about_ca_topic_score_codex":0.30337292,"about_ca_topic_score_gemma":0.8667025,"teacher_disagreement_score":0.5633296,"about_ca_system_score_codex":0.0019671319,"about_ca_system_score_gemma":0.00016091585,"threshold_uncertainty_score":0.9998929},"labels":[],"label_agreement":null},{"id":"W4251658256","doi":"10.1038/d41586-018-04604-4","title":"Canadian universities fall short on diversity","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Political science; Geography; Law","score_opus":0.027473948018247825,"score_gpt":0.3933354607193088,"score_spread":0.365861512701061,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251658256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62645215,0.000110297,9.59962e-7,0.0052579697,0.0015543302,0.00024593485,0.0000697119,0.00008916148,0.3662195],"genre_scores_gemma":[0.94988066,0.000017014861,0.00007502481,0.020373527,0.0006221796,0.0000017626232,0.00002392704,0.000009918171,0.028996004],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986934,0.00012595259,0.00010690535,0.00020841796,0.00023796291,0.0006273503],"domain_scores_gemma":[0.9989636,0.00009960383,0.000030700874,0.00026221236,0.00023993675,0.00040393413],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00018521483,0.0001118806,0.00013173983,0.0001289467,0.0024747471,0.0000039873817,0.00029367223,0.0015861265,0.0012882861],"category_scores_gemma":[0.00003456582,0.00010438233,0.000032135482,0.00022166365,0.00006545876,0.000075725,0.00018899326,0.0027649952,0.0015284816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008718202,0.000011652114,0.23120068,0.000045415043,0.0000160013,0.00004011003,0.005796984,8.2946366e-7,0.0000015164791,0.021198478,0.74066377,0.000937404],"study_design_scores_gemma":[0.00018989973,0.00010968594,0.07286539,0.00018611182,0.000010257586,5.9037313e-7,0.009749343,0.00001444598,0.00000830595,0.00039470478,0.9163406,0.00013070164],"about_ca_topic_score_codex":0.25072902,"about_ca_topic_score_gemma":0.75044936,"teacher_disagreement_score":0.49972036,"about_ca_system_score_codex":0.0016547992,"about_ca_system_score_gemma":0.00075235986,"threshold_uncertainty_score":0.99971},"labels":[],"label_agreement":null},{"id":"W4252643114","doi":"10.21203/rs.2.16069/v1","title":"“The Hardest Job You Will Ever Love”: Nurse Recruitment, Retention, and Turnover in the Nurse-Family Partnership Program in British Columbia, Canada","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria; York University; McMaster University","funders":"Public Health Agency; Simon Fraser University; Ministry of Children and Family Development, British Columbia; Public Health Agency of Canada; Sigma Theta Tau International; McMaster University; Canadian Nurses Foundation","keywords":"General partnership; Nursing; Turnover; Business; Medicine; Management; Economics; Finance","score_opus":0.14759288055006864,"score_gpt":0.48361427232827753,"score_spread":0.3360213917782089,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252643114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9331917,0.009158054,4.2657018e-7,0.00885703,0.0015389165,0.02542168,0.00035555975,0.00006999129,0.021406624],"genre_scores_gemma":[0.9315989,0.0025194704,0.000040896608,0.00072503334,0.000471395,0.0060028937,0.0003032433,0.000104521496,0.058233667],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9842196,0.0077280486,0.001368967,0.0012248233,0.002539405,0.0029191498],"domain_scores_gemma":[0.9936325,0.0027348122,0.0003809779,0.0017127988,0.0010643179,0.00047461086],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009563398,0.0003660122,0.00072859484,0.00015930955,0.0013094218,0.0006517795,0.0014080751,0.0009716686,0.00035845826],"category_scores_gemma":[0.0016002824,0.0003673146,0.00011370069,0.0010208511,0.0005080754,0.00018723328,0.0004464106,0.0077755386,0.00017132329],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008386555,0.00013320278,0.6335062,0.0017627227,0.000020399091,0.0001448421,0.0041176802,0.000012213027,3.2791183e-7,0.00010508292,0.3550661,0.005047396],"study_design_scores_gemma":[0.00081121066,0.00013610552,0.5475181,0.007070491,0.000008817967,0.0000042127567,0.038624063,0.00007717298,6.247673e-8,0.0007913509,0.404724,0.00023442374],"about_ca_topic_score_codex":0.9564379,"about_ca_topic_score_gemma":0.99800384,"teacher_disagreement_score":0.085988104,"about_ca_system_score_codex":0.0037003309,"about_ca_system_score_gemma":0.0069450447,"threshold_uncertainty_score":0.99999076},"labels":[],"label_agreement":null},{"id":"W4252713928","doi":"10.32920/ryerson.14662695","title":"The viability of pronatalism as a response to population growth decline in the Canadian context","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Fertility; Population growth; Population decline; Context (archaeology); Population; Demographic economics; Immigration policy; Development economics; Geography; Economic growth; Political science; Demography; Economics; Sociology","score_opus":0.05236497691630744,"score_gpt":0.44763285525187246,"score_spread":0.39526787833556504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252713928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85661167,0.0002960472,0.0000099485205,0.13057847,0.0008738471,0.0056038895,0.000083166866,0.000031828138,0.005911132],"genre_scores_gemma":[0.98371387,0.000038414524,0.0003236015,0.0128562255,0.00009615796,0.0008348757,0.00016118522,0.000022828792,0.001952854],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99071294,0.006043985,0.0013392052,0.0005097214,0.00060495484,0.0007891989],"domain_scores_gemma":[0.99351573,0.003703287,0.00036860432,0.0013377669,0.00073908654,0.0003355107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009870575,0.00025087286,0.00048751352,0.00015699459,0.000983052,0.000043071173,0.00089087174,0.0006431666,0.00043999715],"category_scores_gemma":[0.007734292,0.00014943902,0.000099464305,0.00049880607,0.00008407362,0.000046629026,0.0007659633,0.0017043119,0.000089075256],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00553222,0.000263331,0.7386441,0.0035141949,0.00007822855,0.00008475818,0.11791795,0.0002709246,0.000014788997,0.0958633,0.029581398,0.008234788],"study_design_scores_gemma":[0.0005103205,0.00010873494,0.8730862,0.0017446481,0.000018733565,0.0000024667813,0.03498677,0.00012163575,0.00001089058,0.018975485,0.07016811,0.0002659694],"about_ca_topic_score_codex":0.9742606,"about_ca_topic_score_gemma":0.9957981,"teacher_disagreement_score":0.1344421,"about_ca_system_score_codex":0.0017503526,"about_ca_system_score_gemma":0.005254059,"threshold_uncertainty_score":0.93204755},"labels":[],"label_agreement":null},{"id":"W4252852096","doi":"10.1093/geront/gnw162.303","title":"GERIATRIC TRAINING NEEDS OF RURAL EMERGENCY MEDICAL SERVICE PROVIDERS","year":2016,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Baycrest Hospital; North York General Hospital; York University","funders":"","keywords":"Training (meteorology); Service (business); Medical emergency; Service provider; Medicine; Nursing; Business; Geography","score_opus":0.09280574248810751,"score_gpt":0.424577458900225,"score_spread":0.3317717164121175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252852096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8871445,0.0014466716,0.00055168127,0.07665713,0.0021549433,0.0009926887,0.000020182766,0.00022367264,0.030808529],"genre_scores_gemma":[0.99192,0.0004316789,0.000095623574,0.0015834239,0.00044248425,0.00009411807,0.0000040856935,0.000021395495,0.0054071867],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99678946,0.0007613414,0.0009373908,0.00013066365,0.00047721894,0.0009039428],"domain_scores_gemma":[0.9976768,0.00086841686,0.00046069178,0.00054642884,0.00020377495,0.00024386987],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014034554,0.00018646198,0.00040412103,0.00006904173,0.0005183579,0.0000021731323,0.00073847675,0.00032075925,0.0056241034],"category_scores_gemma":[0.0009147379,0.00009118818,0.00007764237,0.0004923938,0.00022884822,0.00011197143,0.00019531795,0.00037101127,0.00044889492],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00132795,0.00024158397,0.30790472,0.0019647582,0.00021586483,0.000019141711,0.16862437,0.000007837126,0.0010526276,0.0647584,0.21498823,0.23889452],"study_design_scores_gemma":[0.007943509,0.0008215677,0.15694946,0.0040686405,0.00025011614,0.000055783632,0.5768526,0.00022232193,0.00012754403,0.015534693,0.23585811,0.0013156072],"about_ca_topic_score_codex":0.0050084135,"about_ca_topic_score_gemma":0.006289893,"teacher_disagreement_score":0.40822828,"about_ca_system_score_codex":0.000116551804,"about_ca_system_score_gemma":0.0005549767,"threshold_uncertainty_score":0.9952849},"labels":[],"label_agreement":null},{"id":"W4252963051","doi":"10.4095/301333","title":"Location of study inside Canada, different province or territory than province or territory of residence, 2006 (by census subdivision)","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Census; Subdivision; Residence; Geography; Archaeology; Demography; Population; Sociology","score_opus":0.056040877035823056,"score_gpt":0.4052397444090188,"score_spread":0.3491988673731957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252963051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9121301,0.0053353966,0.00004957525,0.0012322135,0.016551903,0.028476514,0.0032734252,0.00047468924,0.032476194],"genre_scores_gemma":[0.7726833,0.00057226524,0.0002008768,0.00021525592,0.0011043819,0.0005812712,0.00040231083,0.00017383091,0.22406647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9875534,0.0014432599,0.004385063,0.0013415604,0.003810967,0.0014657585],"domain_scores_gemma":[0.9889175,0.0016712508,0.004189753,0.0019654168,0.0025900165,0.00066601264],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0019594782,0.0010072974,0.0023725452,0.00038889286,0.00068621495,0.000016305996,0.0012735394,0.0015015386,0.0006154886],"category_scores_gemma":[0.0016857062,0.0006677066,0.00012721415,0.00036194205,0.0003141805,0.00020978908,0.00069412054,0.0029555883,0.000014278001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009369534,0.0011279683,0.23567574,0.015260453,0.00010751029,0.0001337764,0.00036929248,0.000002559899,0.00007615774,0.00003444941,0.74392426,0.0023508566],"study_design_scores_gemma":[0.001955211,0.0022321925,0.41561294,0.020145545,0.0003373165,0.000021049651,0.008620892,0.00003816454,0.00047305127,0.000024351562,0.5492538,0.0012854607],"about_ca_topic_score_codex":0.96735466,"about_ca_topic_score_gemma":0.9977268,"teacher_disagreement_score":0.19467045,"about_ca_system_score_codex":0.003983861,"about_ca_system_score_gemma":0.080355994,"threshold_uncertainty_score":0.99983966},"labels":[],"label_agreement":null},{"id":"W4253064730","doi":"10.24124/2009/bpgub567","title":"\"Who works in northern B.C.?\" Identifying personal characteristics and experiences shared by long-term health professionals in northern British Columbia.","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Library and Archives Canada","funders":"Social Sciences and Humanities Research Council of Canada; University of Northern British Columbia; McLean Foundation","keywords":"Rural area; Health professionals; Nursing; Focus group; Northern italy; Descriptive statistics; Psychology; Medical education; Medicine; Health care; Geography; Political science; Sociology","score_opus":0.03063751659080975,"score_gpt":0.4071941648018231,"score_spread":0.3765566482110133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253064730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817585,0.0116122505,0.000004104909,0.00051881763,0.001348907,0.0035480086,0.00018304237,0.00013449574,0.00089187425],"genre_scores_gemma":[0.9435841,0.002071754,0.00007860164,0.002573289,0.00030531953,0.0013060193,0.0070658624,0.00013077391,0.042884286],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926919,0.00095466804,0.0025307378,0.0012372799,0.00079890067,0.0017865171],"domain_scores_gemma":[0.9969689,0.00036780565,0.001416837,0.00033986333,0.00035453925,0.0005520476],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0011399733,0.00054909626,0.001587085,0.00023847034,0.0013249407,0.00035903777,0.00047922076,0.0013058728,0.0013741468],"category_scores_gemma":[0.00022668214,0.0007553577,0.00010346472,0.00067038933,0.0000856522,0.00046986676,0.000108879394,0.0024563165,0.000056844285],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103805425,0.0002487184,0.87300426,0.002107105,0.000012550298,0.00010203145,0.07404281,9.384629e-8,0.0000012216743,0.0000015242941,0.007004458,0.04337142],"study_design_scores_gemma":[0.0009745744,0.000092900154,0.8174496,0.032645214,0.000008654674,0.000006820724,0.14798878,0.000029522118,3.2339062e-7,0.000024956556,0.00023452741,0.0005440921],"about_ca_topic_score_codex":0.12177063,"about_ca_topic_score_gemma":0.9913605,"teacher_disagreement_score":0.86958987,"about_ca_system_score_codex":0.0011496791,"about_ca_system_score_gemma":0.0018672049,"threshold_uncertainty_score":0.99999064},"labels":[],"label_agreement":null},{"id":"W4253083404","doi":"10.30770/2572-1852-94.3.32","title":"International Briefs","year":2008,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06982219954664755,"score_gpt":0.4760625881649269,"score_spread":0.4062403886182794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253083404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88221514,0.00037838914,0.00897363,0.06890461,0.006447909,0.00021558681,0.0000019668578,0.00004077736,0.03282199],"genre_scores_gemma":[0.9895924,0.00084802555,0.0013058167,0.0022204525,0.0031071107,0.0000022346733,0.0000053685526,0.000010018026,0.002908605],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967506,0.00022669193,0.00088522304,0.00007087615,0.0018527637,0.00021383972],"domain_scores_gemma":[0.99814075,0.00035415386,0.0005956517,0.00009390565,0.00047874844,0.00033680067],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015797642,0.000063932064,0.00019057814,0.00010626932,0.00023987192,0.0000025238571,0.0002839155,0.0002459231,0.007147185],"category_scores_gemma":[0.0018733053,0.000048658992,0.000066352426,0.00013463407,0.00007046835,0.00017820077,0.000049981234,0.000635102,0.0001409116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045985452,0.0001897248,0.17932317,0.00010024508,0.00007852225,0.00025495692,0.004668683,0.000099785786,0.00012261052,0.021004753,0.74013495,0.053562727],"study_design_scores_gemma":[0.0013702338,0.00008351866,0.213598,0.00070606725,0.0000078101775,0.00023882718,0.00036761377,0.0011691924,0.00001262778,0.0021163719,0.7802704,0.000059360103],"about_ca_topic_score_codex":0.00004243911,"about_ca_topic_score_gemma":0.0000098756445,"teacher_disagreement_score":0.10737723,"about_ca_system_score_codex":0.00022368728,"about_ca_system_score_gemma":0.00056958396,"threshold_uncertainty_score":0.9937604},"labels":[],"label_agreement":null},{"id":"W4253153071","doi":"10.7748/ns2011.07.25.46.1.p5902","title":"Nursing by numbers","year":2011,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Queen (butterfly); Quarter (Canadian coin); Nursing; Medicine; Political science; History; Law","score_opus":0.06795247878261411,"score_gpt":0.4564622258983337,"score_spread":0.38850974711571956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253153071","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11260203,0.0013544603,0.0038562415,0.0020414693,0.004166979,0.0008370454,0.000121461315,0.00060977356,0.8744105],"genre_scores_gemma":[0.9818977,0.00007519198,0.008220142,0.0012969014,0.0003538977,0.000040743755,0.000034857938,0.000085119056,0.007995455],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99714637,0.00033501562,0.00054836547,0.00037614533,0.00044819477,0.0011459127],"domain_scores_gemma":[0.99868906,0.00012569957,0.00021037925,0.000421607,0.00019519743,0.00035805276],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050226395,0.00022452758,0.00035713907,0.00007189711,0.0011581937,0.000010397687,0.00023388866,0.00029499206,0.0028067466],"category_scores_gemma":[0.00008875044,0.00021931285,0.000066808054,0.00029130577,0.0002656788,0.00016354735,0.000016561047,0.0006596039,0.000551811],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059358886,0.00014307575,0.013051939,0.000079084406,0.000014472728,0.00000839355,0.042916004,4.296604e-7,0.00009254878,0.016413117,0.85614306,0.07054428],"study_design_scores_gemma":[0.0038599425,0.00089297927,0.007898954,0.021048473,0.000147894,0.000018757875,0.05767566,0.000059468497,0.0015280797,0.06812293,0.8376032,0.001143667],"about_ca_topic_score_codex":0.00032713098,"about_ca_topic_score_gemma":0.00003058035,"teacher_disagreement_score":0.86929566,"about_ca_system_score_codex":0.001482695,"about_ca_system_score_gemma":0.0003070153,"threshold_uncertainty_score":0.9981048},"labels":[],"label_agreement":null},{"id":"W4253214065","doi":"10.30770/2572-1852-91.4.26","title":"International Briefs","year":2005,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.04385720646032311,"score_gpt":0.48546410473728524,"score_spread":0.44160689827696215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253214065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5434128,0.00071232824,0.01535784,0.3693882,0.0071345805,0.00033042007,0.0000030661793,0.0000621602,0.06359859],"genre_scores_gemma":[0.9819715,0.00039301388,0.0031396518,0.004330388,0.007028996,0.0000024103674,0.0000052953496,0.000010758218,0.0031180133],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99689627,0.00020562137,0.00092678034,0.00006989835,0.0016818303,0.00021962888],"domain_scores_gemma":[0.9982425,0.00032512067,0.00059681456,0.00009180407,0.00041277154,0.00033101646],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022522206,0.000063534964,0.00017283094,0.00010425697,0.00013506215,0.0000057557304,0.00029393038,0.00024566575,0.011898292],"category_scores_gemma":[0.001552775,0.00004844392,0.00006196516,0.00011210606,0.000037843714,0.00023571934,0.000050194354,0.0006299918,0.00023721374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030079563,0.00015406797,0.030329436,0.00007101043,0.000056528435,0.000024065874,0.0022610503,0.0002761286,0.0001091359,0.032850243,0.49286547,0.44070208],"study_design_scores_gemma":[0.001024658,0.00004650213,0.042581175,0.0006241773,0.000008074092,0.000033149783,0.00029755928,0.0031173634,0.000013829784,0.0015222133,0.950687,0.000044305372],"about_ca_topic_score_codex":0.000021883312,"about_ca_topic_score_gemma":0.00003220458,"teacher_disagreement_score":0.45782152,"about_ca_system_score_codex":0.00032664696,"about_ca_system_score_gemma":0.00037983654,"threshold_uncertainty_score":0.98900497},"labels":[],"label_agreement":null},{"id":"W4253226605","doi":"10.22215/etd/2005-07624","title":"Imagining prairie community: the settlement and retention of South African physicians in rural Saskatchewan","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Settlement (finance); Geography; Rural community; Political science; Sociology; Demography; Computer science","score_opus":0.035776953683195785,"score_gpt":0.39476017635896216,"score_spread":0.3589832226757664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253226605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92041403,0.00041990058,0.0000067989577,0.0032644153,0.0004642542,0.0017075518,0.00011505249,0.0000703815,0.073537596],"genre_scores_gemma":[0.9797999,0.000053652486,0.00034162725,0.0006404028,0.00015428064,0.00017770659,0.0012511808,0.000041799634,0.017539416],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996575,0.0013593007,0.00096134335,0.00018972138,0.0003500807,0.00056455564],"domain_scores_gemma":[0.99794734,0.0004534705,0.0008407681,0.0004928186,0.00019530543,0.00007027344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013097594,0.00026825166,0.00051296095,0.00013759967,0.0007632856,0.000010763427,0.00028755402,0.00028412818,0.00017141273],"category_scores_gemma":[0.0000793012,0.00020383336,0.000067877394,0.00031505025,0.000089446425,0.00009550199,0.000093321476,0.0019072222,0.000022692493],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041601478,0.00020209869,0.06709546,0.0029901292,0.00008375112,0.0000017581498,0.8738591,0.000014043752,0.00018812249,0.0020336732,0.008845458,0.04427037],"study_design_scores_gemma":[0.0005259728,0.00007732188,0.09174202,0.0028093157,0.000051863986,1.9505896e-7,0.8998455,0.0000618756,0.00002842035,0.00046036323,0.0042285183,0.0001686373],"about_ca_topic_score_codex":0.0152938,"about_ca_topic_score_gemma":0.22322084,"teacher_disagreement_score":0.20792705,"about_ca_system_score_codex":0.00024259798,"about_ca_system_score_gemma":0.00036006994,"threshold_uncertainty_score":0.99126345},"labels":[],"label_agreement":null},{"id":"W4253634236","doi":"10.4018/978-1-4666-1601-1.ch017","title":"Recruitment and Retention of Healthcare Professionals for the Changing Demographics, Culture, and Access in Canada","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Health care; Demographics; Health professionals; Business; Service (business); Human resources; Rural area; Nursing; Medicine; Public relations; Political science; Marketing","score_opus":0.12083624346808265,"score_gpt":0.4271507263692059,"score_spread":0.3063144829011233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253634236","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04828334,0.27371213,0.00012827695,0.019594233,0.011490404,0.069154955,0.0068742353,0.00025274017,0.5705097],"genre_scores_gemma":[0.956127,0.002684789,0.00032385244,0.0046396423,0.00061325036,0.0016276394,0.00007159661,0.000092217146,0.033820003],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971296,0.00017730179,0.00095554354,0.00042732502,0.0004268544,0.00088333647],"domain_scores_gemma":[0.99781626,0.00041611056,0.00081380305,0.00035868667,0.00030492453,0.00029023524],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008384441,0.0003795836,0.0006832253,0.00010636152,0.00066815986,0.00001162583,0.00027181322,0.00056943146,0.000018144972],"category_scores_gemma":[0.00005149127,0.00027324053,0.00007444808,0.00006203267,0.00010298549,0.00006718518,0.00037948063,0.0006831459,0.000001117437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018829113,0.000008440575,0.023482699,0.0034341875,0.00007729847,0.0000038053452,0.0012554988,4.5872207e-7,7.9562847e-7,0.94631994,0.004660982,0.020567602],"study_design_scores_gemma":[0.0036957103,0.00037787406,0.028562231,0.035771262,0.00050279,0.000025712692,0.014111551,0.00011393603,0.000013020932,0.30896565,0.6063457,0.0015145411],"about_ca_topic_score_codex":0.41832906,"about_ca_topic_score_gemma":0.88900626,"teacher_disagreement_score":0.90784365,"about_ca_system_score_codex":0.0010481364,"about_ca_system_score_gemma":0.0017157885,"threshold_uncertainty_score":0.999972},"labels":[],"label_agreement":null},{"id":"W4253776104","doi":"10.11124/01938924-201109481-00012","title":"Womenʼs needs in maternity care and related sustainable service models in rural areas: a comprehensive systematic review of qualitative evidence.","year":2011,"lang":"en","type":"article","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Maternity care; Qualitative research; Service (business); Nursing; Medicine; Business; Environmental planning; Geography; Health care; Sociology; Economic growth; Marketing; Social science; Economics","score_opus":0.1977416831475017,"score_gpt":0.4956351083366278,"score_spread":0.2978934251891261,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253776104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5700106,0.38308254,0.000026031545,0.00019426984,0.00009660814,0.046100784,0.000089234614,0.000017095346,0.0003828427],"genre_scores_gemma":[0.8782955,0.1147453,0.00035513588,0.0006270247,0.0000062063687,0.005677481,0.00016781253,0.000023655793,0.0001019275],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9851354,0.007596797,0.0062120277,0.00024094754,0.00041556565,0.00039930097],"domain_scores_gemma":[0.99208415,0.0012436117,0.0049353954,0.0008471665,0.0007889059,0.000100768884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0126266945,0.00026339886,0.0023727615,0.00021471268,0.0001472434,0.000007750788,0.00017009412,0.000064521104,0.0001720849],"category_scores_gemma":[0.0011348146,0.00015983552,0.00006513283,0.00081401644,0.000060463928,0.0005761485,0.00022516835,0.00019982792,0.0000048431702],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015562906,0.000017221642,0.002034742,0.8501667,0.000027105072,0.00001715709,0.1466461,4.6162356e-7,0.0000052708483,0.0009529485,0.00010864895,0.0000080935715],"study_design_scores_gemma":[0.00021199501,0.000047472822,0.0004211682,0.57708234,0.00018341046,0.000034331497,0.4214856,0.000027713355,0.0000033407075,0.00041502944,0.0000058451465,0.00008174024],"about_ca_topic_score_codex":0.012822717,"about_ca_topic_score_gemma":0.00073112646,"teacher_disagreement_score":0.30828485,"about_ca_system_score_codex":0.0002033213,"about_ca_system_score_gemma":0.00015758911,"threshold_uncertainty_score":0.993751},"labels":[],"label_agreement":null},{"id":"W4253779713","doi":"10.24124/2006/bpgub396","title":"What helps you to stay? A phenomenological description of the personal attributes of Yukon regional social workers.","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Humanities; Sociology; Art","score_opus":0.11638912527079334,"score_gpt":0.4173760568528452,"score_spread":0.3009869315820518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253779713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97424006,0.0015026332,0.000030050174,0.0044163964,0.0029848265,0.002145598,0.00014105534,0.00008083997,0.014458533],"genre_scores_gemma":[0.84977585,0.00025533716,0.0006324634,0.0012733268,0.0009899809,0.0003170736,0.0019326974,0.000068497546,0.1447548],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9957096,0.00064683164,0.0013611123,0.0004985256,0.000977863,0.00080607185],"domain_scores_gemma":[0.9972451,0.000315711,0.0011493992,0.0003044488,0.00084445876,0.00014088361],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006163936,0.0003894981,0.00085290556,0.00017068772,0.00079682766,0.00001867207,0.0004956226,0.0011608407,0.0012350567],"category_scores_gemma":[0.0001448352,0.0002751994,0.0003081071,0.0006701663,0.0001356436,0.00019502643,0.000120077784,0.0010154071,0.000074676616],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0049568783,0.0010041838,0.121528625,0.005881403,0.00031256885,0.0000046196164,0.10467246,0.00003937056,0.0012953886,0.023705268,0.72836876,0.008230484],"study_design_scores_gemma":[0.0015281833,0.0005097813,0.42593068,0.00803467,0.0002223429,0.0000013373963,0.5056731,0.00004094753,0.00016980448,0.0046105627,0.05254804,0.00073053024],"about_ca_topic_score_codex":0.0024589517,"about_ca_topic_score_gemma":0.0058415784,"teacher_disagreement_score":0.6758207,"about_ca_system_score_codex":0.0006036588,"about_ca_system_score_gemma":0.0007645212,"threshold_uncertainty_score":0.99997},"labels":[],"label_agreement":null},{"id":"W4254002912","doi":"10.21203/rs.3.rs-35162/v1","title":"Systematic Scoping Review of Factors and Measures of Rurality: Toward the Development of a Rurality Index for Health Care Research in Japan","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Family Medicine","funders":"Japan Primary Care Association","keywords":"Rurality; Index (typography); Regional science; Health care; Geography; Economic growth; Political science; Rural area; Computer science; Economics","score_opus":0.5402641415694425,"score_gpt":0.6292275461258127,"score_spread":0.0889634045563702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254002912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47709846,0.41661856,0.00013463995,0.023524847,0.0003323459,0.081044056,0.0007624739,0.00006211412,0.0004224779],"genre_scores_gemma":[0.9723814,0.02337855,0.00051183207,0.000115618044,0.000059746813,0.003341447,0.00014349869,0.00004996409,0.000017905848],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9724183,0.01667327,0.0046691047,0.0007905588,0.0038332809,0.0016154669],"domain_scores_gemma":[0.98329026,0.008417298,0.0016013378,0.001299186,0.004940881,0.00045106676],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.038930688,0.0003803186,0.0030236663,0.00063728925,0.0007522377,0.000018219756,0.0011892479,0.0005197633,0.000033681175],"category_scores_gemma":[0.010937392,0.00025502595,0.00021958312,0.0015023664,0.0005069303,0.00006401452,0.0025653772,0.003494705,0.0000035482058],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013695774,0.00004614153,0.059102483,0.8575938,0.00006284398,4.304267e-7,0.081899986,0.0000028409488,0.0000046694227,0.00031423784,0.00035760895,0.00047803586],"study_design_scores_gemma":[0.00038484804,0.00022062392,0.02614502,0.8409256,0.000014643067,1.6135459e-7,0.13150416,0.000019398482,0.000071866154,0.00049656926,0.00007622781,0.00014088869],"about_ca_topic_score_codex":0.009734115,"about_ca_topic_score_gemma":0.006846759,"teacher_disagreement_score":0.49528295,"about_ca_system_score_codex":0.0018518465,"about_ca_system_score_gemma":0.0140088685,"threshold_uncertainty_score":0.9999902},"labels":[],"label_agreement":null},{"id":"W4254229432","doi":"10.14574/ojrnhc.v7i1.138","title":"Report from Australia","year":2007,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Theme (computing); Library science; Medicine; Nursing; Political science; Engineering","score_opus":0.0793930317313689,"score_gpt":0.5268738567962374,"score_spread":0.4474808250648685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254229432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9462839,0.02128687,0.00020535507,0.026642237,0.004143741,0.0003186792,0.000062005776,0.00004092556,0.0010162926],"genre_scores_gemma":[0.98142564,0.0014748264,0.010338956,0.0022199235,0.0033363996,7.815068e-7,0.00012446534,0.000028238317,0.0010507691],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966369,0.00019659766,0.0017663173,0.00013818123,0.00044058365,0.0008214215],"domain_scores_gemma":[0.996683,0.00021576487,0.0014691943,0.0002090028,0.0006333779,0.00078967336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014609146,0.00018284925,0.0005916921,0.00015937483,0.00069142197,0.000009858195,0.00014133967,0.00022934702,0.00012940221],"category_scores_gemma":[0.00010603138,0.00014986598,0.00009095015,0.00019210119,0.00008211754,0.00013663893,0.000023103425,0.0011987506,0.000013030689],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008992972,0.00024812832,0.4544918,0.0008081948,0.000055209097,0.00044502737,0.033448722,0.000009338619,0.0000690357,0.00046301197,0.24028416,0.2687781],"study_design_scores_gemma":[0.0019127814,0.0008012641,0.6583769,0.018181322,0.000058021615,0.0005354387,0.1508694,0.0000055731302,0.000013790839,0.0011207272,0.16787872,0.00024607315],"about_ca_topic_score_codex":0.0025189098,"about_ca_topic_score_gemma":0.00176141,"teacher_disagreement_score":0.268532,"about_ca_system_score_codex":0.0009421861,"about_ca_system_score_gemma":0.00067571155,"threshold_uncertainty_score":0.6111357},"labels":[],"label_agreement":null},{"id":"W4254534282","doi":"10.32920/ryerson.14638986","title":"The Segmentation of Academic Labour","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Segmentation; Corporatization; Market segmentation; Labour economics; Economics; Business; Public relations; Political science; Marketing; Market economy; Computer science; Artificial intelligence","score_opus":0.07579123349515268,"score_gpt":0.49704449628947406,"score_spread":0.4212532627943214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254534282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92689633,0.007361193,0.00048409266,0.009345864,0.005200466,0.0023426306,0.000053943328,0.0001647462,0.048150722],"genre_scores_gemma":[0.9061446,0.013584628,0.0033557732,0.0032715823,0.0006831781,0.0005182039,0.00018915746,0.000047259902,0.07220559],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.996977,0.0008472573,0.001025287,0.00028672704,0.0003767326,0.0004870133],"domain_scores_gemma":[0.99718404,0.0009622681,0.0007123174,0.0005928107,0.00044086212,0.000107686676],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001102943,0.00017048414,0.0003428497,0.000036529855,0.0005813985,0.000008887062,0.00042676902,0.000778582,0.0014067047],"category_scores_gemma":[0.000299228,0.000113954746,0.00008208407,0.00015892005,0.0000614347,0.00004034663,0.0010019856,0.0025274907,0.00013645446],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003605594,0.00014844419,0.34346518,0.019740816,0.00044372675,0.000015603235,0.049526576,0.00090847554,0.0017182438,0.20454209,0.30922684,0.06990347],"study_design_scores_gemma":[0.0022516714,0.00014369896,0.14038062,0.018072164,0.00022601648,0.000003127121,0.30987984,0.00089539844,0.0037406236,0.044444997,0.4787361,0.0012257368],"about_ca_topic_score_codex":0.0022421011,"about_ca_topic_score_gemma":0.0008693154,"teacher_disagreement_score":0.26035327,"about_ca_system_score_codex":0.00026298082,"about_ca_system_score_gemma":0.0010331891,"threshold_uncertainty_score":0.99977374},"labels":[],"label_agreement":null},{"id":"W4254591402","doi":"10.2174/1874220301502010017","title":"Migration of International Medical Graduates: Implications for the Brain-Drain","year":2015,"lang":"en","type":"article","venue":"Open Medicine Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Poverty; Emigration; Economic shortage; Health care; Developing country; Economic growth; Development economics; Political science; Medicine; Business; Economics; Law","score_opus":0.2193804537445548,"score_gpt":0.5662789075668945,"score_spread":0.34689845382233964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254591402","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013042824,0.00085430045,0.01743859,0.93767005,0.0029701297,0.0016146331,0.00002502233,0.000016417887,0.026368003],"genre_scores_gemma":[0.8363406,0.0038815609,0.012229247,0.08159363,0.017780403,0.0011967886,0.00032064802,0.00011869514,0.046538416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974688,0.00037480285,0.0010219946,0.00014036304,0.00066368404,0.0003303467],"domain_scores_gemma":[0.99491054,0.0024692502,0.000660875,0.0002706971,0.0012076109,0.0004810398],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007008937,0.00010770072,0.00028977732,0.000085073574,0.0006468419,0.000018128205,0.0012402928,0.00012782415,0.002038579],"category_scores_gemma":[0.008085458,0.000059798298,0.00004833425,0.00022425846,0.0001625228,0.00019712192,0.00019167183,0.0006053899,0.00003168607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012166801,0.000033916094,0.026342303,0.000019280533,0.00003730793,7.0852684e-7,0.0036836886,0.000008055795,0.000026723417,0.011193083,0.95068586,0.007847381],"study_design_scores_gemma":[0.0031890336,0.00027774315,0.016459584,0.00083998183,0.000035375615,0.00005837105,0.013065035,0.00095227564,0.0000033068372,0.015863176,0.9491912,0.00006491103],"about_ca_topic_score_codex":0.0012236413,"about_ca_topic_score_gemma":0.0012396474,"teacher_disagreement_score":0.8560764,"about_ca_system_score_codex":0.00021537456,"about_ca_system_score_gemma":0.0013215808,"threshold_uncertainty_score":0.9988737},"labels":[],"label_agreement":null},{"id":"W4254651816","doi":"10.21203/rs.3.rs-44284/v1","title":"Comprehensiveness of Distributed Medical Education Systems: A Regional Population-Based Perspective","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Interior Health","funders":"","keywords":"Perspective (graphical); Population; Regional science; Knowledge management; Data science; Computer science; Geography; Sociology; Artificial intelligence; Demography","score_opus":0.18260334433341613,"score_gpt":0.5663696955187572,"score_spread":0.383766351185341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254651816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68479997,0.031834874,0.0060574375,0.20924848,0.009548585,0.037647866,0.0069684368,0.001278523,0.012615796],"genre_scores_gemma":[0.9911229,0.00020856065,0.00020157646,0.0004813324,0.0010770794,0.0014412092,0.005196461,0.00006055029,0.0002102999],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9874785,0.005885847,0.0012391452,0.0008707229,0.0035645831,0.0009612177],"domain_scores_gemma":[0.98648894,0.0031523611,0.0006301353,0.00091391755,0.007896807,0.0009178448],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0021882434,0.00032247845,0.00092839036,0.00042820102,0.0007889652,0.000025861655,0.0008279914,0.001226924,0.00078187353],"category_scores_gemma":[0.006810561,0.00030859126,0.00018724425,0.0009944441,0.0002487532,0.00005342947,0.0009233132,0.0043658884,0.00015992582],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018187776,0.0014527565,0.42868045,0.07661004,0.00025846952,0.00006396035,0.008099949,0.0049687517,0.000013853238,0.2975396,0.17977779,0.00071559753],"study_design_scores_gemma":[0.0033271774,0.0007137953,0.52658033,0.13933343,0.00010750788,0.0000065303507,0.16427524,0.052087583,0.00000869029,0.046374038,0.06594118,0.0012445246],"about_ca_topic_score_codex":0.054085057,"about_ca_topic_score_gemma":0.0007816139,"teacher_disagreement_score":0.30632293,"about_ca_system_score_codex":0.0035584292,"about_ca_system_score_gemma":0.023969548,"threshold_uncertainty_score":0.99993664},"labels":[],"label_agreement":null},{"id":"W4254769513","doi":"10.32920/ryerson.14658165","title":"The reality of rurality : parent experiences with best start in two rural communities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development; York University","funders":"","keywords":"Rurality; Thematic analysis; Variety (cybernetics); Perspective (graphical); Service delivery framework; Service (business); Qualitative research; Public relations; Best practice; Rural management; Rural area; Sociology; Geography; Rural development; Business; Political science; Marketing; Social science","score_opus":0.15958487919581096,"score_gpt":0.5015406251411307,"score_spread":0.34195574594531974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254769513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9750481,0.0016521835,0.000023876562,0.0041653314,0.000978759,0.0016291956,0.000055768905,0.00007552331,0.016371239],"genre_scores_gemma":[0.9954259,0.0011562123,0.00027664067,0.00038124106,0.000094395575,0.0011781886,0.00019025625,0.000021741142,0.0012754424],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9932019,0.0034715508,0.0015514373,0.00024694102,0.00064169645,0.00088644365],"domain_scores_gemma":[0.9951284,0.0016588825,0.0007680482,0.0016983944,0.0005752625,0.00017103496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020178752,0.00036731624,0.000873856,0.000058014582,0.0010494137,0.000042096075,0.0009233496,0.00026741155,0.0008503592],"category_scores_gemma":[0.00010811614,0.00021736922,0.00009613679,0.00025605122,0.0006650044,0.00009921097,0.0017718057,0.0021885885,0.000011360284],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035926272,0.00023205308,0.5592193,0.0017058392,0.000055348683,0.0000067048454,0.4315356,0.00026886878,9.263904e-7,0.003634212,0.0019802016,0.0010017015],"study_design_scores_gemma":[0.00043231083,0.00007658222,0.024421308,0.004557334,0.000017498758,9.814813e-7,0.96757996,0.0001118582,0.000016876285,0.00067279406,0.0018856751,0.00022682305],"about_ca_topic_score_codex":0.40550783,"about_ca_topic_score_gemma":0.49979037,"teacher_disagreement_score":0.53604436,"about_ca_system_score_codex":0.00045760733,"about_ca_system_score_gemma":0.0014197999,"threshold_uncertainty_score":0.95084494},"labels":[],"label_agreement":null},{"id":"W4254805936","doi":"10.32920/ryerson.14660490.v1","title":"Fair access to regulated professions: decoding the transition of migrant caregivers to nursing in Ontario","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Oppression; Nursing; Work (physics); Inequality; Medicine; Political science; Law","score_opus":0.10450387264005834,"score_gpt":0.45950803741990975,"score_spread":0.3550041647798514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254805936","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.950445,0.00021792213,0.0021012258,0.0296526,0.0027851223,0.0071219625,0.000026495232,0.00013000797,0.007519669],"genre_scores_gemma":[0.9894047,0.000036156354,0.003897789,0.0030867099,0.00009961605,0.00068878295,0.0001460856,0.00005117177,0.0025890004],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9947801,0.0012411595,0.0015278216,0.00084729155,0.0005858902,0.001017693],"domain_scores_gemma":[0.99704725,0.00049950794,0.00042646696,0.0010626434,0.00058189937,0.00038224453],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001123628,0.0004207777,0.0009386736,0.0004341865,0.00063084916,0.000043876844,0.00094749115,0.00082359574,0.0012087652],"category_scores_gemma":[0.00019686691,0.00032334877,0.00017393606,0.0009287186,0.000057785186,0.0001711216,0.00081517355,0.002555774,0.000032933793],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008729423,0.00029882856,0.03335619,0.002212435,0.000077970675,0.000046043468,0.9077105,0.018389951,0.00031903127,0.0005273307,0.030098254,0.0060905195],"study_design_scores_gemma":[0.0020840869,0.00021775316,0.27463618,0.17642839,0.000204156,0.000004984102,0.5307882,0.0012587886,0.0007821386,0.0021585186,0.010104395,0.0013324661],"about_ca_topic_score_codex":0.4831404,"about_ca_topic_score_gemma":0.86693144,"teacher_disagreement_score":0.38379106,"about_ca_system_score_codex":0.0041489075,"about_ca_system_score_gemma":0.003381363,"threshold_uncertainty_score":0.99992186},"labels":[],"label_agreement":null},{"id":"W4254901367","doi":"10.5489/cuaj.5311","title":"Pembroke Regional Hospital, Pembroke, ON","year":2017,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.04848171929182711,"score_gpt":0.37672543987555224,"score_spread":0.32824372058372514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254901367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67537093,0.00017939914,0.000008844756,0.20087412,0.0049615386,0.000461314,0.00006540589,0.00007414036,0.118004315],"genre_scores_gemma":[0.9605061,0.00021360425,0.00010129996,0.023407418,0.0025452499,0.00002973406,0.000015990288,0.00002257699,0.013158068],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963745,0.00062555843,0.0006318101,0.00030745912,0.0006291443,0.0014315341],"domain_scores_gemma":[0.9954331,0.00073398696,0.001248468,0.00042622813,0.0005622474,0.0015959588],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015804409,0.0002138288,0.00035274425,0.00015226526,0.007396537,0.00016459319,0.0007312475,0.0007006413,0.0032583405],"category_scores_gemma":[0.0047785398,0.00017861172,0.00015620503,0.00008523465,0.00007694503,0.00024775226,0.00005923105,0.002200238,0.0024514347],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029996792,0.000024768413,0.59592164,0.000004878227,0.000023036677,0.00004486811,0.00020120443,0.000009154027,0.0000014294392,0.0042833667,0.3986611,0.0007945774],"study_design_scores_gemma":[0.0005078889,0.00018233599,0.5154567,0.000050758077,0.000009156484,0.000004208484,0.00020835016,0.000020575913,2.6891087e-7,0.0021122268,0.48132917,0.000118377204],"about_ca_topic_score_codex":0.006949493,"about_ca_topic_score_gemma":0.0065880558,"teacher_disagreement_score":0.28513512,"about_ca_system_score_codex":0.0030261616,"about_ca_system_score_gemma":0.0013008841,"threshold_uncertainty_score":0.9996633},"labels":[],"label_agreement":null},{"id":"W4254971424","doi":"10.32920/ryerson.14660490","title":"Fair access to regulated professions: decoding the transition of migrant caregivers to nursing in Ontario","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"","keywords":"Oppression; Nursing; Inequality; Work (physics); Medicine; Political science; Law","score_opus":0.10450387264005834,"score_gpt":0.45950803741990975,"score_spread":0.3550041647798514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254971424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.950445,0.00021792213,0.0021012258,0.0296526,0.0027851223,0.0071219625,0.000026495232,0.00013000797,0.007519669],"genre_scores_gemma":[0.9894047,0.000036156354,0.003897789,0.0030867099,0.00009961605,0.00068878295,0.0001460856,0.00005117177,0.0025890004],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9947801,0.0012411595,0.0015278216,0.00084729155,0.0005858902,0.001017693],"domain_scores_gemma":[0.99704725,0.00049950794,0.00042646696,0.0010626434,0.00058189937,0.00038224453],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001123628,0.0004207777,0.0009386736,0.0004341865,0.00063084916,0.000043876844,0.00094749115,0.00082359574,0.0012087652],"category_scores_gemma":[0.00019686691,0.00032334877,0.00017393606,0.0009287186,0.000057785186,0.0001711216,0.00081517355,0.002555774,0.000032933793],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008729423,0.00029882856,0.03335619,0.002212435,0.000077970675,0.000046043468,0.9077105,0.018389951,0.00031903127,0.0005273307,0.030098254,0.0060905195],"study_design_scores_gemma":[0.0020840869,0.00021775316,0.27463618,0.17642839,0.000204156,0.000004984102,0.5307882,0.0012587886,0.0007821386,0.0021585186,0.010104395,0.0013324661],"about_ca_topic_score_codex":0.4831404,"about_ca_topic_score_gemma":0.86693144,"teacher_disagreement_score":0.38379106,"about_ca_system_score_codex":0.0041489075,"about_ca_system_score_gemma":0.003381363,"threshold_uncertainty_score":0.99992186},"labels":[],"label_agreement":null},{"id":"W4255049299","doi":"10.32920/ryerson.14639874.v1","title":"Midwifery trained registered nurses' perceptions on their service: a qualitative study in Sri Lanka","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sri lanka; Nursing; Scope (computer science); Perception; Scope of practice; Service (business); Discipline; Medicine; Qualitative research; Maternity care; Psychology; Obstetrics; Medical education; Political science; Sociology; South asia; Health care; Business","score_opus":0.2505743037992575,"score_gpt":0.563376824700547,"score_spread":0.31280252090128946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255049299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9185882,0.00017266844,0.000018648978,0.009156137,0.0025407528,0.007388447,0.00027462764,0.00043317815,0.061427295],"genre_scores_gemma":[0.97656053,0.00011599136,0.0006521018,0.0077903643,0.0004390122,0.0025528956,0.00076675764,0.00008735234,0.011035018],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98581773,0.008562735,0.0020885689,0.0015317623,0.00068420445,0.0013150088],"domain_scores_gemma":[0.99392015,0.00214107,0.000718675,0.002117429,0.0006976369,0.00040506822],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024974411,0.0008089051,0.001600577,0.00042960048,0.00068497454,0.000054908807,0.00083001086,0.0012336731,0.005099166],"category_scores_gemma":[0.00046434288,0.0006861982,0.00024296094,0.00086942094,0.00007773623,0.00011371311,0.0009775102,0.004511121,0.0007893719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031673315,0.0014670662,0.0069754357,0.0014502286,0.00010592019,0.000058559785,0.9842878,0.00009664176,0.000012092247,0.00056125654,0.00439543,0.00027285333],"study_design_scores_gemma":[0.0019838559,0.00028663364,0.03507944,0.005559509,0.000046266116,0.0000013068815,0.9533525,0.00018738078,9.980793e-7,0.0009595101,0.001972141,0.00057046197],"about_ca_topic_score_codex":0.017683566,"about_ca_topic_score_gemma":0.119730055,"teacher_disagreement_score":0.10204649,"about_ca_system_score_codex":0.0014531002,"about_ca_system_score_gemma":0.0016237452,"threshold_uncertainty_score":0.9999886},"labels":[],"label_agreement":null},{"id":"W4255106297","doi":"10.21203/rs.3.rs-518732/v1","title":"Capacity-Building and Continuing Professional Development in Healthcare and Rehabilitation in Low- and Middle-Income Countries - A Scoping Review Protocol","year":2021,"lang":"en","type":"review","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Low and middle income countries; Rehabilitation; Protocol (science); Health care; Economic growth; Business; Nursing; Political science; Medicine; Developing country; Economics; Physical therapy; Alternative medicine","score_opus":0.15986339721828677,"score_gpt":0.5796684291359662,"score_spread":0.41980503191767937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255106297","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018075575,0.7901364,4.918445e-7,0.0015168019,0.000098004675,0.2063506,0.000025761765,0.00003092322,0.000033442702],"genre_scores_gemma":[0.000063861284,0.76761,0.0012869075,0.000109132496,0.00006532393,0.23065619,0.000038763243,0.000052402098,0.00011743356],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98460233,0.009048749,0.0026082653,0.0011040699,0.0010825605,0.0015539989],"domain_scores_gemma":[0.990295,0.007477367,0.000574628,0.00040885652,0.0007878346,0.00045634227],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013086857,0.0004975777,0.0026570882,0.0008687469,0.00091298134,0.000064842934,0.00020645047,0.00073078374,0.00006896011],"category_scores_gemma":[0.0047114543,0.00042413996,0.00006540987,0.0014207541,0.00031486168,0.00026419124,0.0008670688,0.0033765298,0.000011344264],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025388284,0.000032707583,0.01812646,0.90391904,0.000006439584,0.000030227295,0.00345409,3.5745572e-8,1.69034e-8,0.00076355797,0.000053832176,0.07358823],"study_design_scores_gemma":[0.0005870352,0.000090275906,0.0018134627,0.80132115,0.000008467116,0.000009281902,0.0010207285,0.000002902769,6.3411285e-8,0.000071262875,0.19481015,0.0002652223],"about_ca_topic_score_codex":0.0006005549,"about_ca_topic_score_gemma":0.0036258649,"teacher_disagreement_score":0.19475633,"about_ca_system_score_codex":0.0016459128,"about_ca_system_score_gemma":0.004054166,"threshold_uncertainty_score":0.99982107},"labels":[],"label_agreement":null},{"id":"W4255400518","doi":"10.4095/301337","title":"Location of study outside Canada, 2006 (by census subdivision)","year":2010,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Census; Subdivision; Geography; Genealogy; Cartography; Demography; History; Archaeology; Population; Sociology","score_opus":0.06421932703424836,"score_gpt":0.46158680151511505,"score_spread":0.3973674744808667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255400518","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1448559,0.007848275,0.00006832919,0.0024107727,0.023352059,0.0134454835,0.0020548864,0.00041789698,0.8055464],"genre_scores_gemma":[0.74204826,0.00039035763,0.00014110308,0.000577986,0.00077121047,0.0002304482,0.00074970286,0.00010893016,0.25498202],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99296254,0.0005859277,0.0023623141,0.0006666405,0.0023892762,0.00103329],"domain_scores_gemma":[0.9911249,0.000741052,0.0017217889,0.0010568554,0.004912909,0.00044248172],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021814152,0.00048072683,0.0012084919,0.00014836344,0.0005684989,0.000006062899,0.0005192527,0.0011334792,0.0018421225],"category_scores_gemma":[0.0015136371,0.00040353113,0.00006548713,0.0005728811,0.00005908934,0.000053885622,0.00025518567,0.0024767308,0.0001336277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020490603,0.00016941245,0.09178455,0.0016389203,0.00004000461,0.000011197659,0.00020373467,0.0000017146922,0.0000031079567,0.00004553211,0.9048132,0.0012681808],"study_design_scores_gemma":[0.00050654786,0.00013797943,0.057069324,0.0014774465,0.00010019492,0.0000023808548,0.004840679,0.000009116342,0.0000104457,0.000023017703,0.93546075,0.00036213384],"about_ca_topic_score_codex":0.9932788,"about_ca_topic_score_gemma":0.99476606,"teacher_disagreement_score":0.59719235,"about_ca_system_score_codex":0.0021118086,"about_ca_system_score_gemma":0.02749137,"threshold_uncertainty_score":0.99984163},"labels":[],"label_agreement":null},{"id":"W4256090979","doi":"10.32920/ryerson.14654133.v1","title":"Professional organizations versus international medical graduates and foreign-trained engineers","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Mainstream; IMG; Work (physics); Immigration; Public relations; Political science; Politics; Engineering; Law","score_opus":0.0411727342069316,"score_gpt":0.4316024605997416,"score_spread":0.39042972639281004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256090979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.630166,0.0022387952,0.0069247056,0.09723078,0.056487802,0.004763613,0.00040621776,0.0018130915,0.19996902],"genre_scores_gemma":[0.9617056,0.001552906,0.009488856,0.003401158,0.0019317978,0.00045496246,0.0039721546,0.00011877741,0.01737375],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99613345,0.00039658367,0.00097217504,0.00070456445,0.001100974,0.0006922315],"domain_scores_gemma":[0.99631536,0.0012464853,0.0002905043,0.00044409072,0.0010725454,0.00063103746],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00068146153,0.0003922403,0.0005349359,0.00018386125,0.0006055806,0.00004202626,0.00056131295,0.0012455892,0.019028537],"category_scores_gemma":[0.0033347444,0.0003449209,0.000076934775,0.00035465695,0.00012870882,0.00011370072,0.0021495768,0.0023906277,0.00012487463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009065213,0.0009153876,0.13790713,0.005769529,0.0017034562,0.0003782691,0.02991597,0.0005541262,0.00005175655,0.3837116,0.42952305,0.0086631905],"study_design_scores_gemma":[0.03730015,0.00062946713,0.09587756,0.042549122,0.0010045649,0.00010510526,0.31929907,0.11272188,0.00022019738,0.03740928,0.34562033,0.0072632534],"about_ca_topic_score_codex":0.0004807006,"about_ca_topic_score_gemma":0.00070727215,"teacher_disagreement_score":0.34630233,"about_ca_system_score_codex":0.00040047694,"about_ca_system_score_gemma":0.0030011844,"threshold_uncertainty_score":0.9999109},"labels":[],"label_agreement":null},{"id":"W4256248366","doi":"10.2310/7070.2002.31820","title":"The Resident Exchange and Fellowship Program","year":2002,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Medical education","score_opus":0.061121058330439786,"score_gpt":0.4038555608724824,"score_spread":0.34273450254204263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256248366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.935831,0.022363886,0.000011827607,0.02970845,0.0010178015,0.0009110837,9.192664e-7,0.000032748092,0.010122301],"genre_scores_gemma":[0.9731269,0.015259757,0.00024430643,0.0027348355,0.00082040485,0.000041875424,3.3964787e-7,0.000023077146,0.0077485195],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99647397,0.0019053201,0.00069958443,0.00008309986,0.0002440169,0.00059400377],"domain_scores_gemma":[0.9966613,0.002027578,0.0006309048,0.00029870524,0.00021174362,0.00016974373],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028271677,0.00011957702,0.00027620408,0.000053349482,0.0013289915,0.000011339359,0.0004447252,0.00016126948,0.00058442855],"category_scores_gemma":[0.00039371426,0.000056747554,0.000051693867,0.00016004854,0.0002775144,0.00008424771,0.00014877712,0.0010827617,0.00019122315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013476971,0.00026494262,0.21418107,0.0005583425,0.00024822954,0.00024910743,0.051942866,0.000009949247,0.00017107897,0.007509926,0.6284147,0.09510213],"study_design_scores_gemma":[0.0011452537,0.0011298151,0.102033615,0.00030262623,0.00008087486,0.00057823444,0.0052022636,0.00021049718,0.000011642815,0.0028040046,0.8863875,0.00011367344],"about_ca_topic_score_codex":0.00012894343,"about_ca_topic_score_gemma":0.00038642946,"teacher_disagreement_score":0.25797284,"about_ca_system_score_codex":0.00007946563,"about_ca_system_score_gemma":0.000050850624,"threshold_uncertainty_score":0.99997115},"labels":[],"label_agreement":null},{"id":"W4256354128","doi":"10.1093/ww/9780199540884.013.u283989","title":"Lynch, Holly Jamie, (born 8 Oct. 1986), MP (Lab) Halifax, since 2015","year":2015,"lang":"en","type":"reference-entry","venue":"Who's Who","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Art","score_opus":0.07093004960220756,"score_gpt":0.42695806620225735,"score_spread":0.3560280166000498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256354128","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016693133,0.0534149,0.000056394416,0.008320948,0.014773897,0.0042252135,0.004249154,0.0009875693,0.9123026],"genre_scores_gemma":[0.0019112225,0.07848591,0.00067344285,0.0071064653,0.009473262,0.0006537725,0.003837938,0.00047251378,0.8973855],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98626184,0.002332632,0.0028582234,0.0020381974,0.002581152,0.003927959],"domain_scores_gemma":[0.98953325,0.0012263985,0.0020964404,0.0029465354,0.0020371145,0.0021602383],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0024822638,0.0016939995,0.0032565086,0.0005761587,0.0017045442,0.0001166049,0.0022173666,0.004461453,0.0038256198],"category_scores_gemma":[0.0013279596,0.0015395423,0.000435527,0.001244561,0.00040022776,0.0004245265,0.0013332033,0.0062730676,0.015076406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019125415,0.0001258123,0.0027782798,0.0031673873,0.000116855816,0.0001098848,0.0018151772,0.000004913852,3.053647e-7,0.0023119175,0.97650975,0.012868469],"study_design_scores_gemma":[0.0019221894,0.00028254028,0.0012190179,0.017037489,0.00021157031,0.000014288894,0.0016346473,0.000055074575,0.0000026216205,0.001845841,0.974421,0.0013537237],"about_ca_topic_score_codex":0.009374271,"about_ca_topic_score_gemma":0.006459699,"teacher_disagreement_score":0.025071017,"about_ca_system_score_codex":0.0028917002,"about_ca_system_score_gemma":0.007818204,"threshold_uncertainty_score":0.9995951},"labels":[],"label_agreement":null},{"id":"W4256566558","doi":"10.32920/ryerson.14646306","title":"Foreign trained doctors in Ontario: a review of the process, it's effectiveness, efficiency, and legitimacy","year":2021,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Legitimacy; Context (archaeology); Economic shortage; Racism; Process (computing); Political science; Public relations; Business; Psychology; Law; Computer science; Politics; Government (linguistics); History","score_opus":0.08423881279898937,"score_gpt":0.48199886971964323,"score_spread":0.39776005692065386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256566558","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004386971,0.9373027,0.0000057608404,0.00016272615,0.00035904846,0.009857006,0.00002385799,0.000037068807,0.052207932],"genre_scores_gemma":[0.000087107794,0.9949622,0.00005579075,0.0010136794,0.000048839607,0.0015522582,0.00006561973,0.00005469402,0.0021597943],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99256605,0.0031655878,0.002217696,0.0007127695,0.0005064564,0.00083146535],"domain_scores_gemma":[0.9954195,0.0022373784,0.0010814883,0.00077904953,0.000313311,0.00016928643],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002855978,0.0005942921,0.0039240643,0.00012592154,0.0003371098,0.000009042487,0.00059752114,0.000560367,0.0015609659],"category_scores_gemma":[0.0010972121,0.00034019907,0.00045718893,0.0013835904,0.00017202689,0.00009569807,0.0003342644,0.0018677745,0.000024054578],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007317884,0.000083977706,0.0018218171,0.9281924,0.000037161637,0.0000093927,0.00051665184,2.7529595e-7,8.547084e-9,0.0034758472,0.0025303068,0.06332489],"study_design_scores_gemma":[0.00021317007,0.000027529068,0.0001331846,0.48578668,0.00018658675,0.0000075290536,0.00021128035,6.671085e-7,5.4435212e-8,0.00010321645,0.51316506,0.00016505503],"about_ca_topic_score_codex":0.02973872,"about_ca_topic_score_gemma":0.07938836,"teacher_disagreement_score":0.5106347,"about_ca_system_score_codex":0.0010140564,"about_ca_system_score_gemma":0.008157743,"threshold_uncertainty_score":0.999905},"labels":[],"label_agreement":null},{"id":"W4256627854","doi":"10.31235/osf.io/b76sp","title":"Occupational Portrait of A Pandemic Workforce: Latin Americans in the Health and the Sales &amp;amp; Services Sectors of Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Workforce; Portrait; Latin Americans; Census; Ethnic group; Immigration; Population; Pandemic; Business; Health care; Medicine; Economic growth; Geography; Political science; Environmental health; Economics; Coronavirus disease 2019 (COVID-19)","score_opus":0.08886334786691628,"score_gpt":0.42748644466195357,"score_spread":0.33862309679503727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256627854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9825294,0.004500137,0.00008770208,0.006071958,0.00042432518,0.0021673567,0.0002861257,0.000029352947,0.0039036649],"genre_scores_gemma":[0.9853661,0.0018528998,0.0017480594,0.008766837,0.00010102023,0.00023981667,0.0007148469,0.00002802024,0.0011824185],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9938644,0.002296116,0.0018636471,0.00044602845,0.0008309059,0.00069888233],"domain_scores_gemma":[0.9938651,0.0030221413,0.0017763682,0.0008237698,0.0003169642,0.0001956675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024248888,0.00033371974,0.0011217515,0.000097690274,0.00038680393,0.000012183941,0.00061373296,0.0003044258,0.00040760584],"category_scores_gemma":[0.00025375801,0.00019499857,0.00010405377,0.00055654155,0.00029793527,0.00003732111,0.00049848435,0.001559642,0.000002163434],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003401746,0.00004837562,0.93650043,0.0044051725,0.000060090846,0.0000013079674,0.045882188,0.0006492224,0.0000013703344,0.0025824457,0.008926373,0.00060286716],"study_design_scores_gemma":[0.0022012554,0.000058251393,0.77110183,0.009497517,0.00006319985,0.0000076236547,0.17531067,0.0004283255,8.929376e-7,0.0023088318,0.03852692,0.0004946817],"about_ca_topic_score_codex":0.9433016,"about_ca_topic_score_gemma":0.99274486,"teacher_disagreement_score":0.16539858,"about_ca_system_score_codex":0.00041011133,"about_ca_system_score_gemma":0.013197363,"threshold_uncertainty_score":0.9923969},"labels":[],"label_agreement":null},{"id":"W4280500374","doi":"10.1080/22423982.2022.2076977","title":"To stay or not to stay: the role of sense of belonging in the retention of physicians in rural areas","year":2022,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Sense of community; Reciprocity (cultural anthropology); Workforce; Rural area; Public relations; Incentive; Call to action; Economic growth; Social connectedness; Medicine; Psychology; Sociology; Political science; Business; Social psychology; Marketing","score_opus":0.03393474246836744,"score_gpt":0.42611833154389867,"score_spread":0.39218358907553125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280500374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9759594,0.00040335255,0.00012232047,0.02161903,0.00071756734,0.00082269526,0.00018260881,0.000004200073,0.00016879626],"genre_scores_gemma":[0.993684,0.0001162959,0.0002382479,0.00569621,0.00017970853,0.000021498287,0.000008888953,0.000015840127,0.00003928708],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9944339,0.0017138203,0.0018844658,0.00012710613,0.001434157,0.00040657038],"domain_scores_gemma":[0.9965713,0.0008274035,0.001656989,0.00024935286,0.00059380126,0.00010115093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004801401,0.00012080483,0.00047044884,0.0005252704,0.00019329907,0.000005572231,0.00071278773,0.000048715374,0.0001208593],"category_scores_gemma":[0.0005046431,0.00008370036,0.000114309725,0.000717939,0.00003850667,0.00012536036,0.00017360377,0.0008744684,0.0000029969085],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010423431,0.0016796304,0.56134236,0.00078623195,0.00023724107,0.00013021227,0.30750832,0.013515293,0.01003264,0.026786191,0.0052449848,0.06231346],"study_design_scores_gemma":[0.0028908968,0.0021611408,0.69178236,0.004688924,0.000026425381,0.00011406337,0.26820046,0.0007261946,0.0007379675,0.004032326,0.02440917,0.00023005319],"about_ca_topic_score_codex":0.0060601668,"about_ca_topic_score_gemma":0.0024820715,"teacher_disagreement_score":0.13044001,"about_ca_system_score_codex":0.0008830818,"about_ca_system_score_gemma":0.0011123316,"threshold_uncertainty_score":0.91612},"labels":[],"label_agreement":null},{"id":"W4280533758","doi":"10.5334/ijic.icic21337","title":"Adaptive Strategies to Building a Sustainable Workforce: Health Care Support Worker (HCSW) and the Health Career Access Program (HCAP)","year":2022,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fraser Health","funders":"","keywords":"Workforce; Health care; Public relations; Business; Political science","score_opus":0.04169346143437473,"score_gpt":0.4562960195831929,"score_spread":0.41460255814881813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280533758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65451455,0.092837624,0.005930166,0.17980127,0.016591152,0.018796625,0.001508751,0.0006655422,0.02935429],"genre_scores_gemma":[0.98340344,0.00050054956,0.0019417478,0.011735689,0.0005374218,0.0005558639,0.00013886983,0.00006318382,0.0011232289],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9934294,0.0016699164,0.0017095454,0.00040980274,0.0015935267,0.0011877768],"domain_scores_gemma":[0.99214834,0.0004289411,0.0016094059,0.00030700566,0.0049304026,0.0005759138],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002157166,0.0003766108,0.0008045052,0.00054642675,0.0019907136,0.0002801985,0.0016419186,0.00012656227,0.00058390456],"category_scores_gemma":[0.00030121717,0.00026520778,0.0002162885,0.0009381513,0.00016649038,0.0005763998,0.00092579774,0.0024021887,0.000007743759],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0142356325,0.00027654262,0.028809479,0.0007951047,0.00087440974,0.0006712988,0.39562446,0.014944656,0.0000025626214,0.08197388,0.19600226,0.26578972],"study_design_scores_gemma":[0.0021273682,0.0014321835,0.00074855617,0.00089494535,0.000020791604,0.00009091625,0.6937254,0.000083522915,0.0000026463501,0.00063026376,0.30006465,0.00017874496],"about_ca_topic_score_codex":0.010660197,"about_ca_topic_score_gemma":0.001837107,"teacher_disagreement_score":0.32888886,"about_ca_system_score_codex":0.008344993,"about_ca_system_score_gemma":0.010882334,"threshold_uncertainty_score":0.99998003},"labels":[],"label_agreement":null},{"id":"W4280564563","doi":"10.22605/rrh7061","title":"Exploring rural medical education: a study of Canadian key informants","year":2022,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Northern Ontario Academic Medicine Association; University of Winnipeg; Lakehead University; Laurentian University","funders":"","keywords":"Thematic analysis; Medical education; Qualitative research; Health professionals; Rural health; Health care; Rural area; Psychology; Nursing; Medicine; Sociology; Political science","score_opus":0.1103403895480168,"score_gpt":0.4209570291525025,"score_spread":0.3106166396044857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280564563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9715351,0.0009669775,5.308213e-7,0.01907536,0.0017814322,0.0013087838,0.000016412487,0.00005013105,0.0052652666],"genre_scores_gemma":[0.98856103,0.0021722151,0.00010055366,0.007475941,0.0002577098,0.00006645896,0.000035914683,0.000016536404,0.0013136071],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99701846,0.0005730099,0.00083267584,0.0001525702,0.00061282795,0.00081048766],"domain_scores_gemma":[0.99806166,0.00009158303,0.00027087342,0.00025042068,0.00009015705,0.0012353249],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011311157,0.0001399096,0.00036821043,0.00041081163,0.0023319093,0.000004189741,0.00021801116,0.000064445434,0.00086143415],"category_scores_gemma":[0.00008709042,0.00012064597,0.000026314881,0.00076736923,0.000037193764,0.00014340397,0.00022362861,0.0008242813,0.000028567583],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022836777,0.0005031123,0.10963582,0.0015371428,0.000041534422,0.000018016271,0.16439554,0.000020057654,9.738847e-7,0.0034755932,0.042296268,0.67784756],"study_design_scores_gemma":[0.0015710152,0.0013043656,0.15628527,0.0010557596,0.0000094550805,0.000041447503,0.50616974,0.00043374847,2.3047994e-7,0.00021046915,0.33269286,0.00022560095],"about_ca_topic_score_codex":0.7957675,"about_ca_topic_score_gemma":0.39920774,"teacher_disagreement_score":0.67762196,"about_ca_system_score_codex":0.0005867911,"about_ca_system_score_gemma":0.0066590495,"threshold_uncertainty_score":0.9989723},"labels":[],"label_agreement":null},{"id":"W4281615502","doi":"10.12927/hcpol.2022.26826","title":"Propelled by the Pandemic: Responses and Shifts in Primary Healthcare Models for Indigenous Peoples","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Mount Royal University; Métis National Council; First Nations Health and Social Secretariat of Manitoba; University of Alberta; University of Calgary","funders":"","keywords":"Pandemic; Indigenous; Health care; Healthcare delivery; Economic growth; Coronavirus disease 2019 (COVID-19); Political science; Healthcare system; Public relations; Medicine; Economics; Infectious disease (medical specialty); Disease","score_opus":0.09493215067200085,"score_gpt":0.444098176282454,"score_spread":0.3491660256104532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281615502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8146241,0.02327069,0.000034872555,0.14932588,0.00042836793,0.009803426,0.0015510742,0.00026345422,0.00069817103],"genre_scores_gemma":[0.9382221,0.0042483523,0.0002751719,0.047194015,0.0004413822,0.0059716725,0.00024616154,0.0001102759,0.0032908432],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9913587,0.0038614552,0.0013157154,0.0007391488,0.00060262997,0.0021223354],"domain_scores_gemma":[0.99520725,0.002816626,0.0005079072,0.0007159127,0.00021907823,0.00053322985],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0030012932,0.00038054617,0.0007403981,0.00038530846,0.0046004322,0.000020731806,0.0005683823,0.000312173,0.000044470416],"category_scores_gemma":[0.00048248045,0.00030825322,0.00008529072,0.000985086,0.00013227214,0.00015759665,0.00060666853,0.001759928,0.000014226229],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0069506117,0.00041405676,0.39500725,0.012694915,0.00005280981,0.000024926807,0.43275532,0.00020847796,0.000060965183,0.044062633,0.042035144,0.06573288],"study_design_scores_gemma":[0.012328236,0.0043475456,0.16138643,0.002451975,0.00005986316,0.0001365523,0.23815268,0.001614374,0.0000083663535,0.075725816,0.5016561,0.0021320647],"about_ca_topic_score_codex":0.08593719,"about_ca_topic_score_gemma":0.03170863,"teacher_disagreement_score":0.45962095,"about_ca_system_score_codex":0.002817242,"about_ca_system_score_gemma":0.0074066417,"threshold_uncertainty_score":0.99993694},"labels":[],"label_agreement":null},{"id":"W4281641476","doi":"10.1177/08404704221095129","title":"The ethics of recruiting foreign-trained healthcare workers","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Credential; Workforce; Health care; Immigration; Business; Obligation; Public relations; Ethical code; Nursing; Political science; Medicine; Law","score_opus":0.09980011513216078,"score_gpt":0.4497575037054777,"score_spread":0.34995738857331693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281641476","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021724237,0.009700792,0.0004511166,0.8425907,0.005869078,0.012591419,0.0003073934,0.00081487495,0.10595037],"genre_scores_gemma":[0.952893,0.0016012331,0.0012806634,0.030200385,0.00021857693,0.002549382,0.00013859096,0.00011004451,0.011008107],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9892211,0.0040101777,0.0019518735,0.0006822573,0.001599601,0.002535002],"domain_scores_gemma":[0.9946321,0.002073549,0.0011787388,0.0012583584,0.00043094385,0.00042626445],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006820944,0.00037051164,0.00058590353,0.0002444842,0.012112418,0.00001996303,0.0010781023,0.0003883989,0.0004991471],"category_scores_gemma":[0.00028314535,0.00031943613,0.00020258252,0.0013373635,0.0001843205,0.00010220692,0.0016495595,0.0047996733,0.00006723837],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005700981,0.00007229506,0.100398324,0.004943457,0.00010251991,0.000036894027,0.008104371,0.000115215626,0.000001028453,0.7281787,0.09628651,0.061190628],"study_design_scores_gemma":[0.00080666796,0.00038292675,0.003732702,0.0007812949,0.000023233515,0.0000034345517,0.31273147,0.00016521353,0.0000017286267,0.020117166,0.6610091,0.00024506933],"about_ca_topic_score_codex":0.0056511094,"about_ca_topic_score_gemma":0.004916998,"teacher_disagreement_score":0.9311688,"about_ca_system_score_codex":0.0013985657,"about_ca_system_score_gemma":0.00078084023,"threshold_uncertainty_score":0.9999258},"labels":[],"label_agreement":null},{"id":"W4281655385","doi":"10.1097/naq.0000000000000538","title":"Nursing Leadership at Nation's Leading Public Health System Addressing Health Equity and Social Determinants of Health at the Administrative Level and at the Bedside","year":2022,"lang":"en","type":"article","venue":"Nursing Administration Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Health equity; Nursing; Disadvantaged; Health care; Excellence; Equity (law); Social determinants of health; Public health; Medicine; Public relations; Economic growth; Political science","score_opus":0.5360064340594444,"score_gpt":0.5250423279401106,"score_spread":0.010964106119333739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281655385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6812047,0.0061381073,0.00030669518,0.3050297,0.0015421673,0.0033486036,0.00067820476,0.00020076861,0.0015510974],"genre_scores_gemma":[0.99270225,0.000027464444,0.00018126503,0.0042489124,0.0002694445,0.00022875909,0.00026192566,0.0000640013,0.002015989],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98715866,0.0066461177,0.0022391058,0.00084027054,0.0013155837,0.0018002947],"domain_scores_gemma":[0.99427193,0.0012093731,0.0032921718,0.0005170791,0.00021756676,0.000491864],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0077454015,0.00045564654,0.0009942375,0.00018319687,0.023026189,0.00013010637,0.00039831433,0.00019852334,0.00011075801],"category_scores_gemma":[0.00009767853,0.00037672883,0.000111152134,0.0005148338,0.0010438436,0.00032913507,0.00020229389,0.0010149251,0.000014396082],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008652702,0.0004170126,0.013353233,0.004043714,0.000058406447,0.000009026472,0.49359787,0.000006930911,0.00012318775,0.013317041,0.035669185,0.43853912],"study_design_scores_gemma":[0.002967785,0.0071557183,0.05744667,0.0068186214,0.0000635106,0.0006364355,0.9094329,0.0013517173,0.00008593355,0.00086762785,0.01238741,0.00078566535],"about_ca_topic_score_codex":0.00070078345,"about_ca_topic_score_gemma":0.009359506,"teacher_disagreement_score":0.43775344,"about_ca_system_score_codex":0.011258454,"about_ca_system_score_gemma":0.0047271806,"threshold_uncertainty_score":0.99986845},"labels":[],"label_agreement":null},{"id":"W4281667883","doi":"10.1503/cmaj.1096001","title":"Ukraine crisis highlights inequities in refugee care","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Ukrainian; Political science; Refugee crisis; Economic growth; Development economics; Medicine; Law","score_opus":0.017586986932564143,"score_gpt":0.3609521025749401,"score_spread":0.34336511564237593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281667883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6698807,0.0030401098,0.000004878009,0.28303605,0.0070275147,0.00059932034,0.00021294135,0.00007735833,0.03612115],"genre_scores_gemma":[0.9424543,0.00030498765,0.000062606094,0.051673602,0.0020705874,0.00010041271,0.000053112453,0.000027140446,0.003253244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994219,0.001600605,0.00095293386,0.00018860247,0.0018638832,0.0011749545],"domain_scores_gemma":[0.9969595,0.00040348846,0.0003947965,0.00014004945,0.0004117798,0.0016904003],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032565005,0.00013275254,0.00033297823,0.00040664762,0.0023687382,0.000019863266,0.00040079525,0.00036625718,0.032123342],"category_scores_gemma":[0.001384039,0.00013190732,0.00006911285,0.0005932957,0.000018487395,0.00010984813,0.00009587955,0.0033099514,0.00026985104],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000017763568,0.000016811735,0.12939037,0.000047165504,0.000021963187,0.0005643806,0.015587527,0.000030156167,4.1008155e-7,0.0033963418,0.84773886,0.0031882573],"study_design_scores_gemma":[0.0008929913,0.000058643414,0.012583036,0.000115360686,0.0000064156784,0.00002884168,0.059968743,0.000028061588,2.8734098e-7,0.0003267876,0.9258713,0.00011953816],"about_ca_topic_score_codex":0.041288026,"about_ca_topic_score_gemma":0.3820684,"teacher_disagreement_score":0.34078035,"about_ca_system_score_codex":0.012352747,"about_ca_system_score_gemma":0.00843513,"threshold_uncertainty_score":0.99898946},"labels":[],"label_agreement":null},{"id":"W4281712081","doi":"10.3138/9781487531744-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","score_opus":0.04713409406644729,"score_gpt":0.3196441445528821,"score_spread":0.2725100504864348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281712081","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017531558,0.002816611,0.000015368338,0.00007305256,0.0008108809,0.0010105954,0.0003617707,0.00014595622,0.99474823],"genre_scores_gemma":[0.00008360228,0.000389697,0.00039297162,0.00032707385,0.00016356181,0.0000019367135,0.00007272769,0.000057440167,0.998511],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806446,0.00016954426,0.00039457137,0.00043247308,0.00045770552,0.00048124368],"domain_scores_gemma":[0.99803424,0.00018419267,0.0006672791,0.00073150365,0.00017201799,0.0002107657],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020286562,0.00031258268,0.0006474417,0.00002708424,0.0007969795,0.0000024919327,0.00069017155,0.0005458685,0.14916417],"category_scores_gemma":[0.0000066008834,0.00038928515,0.00021270501,6.8157277e-7,0.00015539625,0.00009991765,0.0009178235,0.0008349179,0.00039293463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030607294,0.000014179386,0.000042327378,0.00063376006,0.00015744501,0.000062742074,0.011257869,0.0000027637452,0.0000029651133,0.24057929,0.7431416,0.0037989651],"study_design_scores_gemma":[0.00060758786,0.000093399416,0.00003322557,0.0005354264,0.00012726245,7.8140573e-7,0.0005168975,0.000004853429,9.3433493e-7,0.00046900514,0.9973232,0.00028739954],"about_ca_topic_score_codex":0.25876775,"about_ca_topic_score_gemma":0.04881916,"teacher_disagreement_score":0.25418162,"about_ca_system_score_codex":0.0013657028,"about_ca_system_score_gemma":0.00027307795,"threshold_uncertainty_score":0.9998559},"labels":[],"label_agreement":null},{"id":"W4281752911","doi":"10.1177/00420980221087048","title":"Moving nurses to cities: On how migration industries feed into glocal urban assemblages in the care sector","year":2022,"lang":"en","type":"article","venue":"Urban Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Glocalization; Economic geography; Business; Urbanization; Economic growth; Regional science; Sociology; Geography; Globalization; Economics; Market economy","score_opus":0.07824317984407983,"score_gpt":0.4179512632775875,"score_spread":0.33970808343350767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281752911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602737,0.009563451,0.0000034870666,0.02314774,0.0019024652,0.001772644,0.000053993303,0.00015926336,0.003123266],"genre_scores_gemma":[0.986394,0.00010498491,0.000045305795,0.0051152464,0.0006178544,0.0016530809,0.000035361183,0.000031854524,0.006002303],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9964125,0.0012963292,0.0004620192,0.00042228415,0.00068121083,0.0007256604],"domain_scores_gemma":[0.99761665,0.0014503394,0.00019027134,0.00041525072,0.00023222066,0.00009527545],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000635047,0.00028959836,0.00045864494,0.00023039669,0.002960649,0.000034864224,0.00040610766,0.00012471226,0.0000776436],"category_scores_gemma":[0.00092261116,0.00021768085,0.00005489884,0.0009543391,0.000104484534,0.0001166212,0.00037424293,0.0010309711,0.00004365173],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000094831696,0.000035756224,0.17576423,0.00019121365,0.000028962924,0.000011764353,0.37962115,0.000097374075,0.000012011569,0.0013164344,0.44176292,0.0010633596],"study_design_scores_gemma":[0.00032667528,0.00040890815,0.024764767,0.00038456332,0.000016953236,5.4014043e-7,0.7090091,0.000009777354,0.000028396977,0.00013418795,0.26473752,0.00017860637],"about_ca_topic_score_codex":0.0017761983,"about_ca_topic_score_gemma":0.009942532,"teacher_disagreement_score":0.32938796,"about_ca_system_score_codex":0.001483227,"about_ca_system_score_gemma":0.00024111356,"threshold_uncertainty_score":0.9983374},"labels":[],"label_agreement":null},{"id":"W4281791383","doi":"10.21203/rs.3.rs-1618528/v1","title":"Counting what counts: A systematic scoping review of instruments used in primary healthcare services to measure the wellbeing of Indigenous children and youth","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Advance Queensland; National Health and Medical Research Council","keywords":"Indigenous; Mental health; Health care; Psychology; Nursing; Medicine; Medical education; Political science; Psychiatry","score_opus":0.10780168560433702,"score_gpt":0.4781972519369398,"score_spread":0.3703955663326028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281791383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.617271,0.35848033,9.5118804e-7,0.0008986768,0.00031876971,0.022294674,0.00029913013,0.00003185469,0.00040462488],"genre_scores_gemma":[0.86161643,0.13508862,0.00008260315,0.00101313,0.000101573445,0.0015550897,0.00040057275,0.00007298675,0.000068992944],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9896026,0.0051037846,0.0017029903,0.0005109235,0.0021935855,0.0008861149],"domain_scores_gemma":[0.9962674,0.0008377872,0.0009230716,0.0009509254,0.00084063126,0.0001802022],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012169126,0.00025071594,0.0012866005,0.00040598685,0.0007089774,0.0000423839,0.0008496184,0.00027906755,0.000106585154],"category_scores_gemma":[0.0005008998,0.00019599298,0.000078158766,0.00096257025,0.00007170114,0.00013732468,0.00221087,0.0023921186,0.00001713953],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002756245,0.000028413773,0.09694778,0.86295867,0.000031346295,0.0000014687405,0.03939905,0.000008791753,7.918841e-7,0.00004100574,0.000024636513,0.0005304849],"study_design_scores_gemma":[0.00021820079,0.00007989965,0.014173309,0.93627584,0.0000263791,9.676104e-7,0.04904018,0.000007200287,9.879134e-7,0.000043566495,0.000012626815,0.00012087082],"about_ca_topic_score_codex":0.009119235,"about_ca_topic_score_gemma":0.0016316142,"teacher_disagreement_score":0.24434544,"about_ca_system_score_codex":0.0011323531,"about_ca_system_score_gemma":0.002458912,"threshold_uncertainty_score":0.9999094},"labels":[],"label_agreement":null},{"id":"W4281961584","doi":"10.1111/1467-9566.13501","title":"Medical doctors in health reforms: A comparative study of England and Canada. By DenisJ. L., GermainS., RégisC., and VeronesiG., Bristol: Policy Press. pp. 237. £80 (hbk) £27.99 (ebk). ISBN: 978‐1447352150","year":2022,"lang":"en","type":"article","venue":"Sociology of Health & Illness","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Inclusion (mineral); Media studies; Social science; Computer science","score_opus":0.03583353490434311,"score_gpt":0.4087661003150796,"score_spread":0.3729325654107365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281961584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9294681,0.039983395,0.0000074728746,0.025484359,0.00084290537,0.0034659884,0.0005077594,0.000052544612,0.00018749112],"genre_scores_gemma":[0.9896692,0.0043247617,0.00003212609,0.004930288,0.0001384224,0.00048036134,0.00013955653,0.00004741009,0.00023787531],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9843764,0.008633148,0.0031666085,0.00087738264,0.0010781358,0.0018683283],"domain_scores_gemma":[0.9943031,0.0019361345,0.0020821071,0.000562101,0.0001991562,0.0009173794],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005735074,0.00048837106,0.0024527248,0.00022559971,0.0024631522,0.000004036556,0.0005627687,0.00044480915,0.00015798787],"category_scores_gemma":[0.00040383165,0.00044866494,0.00005269722,0.0004326476,0.0011810825,0.00011331868,0.00072482025,0.0022965039,0.0000015692834],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001279038,0.0013080421,0.5143653,0.004763387,0.0001714568,0.000042670614,0.35187054,0.000068397916,0.000003696605,0.0032777016,0.11928259,0.00356715],"study_design_scores_gemma":[0.0191666,0.0067073256,0.22526981,0.001117752,0.00004402986,0.000070794435,0.4555942,0.00017458352,0.000005761986,0.0017278192,0.28909892,0.0010224001],"about_ca_topic_score_codex":0.93518996,"about_ca_topic_score_gemma":0.722916,"teacher_disagreement_score":0.28909552,"about_ca_system_score_codex":0.002365447,"about_ca_system_score_gemma":0.011990212,"threshold_uncertainty_score":0.9997965},"labels":[],"label_agreement":null},{"id":"W4281998056","doi":"10.1111/inr.12773","title":"Nursing policy and practice in Mongolia: Issues and the way forward","year":2022,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nursing; Workforce; Nurse education; Government (linguistics); Nursing shortage; Work (physics); Medicine; Economic shortage; Political science","score_opus":0.04814601582840763,"score_gpt":0.5237889560659238,"score_spread":0.4756429402375162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281998056","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038176633,0.37641293,0.000020007985,0.5314941,0.0011639972,0.0014469591,0.000017342769,0.000045649136,0.08558135],"genre_scores_gemma":[0.48086214,0.4505551,0.0017680847,0.057510424,0.0012402281,0.0007665891,0.000041901665,0.000061032195,0.007194519],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968687,0.0015017122,0.00058513536,0.00025803596,0.00043690304,0.0003494609],"domain_scores_gemma":[0.9972082,0.002058598,0.00031304362,0.00019506259,0.00013826154,0.000086850545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023669181,0.00013417998,0.00033827475,0.00012012347,0.0007082168,0.000020181289,0.00024587524,0.000045876193,0.0002486214],"category_scores_gemma":[0.003885338,0.00010304712,0.000039713614,0.0003300661,0.0002227015,0.00020483922,0.00012971098,0.00064332015,0.000022410808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000673489,0.00023969628,0.002706002,0.0013570004,0.00005215304,0.000023664314,0.024541177,0.000020217756,0.000003991284,0.47415438,0.10754189,0.38868633],"study_design_scores_gemma":[0.0011075857,0.00004638831,0.002378097,0.030669425,0.000056503606,0.00016624952,0.0059422175,0.00030282463,3.6162842e-7,0.022128098,0.9370616,0.00014061262],"about_ca_topic_score_codex":0.0012345412,"about_ca_topic_score_gemma":0.000032629232,"teacher_disagreement_score":0.82951975,"about_ca_system_score_codex":0.00081870763,"about_ca_system_score_gemma":0.00014349657,"threshold_uncertainty_score":0.5447103},"labels":[],"label_agreement":null},{"id":"W4282580742","doi":"10.1186/s12960-022-00748-7","title":"Assessing the contribution of immigrants to Canada’s nursing and health care support occupations: a multi-scalar analysis","year":2022,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University; Balsillie School of International Affairs","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Health services research; Health administration; Nursing research; Social policy; Immigration; Public health; Nursing; Health informatics; Health economics; Health care; Quality of Life Research; Medicine; Political science; Economics; Economic growth","score_opus":0.0748692517264827,"score_gpt":0.5008132907338597,"score_spread":0.425944039007377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282580742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94035053,0.0060180277,0.0018321549,0.044533927,0.00041233288,0.005754505,0.00082770135,0.00009743536,0.0001733537],"genre_scores_gemma":[0.9841153,0.000034457087,0.00086304307,0.013662818,0.00009991718,0.0005005372,0.00046863616,0.000032344353,0.00022295075],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9948941,0.0014190176,0.0014004766,0.00048027543,0.0006484041,0.0011577471],"domain_scores_gemma":[0.9970866,0.00045214195,0.0011133595,0.00049597595,0.00034487763,0.00050704647],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029249159,0.00022135471,0.00080293964,0.0003255668,0.0093017,0.00002631798,0.00031136823,0.00007201459,0.00009088444],"category_scores_gemma":[0.00012408562,0.0001936128,0.00011945431,0.00097144087,0.00007824822,0.000062849285,0.00014317539,0.00054783263,0.0000010433399],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034690113,0.00034820233,0.5772242,0.0027570254,0.00037308695,0.000004360234,0.29237047,0.001924616,0.000020549001,0.0037017926,0.10349774,0.017431064],"study_design_scores_gemma":[0.0014406642,0.00069910294,0.634336,0.00058097334,0.00013413643,0.0000022650693,0.19426762,0.0006451138,0.000001878805,0.000053527016,0.16761653,0.00022220257],"about_ca_topic_score_codex":0.70156425,"about_ca_topic_score_gemma":0.9027469,"teacher_disagreement_score":0.20118265,"about_ca_system_score_codex":0.0036098172,"about_ca_system_score_gemma":0.004105427,"threshold_uncertainty_score":0.99198806},"labels":[],"label_agreement":null},{"id":"W4282581803","doi":"10.1503/cmaj.211128","title":"Antiracist practice for pediatric surgeons in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"BC Children's Hospital; Centre Hospitalier Universitaire Sainte-Justine; Alberta Children's Hospital; University of Manitoba; Montreal Children's Hospital; McGill University Health Centre; University of Calgary; Children's Hospital of Winnipeg; University of British Columbia","funders":"","keywords":"Indigenous; Key (lock); Medicine; Pediatrics; Computer science; Computer security; Biology; Ecology","score_opus":0.019919039572234443,"score_gpt":0.3691791724351855,"score_spread":0.34926013286295104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282581803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6303315,0.0011228673,0.000042640982,0.3319832,0.014475532,0.0015006219,0.0007328238,0.00003419314,0.0197766],"genre_scores_gemma":[0.9210902,0.00030853873,0.0001546463,0.07367759,0.0021821824,0.00020471484,0.000048706057,0.000030412666,0.0023030087],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945328,0.001430826,0.00090443954,0.00016995007,0.0017295987,0.0012323711],"domain_scores_gemma":[0.9942915,0.0027041794,0.00061516865,0.00010360347,0.0005343596,0.0017512199],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006468712,0.000105508676,0.000263013,0.00022112002,0.00225267,0.000013599246,0.0003138898,0.00018648787,0.010338403],"category_scores_gemma":[0.011233489,0.00011600397,0.000050535924,0.00065004453,0.000006728673,0.00012065496,0.00004510879,0.002730068,0.000046418925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000014998611,0.000013470735,0.46484882,0.00001689183,0.000008679071,0.00024695168,0.00033647122,0.000034448407,2.4579853e-8,0.00022491,0.53240764,0.0018466903],"study_design_scores_gemma":[0.0008762092,0.00003466451,0.04415429,0.00002428007,0.000013806386,0.000057789064,0.013450758,0.00024201356,2.7293483e-8,0.000096794494,0.940939,0.00011033588],"about_ca_topic_score_codex":0.98906183,"about_ca_topic_score_gemma":0.99933624,"teacher_disagreement_score":0.42069453,"about_ca_system_score_codex":0.023943065,"about_ca_system_score_gemma":0.09207612,"threshold_uncertainty_score":0.99957067},"labels":[],"label_agreement":null},{"id":"W4283163064","doi":"10.13162/hro-ors.v10i2.5109","title":"The Newfoundland and Labrador Health Accord","year":2022,"lang":"en","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Blueprint; Task force; Healthcare system; Task (project management); Political science; Public administration; Health care; Geography; Management; Engineering; Law; Economics","score_opus":0.055821965785906626,"score_gpt":0.4022548685531422,"score_spread":0.34643290276723554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283163064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91563183,0.038167678,0.00006839892,0.036701694,0.0018078291,0.0036550048,0.00029049808,0.00061855064,0.003058487],"genre_scores_gemma":[0.8349667,0.038276307,0.004211773,0.10420093,0.0011050728,0.0026048073,0.00040513772,0.00034297368,0.013886297],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98926663,0.0024248853,0.0023052364,0.00087865134,0.0009456982,0.0041788775],"domain_scores_gemma":[0.99456954,0.0010180605,0.0014113318,0.001286399,0.00024418347,0.0014705048],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0064988593,0.0006490723,0.0011241474,0.00014293953,0.022885729,0.00009998872,0.0011060542,0.00024786007,0.00039481762],"category_scores_gemma":[0.000211606,0.00047442925,0.0001931932,0.0012289518,0.00042497876,0.0006460727,0.0013487693,0.0024224555,0.000091131726],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063683075,0.00014389718,0.6735113,0.0026509722,0.00007605783,0.00002310635,0.015814343,0.000022014598,0.0000020928462,0.013165498,0.029856062,0.2640978],"study_design_scores_gemma":[0.0012971124,0.00078562397,0.42499533,0.0003957939,0.000009648031,0.000059899165,0.024514584,0.00049723993,4.2685022e-7,0.003625344,0.54348034,0.00033867577],"about_ca_topic_score_codex":0.077206545,"about_ca_topic_score_gemma":0.10397585,"teacher_disagreement_score":0.51362425,"about_ca_system_score_codex":0.014453391,"about_ca_system_score_gemma":0.0048159114,"threshold_uncertainty_score":0.999879},"labels":[],"label_agreement":null},{"id":"W4283397310","doi":"10.1177/08404704221093982","title":"Operationalizing integrated needs-based workforce planning at Nova Scotia Health in response to the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Izaak Walton Killam Health Centre; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Operationalization; Workforce; Pandemic; Workforce planning; Business; Psychological intervention; Nova scotia; Needs assessment; Coronavirus disease 2019 (COVID-19); Process management; Nursing; Medicine; Political science; Economic growth; Geography; Economics","score_opus":0.13855658778873758,"score_gpt":0.46790484399413357,"score_spread":0.329348256205396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283397310","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17664799,0.0032806827,0.0028705625,0.8014156,0.00241671,0.010405728,0.00030944322,0.00058981555,0.0020634301],"genre_scores_gemma":[0.61938864,0.00006309109,0.00079958246,0.3706689,0.0000860498,0.0012303925,0.00046814658,0.000073729134,0.0072215046],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98808086,0.006050885,0.0016791791,0.00080674863,0.0009875351,0.0023947908],"domain_scores_gemma":[0.9960334,0.0013687625,0.0005219169,0.0009991725,0.00012314446,0.0009536154],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009093474,0.0004308648,0.0006075095,0.001045109,0.005549915,0.00003694615,0.0009083901,0.00019996284,0.0015717209],"category_scores_gemma":[0.00039678297,0.00038044594,0.000099247765,0.0035103597,0.00006197685,0.00010707706,0.0013576653,0.0021511305,0.00043866993],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0050780363,0.00009182544,0.48124522,0.0009062913,0.000024325782,0.00006645378,0.013016439,0.085356824,0.0000033805936,0.009988154,0.39974153,0.0044815084],"study_design_scores_gemma":[0.0018758124,0.00043460156,0.011019931,0.00072477537,0.0000069943912,0.000009563573,0.067261755,0.0017136261,2.3967573e-7,0.00018646535,0.9164536,0.00031263803],"about_ca_topic_score_codex":0.01979803,"about_ca_topic_score_gemma":0.05095814,"teacher_disagreement_score":0.51671207,"about_ca_system_score_codex":0.013264395,"about_ca_system_score_gemma":0.0023393703,"threshold_uncertainty_score":0.99986476},"labels":[],"label_agreement":null},{"id":"W4283525227","doi":"10.1016/j.ijnsa.2022.100083","title":"Global migration and factors that support acculturation and retention of international nurses: A systematic review","year":2022,"lang":"en","type":"review","venue":"International Journal of Nursing Studies Advances","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Acculturation; Workforce; Preparedness; Nursing; Nursing research; Cultural diversity; MEDLINE; Psychology; Political science; Public relations; Medicine; Immigration; Psychological intervention","score_opus":0.2121632726249685,"score_gpt":0.5726660903802843,"score_spread":0.3605028177553158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283525227","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00024652417,0.98871374,0.00003413175,0.00079088705,0.008210347,0.001396374,0.00016467375,0.000016641894,0.00042666055],"genre_scores_gemma":[0.0004637473,0.99845225,0.00026004924,0.00011356589,0.0002726489,0.000084736734,0.00014098223,0.00001923507,0.00019281665],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99498165,0.0008038023,0.002517691,0.00028669002,0.001174887,0.00023529367],"domain_scores_gemma":[0.991699,0.0009780357,0.0059891734,0.00014340527,0.0010988617,0.000091529255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010604062,0.00036331837,0.0022260903,0.00025197066,0.00031003833,0.00002881621,0.000472227,0.00014047693,0.00008983908],"category_scores_gemma":[0.0016075409,0.00025300204,0.00031199056,0.00023171179,0.00017356614,0.0007086499,0.00014265225,0.0004568077,0.000001674787],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110423694,0.00017516883,0.0023167196,0.6543364,0.0029231312,0.000034102384,0.005786731,0.000004048418,2.395443e-7,0.0010200655,0.005417764,0.32787523],"study_design_scores_gemma":[0.00024189323,0.00015829141,0.00009151051,0.5835334,0.0017338363,0.00022343606,0.014299816,0.0000028749519,1.0440983e-7,0.00036299587,0.39919278,0.00015904944],"about_ca_topic_score_codex":0.000021353635,"about_ca_topic_score_gemma":0.000050892177,"teacher_disagreement_score":0.39377502,"about_ca_system_score_codex":0.0016293845,"about_ca_system_score_gemma":0.00022462186,"threshold_uncertainty_score":0.9999922},"labels":[],"label_agreement":null},{"id":"W4283641200","doi":"10.36834/cmej.73580","title":"A virtual rural medicine self learning module for preclerkship students","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Humanities; Psychology; Medicine; Art","score_opus":0.03228507805202222,"score_gpt":0.4512804859341663,"score_spread":0.41899540788214407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283641200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7567966,0.0017452952,0.00019827769,0.20774144,0.022035647,0.0021169004,0.000028781922,0.00014375192,0.009193337],"genre_scores_gemma":[0.90727204,0.000138404,0.00028449163,0.06999491,0.004892452,0.00064370397,0.000098513934,0.000048726142,0.016626751],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99543077,0.0011486999,0.00079403725,0.00020319596,0.0014244525,0.0009988172],"domain_scores_gemma":[0.9899468,0.00045438705,0.00032739792,0.00017299029,0.0004294607,0.008668955],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0039500305,0.00015432805,0.00028323155,0.00033940122,0.0046198177,0.000020138883,0.00070088205,0.00018688527,0.09407885],"category_scores_gemma":[0.012159417,0.0001448079,0.00006257646,0.00038266619,0.00007262515,0.00010577824,0.00008394054,0.0028388316,0.000103408594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056743895,0.00012544071,0.044158377,0.00006471546,0.00003962838,0.000013537541,0.017894305,0.000078575526,8.9203286e-7,0.0030440162,0.902121,0.032402787],"study_design_scores_gemma":[0.0013234826,0.00042541669,0.006642877,0.0004221959,0.000025121479,0.000115858136,0.0715225,0.00050861074,9.669029e-8,0.0007291971,0.91814727,0.00013739536],"about_ca_topic_score_codex":0.014461341,"about_ca_topic_score_gemma":0.012050074,"teacher_disagreement_score":0.15047547,"about_ca_system_score_codex":0.0027865516,"about_ca_system_score_gemma":0.0508436,"threshold_uncertainty_score":0.99946165},"labels":[],"label_agreement":null},{"id":"W4283645565","doi":"10.36834/cmej.74696","title":"Canadian fellowship experience: the different challenges and emotions faced by an International Medical Graduate and mitigation strategies","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Sinai Health System; Mount Sinai Hospital; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Subspecialty; Feeling; Context (archaeology); Medical education; Process (computing); Psychology; Adaptation (eye); Mental health; Health care; Public relations; Medicine; Political science; Social psychology; Computer science","score_opus":0.06172356074408368,"score_gpt":0.42777978071077727,"score_spread":0.3660562199666936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283645565","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67885834,0.0022062473,0.0000069942735,0.3120242,0.0028923703,0.0002898401,0.000046390676,0.000014772524,0.0036608658],"genre_scores_gemma":[0.96798956,0.0043490436,0.000021336993,0.025963504,0.0007370188,0.00018248448,0.00012276345,0.000016492157,0.0006177683],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99649554,0.0009866733,0.0004871538,0.00025508617,0.0011434654,0.0006320719],"domain_scores_gemma":[0.9891343,0.00018991723,0.00014845493,0.00017207298,0.00021279504,0.010142422],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014179671,0.00014985693,0.0001629055,0.00023155326,0.0034420923,0.000084684805,0.0004874461,0.00019584422,0.021667888],"category_scores_gemma":[0.0024381382,0.000118407785,0.000023873192,0.00012876795,0.00023993086,0.0002763155,0.00005665171,0.0018746859,0.000009796186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033483815,0.0002218011,0.029818075,0.00009988785,0.00008579824,0.00009452467,0.2024739,0.000010090162,0.0000073355345,0.052951798,0.37180924,0.34239405],"study_design_scores_gemma":[0.00045732394,0.00009127366,0.087206036,0.00021617634,0.000012023566,0.000390362,0.37653193,0.0008319456,2.6170818e-7,0.0035171423,0.53055924,0.00018624583],"about_ca_topic_score_codex":0.2983587,"about_ca_topic_score_gemma":0.8140978,"teacher_disagreement_score":0.51573914,"about_ca_system_score_codex":0.0013261954,"about_ca_system_score_gemma":0.037870567,"threshold_uncertainty_score":0.9978553},"labels":[],"label_agreement":null},{"id":"W4283773500","doi":"10.4103/cjrm.cjrm_4_22","title":"Rural research: Let's make it happen!","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science","score_opus":0.17408754129429066,"score_gpt":0.4923815623180712,"score_spread":0.3182940210237805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283773500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56333095,0.008920862,0.000009144447,0.36402857,0.007956898,0.0008770235,0.00006104662,0.000023431756,0.0547921],"genre_scores_gemma":[0.9666877,0.00019674435,0.000055815293,0.012385233,0.0024585708,0.000031376385,0.000021131316,0.000037374793,0.018126102],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408233,0.0017718967,0.0012095894,0.000117797885,0.0012250803,0.0015932852],"domain_scores_gemma":[0.9950141,0.00080113515,0.00049577415,0.0003538213,0.00083983736,0.002495338],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0059497613,0.00018011358,0.000561621,0.0008885763,0.0030901087,0.000009772781,0.0008245064,0.00011945583,0.0287727],"category_scores_gemma":[0.0014553476,0.00014514905,0.00008324577,0.0010172022,0.00041919947,0.00011250304,0.00010897622,0.0035993457,0.0002343187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012310148,0.000009054108,0.020935861,0.00008230516,0.000026383443,0.0006323107,0.011806841,0.0000280389,0.000051067753,0.0034522084,0.9548803,0.007972553],"study_design_scores_gemma":[0.0012998555,0.0009380278,0.0044739754,0.0013347244,0.000018977524,0.0002693319,0.18480153,0.000011952881,0.0000014262915,0.0018314029,0.8049121,0.00010672803],"about_ca_topic_score_codex":0.08899393,"about_ca_topic_score_gemma":0.10371633,"teacher_disagreement_score":0.40335673,"about_ca_system_score_codex":0.0021577107,"about_ca_system_score_gemma":0.005107666,"threshold_uncertainty_score":0.99869937},"labels":[],"label_agreement":null},{"id":"W4283811153","doi":"10.33151/ajp.19.978","title":"The Nature of Paramedic Practice in Rural and Remote Locations: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Australasian Journal of Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Rurality; Medicine; Scopus; Inclusion (mineral); Rural area; Health care; Inclusion and exclusion criteria; Nursing; Medical emergency; MEDLINE; Psychological intervention; Psychology; Alternative medicine; Political science","score_opus":0.0725254858949718,"score_gpt":0.5292638865441843,"score_spread":0.4567384006492125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283811153","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000082158185,0.9855848,0.0000060069237,0.008701199,0.0013744868,0.003225008,0.000008011175,0.000008979381,0.0010833092],"genre_scores_gemma":[0.00002239527,0.99702823,0.00062338455,0.0013877596,0.0005104514,0.000060318675,0.000019867088,0.000041994357,0.00030560067],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99050933,0.0032516515,0.0043833735,0.0002360944,0.0009438473,0.0006756875],"domain_scores_gemma":[0.9814675,0.010857034,0.0064426935,0.00055079936,0.00034546384,0.0003365535],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0074215746,0.00040026044,0.0030030392,0.00030407505,0.0004262084,0.000008244985,0.0006818868,0.00054812065,0.00032848952],"category_scores_gemma":[0.012881375,0.00023864905,0.00024924558,0.0011156966,0.0003258886,0.00018183459,0.00014257693,0.0073148846,0.000011590643],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037479953,0.00003130389,0.000026169837,0.13933063,0.00009785423,0.00014097874,0.0004091573,5.118438e-7,7.51134e-9,0.00015794089,0.007445324,0.85232264],"study_design_scores_gemma":[0.00029346996,0.00021065428,0.000008557808,0.47915348,0.0005545958,0.0005949327,0.0024815868,7.0899006e-7,5.389323e-9,0.00006901042,0.5165532,0.00007975969],"about_ca_topic_score_codex":0.00011484522,"about_ca_topic_score_gemma":0.00006520116,"teacher_disagreement_score":0.8522429,"about_ca_system_score_codex":0.00041451064,"about_ca_system_score_gemma":0.0031285074,"threshold_uncertainty_score":0.99543357},"labels":[],"label_agreement":null},{"id":"W4284879458","doi":"10.1111/ajr.12888","title":"Documenting surgical triage in rural surgical networks: Formalising existing structures","year":2022,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Triage; Referral; Thematic analysis; Medicine; Nursing; Rigour; Selection (genetic algorithm); Medical emergency; Qualitative research","score_opus":0.07326134552752789,"score_gpt":0.4591935837625823,"score_spread":0.3859322382350544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284879458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842411,0.002373928,0.000020748945,0.008137579,0.0031518638,0.00086039986,0.000023984729,0.00005954232,0.0011308056],"genre_scores_gemma":[0.9944022,0.00043192945,0.00058992323,0.000708136,0.0017252277,0.000023929193,0.000040778,0.000049933726,0.0020279053],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9891274,0.0035419692,0.0037182707,0.00022356075,0.0010756111,0.0023131869],"domain_scores_gemma":[0.99493986,0.0010114068,0.0027031181,0.00028685873,0.00019389603,0.0008648626],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007256858,0.00037319658,0.0012298148,0.00041897103,0.0023244582,0.000044806202,0.0006268129,0.00020232082,0.0022886682],"category_scores_gemma":[0.0001340266,0.00033036078,0.00028682526,0.0010242523,0.00009237026,0.00053449615,0.0003139863,0.0041056923,0.000011704685],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008129424,0.00052721426,0.6846037,0.0019096695,0.00020328363,0.0063311537,0.030254511,0.04747531,0.000016206068,0.020347279,0.080988735,0.119213514],"study_design_scores_gemma":[0.032696947,0.005041878,0.077954866,0.009638529,0.000101119374,0.00923004,0.35091805,0.0020561398,0.00001586674,0.006301451,0.50420284,0.0018422764],"about_ca_topic_score_codex":0.0022705616,"about_ca_topic_score_gemma":0.00019262971,"teacher_disagreement_score":0.6066488,"about_ca_system_score_codex":0.0019491615,"about_ca_system_score_gemma":0.00095005124,"threshold_uncertainty_score":0.9999148},"labels":[],"label_agreement":null},{"id":"W4285010406","doi":"10.22454/fammed.2022.837424","title":"Institutional Characteristics Influencing Medical Student Selection of Primary Care Careers: A Narrative Review and Synthesis","year":2022,"lang":"en","type":"review","venue":"Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Air Force; Augusta University; American Board of Family Medicine; U.S. Department of Health and Human Services; Health Resources and Services Administration; U.S. Department of Defense","keywords":"Specialty; Incentive; Primary care; Family medicine; Medicine; Nursing; Medical education; Psychology; Political science","score_opus":0.11959979002537942,"score_gpt":0.4891791559048852,"score_spread":0.3695793658795058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285010406","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021800201,0.9896654,0.0000054814786,0.00026425868,0.0011596339,0.0032870036,0.00021166401,0.00007578804,0.005112791],"genre_scores_gemma":[0.00007475901,0.99328256,0.00005974267,0.0034391035,0.00062736194,0.0014605301,0.0008702935,0.000049073507,0.00013656594],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928394,0.0019529813,0.0024369091,0.00057350943,0.0016572173,0.0005399725],"domain_scores_gemma":[0.9950305,0.0022395435,0.0014887998,0.0003775292,0.00044110036,0.00042250843],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020440759,0.00051958906,0.004142091,0.00026703838,0.00084522396,0.0000023368118,0.0004450661,0.00054598105,0.0021473106],"category_scores_gemma":[0.0029740287,0.00038484376,0.00015622581,0.00082000176,0.00034705127,0.00007000077,0.0004327919,0.0020945736,0.000019059655],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011982181,0.00003811459,0.00045234826,0.426956,0.00016154788,0.000030243074,0.0070947492,5.0342674e-8,1.0814278e-7,0.00010163839,0.005602783,0.55955046],"study_design_scores_gemma":[0.00024513586,0.00015487133,0.0006595776,0.31412905,0.0014341436,0.000023032131,0.008298003,4.3243583e-7,6.076362e-9,0.0000013406031,0.67487997,0.00017442464],"about_ca_topic_score_codex":0.0006033868,"about_ca_topic_score_gemma":0.000055745146,"teacher_disagreement_score":0.6692772,"about_ca_system_score_codex":0.0025668137,"about_ca_system_score_gemma":0.005201334,"threshold_uncertainty_score":0.99986035},"labels":[],"label_agreement":null},{"id":"W4285076423","doi":"10.1080/22423982.2022.2094532","title":"Breaking trail in the Northwest Territories: a qualitative study of Indigenous Peoples’ experiences on the pathway to becoming a physician","year":2022,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; Institute for Circumpolar Health Research; Research Canada; University of Saskatchewan; University of Alberta","funders":"Canadian Institutes of Health Research; Gordon Foundation","keywords":"Indigenous; Qualitative research; Geography; Circumpolar star; Medicine; Ethnology; History; Sociology; Anthropology; Ecology; Biology; Oceanography","score_opus":0.0713681372546452,"score_gpt":0.46695004563395653,"score_spread":0.39558190837931134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285076423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98576087,0.00023697008,0.00002740389,0.010534407,0.0018233599,0.0012865383,0.00011350111,0.000008396566,0.00020853759],"genre_scores_gemma":[0.98600936,0.000019971712,0.000034428005,0.013084243,0.00055172865,0.00026227845,0.000007835065,0.00001697638,0.000013177048],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99115515,0.004717894,0.0015989338,0.0001998159,0.0018476237,0.0004805654],"domain_scores_gemma":[0.99447304,0.0030640205,0.0016829926,0.00025465715,0.00038987724,0.00013539649],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006119502,0.00016743915,0.00044422023,0.00035271916,0.0013353134,0.000025013831,0.0014484877,0.000038037484,0.00009231621],"category_scores_gemma":[0.00048625265,0.000109316745,0.00009923878,0.00057985616,0.00005257231,0.00014984516,0.00014721515,0.0012697234,0.000004019653],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024861356,0.0008326945,0.021901557,0.000032985765,0.00004163585,0.000032479158,0.97261536,0.00016401861,0.000009951444,0.0019938636,0.00019856571,0.0019282801],"study_design_scores_gemma":[0.000813326,0.0019412031,0.030785173,0.00045508664,0.0000043985747,0.000019935671,0.9594061,0.000005788823,0.0000036756796,0.0003813543,0.0061011557,0.000082830615],"about_ca_topic_score_codex":0.02906621,"about_ca_topic_score_gemma":0.03600568,"teacher_disagreement_score":0.013209282,"about_ca_system_score_codex":0.0012563104,"about_ca_system_score_gemma":0.0019394663,"threshold_uncertainty_score":0.99996483},"labels":[],"label_agreement":null},{"id":"W4285292437","doi":"10.7202/1088300ar","title":"Higher Education Student Migration in Canada: Interprovincial Structure and the Influence of Student Mother Tongue","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Regional Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"First language; Higher education; Geography; Political science; Sociology; Demographic economics; Economic growth; Economics; Linguistics","score_opus":0.018774716871327292,"score_gpt":0.3672124086405471,"score_spread":0.3484376917692198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285292437","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862249,0.00074336474,4.6468662e-7,0.011579769,0.0009019014,0.00032000316,0.000012100086,7.4658004e-7,0.00021678122],"genre_scores_gemma":[0.99639744,0.000016194705,0.000030668445,0.0032200138,0.00009615433,0.00001226425,6.773318e-7,0.0000039378397,0.00022262828],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99813074,0.00028141122,0.00047374744,0.000120330325,0.00069290906,0.00030088754],"domain_scores_gemma":[0.9986395,0.0001387869,0.00044774613,0.00011917246,0.00033625195,0.00031852283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000009,0.00007098821,0.0001649096,0.00019413503,0.000663993,0.0000113361975,0.0005687966,0.000022631955,0.00022197144],"category_scores_gemma":[0.00006959579,0.000050275958,0.000017464166,0.0005243294,0.00035714387,0.00015040257,0.00006584712,0.00044902574,2.9304923e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005769729,0.000011087352,0.97003144,0.000017639824,0.0000047010867,0.00000973446,0.009762991,0.0039204364,0.000056703706,0.012136713,0.0033474735,0.00064340985],"study_design_scores_gemma":[0.00037061048,0.000045018005,0.97021997,0.00013817144,0.000004759246,0.000017993818,0.0118215615,0.00002064783,0.0000018489222,0.0006612706,0.01665031,0.000047855054],"about_ca_topic_score_codex":0.9618488,"about_ca_topic_score_gemma":0.9945422,"teacher_disagreement_score":0.038944032,"about_ca_system_score_codex":0.003609543,"about_ca_system_score_gemma":0.042553578,"threshold_uncertainty_score":0.96287423},"labels":[],"label_agreement":null},{"id":"W4285493644","doi":"10.21203/rs.3.rs-1812866/v1","title":"Diversity of the chiropractic profession in Canada: A cross-sectional survey of Canadian Chiropractic Association Members","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Ontario Institute of Technology; Université Laval","keywords":"Chiropractic; Diversity (politics); Cross-sectional study; Association (psychology); Medicine; Political science; Alternative medicine; Psychology; Law; Pathology","score_opus":0.23024335313555808,"score_gpt":0.5135804516478171,"score_spread":0.28333709851225897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285493644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98342615,0.0002551216,1.0268792e-7,0.0019311554,0.0025921098,0.003337022,0.0020488566,0.000012056196,0.006397448],"genre_scores_gemma":[0.9957154,0.00031113875,0.000016751204,0.000103172795,0.000082287275,0.00024421973,0.00034638285,0.000033839882,0.0031468552],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9806321,0.012029083,0.0012802817,0.0006143023,0.003972074,0.0014721608],"domain_scores_gemma":[0.98997575,0.0044970047,0.0016472196,0.00097272196,0.0024877186,0.00041957412],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.016727408,0.0002441156,0.00063766696,0.0010075491,0.0043109623,0.000012305597,0.00122159,0.00068243,0.003451589],"category_scores_gemma":[0.0148762325,0.00021404058,0.00011908322,0.0030166176,0.00011021248,0.0001307776,0.006939321,0.008659816,0.000011031081],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00020299974,0.00007437783,0.98837906,0.002013951,0.00004608037,0.000010560237,0.0025797472,0.0011796887,0.0000018027472,0.00008811535,0.0053865775,0.000037018348],"study_design_scores_gemma":[0.00044929708,0.000041029678,0.98825663,0.0010270333,0.00000765006,4.1110468e-7,0.00487036,0.00017848086,0.0000036115443,0.00015656359,0.0048725638,0.00013636907],"about_ca_topic_score_codex":0.9999359,"about_ca_topic_score_gemma":0.9999441,"teacher_disagreement_score":0.03003794,"about_ca_system_score_codex":0.039130986,"about_ca_system_score_gemma":0.069168925,"threshold_uncertainty_score":0.9974594},"labels":[],"label_agreement":null},{"id":"W4285726892","doi":"10.4324/9781003315124-3","title":"Analysing Health Professional Mobility from India to Canada","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Political science; Immigration; Pandemic; Geography; Economic growth; Development economics; Health care; Coronavirus disease 2019 (COVID-19); Medicine; Economics","score_opus":0.04819100749821995,"score_gpt":0.418903151933354,"score_spread":0.370712144435134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285726892","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002868483,0.001549267,0.000023214827,0.020138554,0.0071707913,0.004934901,0.0035084463,0.00030216345,0.9595042],"genre_scores_gemma":[0.008221167,0.0001359682,0.0011140973,0.06258335,0.00089475175,0.00031977033,0.0023472575,0.00014908398,0.92423457],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930534,0.00066280935,0.0020114235,0.001203863,0.0016241664,0.0014443644],"domain_scores_gemma":[0.9949141,0.0011320744,0.0010385907,0.0012766767,0.00027209925,0.0013664576],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012019727,0.00064065255,0.0014522319,0.00023165258,0.0026603309,0.000009680994,0.00067670096,0.0005624431,0.11803065],"category_scores_gemma":[0.00012507396,0.00059674756,0.00016352718,0.00019805318,0.000043872573,0.000057297602,0.0010483516,0.0033518518,0.00056258525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00016707335,0.000053642827,0.005279541,0.0006032362,0.0001644399,0.000051832787,0.0023631034,0.000044746663,6.5385507e-7,0.054527514,0.92783785,0.008906359],"study_design_scores_gemma":[0.00027616485,0.00008236262,0.0035140978,0.0011793649,0.00003308245,5.184716e-7,0.0020373526,0.000013322883,3.0637386e-7,0.0033338421,0.98904294,0.00048664957],"about_ca_topic_score_codex":0.96767956,"about_ca_topic_score_gemma":0.9806476,"teacher_disagreement_score":0.11746807,"about_ca_system_score_codex":0.009855615,"about_ca_system_score_gemma":0.02292889,"threshold_uncertainty_score":0.9996484},"labels":[],"label_agreement":null},{"id":"W4285732371","doi":"10.1503/cmaj.220274","title":"Who is Black? The urgency of accurately defining the Black population when conducting health research in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Black african; Key (lock); Population; Black male; Medicine; Computer science; Sociology; Environmental health; Gender studies; Ethnology; Computer security","score_opus":0.20818423043649018,"score_gpt":0.47085433184822145,"score_spread":0.2626701014117313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285732371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6057771,0.0007897407,0.0000020725467,0.38829097,0.0013188131,0.00059545523,0.00008903216,0.000005456394,0.0031313864],"genre_scores_gemma":[0.9632838,0.00021043065,0.000017948114,0.03531178,0.0005546858,0.000032797798,0.000019255527,0.000017846143,0.0005514907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98694324,0.006888857,0.0013866867,0.00018541527,0.0032131458,0.0013826207],"domain_scores_gemma":[0.9942364,0.00296708,0.00096688635,0.0002163975,0.0005872718,0.0010259508],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.022593588,0.000110441615,0.0003211568,0.00020243853,0.0041865115,0.000022516408,0.00064417557,0.00016019504,0.008494596],"category_scores_gemma":[0.0041786516,0.000079539415,0.000049137972,0.0010248686,0.00007007235,0.000097233176,0.00011905849,0.005369946,0.000036663736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000080731,0.0000057502557,0.44352576,0.000033543532,0.000016735386,0.000020320731,0.015528761,0.00016915264,9.9759596e-8,0.0019694027,0.53272474,0.005997642],"study_design_scores_gemma":[0.00072781334,0.00007178724,0.21497533,0.0005649141,0.0000070930796,0.000023127648,0.2238867,0.0023414465,4.3514353e-7,0.0030147799,0.5542441,0.0001424849],"about_ca_topic_score_codex":0.9901621,"about_ca_topic_score_gemma":0.99765277,"teacher_disagreement_score":0.3575067,"about_ca_system_score_codex":0.018043993,"about_ca_system_score_gemma":0.054356057,"threshold_uncertainty_score":0.9971099},"labels":[],"label_agreement":null},{"id":"W4285793624","doi":"10.38192/15.1.10","title":"Responding to Good Medical Practice Consultation 2022","year":2021,"lang":"en","type":"article","venue":"Sushruta Journal of Health Policy & Opinions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Workforce; Public relations; Health care; Stakeholder; Thematic analysis; Grassroots; Credential; Diversity (politics); Nursing; Political science; Medical education; Psychology; Medicine; Sociology; Qualitative research","score_opus":0.0652030133401127,"score_gpt":0.5533016360587473,"score_spread":0.4880986227186346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285793624","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015251619,0.0061759064,0.0016021683,0.94884014,0.0051876525,0.0010689005,0.00014604996,0.000081747334,0.021645809],"genre_scores_gemma":[0.43310997,0.01704482,0.03161626,0.48507854,0.014654314,0.00019351792,0.00028509073,0.00027628435,0.017741177],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98741835,0.005788694,0.0032098074,0.0003615792,0.0016712035,0.001550377],"domain_scores_gemma":[0.9846941,0.007813585,0.0021776457,0.00052902784,0.0025447365,0.002240891],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009066163,0.00026788443,0.00089218444,0.0012613444,0.001828957,0.000032128708,0.00050809473,0.00037313762,0.0014920882],"category_scores_gemma":[0.05214783,0.00025333004,0.00016735721,0.003776115,0.00008342717,0.0004505397,0.00029173298,0.0022499803,0.00045626154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009383939,0.00060323166,0.00467338,0.0010965602,0.0001957396,0.00044664295,0.032263458,0.00011543933,0.000074286734,0.40957132,0.5094117,0.040609863],"study_design_scores_gemma":[0.0019325276,0.000534021,0.0021653492,0.0028656556,0.00002147752,0.0005770429,0.026732493,0.000021642565,0.000011699531,0.00127359,0.96368206,0.00018244771],"about_ca_topic_score_codex":0.0016333422,"about_ca_topic_score_gemma":0.0004031699,"teacher_disagreement_score":0.4637616,"about_ca_system_score_codex":0.0017146494,"about_ca_system_score_gemma":0.029358614,"threshold_uncertainty_score":0.9999919},"labels":[],"label_agreement":null},{"id":"W4286208328","doi":"10.1708/3855.38384","title":"Mobility trends in Psychiatry trainees: an Italian perspective","year":2022,"lang":"en","type":"article","venue":"Rivista di psichiatria","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Quarter (Canadian coin); Work (physics); Brain drain; Psychology; Perspective (graphical); Psychiatry; Medicine; Political science; Demographic economics; Geography; Law","score_opus":0.03705655387175529,"score_gpt":0.43186461115793306,"score_spread":0.3948080572861778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286208328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9499148,0.0009029924,0.000020452644,0.0072263726,0.0041820095,0.0012024973,0.0004348435,0.00037433434,0.035741683],"genre_scores_gemma":[0.992267,0.000011648908,0.00070391304,0.0014736878,0.0007509337,0.0005357964,0.00021598377,0.000073547206,0.003967489],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9939305,0.0021819333,0.0010758942,0.0009154802,0.00060672435,0.0012894196],"domain_scores_gemma":[0.9978452,0.00021735269,0.0003679415,0.0010121,0.00012442205,0.00043298386],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018566549,0.00036411226,0.00059729343,0.0004993922,0.0017067629,0.000020830854,0.00065644854,0.00018620929,0.005654247],"category_scores_gemma":[0.00011596177,0.00038153207,0.00019468258,0.0019035771,0.00009351328,0.00026229257,0.0003114921,0.00176474,0.00011804306],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008378095,0.0019425466,0.6785122,0.00021390153,0.000046877143,0.00002190614,0.04624622,0.00046541,0.000011914046,0.21365346,0.055614397,0.002433334],"study_design_scores_gemma":[0.0047579394,0.0012056051,0.62281364,0.000113783986,0.00006474904,0.000006605962,0.2580754,0.0010319588,5.5642977e-7,0.030452041,0.0806557,0.00082203915],"about_ca_topic_score_codex":0.0059208223,"about_ca_topic_score_gemma":0.0123176295,"teacher_disagreement_score":0.21182917,"about_ca_system_score_codex":0.0020026348,"about_ca_system_score_gemma":0.00085079134,"threshold_uncertainty_score":0.9998637},"labels":[],"label_agreement":null},{"id":"W4287248266","doi":"","title":"The experiences of rural British Columbians accessing surgical and obstetrical care","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Medicine","score_opus":0.23814609686508637,"score_gpt":0.6159004655495556,"score_spread":0.3777543686844692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287248266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77454346,0.21611017,0.000004697719,0.00024785628,0.0014213949,0.0005329795,0.000029178484,0.000028664374,0.00708162],"genre_scores_gemma":[0.9569038,0.040934287,0.00010544362,0.00021807516,0.00025047836,0.000107764376,0.000012542458,0.00003730784,0.0014302896],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99477327,0.0013995339,0.0016356228,0.00038358525,0.0009640613,0.0008438994],"domain_scores_gemma":[0.99386466,0.0029599408,0.0010981526,0.00048599084,0.0011090338,0.00048221683],"candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000965722,0.00024829962,0.0009723889,0.00016668184,0.002259588,0.0010511022,0.0019286784,0.00026143366,0.0070296573],"category_scores_gemma":[0.0012696824,0.00022370384,0.00016142674,0.0014744776,0.000501113,0.0013005456,0.0017467948,0.0008840509,0.000006912464],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017640518,0.0001240173,0.8769088,0.00055008376,0.00007663583,0.00026342823,0.022928303,0.0000088944735,0.00049574,0.00016173403,0.030420866,0.06788509],"study_design_scores_gemma":[0.0013726297,0.000024434865,0.5737212,0.0049510016,0.00007094544,0.000105700776,0.32904556,0.000032257714,0.0008093318,0.0012044822,0.08818918,0.00047331784],"about_ca_topic_score_codex":0.0058232695,"about_ca_topic_score_gemma":0.0020491309,"teacher_disagreement_score":0.30611727,"about_ca_system_score_codex":0.00019852401,"about_ca_system_score_gemma":0.0007693187,"threshold_uncertainty_score":0.9999859},"labels":[],"label_agreement":null},{"id":"W4287654762","doi":"10.1176/appi.pn.2022.08.8.26","title":"APA Foundation Announces Winners of Awards for Advancing Minority Mental Health","year":2022,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Foundation (evidence); Mental health; Psychology; Engineering ethics; Political science; Engineering; Medicine; Psychiatry; Law","score_opus":0.03265889869033674,"score_gpt":0.4289711365143207,"score_spread":0.39631223782398395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287654762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80723655,0.011903049,0.0034224351,0.089497015,0.032919586,0.014015806,0.0014205828,0.00052236667,0.039062604],"genre_scores_gemma":[0.9102366,0.0014896919,0.056142975,0.017828243,0.003103018,0.002248918,0.0014270507,0.000110057124,0.0074134693],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99668926,0.0006075607,0.0010201803,0.00037768998,0.0004887548,0.0008165283],"domain_scores_gemma":[0.9981855,0.00028071227,0.00087961217,0.00032595397,0.00012243385,0.00020575765],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016046053,0.00017393149,0.00041777655,0.00019186939,0.0023800903,0.0000047529516,0.0002561919,0.00006537643,0.00056561583],"category_scores_gemma":[0.000087369364,0.00017878127,0.00011887134,0.0007708165,0.0000356915,0.00013698246,0.00012955711,0.00040509715,0.0000279217],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058227754,0.00029612062,0.19377115,0.001563626,0.000030497999,2.5484283e-7,0.0066577373,0.0001788931,0.000024198525,0.00618747,0.75884885,0.03185895],"study_design_scores_gemma":[0.0017751752,0.00079914246,0.0032061283,0.000054652763,0.000018092553,0.0000018694722,0.021910546,0.0005488532,0.0000016032778,0.0029531294,0.9685477,0.000183125],"about_ca_topic_score_codex":0.0061753388,"about_ca_topic_score_gemma":0.0022575364,"teacher_disagreement_score":0.20969887,"about_ca_system_score_codex":0.00091662095,"about_ca_system_score_gemma":0.0011537377,"threshold_uncertainty_score":0.99891865},"labels":[],"label_agreement":null},{"id":"W4288451880","doi":"10.3138/ptc-2020-0111","title":"Signs of Inequitable Access: Users of Private Physiotherapy Services Do Not Reflect the Urban Population in Winnipeg, Manitoba","year":2022,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Population; Census; Inequality; Gerontology; Medicine; Demography; Health care; Cohort; Geography; Political science; Sociology","score_opus":0.033125740179467414,"score_gpt":0.40573467287545206,"score_spread":0.37260893269598466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288451880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99469924,0.0008807866,0.000004608587,0.0015623136,0.0006040574,0.0014352005,0.00014880113,0.000034345663,0.00063063286],"genre_scores_gemma":[0.99368834,0.0002195326,0.00006511844,0.00517514,0.00017226467,0.0002492416,0.00006063899,0.00006411437,0.00030561772],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99626595,0.0008312763,0.00095472706,0.00036183794,0.00088192424,0.0007043089],"domain_scores_gemma":[0.9977899,0.00039359313,0.00087941583,0.00071804406,0.00012751759,0.000091521004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053723686,0.00025840887,0.00057930575,0.00016178499,0.00070239167,0.000011458749,0.0009920998,0.0000729947,0.0008650114],"category_scores_gemma":[0.000010029619,0.0002122191,0.000073458636,0.0013453843,0.000043569216,0.00023939766,0.0002083595,0.0005094044,0.000001493985],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021855119,0.00041259936,0.857276,0.0030019667,0.00020182152,0.000007678576,0.0119943,0.016919179,0.078231804,0.0046892106,0.021402773,0.0036771095],"study_design_scores_gemma":[0.0072913496,0.0012978058,0.70611,0.0022888808,0.000050281466,0.0000015969387,0.032184534,0.0029197037,0.0075553786,0.0059342696,0.23299712,0.0013690861],"about_ca_topic_score_codex":0.945412,"about_ca_topic_score_gemma":0.8521287,"teacher_disagreement_score":0.21159434,"about_ca_system_score_codex":0.0012514803,"about_ca_system_score_gemma":0.0008672165,"threshold_uncertainty_score":0.94712687},"labels":[],"label_agreement":null},{"id":"W4289344807","doi":"10.1136/bmj.o1917","title":"Covid-19: Ontario hospitals close wards as nursing shortage bites","year":2022,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Economic shortage; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Medicine; Nursing; Nursing shortage; Skilled Nursing Facility; Pandemic; Family medicine; Virology; Outbreak; Nurse education; Infectious disease (medical specialty)","score_opus":0.05934311494412065,"score_gpt":0.4841711580587503,"score_spread":0.4248280431146296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289344807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78788114,0.00083942397,0.000030052528,0.040900294,0.0033554542,0.0030375107,0.00009160991,0.00043187206,0.16343266],"genre_scores_gemma":[0.8644865,0.000028582139,0.0009989103,0.038025722,0.00073546206,0.0011928182,0.00015522403,0.000067991285,0.09430877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959206,0.00088616094,0.000886711,0.00049313554,0.00073528336,0.0010780965],"domain_scores_gemma":[0.9973633,0.00056723546,0.00035515908,0.0006839833,0.00008898172,0.0009412822],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018438871,0.00023576365,0.0004196847,0.00014673846,0.0030178735,0.000014783283,0.00042070053,0.00017198129,0.032586392],"category_scores_gemma":[0.0010312207,0.0002413412,0.000117931464,0.00041069058,0.00008480431,0.000115917595,0.00032042604,0.0012217396,0.0011075966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001805672,0.00013189322,0.20593476,0.00017328805,0.00002188744,0.0001506983,0.037121292,0.00012362532,0.000014368388,0.012452417,0.74209446,0.0016007227],"study_design_scores_gemma":[0.0007265836,0.0003062842,0.01912902,0.00023548535,0.00002749479,0.000020110414,0.021155255,0.000035790126,0.000006850034,0.008017025,0.95004046,0.0002996599],"about_ca_topic_score_codex":0.08270099,"about_ca_topic_score_gemma":0.026304457,"teacher_disagreement_score":0.20794597,"about_ca_system_score_codex":0.0053356267,"about_ca_system_score_gemma":0.005952915,"threshold_uncertainty_score":0.9996824},"labels":[],"label_agreement":null},{"id":"W4289654023","doi":"10.21203/rs.3.rs-1374029/v1","title":"Women's Participation in the Health Workforce in Fragile and Conflict-Affected Countries: Application of a Gender Analysis Framework","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Gender analysis; Political science; Psychology; Sociology; Gender studies; Law","score_opus":0.15367612452137175,"score_gpt":0.5609492258998683,"score_spread":0.40727310137849654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289654023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98126805,0.0042703715,0.0010737337,0.0038700458,0.000109768254,0.00799238,0.00023848258,0.00005775531,0.0011194337],"genre_scores_gemma":[0.9838293,0.0028337205,0.00019615343,0.0008786916,0.00009277087,0.01155692,0.00044865574,0.00003345242,0.00013030467],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98467994,0.009769636,0.0014327278,0.00078868325,0.0017412854,0.0015877201],"domain_scores_gemma":[0.99212354,0.005201722,0.0006627053,0.0012667639,0.00047921718,0.00026604053],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0144369155,0.00026554536,0.0009630945,0.0012915218,0.0007882485,0.000034059583,0.0006445899,0.0006199629,0.0008900485],"category_scores_gemma":[0.0013260515,0.00022729769,0.000086310436,0.0049425345,0.00020754964,0.00006501733,0.00092554267,0.0053087194,0.000022029497],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039352613,0.00034187114,0.75946057,0.006740725,0.00010017166,0.0000069260072,0.21028571,0.005683176,9.3545276e-7,0.013879533,0.0009350572,0.002171809],"study_design_scores_gemma":[0.0007322224,0.0003364192,0.8372559,0.0019715335,0.00003483787,1.9373374e-7,0.10401672,0.009991854,5.7526114e-7,0.008466773,0.036930375,0.0002625721],"about_ca_topic_score_codex":0.011113483,"about_ca_topic_score_gemma":0.00376486,"teacher_disagreement_score":0.10626898,"about_ca_system_score_codex":0.002482229,"about_ca_system_score_gemma":0.0014096659,"threshold_uncertainty_score":0.9969861},"labels":[],"label_agreement":null},{"id":"W4289667712","doi":"10.2196/preprints.41485","title":"Addressing the Shortage of Health Professionals in Official Language Minority Communities to Strengthen Retention Strategies for the Benefit of New Brunswick Francophone and Acadian Communities: Protocol for a Mixed Methods Design (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vitalité Health Network; Université du Québec en Outaouais; Université de Moncton","funders":"","keywords":"Health care; Work (physics); Quality (philosophy); Business; Public relations; Protocol (science); Economic shortage; Nursing; Psychology; Medicine; Political science; Government (linguistics); Engineering","score_opus":0.3735590013933056,"score_gpt":0.5511699942491332,"score_spread":0.17761099285582754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289667712","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16413663,0.0017209235,0.09887025,0.007959628,0.0014370013,0.7238068,0.0010217092,0.00017792998,0.0008691101],"genre_scores_gemma":[0.23841517,0.000113906994,0.14879319,0.00250565,0.00040392703,0.60715085,0.00041473153,0.00014759807,0.0020549686],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98715985,0.008259489,0.002731643,0.0004092288,0.000514588,0.0009252216],"domain_scores_gemma":[0.9811094,0.014639797,0.0020504633,0.0015755661,0.00043841248,0.00018636075],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014981384,0.00051328476,0.0014975771,0.00030068675,0.0022276242,0.000047968155,0.0015239024,0.0005625318,0.00060056354],"category_scores_gemma":[0.00043575765,0.00034914122,0.00023462814,0.00041383697,0.00025737283,0.00012310357,0.0021250588,0.002459293,6.5323655e-7],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0049836147,0.00066978106,0.006545814,0.03571289,0.00030502217,5.6370635e-7,0.80015945,0.018363139,0.000044925935,0.018346252,0.020591557,0.094276965],"study_design_scores_gemma":[0.0021761467,0.00063242676,0.013351881,0.008267941,0.000046028723,5.736526e-7,0.95557547,0.0061953315,0.00007743631,0.0068340655,0.006488205,0.00035452232],"about_ca_topic_score_codex":0.22681282,"about_ca_topic_score_gemma":0.20103563,"teacher_disagreement_score":0.15541597,"about_ca_system_score_codex":0.0003924304,"about_ca_system_score_gemma":0.0072295284,"threshold_uncertainty_score":0.99989605},"labels":[],"label_agreement":null},{"id":"W4289868900","doi":"10.1177/17151635221115411","title":"Geographic distribution of Ontario pharmacists: A focus on rural and northern communities","year":2022,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Rural area; Distribution (mathematics); Pharmacy; Geography; Pharmacist; Medicine; Population; Health care; Family medicine; Socioeconomics; Nursing; Environmental health; Economic growth; Sociology","score_opus":0.040784035507447414,"score_gpt":0.3317286296868483,"score_spread":0.2909445941794009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289868900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894764,0.0013050418,0.000008385635,0.00026264784,0.00258321,0.00081543374,0.0027598948,0.000037526785,0.0027515015],"genre_scores_gemma":[0.9933255,0.0019789436,0.000017961005,0.0025631797,0.0003695635,0.00012511999,0.00029493828,0.00006086568,0.0012639601],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99497265,0.0011705738,0.0011576496,0.0002903805,0.0007861426,0.0016226311],"domain_scores_gemma":[0.9957574,0.00037791798,0.00071311224,0.00036369378,0.0006618422,0.0021260465],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012991842,0.0004467173,0.0006125462,0.0004218512,0.006089805,0.000046525092,0.000803928,0.00008187257,0.003988148],"category_scores_gemma":[0.00007010416,0.0004909014,0.00015461438,0.0007332544,0.00032655054,0.0002414838,0.00020629319,0.0029370398,0.000009106379],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0023484079,0.0003553444,0.7157529,0.0013547912,0.00077304157,0.028410386,0.06725871,0.0048857494,0.00026853764,0.0012466966,0.096425764,0.08091966],"study_design_scores_gemma":[0.012062981,0.0008303132,0.0031800657,0.00042336716,0.0005326402,0.19293785,0.004704548,0.0020832315,0.00022134196,0.0014433844,0.7794341,0.0021462003],"about_ca_topic_score_codex":0.8316371,"about_ca_topic_score_gemma":0.961043,"teacher_disagreement_score":0.7125729,"about_ca_system_score_codex":0.014756186,"about_ca_system_score_gemma":0.012045059,"threshold_uncertainty_score":0.99975425},"labels":[],"label_agreement":null},{"id":"W4289878584","doi":"10.47678/cjhe.v52i2.189427","title":"Training and Employment of Classic and Semi-Professions: Intensifying versus Accommodating Logics","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Guelph; University of Toronto; Western University","funders":"","keywords":"Earnings; Graduation (instrument); Pharmacy; Demographics; Bivariate analysis; Work (physics); Medical education; Psychology; Public relations; Sociology; Labour economics; Accounting; Political science; Economics; Medicine; Law; Statistics; Demography","score_opus":0.1685115687262627,"score_gpt":0.4552530975153648,"score_spread":0.2867415287891021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289878584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97803223,0.00817033,0.000006508493,0.0060252864,0.0052335192,0.00025726497,0.000012619114,0.0000063067064,0.002255923],"genre_scores_gemma":[0.9958976,0.00005903521,0.0006816709,0.0014745885,0.00026399703,0.000021047545,0.000008428943,0.000015139968,0.0015785025],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99839807,0.0003869823,0.00059240987,0.000113343,0.00016399063,0.00034519902],"domain_scores_gemma":[0.99816716,0.00037089136,0.00062443205,0.000116480245,0.000251428,0.0004696298],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068727665,0.00009442484,0.00024117714,0.00024794223,0.0010214131,0.000009489207,0.00012523837,0.000071316455,0.0005556945],"category_scores_gemma":[0.00018335815,0.00009086613,0.000024763378,0.00021651662,0.000063790845,0.00012739099,0.000052704378,0.0007056154,0.0000012070049],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030080113,0.00010258527,0.63026583,0.00063703227,0.00012444287,0.000030081499,0.120022826,0.00014172053,0.00028841983,0.014377722,0.11908451,0.114624016],"study_design_scores_gemma":[0.0014699368,0.0005458561,0.13050331,0.0017325958,0.00009102617,0.00005448173,0.33940843,0.000051592473,0.000008297678,0.0028458938,0.52305305,0.00023552174],"about_ca_topic_score_codex":0.0039057224,"about_ca_topic_score_gemma":0.003631538,"teacher_disagreement_score":0.49976254,"about_ca_system_score_codex":0.00062263047,"about_ca_system_score_gemma":0.003645109,"threshold_uncertainty_score":0.7855987},"labels":[],"label_agreement":null},{"id":"W4290642745","doi":"10.1211/pj.2022.1.152346","title":"Nearly a quarter of pharmacists aged over 55 years plan to retire within the next year, survey suggests","year":2022,"lang":"en","type":"article","venue":"Pharmaceutical journal/The pharmaceutical journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Salary; Family medicine; Medicine; Psychology; Medical education; Geography; Political science","score_opus":0.17105530893416582,"score_gpt":0.4861639630891681,"score_spread":0.3151086541550023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4290642745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95800287,0.003382528,0.00034141645,0.023367982,0.009638089,0.0026554593,0.00032575795,0.00015291033,0.002133016],"genre_scores_gemma":[0.9724358,0.0009904762,0.0002963809,0.022592034,0.0020347412,0.00012845905,0.000017042466,0.00016306147,0.0013420115],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9743592,0.015060166,0.0035358348,0.0006847124,0.003614069,0.0027459858],"domain_scores_gemma":[0.98892355,0.0048203147,0.0016481417,0.000821093,0.0007613264,0.003025583],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.021417404,0.0007442201,0.0011216913,0.000422468,0.005704804,0.00034543235,0.0031433012,0.0002880303,0.017639294],"category_scores_gemma":[0.0011410553,0.00049685186,0.0006116954,0.0019020814,0.0006551366,0.00050709513,0.001323693,0.015741894,0.0008894167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.014064367,0.0012861465,0.14452177,0.00035810831,0.0011591174,0.0020755203,0.025041454,0.0026046906,0.0038852205,0.0015295201,0.7928685,0.010605584],"study_design_scores_gemma":[0.020288788,0.0014423061,0.11105698,0.0009990168,0.0013340405,0.009153765,0.019351454,0.010437724,0.0005637343,0.003653415,0.81962776,0.0020910322],"about_ca_topic_score_codex":0.00010619181,"about_ca_topic_score_gemma":0.000047995843,"teacher_disagreement_score":0.033464786,"about_ca_system_score_codex":0.0011998105,"about_ca_system_score_gemma":0.0014452705,"threshold_uncertainty_score":0.9998885},"labels":[],"label_agreement":null},{"id":"W4291235217","doi":"","title":"Court sets aside immigration employment authorization containing HIV-related job restrictions.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aside; Immigration; Refugee; Residence; Authorization; Law; Set-aside; Political science; Human immunodeficiency virus (HIV); Constitution; Order (exchange); Business; Medicine; Economics; Demographic economics; Family medicine; Computer security; Finance; Computer science","score_opus":0.04929673182791673,"score_gpt":0.36538962447679346,"score_spread":0.31609289264887674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291235217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86055636,0.00072741887,0.0023620713,0.011254301,0.0052719368,0.0074769296,0.00005264956,0.0011134186,0.111184895],"genre_scores_gemma":[0.9838112,0.0001328345,0.00040806702,0.0007324712,0.00012569063,0.0033308633,0.000118785596,0.000042632284,0.011297445],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99628025,0.0010081249,0.00093211787,0.0003795666,0.0003918622,0.0010080715],"domain_scores_gemma":[0.9983098,0.00034087378,0.00039214126,0.00032438253,0.00027574564,0.00035706407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014933544,0.00020753307,0.00028038336,0.00018085839,0.0011407455,0.000022028942,0.000120143704,0.00034957792,0.00027072206],"category_scores_gemma":[0.0006209494,0.00020477886,0.000056536275,0.0006979724,0.000034420245,0.00024107483,0.000034804176,0.00057204964,0.00039816854],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013093957,0.00011039376,0.80453223,0.00009907286,0.000068322974,0.000013567742,0.0034298403,0.00021556306,0.000012639278,0.093989104,0.07491278,0.022485577],"study_design_scores_gemma":[0.0014848879,0.00004992794,0.84967715,0.00015496419,0.000057568763,0.0000115696785,0.00635373,0.00033033238,0.000029046163,0.0024595717,0.13909094,0.00030031745],"about_ca_topic_score_codex":0.00072985044,"about_ca_topic_score_gemma":0.00041700617,"teacher_disagreement_score":0.12325483,"about_ca_system_score_codex":0.0012392761,"about_ca_system_score_gemma":0.00023562199,"threshold_uncertainty_score":0.8773807},"labels":[],"label_agreement":null},{"id":"W4291261002","doi":"","title":"COLLEGE of Physicians and Surgeons of Manitoba.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Medical education","score_opus":0.04304581606438699,"score_gpt":0.34241701020482546,"score_spread":0.29937119414043845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291261002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98255014,0.0003277185,0.000012043658,0.0015245425,0.00035249852,0.0013540611,0.00021202126,0.000038043596,0.013628939],"genre_scores_gemma":[0.9982179,0.000107873,0.00017043999,0.00039207988,0.000054992914,0.00041893133,0.000004201826,0.000012608667,0.0006210085],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99868804,0.000104006,0.00043440107,0.00013346477,0.00016468954,0.000475405],"domain_scores_gemma":[0.9991359,0.00020797118,0.00024216164,0.00020164353,0.00011956787,0.00009272992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000347571,0.00008427061,0.0002993797,0.00005915655,0.00013535621,5.5148564e-7,0.00009303704,0.000099145254,0.000014881927],"category_scores_gemma":[0.00010995519,0.00007942186,0.000034678284,0.00024781027,0.00010156253,0.00005112939,0.00006433111,0.00015199339,0.000010069322],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028339846,0.00046974176,0.8338446,0.0025711923,0.00009386932,0.000017383552,0.0035694556,0.000046495974,0.00009887698,0.09146072,0.023696266,0.04384799],"study_design_scores_gemma":[0.0009966993,0.000028569944,0.9743904,0.0002601383,0.000019938576,9.3936785e-7,0.00413684,0.0000016284044,0.00036778982,0.0037064443,0.016006052,0.00008458904],"about_ca_topic_score_codex":0.0024400621,"about_ca_topic_score_gemma":0.0038171506,"teacher_disagreement_score":0.14054576,"about_ca_system_score_codex":0.00010129757,"about_ca_system_score_gemma":0.00008885606,"threshold_uncertainty_score":0.36886603},"labels":[],"label_agreement":null},{"id":"W4291987655","doi":"","title":"How many registered nurses are there in rural and remote Canada?","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Geography; Nursing; Medical emergency","score_opus":0.05704792770360235,"score_gpt":0.35348017644465285,"score_spread":0.2964322487410505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291987655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89514416,0.0033538714,0.0000024758153,0.07765335,0.000743513,0.0019305733,0.000025233094,0.00007923415,0.021067576],"genre_scores_gemma":[0.94201195,0.00023930712,0.0001406639,0.0030554368,0.00034571422,0.00030435552,0.0000055029773,0.000022094968,0.053874977],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9980014,0.0002405495,0.00032770264,0.00022598097,0.00022231421,0.0009820658],"domain_scores_gemma":[0.9989536,0.00015547081,0.00021060246,0.000320857,0.00005641081,0.00030309916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003143085,0.00015104144,0.00027221642,0.000053167194,0.00024845373,0.000017233431,0.00015830439,0.00015117593,0.000037088103],"category_scores_gemma":[0.0002403439,0.0001319785,0.000017812781,0.00016269753,0.00004260607,0.00012884334,0.000066489105,0.00040372752,0.000009853089],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001338692,0.000024715951,0.26021758,0.000372828,0.00001236657,0.000062091,0.0010773818,0.0000031320055,8.447553e-7,0.0005673243,0.1075224,0.6300055],"study_design_scores_gemma":[0.00050258514,0.0000032561466,0.6140219,0.00023339306,0.000003839313,0.0000025211657,0.005534714,0.000057651403,0.0000026803602,0.00011629992,0.37941715,0.00010400248],"about_ca_topic_score_codex":0.33717594,"about_ca_topic_score_gemma":0.9471414,"teacher_disagreement_score":0.62990147,"about_ca_system_score_codex":0.0007141133,"about_ca_system_score_gemma":0.00019573461,"threshold_uncertainty_score":0.6672379},"labels":[],"label_agreement":null},{"id":"W4291999366","doi":"","title":"What educational preparation do nurses need for practice in rural and remote Canada?","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Nursing; Medicine","score_opus":0.03016041288341824,"score_gpt":0.42259793533745227,"score_spread":0.392437522454034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291999366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72842723,0.005694424,0.000014280736,0.23709586,0.0041903877,0.0074346857,0.000023269646,0.000051284183,0.017068597],"genre_scores_gemma":[0.96914697,0.0006860189,0.0021297901,0.007858974,0.0009855714,0.0026220016,0.000056906694,0.000018701043,0.016495053],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99850947,0.00019776222,0.00038196208,0.0001747646,0.00018387125,0.0005521823],"domain_scores_gemma":[0.99792147,0.0013927364,0.00018308949,0.00014451674,0.00017374984,0.00018444176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005982437,0.000094008676,0.00013994097,0.000052242463,0.00027149793,0.000028767401,0.0000730933,0.00009795984,0.00004150947],"category_scores_gemma":[0.0014340213,0.00009233862,0.000011826672,0.00013648602,0.000019858177,0.0007721934,0.000023015129,0.00018033857,0.000008635854],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007697613,0.000096883894,0.012480623,0.00023346242,0.00001787149,9.0779116e-7,0.007831964,0.00007567011,0.0000015982715,0.0052941754,0.19990866,0.7732884],"study_design_scores_gemma":[0.0007764235,0.000012001171,0.13708776,0.00017669477,0.000012828597,0.0000035171656,0.014554161,0.00035658412,0.0000055180144,0.0009150825,0.8459808,0.0001185745],"about_ca_topic_score_codex":0.13634178,"about_ca_topic_score_gemma":0.66718763,"teacher_disagreement_score":0.7731698,"about_ca_system_score_codex":0.0007405021,"about_ca_system_score_gemma":0.0008594579,"threshold_uncertainty_score":0.8694094},"labels":[],"label_agreement":null},{"id":"W4292406825","doi":"","title":"Survey reveals disparities in oral health of first nations.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oral health; Environmental health; Business; Political science; Medicine; Family medicine","score_opus":0.1423119403547984,"score_gpt":0.42786346038965123,"score_spread":0.28555152003485285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292406825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96637785,0.004860967,0.000020430181,0.005067282,0.0019608648,0.0037814865,0.00019299553,0.0001033601,0.017634777],"genre_scores_gemma":[0.9934825,0.00046146775,0.00014762455,0.0010648589,0.00013373105,0.0020139555,0.00005985333,0.000019570782,0.0026164688],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99602693,0.0012991399,0.0008965035,0.0001537137,0.00026017704,0.0013635453],"domain_scores_gemma":[0.99733996,0.001526916,0.00035375718,0.00027886723,0.00013189352,0.00036861398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005428882,0.00012262995,0.00042842687,0.00020443369,0.000414172,0.0000033386295,0.00017117265,0.00014428669,0.000106453124],"category_scores_gemma":[0.0022718236,0.000114880015,0.000031950345,0.00067776424,0.000059537637,0.0002123532,0.000093483875,0.00032947632,0.000052820717],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021429387,0.00008936107,0.97106034,0.00060918793,0.0000043862315,1.4075842e-7,0.00076950976,0.0000020253276,2.0757941e-8,0.0030195648,0.021503929,0.0029201095],"study_design_scores_gemma":[0.0004104869,0.000010266317,0.9774633,0.00017759157,0.0000016664466,2.0955657e-7,0.00042727933,0.000004297327,6.886556e-7,0.00016227653,0.021257041,0.000084902545],"about_ca_topic_score_codex":0.02791588,"about_ca_topic_score_gemma":0.14068653,"teacher_disagreement_score":0.11277065,"about_ca_system_score_codex":0.0004925392,"about_ca_system_score_gemma":0.00012135885,"threshold_uncertainty_score":0.9785573},"labels":[],"label_agreement":null},{"id":"W4292521862","doi":"","title":"Canadian and Chinese RNs to collaborate.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.023760653188913915,"score_gpt":0.3583414521151697,"score_spread":0.3345807989262558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292521862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86436933,0.00012442408,0.000007653916,0.027499698,0.0009543997,0.002033786,0.000036936977,0.00009249499,0.10488125],"genre_scores_gemma":[0.97099674,0.000017643877,0.00016566833,0.0131099345,0.00037046915,0.00195348,0.000007748613,0.000019621079,0.013358712],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9981743,0.00022172791,0.00024460215,0.00021946775,0.00011893855,0.0010209342],"domain_scores_gemma":[0.9978487,0.00018948971,0.00005022868,0.00024955333,0.00013069,0.0015313618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070656935,0.00011406462,0.00019398172,0.000119015494,0.0005258479,0.000012987099,0.0001259044,0.00013138124,0.00013442668],"category_scores_gemma":[0.0007136824,0.0000960784,0.000010638291,0.0004966838,0.000017304474,0.0000546743,0.000058682166,0.00020163116,0.0004265658],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024438586,0.0000067775413,0.8523754,0.00009005852,0.0000056675667,0.0000028700165,0.0013341535,0.0000046554774,0.0000010008947,0.00239586,0.1099828,0.033776354],"study_design_scores_gemma":[0.00016782447,0.000008361777,0.54863673,0.000016104956,0.0000020709192,3.281981e-7,0.00018668895,0.000012718883,4.4137465e-7,0.00035382132,0.4505499,0.000064997745],"about_ca_topic_score_codex":0.16413988,"about_ca_topic_score_gemma":0.7101538,"teacher_disagreement_score":0.54601395,"about_ca_system_score_codex":0.0003783852,"about_ca_system_score_gemma":0.00023817089,"threshold_uncertainty_score":0.8414262},"labels":[],"label_agreement":null},{"id":"W4292649996","doi":"","title":"Nursing shortage tipped to hit Canada.","year":2015,"lang":"en","type":"preprint","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Nursing; Nursing shortage; Business; Medicine; Nurse education; Government (linguistics)","score_opus":0.1139463121765222,"score_gpt":0.42563003578719133,"score_spread":0.31168372361066915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292649996","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34180528,0.0034924003,0.00015454218,0.06441335,0.035723798,0.024207428,0.0009954242,0.0009818219,0.52822596],"genre_scores_gemma":[0.89748013,0.000054878776,0.00056895404,0.009592419,0.0026263506,0.015106979,0.0003069098,0.0001516753,0.07411171],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9942089,0.00060406944,0.001066161,0.0008341213,0.0009153837,0.0023714115],"domain_scores_gemma":[0.99563146,0.0002567703,0.0004221301,0.0011787389,0.00052443607,0.0019864433],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014764864,0.0004661929,0.0008447013,0.00016526812,0.0004970217,0.000025830126,0.00080172997,0.00079219235,0.00024887378],"category_scores_gemma":[0.0008473907,0.00047217403,0.00007529511,0.00032424543,0.000042475494,0.000046555353,0.00085680425,0.0022240223,0.00024328294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008781056,0.000033665416,0.009432937,0.0004880423,0.00003079255,0.000031756033,0.0017030006,0.00017974696,1.4138548e-7,0.00044395492,0.940014,0.04755412],"study_design_scores_gemma":[0.00043278874,0.000009874913,0.108859375,0.0017229421,0.00006812594,0.0000015349676,0.0021500005,0.000052623123,0.0000038487683,0.0030214924,0.883023,0.00065434264],"about_ca_topic_score_codex":0.5902853,"about_ca_topic_score_gemma":0.832235,"teacher_disagreement_score":0.55567485,"about_ca_system_score_codex":0.007877766,"about_ca_system_score_gemma":0.0064854245,"threshold_uncertainty_score":0.99977297},"labels":[],"label_agreement":null},{"id":"W4292714005","doi":"10.1007/978-3-030-98152-5_5","title":"Canada After COVID-19: A Flourishing Community for Everyone?","year":2022,"lang":"en","type":"book-chapter","venue":"Community quality-of-life and well-being","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Flourishing; Coronavirus disease 2019 (COVID-19); Poverty; Politics; Spelling; Economic growth; Political science; Development economics; Public relations; Psychology; Medicine; Economics; Law; Social psychology","score_opus":0.1288955161377978,"score_gpt":0.43680806795907207,"score_spread":0.3079125518212743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292714005","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2598875,0.01113758,0.0007775166,0.0050509893,0.0029353546,0.007352263,0.0035992593,0.00034980237,0.70890975],"genre_scores_gemma":[0.87923056,0.0017853742,0.00060508423,0.030386496,0.0003682515,0.00044918538,0.0015477687,0.0002548073,0.08537246],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.985909,0.00902919,0.0028901612,0.00035643554,0.0008558903,0.00095934997],"domain_scores_gemma":[0.9715577,0.022582458,0.0021353292,0.0023029877,0.00046110415,0.0009604503],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010203658,0.0006937391,0.0021169344,0.00026455955,0.0068409024,0.000020089139,0.0014041399,0.00079996506,0.0020704216],"category_scores_gemma":[0.0035067177,0.0007721159,0.00031655497,0.00015231255,0.00041640506,0.00018495206,0.0024087792,0.0080755185,0.000007795252],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0051797815,0.0006317095,0.093351685,0.115569495,0.001413164,0.00004684689,0.18711522,0.00012819014,0.000014782244,0.3749275,0.21924685,0.002374803],"study_design_scores_gemma":[0.001667178,0.00022968093,0.0014171827,0.0025947536,0.00015543272,0.0000025577322,0.023464274,0.00002184003,0.000003070941,0.048481144,0.92119753,0.00076533086],"about_ca_topic_score_codex":0.92604244,"about_ca_topic_score_gemma":0.8384206,"teacher_disagreement_score":0.7019507,"about_ca_system_score_codex":0.0014123289,"about_ca_system_score_gemma":0.0066997795,"threshold_uncertainty_score":0.999473},"labels":[],"label_agreement":null},{"id":"W4293240708","doi":"10.12688/mep.19126.1","title":"Entry-to-practice competency expectations for health justice in Canadian physiotherapy curricula: A scoping review protocol","year":2022,"lang":"en","type":"review","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Data extraction; Curriculum; Health care; Grey literature; Economic Justice; Psychology; MEDLINE; Medical education; Medicine; Political science; Pedagogy","score_opus":0.11572167985560115,"score_gpt":0.598307636343447,"score_spread":0.4825859564878458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293240708","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.5620143e-8,0.62407696,0.00002146995,0.009200046,0.0016148449,0.35858738,0.00030529144,0.00011785746,0.0060761115],"genre_scores_gemma":[1.34796485e-8,0.5215238,0.002144785,0.022385297,0.00047513776,0.45225975,0.00057896244,0.000112759764,0.0005195201],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98634684,0.0049235467,0.003630324,0.0012773739,0.0008611625,0.002960723],"domain_scores_gemma":[0.9896338,0.004648689,0.0023622797,0.0012194186,0.000569428,0.0015664079],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00451274,0.0008179048,0.0037930855,0.0010456408,0.00247819,0.00009797723,0.0012953543,0.0004359665,0.0037759638],"category_scores_gemma":[0.008443526,0.0007702041,0.00044730125,0.0040136506,0.000039849685,0.0006087935,0.00024743183,0.0022780083,0.00034192746],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012558806,0.000105072446,0.0000057283,0.4854518,0.000024013902,0.000011460823,0.0010247639,0.000001156307,8.091257e-10,0.00094875955,0.27024484,0.24216987],"study_design_scores_gemma":[0.00043271264,0.00012846992,0.000001005171,0.39042014,0.00013655632,0.0000070917667,0.0012175553,0.0000029559706,1.0344279e-9,0.000019408277,0.60727215,0.00036193166],"about_ca_topic_score_codex":0.18930072,"about_ca_topic_score_gemma":0.4458688,"teacher_disagreement_score":0.33702734,"about_ca_system_score_codex":0.007561036,"about_ca_system_score_gemma":0.03860263,"threshold_uncertainty_score":0.99990875},"labels":[],"label_agreement":null},{"id":"W4293553775","doi":"10.12688/mep.19126.2","title":"Entry-to-practice competency expectations for health justice in Canadian physiotherapy curricula: A scoping review protocol","year":2022,"lang":"en","type":"review","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Curriculum; Protocol (science); Medical education; Psychology; Economic Justice; Physical therapy; Nursing; Pedagogy; Medicine; Political science; Alternative medicine","score_opus":0.11572167985560115,"score_gpt":0.598307636343447,"score_spread":0.4825859564878458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293553775","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.5620143e-8,0.62407696,0.00002146995,0.009200046,0.0016148449,0.35858738,0.00030529144,0.00011785746,0.0060761115],"genre_scores_gemma":[1.34796485e-8,0.5215238,0.002144785,0.022385297,0.00047513776,0.45225975,0.00057896244,0.000112759764,0.0005195201],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98634684,0.0049235467,0.003630324,0.0012773739,0.0008611625,0.002960723],"domain_scores_gemma":[0.9896338,0.004648689,0.0023622797,0.0012194186,0.000569428,0.0015664079],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00451274,0.0008179048,0.0037930855,0.0010456408,0.00247819,0.00009797723,0.0012953543,0.0004359665,0.0037759638],"category_scores_gemma":[0.008443526,0.0007702041,0.00044730125,0.0040136506,0.000039849685,0.0006087935,0.00024743183,0.0022780083,0.00034192746],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012558806,0.000105072446,0.0000057283,0.4854518,0.000024013902,0.000011460823,0.0010247639,0.000001156307,8.091257e-10,0.00094875955,0.27024484,0.24216987],"study_design_scores_gemma":[0.00043271264,0.00012846992,0.000001005171,0.39042014,0.00013655632,0.0000070917667,0.0012175553,0.0000029559706,1.0344279e-9,0.000019408277,0.60727215,0.00036193166],"about_ca_topic_score_codex":0.18930072,"about_ca_topic_score_gemma":0.4458688,"teacher_disagreement_score":0.33702734,"about_ca_system_score_codex":0.007561036,"about_ca_system_score_gemma":0.03860263,"threshold_uncertainty_score":0.99990875},"labels":[],"label_agreement":null},{"id":"W4293792767","doi":"10.1097/acm.0000000000004823","title":"Recognizing Rural Health Resource and Education Needs","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Rural health; MEDLINE; Medical education; Rural area; Medicine; Computer science; Political science","score_opus":0.06748190893480505,"score_gpt":0.4696017773893617,"score_spread":0.40211986845455666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293792767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7028082,0.036883805,0.000034198947,0.21853964,0.0027582124,0.0016207863,0.000011184469,0.00025217916,0.03709181],"genre_scores_gemma":[0.8385518,0.003308334,0.00011239314,0.115594625,0.0022429333,0.0003880356,0.00016438271,0.00004356642,0.039593883],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678093,0.0010407194,0.0008216616,0.00022278169,0.00044442923,0.00068947906],"domain_scores_gemma":[0.9982184,0.000606742,0.00043658694,0.00024501668,0.000055242766,0.00043801763],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028772422,0.00014912937,0.00036705408,0.0002555103,0.0018088827,0.0000010944193,0.00023002052,0.00014384596,0.001714726],"category_scores_gemma":[0.00045964625,0.00013230559,0.000013952499,0.00067521015,0.00009695901,0.000068871996,0.0002748064,0.0024523267,0.000052554096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006283345,0.000006426381,0.033970412,0.00028264642,0.0000061202068,6.82388e-7,0.06440401,0.0000022404301,0.000041499494,0.005527287,0.8318951,0.063800715],"study_design_scores_gemma":[0.00057956256,0.00020608204,0.0020052218,0.0008621035,0.0000099650115,0.000019676088,0.25988105,0.000032120715,6.217209e-7,0.002294245,0.7340231,0.0000862676],"about_ca_topic_score_codex":0.0017460673,"about_ca_topic_score_gemma":0.000014382855,"teacher_disagreement_score":0.19547702,"about_ca_system_score_codex":0.0005736131,"about_ca_system_score_gemma":0.0007383396,"threshold_uncertainty_score":0.9998491},"labels":[],"label_agreement":null},{"id":"W4293826408","doi":"10.22605/rrh7545","title":"A framework for nursing practice in rural and remote Canada","year":2022,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Lethbridge; Saskatchewan Polytechnic; Queen's University","funders":"","keywords":"Nursing; Context (archaeology); Rural health; Rural area; Medicine; Geography","score_opus":0.0814990282165782,"score_gpt":0.4989748011974136,"score_spread":0.4174757729808354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293826408","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025280668,0.9761005,0.00015758336,0.0139197,0.0024246483,0.005834522,0.0001957205,0.00007762373,0.0012644283],"genre_scores_gemma":[0.000006552183,0.9782826,0.013239474,0.0063864687,0.0007075067,0.000048384907,0.00023928456,0.00010971755,0.000980034],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927132,0.002336759,0.0019282807,0.00064579205,0.00049546064,0.0018805028],"domain_scores_gemma":[0.9910351,0.0060428847,0.0015140643,0.00049353973,0.00008763974,0.0008267888],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0020422868,0.00064061227,0.0026027197,0.00020510568,0.0022017066,0.000025007066,0.0002765248,0.000709772,0.000097864184],"category_scores_gemma":[0.0013744255,0.0005264129,0.00013707158,0.0006648994,0.000096353055,0.00013152101,0.0002071304,0.003407295,0.0000069215453],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007284589,0.000017913555,0.0000036078538,0.035257198,0.000021817941,0.000016377566,0.0012352278,2.0612194e-7,1.8199886e-9,0.0015595991,0.0053509558,0.95646423],"study_design_scores_gemma":[0.00039071107,0.00019615963,0.000020503754,0.11430205,0.000105415405,0.00011998319,0.007568281,0.000110481335,1.5050767e-9,0.0036003948,0.8731966,0.00038943917],"about_ca_topic_score_codex":0.6943989,"about_ca_topic_score_gemma":0.25648925,"teacher_disagreement_score":0.95607483,"about_ca_system_score_codex":0.0036594258,"about_ca_system_score_gemma":0.009159803,"threshold_uncertainty_score":0.9997187},"labels":[],"label_agreement":null},{"id":"W4294093860","doi":"10.1002/hpm.3555","title":"A conceptual framework to describe and evaluate a socially accountable learning health system: Development and application in a northern, rural, and remote setting","year":2022,"lang":"en","type":"review","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; Lakehead University; Thunder Bay Regional Research Institute","funders":"Innovative Medicines Canada","keywords":"Accountability; Conceptual framework; Social accounting; Reflexivity; Thematic analysis; Public relations; The Conceptual Framework; Sociology; Knowledge management; Political science; Qualitative research; Business; Computer science; Social science; Accounting","score_opus":0.09834830232712798,"score_gpt":0.4752029187125292,"score_spread":0.3768546163854012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294093860","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0038245225,0.9846967,0.0018778787,0.0064085824,0.00049549283,0.0024593754,0.000009858158,0.000030465768,0.00019714783],"genre_scores_gemma":[0.0017538279,0.9885211,0.0063190106,0.0028363809,0.00022172529,0.00015012478,0.000029148398,0.000038287933,0.0001303744],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99508744,0.001481002,0.0018645298,0.00031302907,0.00071092113,0.00054305274],"domain_scores_gemma":[0.9963369,0.0009283568,0.0022513329,0.000119044314,0.00012660454,0.00023780156],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008765067,0.00028533477,0.001064663,0.00036891858,0.0013907413,0.00006863125,0.00031833586,0.00011463526,0.0000056530894],"category_scores_gemma":[0.00014703351,0.00021870554,0.000038400485,0.00020161862,0.0000528291,0.0000887912,0.00060969905,0.0013583787,0.0000031700324],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006936186,0.000012422413,0.0011850822,0.01026637,0.00015626826,0.00001911979,0.02285818,0.00008345517,9.481578e-9,0.0016822198,0.00057244435,0.96309507],"study_design_scores_gemma":[0.00045904558,0.00014523554,0.0006863736,0.06159192,0.00005836332,0.0000970684,0.049552586,0.00012670658,3.3120964e-9,0.0001443421,0.88698334,0.00015504086],"about_ca_topic_score_codex":0.0010580922,"about_ca_topic_score_gemma":0.00037599888,"teacher_disagreement_score":0.96294004,"about_ca_system_score_codex":0.001795398,"about_ca_system_score_gemma":0.0011883007,"threshold_uncertainty_score":0.99990934},"labels":[],"label_agreement":null},{"id":"W4294291313","doi":"","title":"Residents: admissions, training and assessment","year":2015,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Medicine; Geography; Meteorology","score_opus":0.6114958736888512,"score_gpt":0.707026356227642,"score_spread":0.09553048253879082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294291313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8588684,0.043081254,0.00017504349,0.0034587404,0.002506576,0.0020107185,0.000063718486,0.00015148708,0.08968401],"genre_scores_gemma":[0.97161293,0.017350638,0.0029883238,0.0030626548,0.00057256425,0.00016377827,0.000023814799,0.00009579525,0.004129514],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99397343,0.0015903101,0.0017183294,0.0005617796,0.0011801489,0.0009759848],"domain_scores_gemma":[0.9941399,0.0010813369,0.0014055399,0.00063078053,0.00072336633,0.0020190666],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005087659,0.00037858935,0.001097483,0.0006112311,0.0010806371,0.0003960095,0.0019891378,0.00029152553,0.013782655],"category_scores_gemma":[0.00223485,0.0003258774,0.00009762955,0.0009028949,0.00011586503,0.0023617886,0.0017790727,0.0013944638,0.0000654918],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001654481,0.00010955437,0.6627423,0.0002128417,0.000066951594,0.000042054136,0.0021071744,0.000018032497,0.0005823946,0.00057708134,0.3180689,0.015307255],"study_design_scores_gemma":[0.0015995373,0.00003444048,0.73098654,0.004129823,0.00007333116,0.000013292362,0.008779257,0.000088737186,0.000117414165,0.017872052,0.23585598,0.0004496254],"about_ca_topic_score_codex":0.004059896,"about_ca_topic_score_gemma":0.00025783476,"teacher_disagreement_score":0.112744465,"about_ca_system_score_codex":0.0004986992,"about_ca_system_score_gemma":0.0022877331,"threshold_uncertainty_score":0.99991935},"labels":[],"label_agreement":null},{"id":"W4294368208","doi":"10.1111/jonm.13785","title":"Recruitment of internationally trained nurses: Time for a global model for shared responsibility","year":2022,"lang":"en","type":"editorial","venue":"Journal of Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Staffing; Nursing; Health care; Sustainability; Global health; Business; Nursing shortage; Medicine; Economic growth; Public health; Nurse education; Economics","score_opus":0.13292637629347598,"score_gpt":0.5154079286747724,"score_spread":0.3824815523812964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294368208","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005233597,0.0007084169,0.023413103,0.0036231994,0.9453404,0.013409876,0.005057788,0.0000639413,0.007859945],"genre_scores_gemma":[0.0017280594,0.0006561639,0.1951943,0.0009467465,0.66582394,0.0047999416,0.003079972,0.00037086377,0.12740001],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99356335,0.00058776845,0.0028002106,0.00050040544,0.0017966037,0.00075162837],"domain_scores_gemma":[0.9914664,0.0020680411,0.003763779,0.00051993266,0.001951417,0.00023042393],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004743446,0.0004023136,0.0012164885,0.000358708,0.00050942594,0.000024651728,0.0010261838,0.0005019936,0.0002968884],"category_scores_gemma":[0.0015509591,0.00038821524,0.000632204,0.00026981338,0.000079183286,0.00016237712,0.00016491028,0.00087320566,0.000004425397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.010128114,0.00068100146,0.0000058558994,0.0019989247,0.00044960307,0.000007327656,0.002319619,0.0016529402,0.0000029013336,0.0038894748,0.97030383,0.008560383],"study_design_scores_gemma":[0.005123031,0.0014419571,0.000040139224,0.007419759,0.0007423131,0.0000017171578,0.0021491593,0.013074883,5.680823e-7,0.023949236,0.9457879,0.00026932242],"about_ca_topic_score_codex":0.000008531643,"about_ca_topic_score_gemma":0.000010605171,"teacher_disagreement_score":0.27951643,"about_ca_system_score_codex":0.008312159,"about_ca_system_score_gemma":0.001738522,"threshold_uncertainty_score":0.99985695},"labels":[],"label_agreement":null},{"id":"W4295064635","doi":"10.3390/healthcare10091705","title":"Labor Market Integration of High-Skilled Immigrants in Canada: Employment Patterns of International Medical Graduates in Alternative Jobs","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Immigration; Graduation (instrument); Limiting; Psychology; Medical education; Family medicine; Demographic economics; Medicine; Political science; Economics","score_opus":0.03277775806954619,"score_gpt":0.3884441366301471,"score_spread":0.3556663785606009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295064635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97086066,0.00038717064,0.000013167695,0.02459605,0.001799921,0.0010692602,0.0010398582,0.000014634139,0.00021925797],"genre_scores_gemma":[0.99607646,0.00068439444,0.000084933796,0.0020838152,0.00008627658,0.0004379746,0.00023267348,0.000022924207,0.0002905285],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99446553,0.0016252693,0.0016207886,0.00033755682,0.0013764161,0.00057445606],"domain_scores_gemma":[0.99795157,0.00065618986,0.0006073883,0.0002636101,0.00031287211,0.00020839016],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001276861,0.00017746963,0.0005744315,0.00032356282,0.00014848622,0.00000146146,0.00046764963,0.00010980066,0.002481186],"category_scores_gemma":[0.00041044466,0.00017302309,0.000039007435,0.0005129897,0.000028564842,0.000067841516,0.00029494026,0.0010354867,0.0000026404837],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003502806,0.00009690407,0.98523396,0.00035947986,0.00001393228,0.000047066398,0.005508966,0.00008693939,0.000005573834,0.0020864496,0.002062153,0.0041483003],"study_design_scores_gemma":[0.0019082961,0.00014783315,0.95897675,0.0017331633,0.0000030978804,0.0000018986206,0.033613592,0.001081445,0.000059773505,0.00055967015,0.0017883085,0.00012615518],"about_ca_topic_score_codex":0.9937234,"about_ca_topic_score_gemma":0.99624836,"teacher_disagreement_score":0.028104628,"about_ca_system_score_codex":0.0037831168,"about_ca_system_score_gemma":0.004211314,"threshold_uncertainty_score":0.99843067},"labels":[],"label_agreement":null},{"id":"W4295358293","doi":"10.12927/hcpol.2022.26909","title":"Pan-Canadian Registration and Licensure of Health Professionals: A Path Forward Emerging from a Best Brains Exchange Policy Dialogue","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; Athabasca University","funders":"Canadian Institutes of Health Research","keywords":"Licensure; Workforce; Harmonization; Health care; Workforce planning; Public relations; Business; Nursing; Medicine; Political science; Medical education; Law","score_opus":0.07235392940119834,"score_gpt":0.44941643864232145,"score_spread":0.3770625092411231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295358293","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32766622,0.015545209,0.00003704438,0.6376088,0.0012272778,0.005404756,0.00695963,0.00024069853,0.0053103003],"genre_scores_gemma":[0.93906546,0.0020957817,0.0004344536,0.05234882,0.0017925304,0.0009578461,0.00096423586,0.000097991695,0.0022428809],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99066156,0.003809465,0.0018143884,0.0007603868,0.00081045314,0.0021437604],"domain_scores_gemma":[0.9954164,0.0006403848,0.0013510851,0.0008054291,0.00033789407,0.00144878],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0022885026,0.00041245326,0.00095887505,0.0010203908,0.0041782917,0.000014798749,0.0004083257,0.00035484452,0.00041003723],"category_scores_gemma":[0.000885708,0.000436343,0.000114407616,0.001682764,0.00011683418,0.00017835702,0.00042383347,0.0015005408,0.00005445995],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000437413,0.00059367967,0.17241983,0.009255039,0.00012996893,0.000053556356,0.25768,0.000018997485,0.000048552916,0.15779875,0.14707534,0.25448886],"study_design_scores_gemma":[0.0021761318,0.0012514483,0.09454554,0.0027370153,0.000025223499,0.000020722298,0.07878158,0.00019839473,0.0000032907394,0.010735609,0.808825,0.0007000071],"about_ca_topic_score_codex":0.96098894,"about_ca_topic_score_gemma":0.67005527,"teacher_disagreement_score":0.66174966,"about_ca_system_score_codex":0.0033855415,"about_ca_system_score_gemma":0.020408569,"threshold_uncertainty_score":0.99980885},"labels":[],"label_agreement":null},{"id":"W4295714216","doi":"10.5204/2100","title":"Exploring anti-racism within the context of human resource management in the health sector in Aotearoa","year":2022,"lang":"en","type":"article","venue":"International Journal of Critical Indigenous Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Aotearoa; Context (archaeology); Racism; Sociology; Human resource management; Political science; Business; Gender studies; History; Law","score_opus":0.24987807259736852,"score_gpt":0.5028310924276843,"score_spread":0.2529530198303158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295714216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603041,0.0033584675,0.000006752155,0.032566495,0.0014363577,0.00063843426,0.000022121243,0.000008156314,0.0016591088],"genre_scores_gemma":[0.9944743,0.000522531,0.00009229258,0.004370773,0.00027113617,0.000129309,0.0000022835375,0.000013906608,0.00012350253],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99483436,0.0017109265,0.0016020123,0.00014782276,0.0012201141,0.00048478658],"domain_scores_gemma":[0.9969943,0.0017754314,0.00059465616,0.00017999763,0.00039515895,0.000060447805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005068104,0.00013588471,0.000450773,0.00032371326,0.0010636606,0.00001286998,0.0009352245,0.00002941475,0.00005584249],"category_scores_gemma":[0.00041509848,0.00008662984,0.000087903514,0.00031515962,0.00021952433,0.00013822543,0.00041493232,0.0013579851,0.000004339972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040919165,0.0008683522,0.022479681,0.0004480229,0.0003291013,0.0006452361,0.87728083,0.0005315908,0.000018285251,0.09004474,0.00333609,0.0036088869],"study_design_scores_gemma":[0.0011450561,0.00067082804,0.028113082,0.00096401834,0.000021144451,0.000061800245,0.94873816,0.000010043061,0.000013869374,0.010147495,0.010004918,0.00010957998],"about_ca_topic_score_codex":0.0011883456,"about_ca_topic_score_gemma":0.0013077577,"teacher_disagreement_score":0.07989724,"about_ca_system_score_codex":0.0010031691,"about_ca_system_score_gemma":0.00021466105,"threshold_uncertainty_score":0.81809247},"labels":[],"label_agreement":null},{"id":"W4295786655","doi":"10.22329/jtl.v16i2.7014","title":"Education Environment and Role Transition of Internationally Educated Nurses Enrolled in a Practical Nursing Bridging Program in Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Bridging (networking); Pace; Descriptive statistics; Perception; Psychology; Medical education; Nursing; Medicine; Geography","score_opus":0.015760558575508093,"score_gpt":0.3875940335083268,"score_spread":0.3718334749328187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295786655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99461776,0.00041758205,0.000032877197,0.0033929183,0.00028998256,0.00024926243,4.5884212e-7,0.000004471443,0.0009946947],"genre_scores_gemma":[0.99717575,0.000018011322,0.0022454418,0.0001447859,0.000054109685,0.000018885587,0.000005966138,0.000007770098,0.00032928347],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99744487,0.0014334292,0.0005637883,0.000100348276,0.00027219657,0.00018534233],"domain_scores_gemma":[0.99903804,0.0003458091,0.00047628616,0.000034377685,0.000029749861,0.00007574477],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0018244209,0.000071054856,0.0002094292,0.00018848934,0.0004238873,0.000007808227,0.000043854943,0.000034451663,0.00008237812],"category_scores_gemma":[0.00026553325,0.000072145536,0.000017261074,0.000059649712,0.000017644967,0.00012367721,0.000020448415,0.002768298,9.273923e-8],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005485974,0.00084835396,0.6616602,0.00010439156,0.000022443764,0.000022083397,0.14999573,0.008871217,0.00034824226,0.000241484,0.00048211904,0.17685516],"study_design_scores_gemma":[0.001899481,0.00061726547,0.678831,0.0030646373,0.00003534551,0.00016902089,0.2806855,0.0064265123,0.000004254393,0.00028372323,0.027824474,0.00015879549],"about_ca_topic_score_codex":0.72337085,"about_ca_topic_score_gemma":0.34294632,"teacher_disagreement_score":0.38042456,"about_ca_system_score_codex":0.0016321288,"about_ca_system_score_gemma":0.0020198307,"threshold_uncertainty_score":0.99953234},"labels":[],"label_agreement":null},{"id":"W4295808099","doi":"10.26463/rjns.12_2_2","title":"A Comparative Study to Assess the Perceived Stress of Mothers who have Undergone Caesarean Section and Normal Delivery at St. John's Medical College Hospital, Bangalore","year":2022,"lang":"en","type":"article","venue":"RGUHS Journal of Nursing Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caesarean section; Feeling; Pregnancy; Psychology; Medicine; Stressor; Stress (linguistics); Obstetrics; Developmental psychology; Psychiatry; Social psychology","score_opus":0.09786944645079163,"score_gpt":0.45163591349158677,"score_spread":0.3537664670407952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295808099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894732,0.0005057212,0.00003623721,0.0064042243,0.0014030092,0.0007972788,0.000052398627,0.000010463168,0.0013174381],"genre_scores_gemma":[0.9990577,0.000047826292,0.00015312081,0.00027153146,0.00019972541,0.00001346882,0.0000012385343,0.000009437732,0.0002459291],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9949601,0.0018180576,0.00075439765,0.00024658523,0.0017452801,0.0004755467],"domain_scores_gemma":[0.9974868,0.00090711645,0.0007473465,0.00014881298,0.00038866495,0.00032123175],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003083219,0.00015804733,0.0004860927,0.00023525921,0.0034840538,0.000022849354,0.0005916301,0.000058548787,0.00034411653],"category_scores_gemma":[0.00016799377,0.00010791925,0.00006141078,0.00066564727,0.0006360843,0.00025567794,0.00019711198,0.0007777223,0.0000013589741],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013030595,0.0022668326,0.31550592,0.000103717925,0.00017553502,0.00012692361,0.613124,0.009023872,0.00015628009,0.0005218695,0.056137268,0.0015547362],"study_design_scores_gemma":[0.0008864742,0.0039878837,0.17172502,0.0010654528,0.000054909415,0.00006884026,0.81925136,0.00221928,0.000019103507,0.00008549337,0.0005116992,0.00012450345],"about_ca_topic_score_codex":0.00052563427,"about_ca_topic_score_gemma":0.0011179461,"teacher_disagreement_score":0.20612735,"about_ca_system_score_codex":0.00082162616,"about_ca_system_score_gemma":0.0008405282,"threshold_uncertainty_score":0.9978133},"labels":[],"label_agreement":null},{"id":"W4295867781","doi":"10.34074/sitj.14102","title":"Challenges and their impact on life satisfaction of overseas trained doctors in host countries","year":2022,"lang":"en","type":"article","venue":"Southern Institute of Technology Journal of Applied Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Host (biology); Life satisfaction; Psychology; Business; Social psychology; Biology; Ecology","score_opus":0.08939500648525138,"score_gpt":0.4413535347272062,"score_spread":0.3519585282419548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295867781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98817885,0.002930032,0.0000033034012,0.003050481,0.00020670734,0.0006646997,0.000079375815,0.000023363129,0.0048632175],"genre_scores_gemma":[0.99733806,0.0023793776,0.00008498218,0.000040168547,0.00006124332,0.000044651268,0.0000015528614,0.00001971101,0.00003027346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9973049,0.00030643417,0.00092137273,0.00020632194,0.00069638534,0.00056458975],"domain_scores_gemma":[0.9980321,0.00046170998,0.0007028844,0.00030781727,0.00035887037,0.00013661587],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0036526045,0.00016811787,0.0006394448,0.0015941715,0.00046219327,0.0000030134004,0.00040885658,0.00030634826,0.00018383119],"category_scores_gemma":[0.00034114075,0.00012014247,0.000072929295,0.00072766934,0.0007843694,0.00007280519,0.00028136038,0.0024992405,0.000007547269],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.030179862,0.0012789737,0.22052206,0.0031039065,0.0009971996,0.00016665702,0.1617952,0.004254862,0.016935041,0.44621024,0.0021958665,0.112360135],"study_design_scores_gemma":[0.008516844,0.0052509774,0.100024916,0.0018843281,0.00003443982,0.000057783942,0.8037506,0.00006636784,0.001482074,0.043693274,0.034829803,0.00040859706],"about_ca_topic_score_codex":0.0003646419,"about_ca_topic_score_gemma":0.00044277014,"teacher_disagreement_score":0.6419554,"about_ca_system_score_codex":0.00049509096,"about_ca_system_score_gemma":0.0010609785,"threshold_uncertainty_score":0.99980205},"labels":[],"label_agreement":null},{"id":"W4295899572","doi":"10.1371/journal.pone.0274499","title":"Ten years of graduates: A cross-sectional study of the practice location of doctors trained at a socially accountable medical school","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Odds ratio; Logistic regression; Family medicine; Medicine; Cross-sectional study; Confidence interval; Rural area; Population; Demography; Generalist and specialist species; Environmental health; Sociology; Internal medicine; Ecology","score_opus":0.09839988892789246,"score_gpt":0.43325188527283204,"score_spread":0.33485199634493956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295899572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957402,0.000105634055,0.0000012294129,0.0013803934,0.00020459837,0.0016320085,0.000046761856,0.000027073203,0.0008621462],"genre_scores_gemma":[0.99743444,0.000020255233,0.00019838549,0.00044379977,0.00010650262,0.00027937948,0.000011872318,0.000018392191,0.0014870046],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99526805,0.0011575929,0.0009964961,0.00020721504,0.0020824657,0.00028817807],"domain_scores_gemma":[0.99633276,0.0013648442,0.00096150086,0.00033822525,0.000875731,0.00012694825],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023163594,0.00009073375,0.000347876,0.000071762355,0.00059813185,0.0000029396444,0.0004023357,0.000116390765,0.0018707424],"category_scores_gemma":[0.0070187976,0.0000800657,0.00004628666,0.0008299127,0.00012067959,0.000119373944,0.00040922244,0.0006388615,0.000013064078],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063931313,0.0050802883,0.9812587,0.0006368618,0.00023307375,0.0000014653123,0.009945464,0.000049050755,0.0003746151,0.00052072306,0.0012175882,0.000042878037],"study_design_scores_gemma":[0.0022591373,0.00063192035,0.9754275,0.00039550132,0.00013505557,0.0000013307081,0.019949934,0.000088110544,0.00009791941,0.0004908226,0.00043290766,0.00008986554],"about_ca_topic_score_codex":0.0042577884,"about_ca_topic_score_gemma":0.0011205508,"teacher_disagreement_score":0.01000447,"about_ca_system_score_codex":0.00056311,"about_ca_system_score_gemma":0.002244011,"threshold_uncertainty_score":0.9990417},"labels":[],"label_agreement":null},{"id":"W4296244673","doi":"10.1007/s00125-022-05785-4","title":"Urban–rural disparities in diabetes-related mortality in the USA 1999–2019","year":2022,"lang":"en","type":"article","venue":"Diabetologia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; McMaster University; Population Health Research Institute","funders":"","keywords":"Diabetes mellitus; Medicine; Demography; Rural area; Population; Mortality rate; Cause of death; Gerontology; Environmental health; Internal medicine; Endocrinology; Disease","score_opus":0.04198993074786139,"score_gpt":0.3885305248338007,"score_spread":0.3465405940859393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296244673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853597,0.0016123162,2.8023072e-7,0.0023574252,0.0012862425,0.0013900052,0.00011014841,0.00009788625,0.0077859852],"genre_scores_gemma":[0.99232614,0.00005506071,0.000014136443,0.004984674,0.000059225804,0.0011083082,0.00016865206,0.00002158725,0.0012622221],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99354476,0.0031619014,0.0009793475,0.00036598856,0.0004869947,0.0014609874],"domain_scores_gemma":[0.99764687,0.001331735,0.00025754757,0.00063107454,0.00003702159,0.00009577964],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00296546,0.00024199586,0.0005527368,0.00017756103,0.0008663169,0.000013032805,0.00079399295,0.00023299998,0.0014735191],"category_scores_gemma":[0.0003263427,0.00018748431,0.000081421065,0.0011932733,0.0001665466,0.00013229692,0.00045167917,0.0021737053,0.0002862735],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015083821,0.00012062944,0.94723165,0.000080058075,0.000009690973,0.000022204658,0.0027488768,0.000094758296,0.000007108574,0.004628738,0.0448869,0.00015427943],"study_design_scores_gemma":[0.0007123813,0.00009309119,0.97784173,0.00010077045,0.0000104693645,6.007226e-7,0.0052998867,0.00028910156,0.0000025376582,0.0015502603,0.013899139,0.00020004943],"about_ca_topic_score_codex":0.012389312,"about_ca_topic_score_gemma":0.005511917,"teacher_disagreement_score":0.03098776,"about_ca_system_score_codex":0.00054593896,"about_ca_system_score_gemma":0.00020303122,"threshold_uncertainty_score":0.99943924},"labels":[],"label_agreement":null},{"id":"W4296343858","doi":"10.15353/sankofa.v2/4755","title":"Gender and Racial Expectations in the Workplace: A Comparative Study","year":2022,"lang":"en","type":"article","venue":"Sankofa Journal of Interdisciplinary Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aunt; Immigration; Race (biology); Gender studies; Test (biology); Psychology; Generalization; Sociology; Social psychology; Political science; Law","score_opus":0.1586760518233072,"score_gpt":0.5359077521515736,"score_spread":0.37723170032826636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296343858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97466165,0.015059803,0.000008428599,0.003336071,0.0011095864,0.0010070332,0.000010024176,0.000010321243,0.004797056],"genre_scores_gemma":[0.9986529,0.00009943229,0.00012244105,0.00037428355,0.00028121783,0.00024175078,0.0000012054163,0.000009785532,0.00021701577],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9955184,0.0023858075,0.0010362641,0.00017670436,0.00051351823,0.00036933683],"domain_scores_gemma":[0.9972926,0.001597008,0.0006168419,0.0001691961,0.0002606671,0.00006371293],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020207744,0.00017216112,0.00055814435,0.00023590539,0.002859746,0.000010646714,0.0003563514,0.000030342144,0.00015950292],"category_scores_gemma":[0.00011041048,0.00011023318,0.00007519463,0.00050671084,0.00014376383,0.0001579205,0.0012913665,0.001325526,0.000009486804],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006718889,0.00039724307,0.07428278,0.000045033947,0.00018882322,0.00015103795,0.89532715,0.0001638197,0.000002331373,0.00025084772,0.028349899,0.00016913473],"study_design_scores_gemma":[0.0012290175,0.0011960224,0.084395505,0.0001491127,0.000049762275,0.000054523887,0.9089162,0.000018993036,2.5939215e-7,0.002418983,0.0014841973,0.0000874227],"about_ca_topic_score_codex":0.000008825149,"about_ca_topic_score_gemma":0.00037250767,"teacher_disagreement_score":0.026865702,"about_ca_system_score_codex":0.00036279936,"about_ca_system_score_gemma":0.0001498749,"threshold_uncertainty_score":0.9984384},"labels":[],"label_agreement":null},{"id":"W4296480111","doi":"10.1136/bmjopen-2021-052448","title":"Examining students’ perception of rural practice following an educational strategy aimed at preparing postsecondary students for rural careers: a systematic review protocol for qualitative studies","year":2022,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"PsycINFO; CINAHL; Workforce; Medicine; Medical education; Critical appraisal; Disadvantage; Grey literature; MEDLINE; Nursing; Alternative medicine; Psychological intervention; Political science","score_opus":0.5475382809206633,"score_gpt":0.7218451629345869,"score_spread":0.17430688201392364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296480111","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009212892,0.35957116,0.000003034229,0.00009544167,0.0004863669,0.63897675,0.00026074314,0.000039289476,0.00047507935],"genre_scores_gemma":[0.00001041569,0.18560804,0.0011238612,0.0005726943,0.00018365597,0.8077696,0.0013181237,0.00013817959,0.00327543],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.97841203,0.012560936,0.0054418445,0.0007865275,0.0018249511,0.00097370846],"domain_scores_gemma":[0.9758034,0.014290286,0.007351584,0.0011913477,0.0010936203,0.00026977053],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02145665,0.00083084824,0.006036876,0.00020621489,0.002081919,0.00012756872,0.0027539148,0.00029954422,0.0004605914],"category_scores_gemma":[0.010465309,0.0006804271,0.00068320916,0.00046229782,0.000067625275,0.0012057528,0.0027547902,0.00072899746,0.000035840032],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000394224,0.0003654947,0.00008848247,0.94346476,0.0015659061,0.000001753043,0.044821277,8.5739606e-7,9.509148e-8,0.0000903745,0.006188119,0.003018645],"study_design_scores_gemma":[0.0014729737,0.0010217781,0.000014341101,0.5509325,0.002463539,0.000011003522,0.3809553,0.0000013524478,8.051161e-9,0.000057485704,0.06264693,0.00042271696],"about_ca_topic_score_codex":0.00034147484,"about_ca_topic_score_gemma":0.00019707231,"teacher_disagreement_score":0.39253223,"about_ca_system_score_codex":0.0042133937,"about_ca_system_score_gemma":0.0037353183,"threshold_uncertainty_score":0.99960923},"labels":[],"label_agreement":null},{"id":"W4296547128","doi":"","title":"Physicians and Surgeons and Spending a Year Abroad Studying Pathology","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; General surgery","score_opus":0.04881923441913943,"score_gpt":0.3688640650524404,"score_spread":0.32004483063330097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296547128","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91619915,0.0030172088,0.0025438543,0.0061905594,0.0005881768,0.0012226447,0.00010984096,0.0002887698,0.06983981],"genre_scores_gemma":[0.9770544,0.0021926453,0.010050765,0.00020821346,0.000056690296,0.00013326533,0.00022131193,0.00006311722,0.010019578],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9881219,0.009383154,0.00067203364,0.0008170561,0.00032472378,0.0006811103],"domain_scores_gemma":[0.9940742,0.0023320068,0.00065691664,0.0013290264,0.00128386,0.00032398966],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007944041,0.0003349729,0.0006182933,0.00017735138,0.0009632751,0.00009619194,0.0005037715,0.00048479854,0.00013078992],"category_scores_gemma":[0.0017054259,0.0003600635,0.00007097164,0.00024100179,0.00029660977,0.00010107758,0.0025204197,0.0013961508,0.00007230844],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007981443,0.0006459202,0.6006761,0.0023683978,0.00017543341,0.000059007245,0.20636812,0.00002808447,0.00042440425,0.113041125,0.01650361,0.05962995],"study_design_scores_gemma":[0.008052806,0.000008451608,0.51824594,0.06372599,0.0006111706,0.0000876889,0.06164124,0.015887264,0.0011053559,0.06897344,0.25750336,0.0041573048],"about_ca_topic_score_codex":0.003929421,"about_ca_topic_score_gemma":0.0060721766,"teacher_disagreement_score":0.24099974,"about_ca_system_score_codex":0.00022273071,"about_ca_system_score_gemma":0.00035127054,"threshold_uncertainty_score":0.99988514},"labels":[],"label_agreement":null},{"id":"W4296674292","doi":"10.1016/j.jrurstud.2022.09.011","title":"Medical assistance in dying in rural communities: A review of Canadian policies and guidelines","year":2022,"lang":"en","type":"review","venue":"Journal of Rural Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University; University of Lethbridge","funders":"Social Sciences and Humanities Research Council of Canada; Alberta Innovates","keywords":"Rurality; Legislation; Scholarship; Parliament; Political science; Public administration; Rural area; Economic growth; Public relations; Medicine; Politics; Law","score_opus":0.3429046327597967,"score_gpt":0.5731211306871056,"score_spread":0.23021649792730886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296674292","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00083636935,0.9891062,5.985582e-8,0.007834923,0.0007359896,0.0007881001,0.00004709107,0.000005198391,0.0006460886],"genre_scores_gemma":[0.000050499344,0.9968834,0.00007621915,0.0024643124,0.00023146626,0.000091425616,0.00001268025,0.000027251603,0.0001627282],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917058,0.0022744178,0.0044782534,0.0000737842,0.0007768274,0.000690955],"domain_scores_gemma":[0.9937977,0.002650007,0.002477163,0.00024064489,0.00052767736,0.00030680146],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0053886403,0.00036107324,0.0042146915,0.0012374849,0.0004378208,0.0000058640344,0.0006118986,0.0002506423,0.000499446],"category_scores_gemma":[0.0037550859,0.000252734,0.0002411014,0.0014412348,0.00020893928,0.00011165916,0.00042349324,0.0025228967,0.0000027193378],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023419187,0.000033596163,0.0071612988,0.36223125,0.00026468668,0.0001267261,0.013720875,7.545951e-7,4.916901e-9,0.00031555345,0.074386895,0.54173493],"study_design_scores_gemma":[0.00016671911,0.000043510707,0.00007570176,0.41481328,0.00007669625,0.000046243167,0.0623996,4.3262563e-7,6.826454e-10,0.000030642248,0.5222538,0.000093375435],"about_ca_topic_score_codex":0.24591935,"about_ca_topic_score_gemma":0.5466708,"teacher_disagreement_score":0.5416416,"about_ca_system_score_codex":0.001754946,"about_ca_system_score_gemma":0.002861019,"threshold_uncertainty_score":0.9999925},"labels":[],"label_agreement":null},{"id":"W4297236342","doi":"10.1503/cmaj.1096018","title":"Delaying dementia by even one year could avert care crisis","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dementia; Gerontology; Long-term care; Medicine; Disease; Psychiatry","score_opus":0.018642357352542323,"score_gpt":0.3519780595624763,"score_spread":0.33333570220993397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297236342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47897282,0.0132155735,0.0003328153,0.40722302,0.015918747,0.0019707063,0.0017564403,0.0002627028,0.080347195],"genre_scores_gemma":[0.9245653,0.00029234742,0.00018669084,0.07040361,0.0015221712,0.00008023866,0.00013968945,0.000040867446,0.0027690844],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99462116,0.0011529266,0.00072665117,0.00019427083,0.0022130604,0.0010919205],"domain_scores_gemma":[0.9965447,0.00024898243,0.000422448,0.00013456099,0.00047933185,0.002169976],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020296643,0.00012390902,0.0002630765,0.00014632053,0.003723416,0.0000260787,0.0003899547,0.0003781551,0.05747945],"category_scores_gemma":[0.0008066767,0.00013903226,0.00008089565,0.00034425882,0.000014468112,0.00009458684,0.00008905336,0.0031213886,0.0005649565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000071303825,0.000012483868,0.14016098,0.00001910314,0.00007055565,0.00003921714,0.0029359015,0.000007102467,0.0000012737995,0.00014427512,0.85404456,0.0025574442],"study_design_scores_gemma":[0.00080780964,0.00005309726,0.0037260298,0.000080897604,0.000038563066,0.000009635042,0.041989688,0.000039835806,7.5985884e-7,0.00011919046,0.9530022,0.00013230176],"about_ca_topic_score_codex":0.027070876,"about_ca_topic_score_gemma":0.0508092,"teacher_disagreement_score":0.4455925,"about_ca_system_score_codex":0.007434527,"about_ca_system_score_gemma":0.005896525,"threshold_uncertainty_score":0.9997391},"labels":[],"label_agreement":null},{"id":"W4297359151","doi":"10.1332/policypress/9781447352150.003.0006","title":"Comparative analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Context (archaeology); Interdependence; Politics; Health care; Institution; Core (optical fiber); Convergence (economics)","score_opus":0.18659444666920708,"score_gpt":0.4939970574750855,"score_spread":0.3074026108058784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297359151","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000030108453,0.0012610254,0.000012768068,0.00028098715,0.00047586468,0.0017457034,0.0009323998,0.00033768406,0.9949235],"genre_scores_gemma":[0.004075683,0.00022428045,0.00013137203,0.0028964423,0.0013223563,0.00053796,0.00031937368,0.00009152252,0.990401],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958011,0.00045910067,0.0011780215,0.00073986506,0.00073794846,0.0010840013],"domain_scores_gemma":[0.99642324,0.0006758141,0.001014579,0.0012117535,0.0002235663,0.00045106417],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038667675,0.00061186275,0.0016457908,0.00077890453,0.0013347536,0.000016485666,0.00070222176,0.0006493946,0.008321176],"category_scores_gemma":[0.000038946408,0.0006117428,0.0004899235,0.00007020267,0.00018139556,0.000043309254,0.00088895875,0.002387233,0.0005692351],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071013266,0.000008903441,0.00005632728,0.00022276469,0.0011403381,0.000015050881,0.0058998144,0.00005535649,4.7387346e-7,0.9376189,0.054440245,0.0004708291],"study_design_scores_gemma":[0.0003182573,0.000060497874,0.00006067487,0.00019735417,0.00093996816,9.747952e-7,0.00015368835,0.00005127529,0.000002639731,0.011872292,0.98588777,0.00045458492],"about_ca_topic_score_codex":0.019467944,"about_ca_topic_score_gemma":0.0018166245,"teacher_disagreement_score":0.93144757,"about_ca_system_score_codex":0.0010367543,"about_ca_system_score_gemma":0.00085711846,"threshold_uncertainty_score":0.99996537},"labels":[],"label_agreement":null},{"id":"W4297517575","doi":"10.36834/cmej.73320","title":"Perceptions of bias in the selection of international medical graduate residency applicants in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa; Western University","funders":"Canadian Institutes of Health Research","keywords":"IMG; Graduation (instrument); Reputation; Medical education; Immigration; Selection (genetic algorithm); United States Medical Licensing Examination; Perception; Psychology; Medical school; Selection bias; Medicine; Political science; Computer science","score_opus":0.06137148323091361,"score_gpt":0.43927525600124884,"score_spread":0.3779037727703352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297517575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88436383,0.0001600043,0.0000061341243,0.10879479,0.0022526383,0.00033875383,0.000028739927,0.0000025021673,0.004052611],"genre_scores_gemma":[0.9834856,0.00028724194,0.000053744396,0.015502652,0.00034227906,0.00012249341,0.000025126841,0.000008058982,0.00017280995],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99498844,0.0014194176,0.0010465571,0.00012983124,0.0019939805,0.00042177286],"domain_scores_gemma":[0.9970452,0.00046693883,0.00033033092,0.00013118496,0.00028885234,0.001737488],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0040078433,0.000080161204,0.00020015723,0.00043976298,0.00041124015,0.0000034451848,0.00066733843,0.00010180506,0.053662248],"category_scores_gemma":[0.008295284,0.000068198344,0.00003237884,0.000843529,0.00006738438,0.000053289445,0.000039609753,0.0022445405,0.0000058359146],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000021387756,0.00010775539,0.7598573,0.00003786216,0.000007242141,0.000031613992,0.0048546433,0.00005418621,0.0000011032199,0.0015300061,0.21748747,0.016009467],"study_design_scores_gemma":[0.0006015584,0.000048236176,0.78092176,0.0005707553,0.0000058697165,0.00023532922,0.10563286,0.0007791172,5.344677e-7,0.0008494777,0.11026101,0.000093485134],"about_ca_topic_score_codex":0.989999,"about_ca_topic_score_gemma":0.9991438,"teacher_disagreement_score":0.27467945,"about_ca_system_score_codex":0.0040425034,"about_ca_system_score_gemma":0.27872196,"threshold_uncertainty_score":0.9997808},"labels":[],"label_agreement":null},{"id":"W4297634246","doi":"10.1007/bf03403635","title":"Retaining Public Health Nurses in Rural British Columbia","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Salary; Job satisfaction; Autonomy; Public health nurse; Public health; Nursing; Public health nursing; Rural area; Rural community; Community health; Medicine; Socioeconomics; Psychology; Sociology; Political science","score_opus":0.09046539460764777,"score_gpt":0.4027017811125049,"score_spread":0.3122363865048571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297634246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80656964,0.007712111,0.00015592454,0.17649384,0.003921225,0.0011908952,0.00013390835,0.00006192053,0.0037605208],"genre_scores_gemma":[0.96446013,0.00091449724,0.001133577,0.030796811,0.0008139017,0.000030247487,0.000053147607,0.000076093296,0.0017216152],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9886903,0.00241707,0.0030960487,0.00034914102,0.0006710908,0.004776352],"domain_scores_gemma":[0.9858037,0.00029890123,0.0018893754,0.00043092505,0.00091523456,0.010661814],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012109499,0.0002510059,0.0011766811,0.00083054596,0.0023524559,0.00041713298,0.00079784094,0.00035731494,0.0015852787],"category_scores_gemma":[0.002964318,0.00036086334,0.00015286903,0.0018089131,0.00024960435,0.0009607514,0.00004362793,0.002482627,0.000086835666],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000004401096,0.000082676284,0.6885855,0.00034770273,0.000026427124,0.00027957343,0.017827548,0.000017767372,1.851572e-7,0.0027365957,0.11117685,0.17891476],"study_design_scores_gemma":[0.0024437339,0.0006132637,0.26625562,0.0030961926,0.0000024170927,0.0003659559,0.044760622,0.000008193371,2.369049e-8,0.0014802754,0.680706,0.00026766065],"about_ca_topic_score_codex":0.8993088,"about_ca_topic_score_gemma":0.9928422,"teacher_disagreement_score":0.5695292,"about_ca_system_score_codex":0.014170157,"about_ca_system_score_gemma":0.13697644,"threshold_uncertainty_score":0.9998843},"labels":[],"label_agreement":null},{"id":"W4297839174","doi":"10.1101/2022.09.12.22279886","title":"Health services for Aboriginal and Torres Strait Islander children in remote Australia: a scoping review","year":2022,"lang":"en","type":"review","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Health and Medical Research Council; Curtin University of Technology; Australian National University","keywords":"Grey literature; Indigenous; Workforce; Remuneration; Community health; Service delivery framework; Service (business); Health promotion; Medicine; Inclusion (mineral); Public relations; Business; Nursing; Political science; MEDLINE; Public health; Psychology; Marketing","score_opus":0.12209692046209429,"score_gpt":0.5410904511686127,"score_spread":0.41899353070651835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297839174","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015429659,0.9824455,0.000005836855,0.00096937927,0.00075189397,0.014993768,0.0003151309,0.00009949685,0.00026469489],"genre_scores_gemma":[0.000004006555,0.9936818,0.0005535062,0.0024855332,0.00045446886,0.0011623142,0.0006007183,0.00009861407,0.0009590405],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930544,0.001852683,0.0023546938,0.0009341482,0.00042158732,0.0013825209],"domain_scores_gemma":[0.99651766,0.0009836849,0.001433843,0.00063131476,0.00005978261,0.0003737042],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030216186,0.0006321937,0.0036018377,0.0002463172,0.0008017595,0.00001857783,0.0005725053,0.0003989635,0.0011912821],"category_scores_gemma":[0.0000838538,0.0005326754,0.0002569236,0.0007012536,0.000045347413,0.000114046205,0.00019047681,0.0016349808,0.000067389214],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000086859345,0.000018795163,0.0022297003,0.7330226,0.00003275078,0.0000053047224,0.00031498357,1.4877308e-7,1.3131918e-9,0.00014601131,0.0022836353,0.26193744],"study_design_scores_gemma":[0.00023073035,0.00006461643,0.00036956216,0.4590836,0.000102927006,0.0000121184585,0.000053296288,9.420152e-7,1.148375e-9,0.000036504232,0.539836,0.00020971267],"about_ca_topic_score_codex":0.0039010418,"about_ca_topic_score_gemma":0.00587563,"teacher_disagreement_score":0.53755236,"about_ca_system_score_codex":0.00061403017,"about_ca_system_score_gemma":0.0021255119,"threshold_uncertainty_score":0.99972177},"labels":[],"label_agreement":null},{"id":"W4297947566","doi":"","title":"RNABC position. Education requirements for future nurses. Registered Nurses Assocation of British Columbia.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Position (finance); Nursing; Political science; Medicine; Business","score_opus":0.052241613906047896,"score_gpt":0.39795593456451134,"score_spread":0.3457143206584634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297947566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9437231,0.0011864312,0.000011463146,0.0031748982,0.005536729,0.008049857,0.0004191608,0.00014842104,0.03774998],"genre_scores_gemma":[0.76557624,0.00040211494,0.00063384627,0.0019798295,0.00164558,0.011687983,0.00064231927,0.00004616623,0.21738593],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9975775,0.0002512138,0.0008023578,0.00034628157,0.00031919742,0.0007034815],"domain_scores_gemma":[0.9982163,0.00012636767,0.00049781514,0.000408244,0.00053093035,0.00022039843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005272923,0.00011222358,0.00029781286,0.00004475435,0.00048326675,0.000036662674,0.00021724535,0.00027399883,0.00085691205],"category_scores_gemma":[0.00016329957,0.00017650778,0.00008090502,0.0002872213,0.00005547729,0.00028471937,0.00001601839,0.00019412907,0.000046241566],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008206905,0.00023822013,0.02260959,0.00038956007,0.00001888492,3.7680437e-7,0.0005690554,0.0000010314815,0.0000036492968,0.00012432545,0.42891505,0.54704815],"study_design_scores_gemma":[0.0009371629,0.000044766806,0.5527062,0.00045660214,0.000045606816,0.0000032205287,0.0026176828,0.0000065138506,0.000007800894,0.0013474311,0.44168043,0.00014660358],"about_ca_topic_score_codex":0.0153949605,"about_ca_topic_score_gemma":0.015992135,"teacher_disagreement_score":0.5469016,"about_ca_system_score_codex":0.00056169834,"about_ca_system_score_gemma":0.0003426079,"threshold_uncertainty_score":0.9911616},"labels":[],"label_agreement":null},{"id":"W4297982808","doi":"10.1097/acm.0000000000004829","title":"Peer Mentorship for International Medical Students in the United States","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases","keywords":"Mentorship; Medical education; Medical school; Residence; Medicine; Psychology; Political science; Sociology","score_opus":0.10794680304297868,"score_gpt":0.5368499949973917,"score_spread":0.42890319195441307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297982808","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5660781,0.0005064566,0.00010083114,0.42489317,0.0040337467,0.0016385098,0.000036752397,0.00005798933,0.002654412],"genre_scores_gemma":[0.82462484,0.0007120261,0.000019680963,0.14845577,0.0020840298,0.0016547741,0.0012295507,0.000025356152,0.021193951],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937015,0.0011094309,0.00085170666,0.00023861263,0.0035261577,0.0005725642],"domain_scores_gemma":[0.99612695,0.003008923,0.00022562976,0.00020390002,0.00024824167,0.00018633672],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.013800372,0.00012621284,0.00023703206,0.00022645669,0.0005618364,0.0000023173493,0.0018106735,0.00018294399,0.00616568],"category_scores_gemma":[0.00545168,0.00008123335,0.000021622342,0.00055213727,0.00009686144,0.00004067648,0.00041624083,0.00244019,0.00003696149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014172921,0.000020756232,0.16711023,0.00004848982,0.000015807313,0.000009620335,0.053422485,0.000022025077,0.0000014453241,0.005880576,0.7730687,0.00025813383],"study_design_scores_gemma":[0.0023923256,0.00014776959,0.0057861116,0.00027318372,0.000012876155,0.0000040796062,0.103603095,0.00082967017,3.0107242e-7,0.0040865224,0.88279885,0.0000652241],"about_ca_topic_score_codex":0.0015703618,"about_ca_topic_score_gemma":0.00010377139,"teacher_disagreement_score":0.2764374,"about_ca_system_score_codex":0.00042977577,"about_ca_system_score_gemma":0.00016609344,"threshold_uncertainty_score":0.99986124},"labels":[],"label_agreement":null},{"id":"W4298003216","doi":"10.1186/s12875-022-01861-1","title":"Challenges with international medical graduate selection: finding positive attributes predictive of success in family medicine residency","year":2022,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"IMG; Medical education; Graduate medical education; Family medicine; Selection (genetic algorithm); Medicine; Psychology; Accreditation; Computer science","score_opus":0.11704366990018371,"score_gpt":0.4230786233606209,"score_spread":0.3060349534604372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298003216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85095745,0.014439636,0.00024606832,0.013661678,0.0018568552,0.0019648673,0.00036312782,0.0001874991,0.11632281],"genre_scores_gemma":[0.9959742,0.0013228469,0.00036418554,0.000834914,0.0003709904,0.00039178305,0.00043665606,0.00002782832,0.0002766061],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9957609,0.0010530769,0.0007107476,0.0004368606,0.001556259,0.00048212803],"domain_scores_gemma":[0.9976231,0.0010743773,0.00036533966,0.00020621679,0.0005678711,0.00016312914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010740559,0.00019127902,0.00046111445,0.00029273794,0.000521904,0.0000023750965,0.000464902,0.00014090564,0.00052873336],"category_scores_gemma":[0.00033394972,0.00016354461,0.000039494716,0.0005813521,0.00013747344,0.00016221248,0.00043670737,0.0011024985,0.000005936047],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017854614,0.000107511114,0.9551373,0.0012407642,0.00006392943,0.00008503625,0.02908188,0.00031451776,0.000018132227,0.003960717,0.004815958,0.0033887797],"study_design_scores_gemma":[0.002280596,0.00089208427,0.90576965,0.0027515513,0.000025985784,0.000019573012,0.08594437,0.00011643142,0.000012935632,0.0003302238,0.0016941339,0.00016248933],"about_ca_topic_score_codex":0.0017317908,"about_ca_topic_score_gemma":0.0031371412,"teacher_disagreement_score":0.14501673,"about_ca_system_score_codex":0.0018877432,"about_ca_system_score_gemma":0.0020363538,"threshold_uncertainty_score":0.6669156},"labels":[],"label_agreement":null},{"id":"W4298150849","doi":"10.12927/cjnl.2022.26877","title":"Inaccessibility to Bridging Programs and Systemic Barriers Are Unnecessary Delays: Response to Lee and Wojtiuk (2021)","year":2022,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"University of Alberta; University of Texas Health Science Center at Houston","keywords":"Workforce; Bureaucracy; Bridging (networking); Nursing; Political science; Medicine; Politics","score_opus":0.17382263963864394,"score_gpt":0.4121706482469769,"score_spread":0.23834800860833297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298150849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94557416,0.0027828456,0.0001705253,0.046984382,0.0010980038,0.0025442173,0.00002669889,0.00031226888,0.000506911],"genre_scores_gemma":[0.99273616,0.000008591485,0.0005027614,0.004770722,0.00019322641,0.00054153457,0.000012487118,0.00006307498,0.001171434],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99362767,0.0028311117,0.0006846707,0.00091450335,0.00054495264,0.0013971153],"domain_scores_gemma":[0.99728835,0.00074649137,0.00024615807,0.00059483515,0.00013984766,0.0009843317],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0037047921,0.00030344492,0.00051349803,0.00030085884,0.002696306,0.00006502664,0.00034516733,0.00019590622,0.00013459008],"category_scores_gemma":[0.0010839942,0.00033509053,0.000041851585,0.0010118978,0.00016743939,0.00018748619,0.00027032156,0.0011286988,0.000046650686],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012571493,0.0001726668,0.6335588,0.0029242197,0.00004263397,0.00011823851,0.21329203,0.00031286202,0.00054287,0.00030945466,0.020963274,0.11519147],"study_design_scores_gemma":[0.0013886767,0.0008144366,0.06845841,0.010254416,0.000058303496,0.00008071944,0.90481573,0.0005013602,0.00003038416,0.0003988288,0.012516875,0.00068185345],"about_ca_topic_score_codex":0.0003620672,"about_ca_topic_score_gemma":0.00015966834,"teacher_disagreement_score":0.69152373,"about_ca_system_score_codex":0.0016756891,"about_ca_system_score_gemma":0.00043637358,"threshold_uncertainty_score":0.9999101},"labels":[],"label_agreement":null},{"id":"W4298160441","doi":"","title":"Physician shortages.","year":2000,"lang":"fr","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Economic shortage; Computer science; Data science; World Wide Web; Medicine; Government (linguistics)","score_opus":0.04910201179914884,"score_gpt":0.35985481742161896,"score_spread":0.3107528056224701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298160441","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15927581,0.02827523,0.000004868531,0.05692109,0.0062226737,0.0039795805,0.00012688815,0.00031727084,0.74487656],"genre_scores_gemma":[0.372328,0.004117525,0.00016833,0.018862827,0.0032428212,0.0026123736,0.000032971093,0.000076479046,0.59855866],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944683,0.00094444095,0.0008124234,0.0005497768,0.00042860085,0.0027965135],"domain_scores_gemma":[0.9976972,0.00036917516,0.00016319107,0.0007045381,0.00010453292,0.00096136983],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009920901,0.00035159822,0.0005114602,0.00006813575,0.00072100665,0.00003131676,0.00040110436,0.000666678,0.018293535],"category_scores_gemma":[0.000086475506,0.0003774756,0.00015253994,0.00062275596,0.0002417902,0.0003099842,0.000078035766,0.0012417344,0.013978732],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049192666,0.0001431094,0.0028470212,0.00030800828,0.000025814126,0.00002432545,0.0009073794,0.00001695026,1.05906764e-7,0.0031840387,0.2630556,0.7294385],"study_design_scores_gemma":[0.00047477713,0.000022031996,0.16593432,0.00030339303,0.000051861796,0.0000024270173,0.0006518198,0.000048142258,0.0000063148377,0.0016286051,0.8305986,0.0002776919],"about_ca_topic_score_codex":0.001861381,"about_ca_topic_score_gemma":0.0004719162,"teacher_disagreement_score":0.7291608,"about_ca_system_score_codex":0.000581901,"about_ca_system_score_gemma":0.00015921066,"threshold_uncertainty_score":0.99986774},"labels":[],"label_agreement":null},{"id":"W4298241884","doi":"","title":"Family medicine education in rural communities as a health service intervention supporting recruitment and retention of physicians.","year":2018,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Positive Living Society of British Columbia; College of Family Physicians of Canada","funders":"","keywords":"Intervention (counseling); Service (business); Medicine; Nursing; Family medicine; Gerontology; Business; Marketing","score_opus":0.16988395897507935,"score_gpt":0.48002362199111503,"score_spread":0.3101396630160357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298241884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9791603,0.0010469598,0.000013202548,0.008684912,0.0008917993,0.0031703003,0.0000058056867,0.000045733686,0.0069809495],"genre_scores_gemma":[0.99119943,0.00034440303,0.00009112196,0.005290957,0.00025000982,0.001870914,0.000107159525,0.000014614476,0.0008313856],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.997334,0.00086859305,0.0009595905,0.00011304033,0.00020219754,0.0005225875],"domain_scores_gemma":[0.99846137,0.00013819698,0.0007639959,0.00023735444,0.00029910333,0.00010000011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002194733,0.00011550454,0.00032491822,0.00016705786,0.00029472847,0.000003972011,0.000109235865,0.00008707654,0.000052301282],"category_scores_gemma":[0.00010465723,0.00010882473,0.000024001221,0.00034707703,0.00010837305,0.00016491146,0.00009389164,0.00026031848,0.000014430142],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000155876,0.0001531085,0.12355348,0.00159868,0.000012053167,1.5418959e-7,0.029970543,2.1190303e-7,0.000023325507,0.001347181,0.0061324514,0.83705294],"study_design_scores_gemma":[0.00087460596,0.00020984227,0.812205,0.0036334512,0.000010489362,9.647415e-7,0.17518763,0.00004456565,0.00001567254,0.0016715443,0.006070587,0.00007561188],"about_ca_topic_score_codex":0.068895504,"about_ca_topic_score_gemma":0.017044222,"teacher_disagreement_score":0.8369773,"about_ca_system_score_codex":0.00036274374,"about_ca_system_score_gemma":0.00017626963,"threshold_uncertainty_score":0.9511076},"labels":[],"label_agreement":null},{"id":"W4299800615","doi":"10.46692/9781847427908.009","title":"Workforce issues","year":2010,"lang":"en","type":"other","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Business; Political science; Law","score_opus":0.05218752007505789,"score_gpt":0.47262878858062635,"score_spread":0.42044126850556846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299800615","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011105595,0.0044229673,0.000044927143,0.0018110418,0.0048935986,0.0014860763,0.000038758975,0.0021199577,0.98517156],"genre_scores_gemma":[0.000023027525,0.0015710057,0.0057500517,0.0037011881,0.004393446,0.0001723795,0.0000894459,0.0010415529,0.9832579],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99730176,0.00023245429,0.0005457375,0.00048399053,0.00035853605,0.0010775271],"domain_scores_gemma":[0.998016,0.00017690513,0.0004076825,0.0009897896,0.000071522234,0.0003380837],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00030320417,0.000413203,0.0006429906,0.00020933869,0.0003238881,0.000008220241,0.0004751085,0.0022794486,0.31547445],"category_scores_gemma":[0.000105629384,0.00033165043,0.00008944224,0.00022905413,0.00009106399,0.000027439932,0.00019087383,0.0021856572,0.041291263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062483828,0.000013596519,0.0013104476,0.0002820018,0.000012682845,0.0000048345955,0.00015887182,3.185552e-8,0.0000015764563,0.015924867,0.9773017,0.0049831034],"study_design_scores_gemma":[0.00024901566,0.000019696634,0.000044052616,0.0018471958,0.000016175562,6.7710783e-7,0.00046256077,0.0000024320595,0.000001590313,0.00045845183,0.9965781,0.00032006454],"about_ca_topic_score_codex":0.0074388823,"about_ca_topic_score_gemma":0.013933082,"teacher_disagreement_score":0.2741832,"about_ca_system_score_codex":0.00008739439,"about_ca_system_score_gemma":0.00024170267,"threshold_uncertainty_score":0.9999136},"labels":[],"label_agreement":null},{"id":"W4300030069","doi":"","title":"Resetting the compass: exploring the implicit messages of orientation to a community-engaged medical school","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; McGill University; University of Calgary","funders":"","keywords":"Compass; Orientation (vector space); Medical school; Psychology; Computer science; Medical education; Medicine; Mathematics; Geography; Cartography; Geometry","score_opus":0.6063928407922947,"score_gpt":0.6851585452006298,"score_spread":0.07876570440833508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300030069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97308105,0.0021198704,0.00012822056,0.01066696,0.0014434545,0.001936514,0.000036873585,0.000048529684,0.010538535],"genre_scores_gemma":[0.9928621,0.0032143777,0.00014636634,0.0024850946,0.0004447481,0.00045338372,0.000008124468,0.000053735796,0.00033204732],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98069555,0.0146800475,0.0018427251,0.0003175275,0.0016430166,0.000821132],"domain_scores_gemma":[0.9813732,0.012446077,0.0024502806,0.0021453702,0.00084665243,0.0007384395],"candidate_categories":["metaresearch","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03259111,0.00030952774,0.0009115648,0.00032033192,0.01841624,0.0006107749,0.00943031,0.00017837672,0.0067791305],"category_scores_gemma":[0.034774918,0.00019284069,0.00015411535,0.0006876731,0.00037639143,0.0023888338,0.004407918,0.0067698923,0.000064330154],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039355905,0.00015329514,0.8542727,0.00042785678,0.00015207368,0.000010616262,0.016054818,0.00006682986,0.0028516226,0.00069525215,0.11330476,0.01161662],"study_design_scores_gemma":[0.00073044223,0.000019933095,0.9393223,0.0046322173,0.000057981633,0.0000037473565,0.031649046,0.00004228347,0.0011132213,0.0029896714,0.019225223,0.00021394386],"about_ca_topic_score_codex":0.019882329,"about_ca_topic_score_gemma":0.0025618994,"teacher_disagreement_score":0.09407953,"about_ca_system_score_codex":0.00025561237,"about_ca_system_score_gemma":0.0006568237,"threshold_uncertainty_score":0.99615103},"labels":[],"label_agreement":null},{"id":"W4300069907","doi":"","title":"The influence of globalization on medical regulation: a descriptive analysis of international medical graduates registered through alternative licensure routes in Ontario","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"The Wilson Centre; College of Physicians and Surgeons of Ontario; University of Toronto","funders":"","keywords":"Licensure; Globalization; Descriptive statistics; Descriptive research; Medicine; Medical education; Family medicine; Political science; Sociology; Law; Social science; Statistics; Mathematics","score_opus":0.30104313372963903,"score_gpt":0.600657203415895,"score_spread":0.299614069686256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300069907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98751616,0.0015436979,0.00060346455,0.0039909445,0.00072850886,0.0007648494,0.00007324133,0.000018442168,0.0047607147],"genre_scores_gemma":[0.99047816,0.008078966,0.00010725382,0.00049622956,0.00010421152,0.00006198585,0.000025025807,0.000020796964,0.00062736805],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9921882,0.0016286934,0.002494713,0.0004546259,0.0027612136,0.0004725196],"domain_scores_gemma":[0.99106544,0.0035783069,0.0029292726,0.00058401533,0.0015582431,0.0002847271],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043262276,0.0002781285,0.0010479374,0.0006561198,0.00031478703,0.00007077061,0.0030155326,0.00032291547,0.008841041],"category_scores_gemma":[0.00676065,0.00017153827,0.00020106502,0.001882037,0.00049552316,0.0012956182,0.00083251024,0.00065999397,0.0000088367515],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00087369577,0.00020311853,0.97993106,0.000054397355,0.0007303225,0.0000142067265,0.0038639104,0.0006664405,0.00032320665,0.005326725,0.005437548,0.0025753914],"study_design_scores_gemma":[0.0010728273,0.000026560787,0.97641844,0.0060520913,0.00013878047,0.0000016581748,0.0006548441,0.00041107816,0.00043068983,0.009864436,0.0047586644,0.00016990583],"about_ca_topic_score_codex":0.11203343,"about_ca_topic_score_gemma":0.17406714,"teacher_disagreement_score":0.062033713,"about_ca_system_score_codex":0.0009782431,"about_ca_system_score_gemma":0.0011905725,"threshold_uncertainty_score":0.992065},"labels":[],"label_agreement":null},{"id":"W4300117201","doi":"","title":"An examination of entrance criteria for international medical graduates (IMGs) into Canadian psychiatry residency programs","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vancouver Coastal Health","funders":"","keywords":"Residency training; Medical education; Medicine; Psychology; Family medicine; Psychiatry; Continuing education","score_opus":0.323378270320627,"score_gpt":0.6651155002176474,"score_spread":0.34173722989702043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300117201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9699986,0.0040856563,0.00025344826,0.0092787305,0.0071673053,0.0023366234,0.00015608754,0.000044411972,0.006679128],"genre_scores_gemma":[0.9913799,0.0035149227,0.0026969912,0.0006256907,0.0009894558,0.0002939426,0.00012498444,0.0000532523,0.00032084118],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953494,0.0006749734,0.0016468049,0.00049079646,0.0010883305,0.00074969465],"domain_scores_gemma":[0.9941323,0.00038020877,0.0020347766,0.0008613371,0.001630457,0.0009609119],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0044241315,0.00028556818,0.0007165967,0.00059816736,0.0016939343,0.00047838487,0.005276342,0.00035582704,0.009414832],"category_scores_gemma":[0.00271461,0.00026905374,0.00011805565,0.0002772865,0.00027055288,0.002740946,0.0004338575,0.0006123889,0.000014996818],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025785176,0.00027910754,0.88927126,0.00072707713,0.00009104124,0.000009998354,0.0014368606,0.0000024279382,0.0011734655,0.004470846,0.03937149,0.062908575],"study_design_scores_gemma":[0.0009587071,0.00004536276,0.94803745,0.004108793,0.00003903943,0.0000024920967,0.0006830877,0.0002225481,0.000601958,0.031055072,0.013967903,0.0002776134],"about_ca_topic_score_codex":0.16397585,"about_ca_topic_score_gemma":0.2490607,"teacher_disagreement_score":0.08508485,"about_ca_system_score_codex":0.0003830116,"about_ca_system_score_gemma":0.002595292,"threshold_uncertainty_score":0.99997616},"labels":[],"label_agreement":null},{"id":"W4300130069","doi":"","title":"Physician recruitment and retention in New Brunswick: a medical student perspective","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Perspective (graphical); Medical education; Psychology; Medicine; Computer science; Artificial intelligence","score_opus":0.4166716398009795,"score_gpt":0.6724342084665503,"score_spread":0.25576256866557084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300130069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9465459,0.02205414,0.00019205929,0.008505809,0.0011728535,0.0030513126,0.000015323356,0.00006221676,0.018400382],"genre_scores_gemma":[0.9601632,0.03238495,0.00014686033,0.0023549425,0.0005718579,0.00012521583,0.000004053777,0.00005996353,0.0041889497],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99454796,0.0013102514,0.0013999853,0.00062407955,0.0012953869,0.00082233874],"domain_scores_gemma":[0.9963654,0.00091921806,0.0010014646,0.00046416587,0.0004062303,0.0008434863],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002901984,0.00032791993,0.0009210885,0.0005579748,0.00044382046,0.00013867643,0.0015772261,0.00028601507,0.011261834],"category_scores_gemma":[0.00082701485,0.00023407847,0.00011416284,0.00081367634,0.00016078063,0.0013657272,0.0013043098,0.00079847575,0.000090060974],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004137759,0.00033493235,0.8824765,0.00013525171,0.00010515984,0.000058738395,0.0033987744,0.0000014720578,0.0020579195,0.004326405,0.04572418,0.06096687],"study_design_scores_gemma":[0.0023756349,0.00003898006,0.9449886,0.007586522,0.00004371928,0.0000043655327,0.0045539173,0.000010452386,0.00023701302,0.017263865,0.022575248,0.00032170126],"about_ca_topic_score_codex":0.023297736,"about_ca_topic_score_gemma":0.008994611,"teacher_disagreement_score":0.06251206,"about_ca_system_score_codex":0.0011235289,"about_ca_system_score_gemma":0.0020497188,"threshold_uncertainty_score":0.989642},"labels":[],"label_agreement":null},{"id":"W4300381659","doi":"","title":"Canada's physician workforce also aging.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Aging in the American workforce; Gerontology; Business; Medicine; Economics; Economic growth","score_opus":0.0359728114720123,"score_gpt":0.3408991936146643,"score_spread":0.304926382142652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300381659","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2924484,0.0010245086,0.0000037056186,0.014268757,0.0012067684,0.0022847606,0.000046881767,0.0002936995,0.6884225],"genre_scores_gemma":[0.828227,0.00012675696,0.000055391363,0.03096205,0.0008965323,0.0020786212,0.000023145203,0.000039888106,0.1375906],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968762,0.00026547568,0.0004811608,0.00032674966,0.00039689068,0.0016535253],"domain_scores_gemma":[0.9986017,0.00024326594,0.00012522872,0.00045635167,0.000077607285,0.0004958816],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00039498662,0.0001961969,0.00029654588,0.000035276134,0.00073060876,0.00001018909,0.00030755755,0.00013296398,0.0013681166],"category_scores_gemma":[0.000059123464,0.00018442015,0.000045757763,0.00038624372,0.000040772316,0.00009910386,0.00004718274,0.0005144362,0.00053747237],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032957552,0.000019907658,0.013913111,0.00006292658,0.000011260176,0.0000123306,0.00024976576,0.000039051472,2.288846e-7,0.0007519543,0.32251465,0.66239184],"study_design_scores_gemma":[0.00030977203,0.0000039311817,0.18612368,0.00008033969,0.000008506878,5.3867353e-7,0.00028550564,0.000021338154,0.0000063651264,0.00022108879,0.8127856,0.00015330431],"about_ca_topic_score_codex":0.61345816,"about_ca_topic_score_gemma":0.6104885,"teacher_disagreement_score":0.66223854,"about_ca_system_score_codex":0.0007372492,"about_ca_system_score_gemma":0.000658178,"threshold_uncertainty_score":0.99954474},"labels":[],"label_agreement":null},{"id":"W4300470483","doi":"10.17615/4398-b918","title":"Incorporating CanMEDS and subspecialty training into paediatric residency programs: Why are we still deficient?","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Residency training; Training (meteorology); Medical education; Medicine; Family medicine; Geography; Continuing education","score_opus":0.12168497593143186,"score_gpt":0.3598496071548532,"score_spread":0.23816463122342135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300470483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75236267,0.03692867,0.0009824416,0.18230908,0.0022969586,0.004546202,0.00009290501,0.0022951688,0.018185932],"genre_scores_gemma":[0.94999826,0.00029771283,0.036148448,0.0106836585,0.0020089112,0.00020790067,0.0000841218,0.00009476497,0.0004761988],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99666744,0.0005295705,0.00088412984,0.0005667648,0.0004556663,0.00089642796],"domain_scores_gemma":[0.99766105,0.00069450925,0.00057272846,0.00027738416,0.00014349446,0.0006508323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004391795,0.00031264513,0.00053313683,0.00012420512,0.0012592322,0.00011828214,0.00030302515,0.00030948123,0.0002051456],"category_scores_gemma":[0.0009791526,0.00028031113,0.00005427038,0.0011582659,0.00025929653,0.0007540995,0.00042017602,0.0008282917,0.000074325966],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017382571,0.00003669483,0.53390986,0.0018527943,0.00001920111,0.000056364086,0.15064071,0.000014198846,0.000008057339,0.2514894,0.044964883,0.016833995],"study_design_scores_gemma":[0.001919498,0.0007090443,0.016077941,0.0025769945,0.00009028972,0.000004895181,0.2879504,0.00067557127,0.00004203649,0.36578116,0.3231655,0.0010066847],"about_ca_topic_score_codex":0.0006720876,"about_ca_topic_score_gemma":0.0019350714,"teacher_disagreement_score":0.5178319,"about_ca_system_score_codex":0.00011214016,"about_ca_system_score_gemma":0.0011940019,"threshold_uncertainty_score":0.9999649},"labels":[],"label_agreement":null},{"id":"W4300898795","doi":"","title":"Health professions education and globalization: a call for reflexivity","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Wilson Centre","funders":"","keywords":"Reflexivity; Globalization; Health professions; Sociology; Political science; Social science; Health care; Economics; Economic growth","score_opus":0.38766905673319974,"score_gpt":0.6918943249811816,"score_spread":0.3042252682479819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300898795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76386005,0.077693276,0.017662125,0.07799317,0.010922136,0.018087016,0.0010177111,0.00046821305,0.032296307],"genre_scores_gemma":[0.95390606,0.024075745,0.0026621222,0.006966576,0.0008782797,0.0010006938,0.00005619369,0.00010019889,0.010354104],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9950091,0.0013246838,0.0016107735,0.0005920913,0.0005539691,0.00090935396],"domain_scores_gemma":[0.994345,0.0013245465,0.0018932635,0.00062341406,0.0010093023,0.00080447417],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003127748,0.0003325129,0.00095273997,0.00042832343,0.0017503875,0.00015600746,0.0013215706,0.00027264378,0.0032275473],"category_scores_gemma":[0.0013110751,0.00023659469,0.00010674668,0.00085743604,0.00015156268,0.0017370943,0.0008527539,0.00040520952,0.000035544435],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002963046,0.0002832927,0.4929812,0.00081772776,0.00003495944,8.5061475e-7,0.00071363297,0.0000014809142,0.0009571679,0.0037544502,0.43674383,0.06341512],"study_design_scores_gemma":[0.0014198162,0.000047969872,0.5910046,0.009126405,0.000046668094,0.000006558789,0.0008450749,0.000018369185,0.00020047244,0.037051376,0.3598118,0.0004208906],"about_ca_topic_score_codex":0.002861561,"about_ca_topic_score_gemma":0.0010459558,"teacher_disagreement_score":0.19004604,"about_ca_system_score_codex":0.00072163116,"about_ca_system_score_gemma":0.002521054,"threshold_uncertainty_score":0.9995492},"labels":[],"label_agreement":null},{"id":"W4301248262","doi":"10.17615/mx6c-y628","title":"The precarious supply of physical therapists across Canada: Exploring national trends in health human resources (1991 to 2005)","year":2019,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill; Toronto Rehabilitation Institute; Ontario Ministry of Health and Long-Term Care","keywords":"Political science; Human resources; Psychology; Medicine","score_opus":0.06556605029638707,"score_gpt":0.4050795104454326,"score_spread":0.33951346014904554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4301248262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.976284,0.0010072186,8.65351e-7,0.01509742,0.00057684863,0.00068573764,0.00012403105,0.000065121356,0.0061587407],"genre_scores_gemma":[0.9881332,0.000013589073,0.00020584874,0.0018467207,0.00032586275,0.00017447035,0.000057601563,0.00003162878,0.009211083],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968375,0.00044487094,0.0007037019,0.00029894567,0.0006605799,0.0010543764],"domain_scores_gemma":[0.9980335,0.0010235191,0.00027087503,0.00034963767,0.000092904374,0.00022955456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070558826,0.00018632201,0.0004005734,0.00007276508,0.0010063205,0.0000332791,0.00042764714,0.00007929393,0.00016403403],"category_scores_gemma":[0.000091841895,0.00013592321,0.000046893856,0.0005021858,0.00009816799,0.0002941331,0.00021711567,0.00046440255,0.00003183043],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005289006,0.00016005881,0.30417272,0.0006507876,0.00005986336,0.000004098816,0.22865629,0.00080571277,0.00008956756,0.32010996,0.12873422,0.016027834],"study_design_scores_gemma":[0.0009177414,0.00025691683,0.30179766,0.00090403174,0.0000015485707,3.7341172e-7,0.01722099,0.000087881286,0.000090265254,0.006701755,0.67178947,0.00023137931],"about_ca_topic_score_codex":0.42942828,"about_ca_topic_score_gemma":0.7970576,"teacher_disagreement_score":0.54305524,"about_ca_system_score_codex":0.0005888002,"about_ca_system_score_gemma":0.0011593971,"threshold_uncertainty_score":0.7739906},"labels":[],"label_agreement":null},{"id":"W4301630560","doi":"","title":"Comment on: The Canadian International Medical Graduate Bottleneck: A New Problem for New Doctors","year":2012,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bottleneck; Medical education; Graduate students; Computer science; Operations research; Medicine; Engineering","score_opus":0.5218367399213791,"score_gpt":0.6500626182554303,"score_spread":0.1282258783340512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4301630560","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19355291,0.015669905,0.0006844083,0.655334,0.016734079,0.010009227,0.0003508922,0.00018097903,0.107483566],"genre_scores_gemma":[0.8883663,0.0067838347,0.0015755483,0.0883839,0.005131895,0.00051809195,0.00010124711,0.00014872279,0.008990467],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99437153,0.00074712106,0.00146985,0.0003698811,0.0016105203,0.0014310864],"domain_scores_gemma":[0.9930334,0.0020689003,0.0010051364,0.00056680647,0.00044036764,0.002885401],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0048985365,0.0003758113,0.0006951349,0.00050924474,0.0015282956,0.00034655488,0.0039066067,0.00031589513,0.041888505],"category_scores_gemma":[0.0015801879,0.00026529425,0.00019910366,0.00062009034,0.00011229966,0.0010799749,0.00077006925,0.001339791,0.00021928415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013766221,0.00009020862,0.21763192,0.000056949637,0.000114662624,0.0000041095705,0.0010503363,0.000009827793,0.000010695175,0.008725994,0.76395655,0.008211087],"study_design_scores_gemma":[0.00089895277,0.000017774406,0.10735108,0.0016912487,0.000040611234,0.000004470515,0.00043043404,0.00004283219,0.00007963269,0.0117670465,0.8774055,0.00027041676],"about_ca_topic_score_codex":0.31837326,"about_ca_topic_score_gemma":0.0919486,"teacher_disagreement_score":0.6948134,"about_ca_system_score_codex":0.001152871,"about_ca_system_score_gemma":0.0038623945,"threshold_uncertainty_score":0.9999799},"labels":[],"label_agreement":null},{"id":"W4302424556","doi":"10.1111/inr.12804","title":"Commentary: Investing in advance practice nurses is a global health system solution","year":2022,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Nursing; Investment (military); Service delivery framework; Business; Service (business); Value (mathematics); Workforce planning; Health care; Health services; Medicine; Public relations; Economic growth; Political science; Marketing; Environmental health; Economics","score_opus":0.056724362255101024,"score_gpt":0.5280147799812835,"score_spread":0.4712904177261825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302424556","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016293386,0.20922321,0.0003267709,0.7293901,0.0100071365,0.0029919406,0.0002889338,0.00026877766,0.0458738],"genre_scores_gemma":[0.3003919,0.03334211,0.010380735,0.65184146,0.0009917605,0.0014864194,0.00044188925,0.00007353768,0.0010501464],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951287,0.0018968435,0.0011927229,0.00039545106,0.0007781471,0.00060816616],"domain_scores_gemma":[0.99791193,0.00043963618,0.00097647076,0.00028429637,0.00022305726,0.0001645931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00214996,0.00018305222,0.00044732698,0.00008138236,0.0009862663,0.000010952111,0.0004359015,0.00004458945,0.0004020929],"category_scores_gemma":[0.00071126,0.00020070966,0.000069570015,0.00064240047,0.00005038141,0.0003275385,0.0001601712,0.0007203227,0.000116575975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012873152,0.00031680655,0.013966885,0.0041693854,0.000028663468,0.000028065817,0.0029540057,0.00008099388,9.494721e-7,0.023475746,0.8658048,0.08904498],"study_design_scores_gemma":[0.00045401027,0.000090812835,0.0008138304,0.072460614,0.000021924896,0.00010057922,0.006633421,0.0008427867,1.7496947e-7,0.00048311724,0.91794866,0.00015006469],"about_ca_topic_score_codex":0.003334848,"about_ca_topic_score_gemma":0.00021861674,"teacher_disagreement_score":0.29876256,"about_ca_system_score_codex":0.0126571385,"about_ca_system_score_gemma":0.00051506114,"threshold_uncertainty_score":0.9911331},"labels":[],"label_agreement":null},{"id":"W4302779466","doi":"","title":"Bridging the Gap for International Medical Graduates","year":2012,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bridging (networking); Computer science; Computer security","score_opus":0.4764436185310141,"score_gpt":0.6817436801504625,"score_spread":0.20530006161944842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302779466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8512306,0.043130513,0.0032687155,0.029006924,0.02044852,0.004214625,0.00018296755,0.00019132665,0.048325792],"genre_scores_gemma":[0.98011285,0.0077714976,0.00038629043,0.005417907,0.003789919,0.00035308913,0.00003690705,0.00006725539,0.0020642835],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950603,0.0007725513,0.0014483114,0.0003099233,0.0013295496,0.0010793251],"domain_scores_gemma":[0.9943258,0.002552502,0.00117546,0.00046815927,0.0007930753,0.00068495976],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0063511697,0.0002832205,0.0006408301,0.00033471663,0.0013702699,0.00023901758,0.003803459,0.0002343903,0.026916033],"category_scores_gemma":[0.0038722623,0.00019710408,0.00019558439,0.0005474114,0.00018535595,0.0017840127,0.0014333457,0.0010148219,0.00013618411],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014145435,0.00011738626,0.5721734,0.00013425741,0.000095822455,0.0000027831559,0.0006918301,0.0000073527735,0.00025246947,0.0019164882,0.4083403,0.016126411],"study_design_scores_gemma":[0.0010795738,0.000009492567,0.45878705,0.0022190476,0.000074684314,0.000011494116,0.0009978667,0.0005555522,0.0005627946,0.010468876,0.5248676,0.0003659834],"about_ca_topic_score_codex":0.0014531597,"about_ca_topic_score_gemma":0.00014687693,"teacher_disagreement_score":0.12888223,"about_ca_system_score_codex":0.00026978465,"about_ca_system_score_gemma":0.00040734807,"threshold_uncertainty_score":0.9999298},"labels":[],"label_agreement":null},{"id":"W4306154135","doi":"10.1007/s12630-022-02340-y","title":"No community left behind: advancing rural anesthesia, surgery, and obstetric care in Canada","year":2022,"lang":"en","type":"editorial","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Ottawa","funders":"","keywords":"Medicine; Rural community; Left behind; Obstetric anesthesia; Anesthesia; Pregnancy; Nursing; Demography; Sociology; Psychiatry","score_opus":0.013863140274978408,"score_gpt":0.28552352987234775,"score_spread":0.2716603895973693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306154135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69273806,0.022301652,2.1478353e-7,0.0024385038,0.28042528,0.0009459826,0.00017042705,0.000023662755,0.0009562163],"genre_scores_gemma":[0.5766147,0.006102713,0.00024556258,0.001413537,0.40874678,0.00007552299,0.00081991684,0.00091273815,0.005068573],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98278654,0.0055400166,0.0043019266,0.00054907816,0.0025769281,0.004245514],"domain_scores_gemma":[0.975907,0.007986929,0.0044761994,0.00097370904,0.0034662653,0.007189887],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.007286576,0.0012885586,0.0033275892,0.003045896,0.0054102484,0.0002232085,0.0024116728,0.00149253,0.0018007525],"category_scores_gemma":[0.005338562,0.0013387115,0.0004749991,0.0008619495,0.00029923522,0.0007352272,0.00010505672,0.019592902,0.000022298684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00019458953,0.00001565461,0.04816066,0.00079584366,0.000060051243,0.3417895,0.008004014,0.00014074436,1.433982e-7,0.000004074712,0.5997893,0.0010453812],"study_design_scores_gemma":[0.00096668315,0.00057757803,0.004013856,0.0031205476,0.00013593971,0.26552635,0.047257904,0.0000046553164,2.2500384e-7,0.00003828778,0.6775123,0.0008456779],"about_ca_topic_score_codex":0.9938875,"about_ca_topic_score_gemma":0.9991798,"teacher_disagreement_score":0.176506,"about_ca_system_score_codex":0.043604426,"about_ca_system_score_gemma":0.22011042,"threshold_uncertainty_score":0.9999866},"labels":[],"label_agreement":null},{"id":"W4306729279","doi":"10.4103/cjrm.cjrm_70_21","title":"The economic impact of rural healthcare on rural economies: A rapid review","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Winnipeg; NOSM University","funders":"","keywords":"Health care; Rural area; Rural health; Economic growth; Economic impact analysis; Business; Grey literature; Medicine; MEDLINE; Political science; Economics","score_opus":0.11336415999788049,"score_gpt":0.4783122736923435,"score_spread":0.364948113694463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306729279","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00031961553,0.97387755,1.045962e-7,0.014062866,0.0064253164,0.002654293,0.00049614673,0.000013062684,0.002151029],"genre_scores_gemma":[0.0004286624,0.9925953,0.0000041725243,0.002903249,0.0026879436,0.00012295337,0.00018370616,0.00011059752,0.0009633807],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98978424,0.0027194573,0.0051533296,0.00019344721,0.00045535332,0.0016941559],"domain_scores_gemma":[0.9864461,0.0033894274,0.0061501767,0.0009977205,0.00031968913,0.002696932],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004327579,0.0008050476,0.0053375564,0.0007255189,0.00149381,0.000013851715,0.0016632305,0.00043236578,0.0148654105],"category_scores_gemma":[0.0012522275,0.00045199663,0.0013906332,0.0005061213,0.00046489164,0.00014426406,0.00008061941,0.0039156554,0.00022257173],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00005484083,0.000003615946,0.00012764487,0.02586097,0.0003131152,0.000041400235,0.0007057077,0.000004995379,6.09755e-9,0.0005305506,0.32498077,0.6473764],"study_design_scores_gemma":[0.0005538484,0.0016682148,0.000041540123,0.24083957,0.00046550887,0.00027719102,0.0061896075,9.925302e-7,3.6567998e-9,0.00010147477,0.7496267,0.00023532475],"about_ca_topic_score_codex":0.100791454,"about_ca_topic_score_gemma":0.036264222,"teacher_disagreement_score":0.6471411,"about_ca_system_score_codex":0.016657373,"about_ca_system_score_gemma":0.03817405,"threshold_uncertainty_score":0.9998061},"labels":[],"label_agreement":null},{"id":"W4306730219","doi":"10.4103/cjrm.cjrm_1_21","title":"Northern Ontario's Rural Physician Teams: Who, why and for how long","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; NOSM University","funders":"","keywords":"Family medicine; Demographics; Complement (music); Medicine; Government (linguistics); Psychology; Demography","score_opus":0.03000550806649435,"score_gpt":0.3509067277519122,"score_spread":0.32090121968541785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306730219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8909488,0.004119425,0.00006269158,0.10005751,0.0026430576,0.00076141703,0.000045164958,0.000009739107,0.0013522279],"genre_scores_gemma":[0.97794044,0.00003557159,0.00004712355,0.012562911,0.0016399814,0.000042329477,0.000028055869,0.000035285575,0.007668293],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99783844,0.00025508204,0.00059335935,0.00010718822,0.0003590721,0.0008468468],"domain_scores_gemma":[0.9972181,0.00028703813,0.0005587277,0.00018407268,0.0004254578,0.0013266135],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00087455654,0.0001922473,0.0005712054,0.0002653326,0.0015953482,0.000010819573,0.00030709195,0.00008199958,0.0009986273],"category_scores_gemma":[0.00024364384,0.00015510965,0.000076642646,0.00023456586,0.00017045507,0.00016287745,0.000028048093,0.0010992723,0.000003942316],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022147605,0.000012933554,0.54714346,0.00022329821,0.00008361403,0.00016005566,0.03071178,0.000027947288,0.00006980557,0.00071742135,0.40629876,0.014329439],"study_design_scores_gemma":[0.003321385,0.0018105893,0.06295269,0.0019428926,0.00011243279,0.00015392648,0.13760988,0.000016890512,0.0000042510014,0.0014677283,0.7903721,0.00023527336],"about_ca_topic_score_codex":0.36619052,"about_ca_topic_score_gemma":0.95313793,"teacher_disagreement_score":0.58694744,"about_ca_system_score_codex":0.0023469762,"about_ca_system_score_gemma":0.0033839848,"threshold_uncertainty_score":0.9999146},"labels":[],"label_agreement":null},{"id":"W4307054467","doi":"10.1093/pch/pxac100.092","title":"93 Mapping Mobile Health Clinics in Canada: Delivering Equitable Primary Care to Children and Vulnerable Populations","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Montreal Children's Hospital; McGill University","funders":"","keywords":"Medicine; Family medicine; Health care; Public health; Primary care; Health literacy; Outpatient clinic; Nursing","score_opus":0.03247253751598072,"score_gpt":0.3605469645648118,"score_spread":0.32807442704883105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307054467","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90960526,0.06724174,0.00017019524,0.008628566,0.0024153101,0.008420091,0.0013956764,0.0002072133,0.0019159657],"genre_scores_gemma":[0.9441589,0.005719018,0.0042964676,0.04226215,0.0006812533,0.0014060524,0.0011886309,0.000108391374,0.00017912968],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9918856,0.0017178013,0.0020078938,0.00087318453,0.0008602655,0.002655236],"domain_scores_gemma":[0.996766,0.0005059058,0.0007689895,0.00061182055,0.00014480209,0.0012025316],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0034255406,0.00036566617,0.0009674313,0.00051955285,0.00717888,0.000017837603,0.00044446482,0.000118812786,0.00015760993],"category_scores_gemma":[0.0001406513,0.00043413616,0.0000618868,0.0019453219,0.000018254403,0.00014924239,0.0011783714,0.002693511,0.0000228413],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000039047613,0.00007362258,0.9226173,0.0012408346,0.000009004756,0.0000057126927,0.012990136,0.013126086,1.3989117e-7,0.00046662235,0.019876048,0.029555405],"study_design_scores_gemma":[0.0017708027,0.0006332868,0.8686058,0.0005441542,0.000011899337,0.000013378915,0.030402537,0.00033655367,9.76078e-8,0.00015566935,0.096945085,0.0005807354],"about_ca_topic_score_codex":0.93728495,"about_ca_topic_score_gemma":0.88861334,"teacher_disagreement_score":0.07706904,"about_ca_system_score_codex":0.016205693,"about_ca_system_score_gemma":0.015420221,"threshold_uncertainty_score":0.99981105},"labels":[],"label_agreement":null},{"id":"W4307210294","doi":"10.1503/cmaj.221503","title":"Black Health Education Collaborative: the important role of Critical Race Theory in disrupting anti-Black racism in medical practice and education","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba; Public Health Ontario; Dalhousie University; University of Toronto; Toronto Public Health; University of Calgary","funders":"","keywords":"Racism; Race (biology); Critical race theory; Institutional racism; Medicine; Sociology; Gender studies","score_opus":0.009635057914610135,"score_gpt":0.41962997528813756,"score_spread":0.40999491737352745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307210294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5348783,0.0060774744,0.000011642849,0.45083317,0.0016254517,0.00087666395,0.00004010768,0.0000108638405,0.005646301],"genre_scores_gemma":[0.950851,0.0015903421,0.0001538669,0.046147656,0.00071923103,0.00009706492,0.000023632188,0.000020577034,0.0003965905],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98786813,0.007492642,0.001640282,0.00024064872,0.0019404003,0.00081791834],"domain_scores_gemma":[0.991886,0.0046525453,0.0010798771,0.00015872116,0.00070943014,0.0015134261],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.023246268,0.00014101465,0.0004006998,0.00030658342,0.0011114713,0.00002631174,0.0003225776,0.00033698004,0.0032946202],"category_scores_gemma":[0.03530243,0.00012315714,0.000035295885,0.0010513321,0.0001867802,0.00025151696,0.000087723354,0.0035797814,0.00001668114],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013829888,0.0008903515,0.5704241,0.00029927632,0.00004127828,0.00009837948,0.085481405,0.000036931484,0.0000033633776,0.076737106,0.13543092,0.13041863],"study_design_scores_gemma":[0.0009799185,0.000121015124,0.09207327,0.0009201755,0.000016904953,0.00013325606,0.56240785,0.0010922784,4.799111e-7,0.007392852,0.3346878,0.0001742091],"about_ca_topic_score_codex":0.0142568685,"about_ca_topic_score_gemma":0.057317577,"teacher_disagreement_score":0.4783508,"about_ca_system_score_codex":0.00365016,"about_ca_system_score_gemma":0.06275231,"threshold_uncertainty_score":0.998719},"labels":[],"label_agreement":null},{"id":"W4307641558","doi":"10.1186/s12960-022-00772-7","title":"Prevalence and pattern of migration intention of doctors undergoing training programmes in public tertiary hospitals in Ekiti State, Nigeria","year":2022,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health administration; Health services research; Social policy; Public health; State (computer science); Medicine; Family medicine; Nursing; Medical education; Political science; Law","score_opus":0.059597866818382764,"score_gpt":0.4025375306893208,"score_spread":0.34293966387093805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307641558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945128,0.0011461332,0.00006617634,0.0013667297,0.00012089257,0.002587389,0.00007996005,0.000039599305,0.00008030157],"genre_scores_gemma":[0.99836564,0.0002424372,0.00015362285,0.00036328947,0.000023397528,0.0006211962,0.000064070075,0.00002609799,0.00014025677],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962326,0.0009664888,0.0014634676,0.00033458765,0.0002958398,0.0007070165],"domain_scores_gemma":[0.99819815,0.0004727015,0.0009201485,0.00019920076,0.00007954564,0.00013023091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023804158,0.0001499414,0.00044912726,0.00042373777,0.0005140278,0.000009524501,0.00017864932,0.00007220838,0.00006996947],"category_scores_gemma":[0.00014192147,0.00015769087,0.00004834123,0.0003596488,0.00008661722,0.0001525419,0.00013811348,0.0003932642,3.5970947e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005949642,0.00009977394,0.9134923,0.0051019434,0.000005522409,6.878098e-7,0.074164264,0.000030492163,0.000025498386,0.00012892348,0.00014194177,0.0067491047],"study_design_scores_gemma":[0.0014507553,0.0011269915,0.9347169,0.0022976792,0.0000030514566,0.0000010205972,0.057313684,0.0002370879,0.000006126684,0.001148996,0.0015556241,0.00014211592],"about_ca_topic_score_codex":0.005053483,"about_ca_topic_score_gemma":0.029316952,"teacher_disagreement_score":0.02426347,"about_ca_system_score_codex":0.0004209418,"about_ca_system_score_gemma":0.00031520452,"threshold_uncertainty_score":0.9883955},"labels":[],"label_agreement":null},{"id":"W4307810595","doi":"10.1186/s13104-022-06232-8","title":"Alternative career pathway decision-support job database for international medical graduates in Canada","year":2022,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"Mitacs","keywords":"Underemployment; Unemployment; Career Pathways; Database; Medical education; Medicine; Computer science; Public relations; Political science","score_opus":0.3119632595256313,"score_gpt":0.541088110030102,"score_spread":0.22912485050447073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307810595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96741533,0.00053544116,0.0016358596,0.012081249,0.0064527295,0.003979155,0.0036440433,0.00006523072,0.0041909334],"genre_scores_gemma":[0.9892322,0.00013197203,0.0028698847,0.001545626,0.0007507708,0.0028896802,0.00064613705,0.000046048797,0.001887702],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916706,0.0016096557,0.0008436165,0.00056345284,0.0039506867,0.001361988],"domain_scores_gemma":[0.9798223,0.017992359,0.00013451163,0.00048342577,0.0010076662,0.00055973907],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0075641954,0.00015263284,0.00030941752,0.00030652183,0.0013295932,0.000021082029,0.0013293313,0.0000830273,0.010493267],"category_scores_gemma":[0.022093486,0.00015005648,0.00005387929,0.00061008654,0.000097456395,0.00014255555,0.0017029061,0.001809373,0.00008382105],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00052632537,0.00009336118,0.7396731,0.00017292774,0.000019766607,0.00019837928,0.0011429384,0.00022464988,0.000010876853,0.003252889,0.24321315,0.011471677],"study_design_scores_gemma":[0.0054326365,0.00046176437,0.06663337,0.0010302509,0.000005993118,0.000011865626,0.027358038,0.024133952,0.00011618302,0.018114658,0.8561587,0.0005426373],"about_ca_topic_score_codex":0.96457666,"about_ca_topic_score_gemma":0.9935281,"teacher_disagreement_score":0.6730397,"about_ca_system_score_codex":0.003879482,"about_ca_system_score_gemma":0.019089643,"threshold_uncertainty_score":0.99997056},"labels":[],"label_agreement":null},{"id":"W4307921838","doi":"10.21203/rs.3.rs-1374029/v2","title":"Women's Participation in the Health Workforce in Fragile and Conflict-Affected Countries: Application of a Gender Analysis Framework","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Gender analysis; Political science; Psychology; Demographic economics; Economic growth; Economics","score_opus":0.15367612452137175,"score_gpt":0.5609492258998683,"score_spread":0.40727310137849654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307921838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98126805,0.0042703715,0.0010737337,0.0038700458,0.000109768254,0.00799238,0.00023848258,0.00005775531,0.0011194337],"genre_scores_gemma":[0.9838293,0.0028337205,0.00019615343,0.0008786916,0.00009277087,0.01155692,0.00044865574,0.00003345242,0.00013030467],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98467994,0.009769636,0.0014327278,0.00078868325,0.0017412854,0.0015877201],"domain_scores_gemma":[0.99212354,0.005201722,0.0006627053,0.0012667639,0.00047921718,0.00026604053],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0144369155,0.00026554536,0.0009630945,0.0012915218,0.0007882485,0.000034059583,0.0006445899,0.0006199629,0.0008900485],"category_scores_gemma":[0.0013260515,0.00022729769,0.000086310436,0.0049425345,0.00020754964,0.00006501733,0.00092554267,0.0053087194,0.000022029497],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039352613,0.00034187114,0.75946057,0.006740725,0.00010017166,0.0000069260072,0.21028571,0.005683176,9.3545276e-7,0.013879533,0.0009350572,0.002171809],"study_design_scores_gemma":[0.0007322224,0.0003364192,0.8372559,0.0019715335,0.00003483787,1.9373374e-7,0.10401672,0.009991854,5.7526114e-7,0.008466773,0.036930375,0.0002625721],"about_ca_topic_score_codex":0.011113483,"about_ca_topic_score_gemma":0.00376486,"teacher_disagreement_score":0.10626898,"about_ca_system_score_codex":0.002482229,"about_ca_system_score_gemma":0.0014096659,"threshold_uncertainty_score":0.9969861},"labels":[],"label_agreement":null},{"id":"W4307968353","doi":"10.17269/s41997-022-00710-z","title":"Correction: Oral healthcare disparities in Canada: filling in the gaps","year":2022,"lang":"en","type":"erratum","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto","funders":"","keywords":"Health care; Psychology; Political science; Law","score_opus":0.10259326895715903,"score_gpt":0.3872541261529242,"score_spread":0.28466085719576517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307968353","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007168149,0.08101684,0.000010603629,0.5829862,0.29827416,0.002707387,0.0011065381,0.000025111938,0.02670504],"genre_scores_gemma":[0.51271695,0.025438411,0.00019570116,0.289258,0.0148851285,0.00065914344,0.0023766176,0.000473723,0.15399629],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98284554,0.008139284,0.0034489804,0.00043418893,0.001318163,0.0038138344],"domain_scores_gemma":[0.99157363,0.0013793085,0.0023288052,0.00063961843,0.0006138279,0.00346478],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012549176,0.00048423494,0.0016073884,0.0016027186,0.0021774706,0.00007485956,0.0015810519,0.0005836575,0.0027073077],"category_scores_gemma":[0.0024675517,0.00041890063,0.00014568982,0.002203103,0.00011135157,0.00027759405,0.00007382193,0.014664071,0.000011284215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000007933925,0.000013113916,0.15441781,0.0007750089,0.000012011128,0.00047838184,0.006343452,0.000044934586,5.5660865e-10,0.0006788146,0.83317834,0.0040501673],"study_design_scores_gemma":[0.00041307267,0.00017795808,0.079215124,0.0025540553,0.0000049062146,0.00012486127,0.066744864,0.00007173191,1.6878303e-9,0.00014332829,0.8503093,0.00024079627],"about_ca_topic_score_codex":0.99960285,"about_ca_topic_score_gemma":0.9999893,"teacher_disagreement_score":0.50554883,"about_ca_system_score_codex":0.05586508,"about_ca_system_score_gemma":0.488088,"threshold_uncertainty_score":0.99982625},"labels":[],"label_agreement":null},{"id":"W4308017114","doi":"10.1097/01.pcc.0000899748.96578.8f","title":"OP017 [Medical Workforce &amp; Education » Staff well being /health (Stress, burnout, moral distress, spirituality)]: “THESE RULES ARE SO CRUEL”: BEDSIDE PICU HEALTHCARE PROVIDERS’ IMPACTFUL EXPERIENCES ASSOCIATED WITH COVID-19-RELATED RESTRICTED FAMILY PRESENCE: A QUALITATIVE ANALYSIS OF FREE TEXT","year":2022,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Alberta Health Services; Alberta Children's Hospital; Children’s Health Research Institute; Lawson Health Research Institute; Western University; University of Alberta; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Burnout; Spirituality; Medicine; Healthcare worker; Workforce; Nursing; Coronavirus disease 2019 (COVID-19); Distress; Well-being; Health care; Psychology; Clinical psychology; Alternative medicine; Psychotherapist","score_opus":0.0654378076394172,"score_gpt":0.47729117295549484,"score_spread":0.41185336531607764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308017114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8784743,0.02653481,0.00031331874,0.08625058,0.0014257834,0.0031497993,0.002523913,0.00043136813,0.0008961326],"genre_scores_gemma":[0.9849039,0.00095478655,0.0002964815,0.0064590643,0.0007617246,0.0014696865,0.0046833465,0.00008989503,0.00038116408],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97905195,0.008768758,0.0035903286,0.0015098597,0.0047535,0.002325593],"domain_scores_gemma":[0.97862685,0.012529914,0.0022149887,0.0014465562,0.0018475441,0.0033341232],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003738703,0.000812423,0.0025390773,0.0013694492,0.0032207943,0.00005043043,0.0014375192,0.0006249987,0.0022907518],"category_scores_gemma":[0.052040607,0.0006686691,0.0003057092,0.0077448464,0.0018644471,0.00033910124,0.0007142326,0.003008766,0.000011833452],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007502752,0.0010463034,0.3360907,0.00461249,0.00028950552,0.00013144688,0.61111623,0.00020271724,9.179859e-7,0.0044232397,0.0403789,0.00095724146],"study_design_scores_gemma":[0.0026871108,0.0018999239,0.034646586,0.0019732034,0.0012952781,0.00000805475,0.9503221,0.00024208918,3.6173353e-7,0.002160037,0.0041254465,0.0006398195],"about_ca_topic_score_codex":0.056001637,"about_ca_topic_score_gemma":0.017655507,"teacher_disagreement_score":0.33920583,"about_ca_system_score_codex":0.003484093,"about_ca_system_score_gemma":0.012092918,"threshold_uncertainty_score":0.99957645},"labels":[],"label_agreement":null},{"id":"W4308411322","doi":"10.36834/cmej.75805","title":"How to further improve the credentialling process of international medical graduates in Canada","year":2022,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science","score_opus":0.022012506109429397,"score_gpt":0.3859809084925142,"score_spread":0.3639684023830848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308411322","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005890813,0.00066594733,0.000009919565,0.96995014,0.020747425,0.00070783944,0.000092711816,0.0000068172044,0.0019284057],"genre_scores_gemma":[0.02545388,0.00027357604,0.000046729932,0.95666015,0.01222976,0.00029598892,0.0001786964,0.00005617888,0.004805031],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99254954,0.0009408722,0.001232568,0.00034483208,0.0038231155,0.001109045],"domain_scores_gemma":[0.9924562,0.00062577066,0.0006835202,0.00032683782,0.00080037245,0.005107315],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021770692,0.0002642151,0.00046304884,0.00050690223,0.00063530996,0.000047779104,0.002044481,0.00072382134,0.11409017],"category_scores_gemma":[0.019597631,0.00020642909,0.00008071213,0.0005293141,0.00009976021,0.000092920585,0.000106385734,0.010035135,0.000020191063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010993824,0.000014336889,0.0030057766,0.00016532061,0.000034006163,0.00027757473,0.0030050995,0.000007134417,6.820719e-8,0.000033803186,0.9853176,0.008128317],"study_design_scores_gemma":[0.0002558575,0.000025875037,0.00035918888,0.0014278273,0.000014833364,0.000092507296,0.022740291,0.00011946842,3.3187757e-7,0.00022802554,0.9745608,0.00017500418],"about_ca_topic_score_codex":0.97533995,"about_ca_topic_score_gemma":0.9969513,"teacher_disagreement_score":0.45539612,"about_ca_system_score_codex":0.007085258,"about_ca_system_score_gemma":0.46248135,"threshold_uncertainty_score":0.9967264},"labels":[],"label_agreement":null},{"id":"W4308411463","doi":"10.36834/cmej.74288","title":"The value of admissions characteristics for predicting the practice location of University of Saskatchewan College of Medicine graduates","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; University of Saskatchewan","funders":"","keywords":"Workforce; Medical school; Family medicine; Population; Medicine; Univariate; Predictive value; Multivariate analysis; Clinical Practice; Demography; Univariate analysis; Gerontology; Medical education; Multivariate statistics; Sociology; Political science; Environmental health; Internal medicine; Computer science","score_opus":0.024796372160785937,"score_gpt":0.3832080963290706,"score_spread":0.35841172416828465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308411463","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27262545,0.0031301372,0.00054248795,0.7126905,0.006116153,0.0022868754,0.0006950038,0.00001143432,0.001901968],"genre_scores_gemma":[0.9952249,0.0002991874,0.00040655833,0.0029242835,0.00030528387,0.000010477049,0.000024398156,0.000008992785,0.0007959018],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99696445,0.0012068325,0.0008392024,0.00008275711,0.00064815115,0.00025858375],"domain_scores_gemma":[0.99081755,0.0037153258,0.0016190885,0.00022793529,0.0021453872,0.0014747216],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005156787,0.00006759672,0.00023786571,0.000110426474,0.0016427854,9.155562e-7,0.0004205047,0.00008602046,0.0021273338],"category_scores_gemma":[0.054668516,0.000047052137,0.00004101234,0.00053883187,0.00033277736,0.00005228228,0.000042889234,0.0006921635,4.74789e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010143637,0.0004894128,0.021683536,0.0018512369,0.000238724,0.0000070443757,0.15351559,0.0001204779,0.00009269132,0.045652177,0.7428029,0.032531843],"study_design_scores_gemma":[0.00059937243,0.00027337822,0.008235297,0.0012047257,0.00010916819,0.000035179724,0.6241821,0.00081325177,0.0000073270044,0.0009412446,0.3635542,0.000044745204],"about_ca_topic_score_codex":0.03952763,"about_ca_topic_score_gemma":0.015146465,"teacher_disagreement_score":0.72259945,"about_ca_system_score_codex":0.00039359395,"about_ca_system_score_gemma":0.07719196,"threshold_uncertainty_score":0.9996569},"labels":[],"label_agreement":null},{"id":"W4308528186","doi":"10.3390/ijerph192114478","title":"Indigenous Social Enterprises and Health and Wellbeing: A Scoping Review and Conceptual Framework","year":2022,"lang":"en","type":"review","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; Medical Research Council","keywords":"Indigenous; Aotearoa; Disadvantage; Conceptual framework; Health equity; Equity (law); Paternalism; Social determinants of health; Health promotion; Economic growth; Sociology; Political science; Public relations; Health care; Social science; Economics","score_opus":0.30277277914915957,"score_gpt":0.5771014670009812,"score_spread":0.27432868785182163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308528186","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00075225084,0.98326826,0.00001515409,0.012827381,0.0003621305,0.0024124407,0.00023833188,0.000010194029,0.00011383126],"genre_scores_gemma":[0.00044225503,0.99245787,0.00025217136,0.0058479724,0.00059816387,0.00011138092,0.00009576204,0.000048227314,0.0001462117],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99129957,0.003408198,0.0020617978,0.00049839774,0.0015371756,0.0011948536],"domain_scores_gemma":[0.99411184,0.002228577,0.001764076,0.00015792977,0.00009084885,0.0016467469],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007882706,0.00035090366,0.0018765045,0.0005561552,0.002003121,0.000106545565,0.0004827746,0.00026404788,0.00075667806],"category_scores_gemma":[0.0007207843,0.00030014108,0.00010451556,0.00021801303,0.0007162182,0.00029123874,0.0011619868,0.0035428747,0.000007035229],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030860156,0.00017341254,0.002210424,0.04547465,0.00017352206,0.00003781577,0.0068868925,6.1058274e-9,1.6258326e-8,0.00062728877,0.0026566784,0.9417284],"study_design_scores_gemma":[0.00041404951,0.00095839595,0.00034954565,0.10930434,0.00002379414,0.0003044519,0.0056343926,2.2548755e-7,2.5640918e-9,0.00031188852,0.8825365,0.0001624234],"about_ca_topic_score_codex":0.0002846295,"about_ca_topic_score_gemma":0.0000442397,"teacher_disagreement_score":0.941566,"about_ca_system_score_codex":0.0019433667,"about_ca_system_score_gemma":0.0049059424,"threshold_uncertainty_score":0.99994504},"labels":[],"label_agreement":null},{"id":"W4308528210","doi":"10.3390/ijerph192114512","title":"Interest in Rural Training Experiences in a Canadian Psychiatry Residency Program","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Mental health; Thematic analysis; Rural area; Medicine; Rurality; Training (meteorology); Medical education; Nursing; Psychology; Qualitative research; Psychiatry; Sociology; Geography","score_opus":0.20791186776990817,"score_gpt":0.5168562525185203,"score_spread":0.30894438474861213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308528210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93453777,0.0018477193,6.726439e-7,0.06117575,0.0009167793,0.00052305445,0.000033886095,0.000004935345,0.000959456],"genre_scores_gemma":[0.99658823,0.0010039173,0.00033363668,0.0014576298,0.00022989273,0.00020980075,0.000017347385,0.000011829995,0.00014771374],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9951469,0.0015014848,0.0009763619,0.00017593702,0.00095547485,0.0012438997],"domain_scores_gemma":[0.9982743,0.00030451483,0.0002702537,0.00009757217,0.000054290358,0.0009990362],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0065053403,0.00009739336,0.00022729023,0.0012308825,0.0005818361,0.000038573864,0.0005959523,0.000060295893,0.001672663],"category_scores_gemma":[0.00031966873,0.0000929486,0.000031684154,0.0003695741,0.00016473749,0.0003186639,0.00026377314,0.001951122,0.000009694954],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00014898597,0.0005880866,0.8461971,0.000029770985,0.000013813314,0.00014756349,0.049717773,0.000004633403,0.0000054715642,0.0059222174,0.0019131297,0.09531143],"study_design_scores_gemma":[0.0012111131,0.0013944836,0.35697135,0.00037129462,2.9072723e-7,0.00009401136,0.5537424,0.00009558914,1.8093681e-7,0.0037260628,0.08230393,0.00008930459],"about_ca_topic_score_codex":0.13229372,"about_ca_topic_score_gemma":0.44853398,"teacher_disagreement_score":0.5040246,"about_ca_system_score_codex":0.0044098906,"about_ca_system_score_gemma":0.0076811183,"threshold_uncertainty_score":0.999412},"labels":[],"label_agreement":null},{"id":"W4308638720","doi":"10.1503/cmaj.1096023","title":"Primary care is facing a capacity crisis — can pandemic lessons help chart a path forward?","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Table (database); Pandemic; Coronavirus disease 2019 (COVID-19); Primary care; Path (computing); Chart; Computer science; Operations research; 2019-20 coronavirus outbreak; Data science; Medicine; Engineering; Data mining; Family medicine; Virology; Disease","score_opus":0.035574555872261715,"score_gpt":0.35455248602455597,"score_spread":0.31897793015229425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308638720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72834796,0.0015155382,0.000068143476,0.24799822,0.005202134,0.000998701,0.0023839206,0.00015271748,0.013332668],"genre_scores_gemma":[0.8614298,0.00033085223,0.0001114167,0.13405886,0.0017753163,0.0001550401,0.00012594943,0.000043874486,0.0019688765],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99289787,0.0015865845,0.0009779752,0.0003323226,0.0025339616,0.0016713109],"domain_scores_gemma":[0.9948091,0.00037837296,0.0006597066,0.00022583178,0.0006474954,0.0032794795],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003490734,0.00022140642,0.0004967366,0.00026690602,0.005367838,0.00003626685,0.0004861544,0.0005530915,0.015656656],"category_scores_gemma":[0.0009170074,0.00022852498,0.00017657879,0.0005243824,0.000031322616,0.00011608307,0.00012785684,0.0048946743,0.00019387831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000011237855,0.000015335774,0.3558776,0.00010767089,0.000059909522,0.00013466274,0.028311538,0.0000058182222,0.0000027732883,0.00015033977,0.60710126,0.008221862],"study_design_scores_gemma":[0.0010824852,0.000075973134,0.025209099,0.00028411928,0.00003791971,0.00010685763,0.09009572,0.00006351723,9.506417e-7,0.0003226001,0.88246703,0.00025369675],"about_ca_topic_score_codex":0.079612315,"about_ca_topic_score_gemma":0.2078303,"teacher_disagreement_score":0.3306685,"about_ca_system_score_codex":0.021062048,"about_ca_system_score_gemma":0.014839147,"threshold_uncertainty_score":0.99740106},"labels":[],"label_agreement":null},{"id":"W4308957106","doi":"10.26635/6965.5353","title":"Understanding the context of hospital transfers and away-from-home hospitalisations for Māori","year":2022,"lang":"en","type":"article","venue":"New Zealand Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residence; Context (archaeology); Aotearoa; Medicine; Descriptive statistics; Poverty; Reimbursement; Quarter (Canadian coin); Health care; Pediatrics; Family medicine; Demography; Geography","score_opus":0.07561348213089823,"score_gpt":0.38329998818633837,"score_spread":0.3076865060554401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308957106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8240785,0.0012185143,0.0076613277,0.15801649,0.0058671865,0.0015370087,0.00031736697,0.000050185736,0.0012534532],"genre_scores_gemma":[0.99407923,0.0005680385,0.00015038204,0.0028054414,0.0009812036,0.00005512401,0.000027005866,0.000020903924,0.0013126943],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99754477,0.00035763785,0.00065103814,0.00016010732,0.000788548,0.00049789815],"domain_scores_gemma":[0.99742675,0.0014849704,0.00023710732,0.00013501229,0.00007788104,0.0006382902],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013131751,0.000121470555,0.0003015987,0.000060937415,0.0018026395,0.000012402819,0.00028947103,0.00012841837,0.0018630798],"category_scores_gemma":[0.00031946445,0.00008195347,0.00009603107,0.00015429666,0.00014921075,0.00007699124,0.00007527828,0.0011668148,0.0000028078512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062615325,0.00019443633,0.1125913,0.0001180177,0.00022380038,0.000034671608,0.08501279,0.000018277671,0.000019357281,0.029378079,0.751871,0.019912146],"study_design_scores_gemma":[0.012792837,0.0032413106,0.019550355,0.0008012862,0.00020676666,0.00007308596,0.27405712,0.00049417984,0.00000632655,0.06728847,0.6211116,0.00037671218],"about_ca_topic_score_codex":0.0006008365,"about_ca_topic_score_gemma":0.00025532287,"teacher_disagreement_score":0.18904431,"about_ca_system_score_codex":0.00030245318,"about_ca_system_score_gemma":0.0010823671,"threshold_uncertainty_score":0.9994969},"labels":[],"label_agreement":null},{"id":"W4309217502","doi":"10.30770/2572-1852-108.3.3","title":"From the Editor","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Burnout; Mental health; Health care; Pandemic; Workforce; Distress; Coronavirus disease 2019 (COVID-19); Psychology; Medical education; Nursing; Medicine; Political science; Psychiatry; Clinical psychology","score_opus":0.04001026375664857,"score_gpt":0.4513132463749026,"score_spread":0.41130298261825404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309217502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6289576,0.0017204871,0.0020456589,0.3150258,0.049525063,0.0004447425,0.000019707008,0.000034847173,0.002226018],"genre_scores_gemma":[0.9409796,0.00008203247,0.00027165294,0.0065804715,0.05095303,0.000015022893,0.000013387502,0.000012294172,0.0010925324],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99564725,0.0010281098,0.00070354994,0.00006626726,0.002351054,0.00020378534],"domain_scores_gemma":[0.9971828,0.0016818492,0.0006248817,0.00014552892,0.00015727646,0.00020767601],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003722328,0.000053216125,0.00015794415,0.00003217563,0.00078085787,0.0000040866985,0.00041537514,0.0001094655,0.01751413],"category_scores_gemma":[0.0015580147,0.00003197931,0.000060331375,0.00017425674,0.00003862991,0.00006892417,0.00015242242,0.0012855774,0.0000475044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009941122,0.000026638898,0.0054494804,0.000007676434,0.000011601939,0.0000085425345,0.0022325034,0.00007629731,0.000010390949,0.00175758,0.9816569,0.008662943],"study_design_scores_gemma":[0.0006652987,0.00009203439,0.028583815,0.00019250563,0.000014338841,0.00000887606,0.0059934426,0.00086698396,0.000001492133,0.009424187,0.95412385,0.000033170676],"about_ca_topic_score_codex":0.0002698174,"about_ca_topic_score_gemma":0.000030217676,"teacher_disagreement_score":0.3120219,"about_ca_system_score_codex":0.00029648162,"about_ca_system_score_gemma":0.00065134565,"threshold_uncertainty_score":0.983384},"labels":[],"label_agreement":null},{"id":"W4309217798","doi":"10.30770/2572-1852-108.3.18","title":"Facilitating the Path to Licensure and Practice: International Medical Graduates in Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Medical Council of Canada","funders":"","keywords":"Licensure; Jurisdiction; License; Government (linguistics); Health care; Credentialing; Political science; Medical education; Medicine; Public relations; Law","score_opus":0.04061976835388081,"score_gpt":0.4489199454397446,"score_spread":0.4083001770858638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309217798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62856174,0.00041483488,0.00022273438,0.3683497,0.0015352146,0.0002228969,0.0000065666595,0.00000437523,0.00068192306],"genre_scores_gemma":[0.9889801,0.0001421204,0.00043470267,0.00986468,0.00041571129,0.000017527615,0.000005221305,0.0000065060276,0.0001334458],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935942,0.0014820652,0.00089302065,0.00010239363,0.0036786317,0.0002496375],"domain_scores_gemma":[0.99297374,0.005794345,0.00048255073,0.00008678542,0.0002530897,0.00040951153],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008490139,0.000069292626,0.00017947442,0.000078261415,0.0003751971,0.0000062733693,0.00033989627,0.00007801202,0.002107212],"category_scores_gemma":[0.025376221,0.000046855752,0.000020753772,0.00025107202,0.000030470414,0.000105573476,0.0002271317,0.0013599711,0.000003121887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017136666,0.00023529615,0.25646,0.00029341504,0.00011989331,0.00086463534,0.043995034,0.0027271195,0.000035259676,0.0144428015,0.4013043,0.27780855],"study_design_scores_gemma":[0.0021712987,0.00024468667,0.2499553,0.0014122819,0.000020044938,0.00044133354,0.1336335,0.017819801,0.0000010283245,0.0020377282,0.5921167,0.00014629216],"about_ca_topic_score_codex":0.20909852,"about_ca_topic_score_gemma":0.31170794,"teacher_disagreement_score":0.36041832,"about_ca_system_score_codex":0.0011475016,"about_ca_system_score_gemma":0.004141424,"threshold_uncertainty_score":0.998805},"labels":[],"label_agreement":null},{"id":"W4309541210","doi":"10.1002/hpm.3595","title":"Social networks and skilled health worker migration in Nigeria: An ego network analysis","year":2022,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Thematic analysis; Social network (sociolinguistics); Social network analysis; Business; Social capital; Qualitative research; Sociology; Political science","score_opus":0.03867910334538921,"score_gpt":0.43551544129948777,"score_spread":0.39683633795409856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309541210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8172536,0.017209629,0.0071665538,0.15241258,0.0036312563,0.0014547897,0.000014879482,0.00005065189,0.0008061009],"genre_scores_gemma":[0.98185253,0.002253381,0.00055429566,0.014184344,0.0006489086,0.000052483356,0.00004753522,0.000014033674,0.00039249577],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9957693,0.0016768348,0.0012265383,0.00019686368,0.0006107073,0.0005197438],"domain_scores_gemma":[0.99809086,0.00026208686,0.0012842311,0.000114071474,0.000100712525,0.00014802282],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0068231476,0.00013502093,0.00045694975,0.00035617076,0.0017301963,0.000034466644,0.00033455048,0.00004427351,0.00006385076],"category_scores_gemma":[0.0000174185,0.000107709995,0.000058302612,0.0005008091,0.000035544355,0.0001163093,0.00029443303,0.0007694055,7.3571056e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013306339,0.0002152135,0.46924135,0.00016925628,0.0011223989,0.0001203402,0.041666813,0.3054101,1.5481008e-7,0.0075392984,0.12962112,0.043563332],"study_design_scores_gemma":[0.0031659452,0.00074484496,0.6780071,0.0008686474,0.00013460775,0.00005133308,0.07026309,0.02631625,2.6801807e-8,0.002450909,0.21773021,0.00026699697],"about_ca_topic_score_codex":0.00079220644,"about_ca_topic_score_gemma":0.00143561,"teacher_disagreement_score":0.27909383,"about_ca_system_score_codex":0.00059961004,"about_ca_system_score_gemma":0.00017277616,"threshold_uncertainty_score":0.9995694},"labels":[],"label_agreement":null},{"id":"W4309587900","doi":"10.37723/jumdc.v13i4.726","title":"Perception of Dentists regarding Brain Drain in Punjab, Pakistan: A Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"Journal of University Medical & Dental College","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Cross-sectional study; Economic shortage; Brain drain; Perception; Medicine; Socioeconomics; Psychology; Economic growth; Sociology; Government (linguistics); Engineering; Economics","score_opus":0.03779378419661761,"score_gpt":0.41577785983222765,"score_spread":0.37798407563561004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309587900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950123,0.00008558156,0.000085943204,0.00077003904,0.001527777,0.0002981058,0.00026440373,0.000012068317,0.0019437849],"genre_scores_gemma":[0.99455523,0.000043739143,0.00013820041,0.00041783004,0.00014692172,9.217107e-7,0.000026902757,0.000011635342,0.004658591],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9931926,0.0033347942,0.0010653064,0.00019826437,0.0017858174,0.00042317566],"domain_scores_gemma":[0.99672544,0.0016192611,0.0007859253,0.00013084119,0.00033021506,0.0004082965],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008351712,0.00012434187,0.0004428048,0.00045729376,0.0008737434,0.0000059732615,0.00056451454,0.00021484736,0.0060324054],"category_scores_gemma":[0.0012239581,0.00013420921,0.000173014,0.0009201419,0.00018067757,0.00025902377,0.0004535766,0.0016300591,0.000016411142],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021040905,0.00021413917,0.98331696,0.00008522341,0.000027492486,0.0010103175,0.0008724912,0.000037933038,0.00005548793,0.0009414748,0.011249699,0.00008470366],"study_design_scores_gemma":[0.0038958373,0.00031642054,0.94569933,0.00023683067,0.000008663048,0.00023566178,0.029531578,0.00013434299,9.957118e-7,0.000086982785,0.01975068,0.000102694255],"about_ca_topic_score_codex":0.0018690386,"about_ca_topic_score_gemma":0.0044496055,"teacher_disagreement_score":0.037617635,"about_ca_system_score_codex":0.0029173135,"about_ca_system_score_gemma":0.0012785865,"threshold_uncertainty_score":0.9948762},"labels":[],"label_agreement":null},{"id":"W4309758018","doi":"10.1136/leader-2022-000633","title":"Investigating physician leadership competencies in rural and remote areas of the province of Aceh, Indonesia","year":2022,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Geography; Socioeconomics; Business; Medical education; Nursing; Medicine; Sociology","score_opus":0.10759886775334718,"score_gpt":0.39436117552985944,"score_spread":0.28676230777651224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309758018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860758,0.0006589089,0.00000479597,0.009852308,0.00020531095,0.0014336638,0.000013615142,0.000025567924,0.0017300239],"genre_scores_gemma":[0.9956455,0.000005157249,0.00047291195,0.0029397504,0.000071804556,0.000048526974,0.0000041022013,0.00001835357,0.00079389353],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99735945,0.0009775527,0.0006384854,0.00017090725,0.0003949222,0.0004586633],"domain_scores_gemma":[0.99861884,0.0003878705,0.0005356792,0.0003233764,0.000070224785,0.000064006286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074700976,0.00012852039,0.0003378829,0.000069037415,0.00043336165,0.000002239063,0.00028089285,0.00008025683,0.000034211775],"category_scores_gemma":[0.00020358588,0.00010256208,0.00004152309,0.00047591512,0.00034891692,0.0000729473,0.00032299833,0.00076040823,0.000003768187],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007344629,0.000060542505,0.95603627,0.0021853158,0.000014221684,0.000004222424,0.026214365,0.000240421,0.0017286815,0.0050396384,0.0022634629,0.006139441],"study_design_scores_gemma":[0.0012667268,0.00014276819,0.65859735,0.003602335,0.000020127389,0.000006101659,0.33016104,0.0015250982,0.0005409954,0.0019568193,0.0019341247,0.00024652106],"about_ca_topic_score_codex":0.0016861429,"about_ca_topic_score_gemma":0.00092450174,"teacher_disagreement_score":0.30394667,"about_ca_system_score_codex":0.00013786853,"about_ca_system_score_gemma":0.00047491214,"threshold_uncertainty_score":0.41823602},"labels":[],"label_agreement":null},{"id":"W4309909012","doi":"10.1016/s0140-6736(22)02366-2","title":"Forced to uphold white supremacy, until we couldn’t anymore","year":2022,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; McGill University","funders":"","keywords":"White supremacy; Racism; Indigenous; Ethnocentrism; Colonialism; Diaspora; Gender studies; Sociology; Liminality; Political science; Anthropology; Law","score_opus":0.09231365668463185,"score_gpt":0.4379643454430925,"score_spread":0.3456506887584606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309909012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6744598,0.0009953317,0.00006900282,0.22242786,0.0027227225,0.0027403957,0.0004899279,0.00056726974,0.09552768],"genre_scores_gemma":[0.9078106,0.0001312554,0.00045166543,0.045735974,0.0015479645,0.0007388435,0.00005437943,0.000053255386,0.04347601],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99677485,0.0007695821,0.0004548194,0.00032351105,0.00050979777,0.0011674567],"domain_scores_gemma":[0.9980907,0.00031703548,0.00016931126,0.0011245912,0.00007806797,0.00022031317],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013506205,0.00018724427,0.0004968553,0.000060707356,0.0021215454,0.000013782618,0.0010138707,0.0000812531,0.0070751095],"category_scores_gemma":[0.00010250822,0.0001387089,0.00006218929,0.00058188604,0.00004282374,0.00005619449,0.00082262675,0.0011162952,0.0013330078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003690173,0.000022478436,0.03984565,0.00014609176,0.000013392202,0.000008921061,0.011379792,0.00057176786,0.00008751748,0.005019425,0.9418158,0.0007201757],"study_design_scores_gemma":[0.0010298981,0.00012363613,0.01247125,0.00015282942,0.000015160871,0.000004440107,0.011085467,0.00030249744,0.000012160656,0.0016541546,0.9729738,0.00017469695],"about_ca_topic_score_codex":0.00056942884,"about_ca_topic_score_gemma":0.0005022161,"teacher_disagreement_score":0.23335084,"about_ca_system_score_codex":0.0003795944,"about_ca_system_score_gemma":0.00020555142,"threshold_uncertainty_score":0.99944454},"labels":[],"label_agreement":null},{"id":"W4309978730","doi":"10.18438/b87c7c","title":"Research in the Workplace Award","year":2006,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Library science; Work (physics); Management; Service (business); Health care; Public relations; Political science; Medical education; Sociology; Business; Engineering; Medicine; Computer science; Marketing","score_opus":0.07128333507468419,"score_gpt":0.45392492756893194,"score_spread":0.38264159249424773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309978730","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028525587,0.0022874656,0.00028162662,0.709891,0.00033061716,0.0016853024,0.000007508064,0.00014721852,0.25684366],"genre_scores_gemma":[0.76200056,0.00240266,0.0034121883,0.2287111,0.00046560672,0.00037252504,0.000076594624,0.000013352173,0.0025454145],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99483955,0.0033623318,0.0006402342,0.0001271448,0.0005477589,0.00048298045],"domain_scores_gemma":[0.9829573,0.016272081,0.00025916132,0.00032223138,0.00011637137,0.00007287691],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005408688,0.000096752134,0.00011094476,0.00024010128,0.00088649837,0.0001634709,0.00030747856,0.0001491128,0.00034776746],"category_scores_gemma":[0.0015456255,0.00006886605,0.000016308426,0.0013300298,0.00008293635,0.122293845,0.000108010936,0.0011995477,0.00068393664],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008769025,0.000059727958,0.027652094,0.00057736156,0.0000021638914,0.000011687922,0.0018066522,0.00030839234,0.0000015923013,0.7249282,0.23879878,0.0049764533],"study_design_scores_gemma":[0.000296281,0.000068710906,0.03214644,0.0011875997,0.0000035602004,0.0000040313566,0.015193613,0.0007107278,0.000008936221,0.0009263044,0.94938016,0.00007363046],"about_ca_topic_score_codex":0.00034906485,"about_ca_topic_score_gemma":0.0000021606065,"teacher_disagreement_score":0.73347497,"about_ca_system_score_codex":0.000041407,"about_ca_system_score_gemma":0.00046044023,"threshold_uncertainty_score":0.88998216},"labels":[],"label_agreement":null},{"id":"W4310553528","doi":"10.1016/j.jpurol.2022.11.013","title":"Australia mourns the loss of Justin Kelly, perhaps our Rembrandt of Paediatric Urology?","year":2022,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wife; Medicine; Midnight; Quarter (Canadian coin); Psychoanalysis; Phone; Art history; Theology; Archaeology; History; Psychology","score_opus":0.05842829405067736,"score_gpt":0.40895027985486265,"score_spread":0.3505219858041853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310553528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9768235,0.007003119,0.00005466291,0.010339481,0.0045463042,0.0005510264,0.00009409915,0.000018023025,0.000569756],"genre_scores_gemma":[0.9924906,0.0019338636,0.00019977175,0.0011486993,0.0033820614,0.000023484099,0.0000051571014,0.00003392023,0.0007824748],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99229324,0.0030599954,0.002625455,0.00025631607,0.0008321473,0.0009328336],"domain_scores_gemma":[0.99262077,0.0017697373,0.0041698753,0.00046994243,0.00070524914,0.0002644325],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045022424,0.00025640675,0.0009401202,0.00063098274,0.00063486147,0.0000028048232,0.001111772,0.0003754517,0.0012798853],"category_scores_gemma":[0.0010129487,0.00018866858,0.00031567088,0.001313563,0.00012027925,0.0000938808,0.0004711446,0.002977137,0.00004200783],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023945046,0.0006480175,0.7621194,0.00039833365,0.00021070165,0.0002487377,0.0045898226,0.004567105,0.00010079427,0.0017618078,0.22266884,0.00029194518],"study_design_scores_gemma":[0.027367637,0.024579126,0.37638357,0.00004354508,0.0102919135,0.0028902187,0.045140456,0.0007845821,0.000054724314,0.010097997,0.5008162,0.001549978],"about_ca_topic_score_codex":0.00023767006,"about_ca_topic_score_gemma":0.000044572484,"teacher_disagreement_score":0.3857358,"about_ca_system_score_codex":0.00017160662,"about_ca_system_score_gemma":0.0011448878,"threshold_uncertainty_score":0.9996331},"labels":[],"label_agreement":null},{"id":"W4310567927","doi":"10.1161/strokeaha.122.039127","title":"Clinical Fellowship in a Foreign Country: Benefits, Challenges, Tips for Success","year":2022,"lang":"en","type":"article","venue":"Stroke","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women and Children’s Health Research Institute","funders":"","keywords":"Medicine; Library science; Medical education; Family medicine","score_opus":0.1493495801557923,"score_gpt":0.4681475974187175,"score_spread":0.31879801726292517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310567927","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80616415,0.020302203,0.00005382376,0.009233074,0.0051207347,0.0066826683,0.002173796,0.00038035153,0.14988919],"genre_scores_gemma":[0.9860611,0.0016622703,0.0006096178,0.002725203,0.00084317714,0.0022853105,0.00020348825,0.00006351183,0.0055463063],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958475,0.0009077566,0.0011020942,0.0005372022,0.0004436145,0.0011618024],"domain_scores_gemma":[0.99709696,0.0017290466,0.00031460833,0.0004999557,0.0001103316,0.00024908702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033582433,0.0002040545,0.0005411558,0.00012417133,0.0010299968,0.000006751527,0.0005084459,0.00025581924,0.0009107942],"category_scores_gemma":[0.00034532722,0.00021015944,0.00011703656,0.0002624325,0.000056096625,0.00008792139,0.00034329938,0.0013123634,0.00008511828],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010579312,0.0003307113,0.6511558,0.0007366637,0.000034845805,0.000019396432,0.0018881635,0.0001341441,0.0000012774998,0.25784463,0.061049547,0.025746854],"study_design_scores_gemma":[0.003042053,0.00054969516,0.0456628,0.00021079415,0.000018368608,0.0000025694612,0.013768182,0.00045746018,8.3003306e-7,0.0037871052,0.9322552,0.00024491083],"about_ca_topic_score_codex":0.00075425726,"about_ca_topic_score_gemma":0.004360268,"teacher_disagreement_score":0.8712057,"about_ca_system_score_codex":0.00047998954,"about_ca_system_score_gemma":0.00046574313,"threshold_uncertainty_score":0.9972558},"labels":[],"label_agreement":null},{"id":"W4310689616","doi":"10.12927/hcpol.2022.26972","title":"Optimizing Community Participation in Healthcare Planning, Decision Making and Delivery through Rural Health Councils","year":2022,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Public Health Ontario; Vancouver Coastal Health","funders":"","keywords":"Function (biology); Public relations; Health care; Rural health; Rural community; Community participation; Community health; Business; Political science; Nursing; Environmental planning; Medicine; Sociology; Socioeconomics; Geography","score_opus":0.17826965567229397,"score_gpt":0.5282187226176487,"score_spread":0.3499490669453547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310689616","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91215754,0.013109762,0.0001936729,0.06978655,0.0008600296,0.0026029514,0.00025313676,0.00032452054,0.0007118668],"genre_scores_gemma":[0.93457675,0.0016594976,0.0028903398,0.059408333,0.0003574509,0.00079956144,0.00014644593,0.00008274754,0.000078892255],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9859706,0.008018708,0.0019875239,0.0005364531,0.0010280785,0.0024586297],"domain_scores_gemma":[0.9952421,0.0019894913,0.0009339487,0.0008630074,0.0003314522,0.00063995447],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0047331504,0.0004308335,0.0009305243,0.00049589254,0.007994752,0.00003086592,0.0004713397,0.0002916849,0.00012021988],"category_scores_gemma":[0.00054234685,0.00047983427,0.00007842689,0.0014791836,0.00011676947,0.0003746328,0.0007812771,0.00410802,0.000032325257],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013731043,0.00037423478,0.5149746,0.0042033303,0.00002335609,0.000048224647,0.36581516,0.0031811614,0.0000051174397,0.027557686,0.0130330315,0.06941101],"study_design_scores_gemma":[0.0067084827,0.0037720352,0.49929345,0.013296224,0.000024457535,0.00010759646,0.30717173,0.004609272,0.0000030512062,0.045486905,0.11787832,0.0016485084],"about_ca_topic_score_codex":0.29234564,"about_ca_topic_score_gemma":0.03929784,"teacher_disagreement_score":0.2530478,"about_ca_system_score_codex":0.0074845324,"about_ca_system_score_gemma":0.0040510385,"threshold_uncertainty_score":0.99976534},"labels":[],"label_agreement":null},{"id":"W4310737698","doi":"10.1097/naq.0000000000000561","title":"Nursing The Future 2.0","year":2022,"lang":"en","type":"article","venue":"Nursing Administration Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University; Canadian Nurses Association","funders":"","keywords":"Grassroots; Restructuring; Workload; Deliverable; Nursing; Professional development; Health care; Public relations; Business; Medicine; Political science; Medical education; Management","score_opus":0.03307477102151813,"score_gpt":0.43418791122185935,"score_spread":0.4011131402003412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310737698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5759233,0.0022118937,0.0013782084,0.21778233,0.022107959,0.0031944013,0.00013739841,0.0009531194,0.17631136],"genre_scores_gemma":[0.991063,0.0000043239247,0.00037582355,0.0022106133,0.0017643292,0.00027693654,0.000104273546,0.00003218558,0.004168487],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966352,0.001190501,0.0006010757,0.0003268406,0.000576176,0.0006702198],"domain_scores_gemma":[0.9986883,0.00024266272,0.0003218357,0.00049962546,0.00010329443,0.00014429737],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00072123157,0.00018038703,0.00019354657,0.000069204376,0.005596013,0.00003482311,0.00034323795,0.00011492417,0.0015550661],"category_scores_gemma":[0.000013843517,0.0001515633,0.00007395983,0.00043792813,0.0001315241,0.000139267,0.000009113784,0.001132782,0.00020867975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005790612,0.0005991224,0.0018828036,0.000068742906,0.000019146491,0.00002359307,0.117228344,0.000023522525,0.00018357114,0.14993334,0.4046413,0.32481745],"study_design_scores_gemma":[0.00095079903,0.002666107,0.009755625,0.0005960314,0.000054905224,0.00009163013,0.4547072,0.0006907737,0.00001799169,0.02177981,0.5083102,0.00037891115],"about_ca_topic_score_codex":0.000026451135,"about_ca_topic_score_gemma":0.000058289163,"teacher_disagreement_score":0.4151397,"about_ca_system_score_codex":0.0008710291,"about_ca_system_score_gemma":0.00068114063,"threshold_uncertainty_score":0.99935764},"labels":[],"label_agreement":null},{"id":"W4310747593","doi":"10.1136/bmjopen-2022-068522","title":"Understanding the trends, and drivers of emigration, migration intention and non-migration of health workers from low-income and middle-income countries: protocol for a systematic review","year":2022,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fraser Health","funders":"","keywords":"CINAHL; Medicine; Protocol (science); MEDLINE; Critical appraisal; Systematic review; Economic shortage; Low and middle income countries; Grey literature; Developing country; Pathology; Nursing; Alternative medicine; Economic growth; Political science","score_opus":0.3066413335595955,"score_gpt":0.5374022440247948,"score_spread":0.23076091046519925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310747593","genre_codex":"protocol","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000024317409,0.43572402,0.00047988747,0.0010085503,0.000114550254,0.5622326,0.00032542358,0.000019018027,0.00007162724],"genre_scores_gemma":[0.000055167,0.5914418,0.00026872396,0.00018404322,0.000029360706,0.40744755,0.0002959779,0.000035067507,0.0002422872],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9924576,0.0027295714,0.0034692462,0.0005084154,0.00047108144,0.00036407492],"domain_scores_gemma":[0.9909741,0.0022380038,0.0058561745,0.0006088022,0.00019377269,0.00012912869],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0064196754,0.00041192252,0.0031894422,0.00023426357,0.0009964376,0.00006242227,0.0004070066,0.00025092438,0.000096798736],"category_scores_gemma":[0.0005737607,0.00027593633,0.0001606914,0.0006174117,0.00013577289,0.0003082466,0.00038539877,0.00038550605,0.0000017488238],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008744413,0.000016718832,0.0018609671,0.9913683,0.0001169498,3.0056177e-7,0.0029848106,2.9982556e-7,1.3425869e-8,0.0004350108,0.0012938064,0.0018353648],"study_design_scores_gemma":[0.0009367422,0.000283867,0.00022089564,0.949755,0.0006254042,0.0000039726574,0.00801785,0.00010394417,3.077566e-8,0.00022545646,0.039598793,0.00022801636],"about_ca_topic_score_codex":0.0036253443,"about_ca_topic_score_gemma":0.0071360557,"teacher_disagreement_score":0.1557178,"about_ca_system_score_codex":0.0008030695,"about_ca_system_score_gemma":0.0010381682,"threshold_uncertainty_score":0.9999693},"labels":[],"label_agreement":null},{"id":"W4310911010","doi":"10.20944/preprints202212.0169.v1","title":"Emerging Concepts in the Paramedicine Literature to Inform the Revision of a pan-Canadian Competency Framework for Paramedics: A Restricted Review","year":2022,"lang":"en","type":"review","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Equity (law); Inclusion (mineral); Psychology; Health care; Identification (biology); Grey literature; Medical education; MEDLINE; Medicine; Political science; Social psychology","score_opus":0.24260598254878663,"score_gpt":0.55169252967458,"score_spread":0.3090865471257934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310911010","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000099978766,0.9657925,0.000015412963,0.010564332,0.0009567575,0.019558055,0.00021042918,0.000052222633,0.002750362],"genre_scores_gemma":[0.00023817843,0.97852415,0.0004781788,0.014947984,0.0003897671,0.004550255,0.0004525049,0.00006777869,0.00035122506],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9906819,0.0031510945,0.0031897067,0.0007912148,0.00091502746,0.0012710507],"domain_scores_gemma":[0.9866502,0.008402272,0.0016563147,0.0025209014,0.00033657483,0.00043370272],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0066370894,0.00061507494,0.0027711885,0.0003359669,0.0010716346,0.000010279915,0.0023419114,0.00073484663,0.0025353397],"category_scores_gemma":[0.015075762,0.00034862847,0.0005069638,0.0042805956,0.00012772286,0.00008102728,0.0006159605,0.004948264,0.00041108488],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004503695,0.000059522572,0.002821769,0.16551264,0.00009395741,0.000030228299,0.016514646,0.000001609912,1.7801607e-8,0.012138822,0.01665277,0.786129],"study_design_scores_gemma":[0.00015471272,0.00006792764,0.0004245346,0.28636774,0.00023086938,0.000007895568,0.0015235796,0.0000026830694,1.2991582e-8,0.00056274876,0.7104548,0.00020250003],"about_ca_topic_score_codex":0.0059873173,"about_ca_topic_score_gemma":0.0017219584,"teacher_disagreement_score":0.78592646,"about_ca_system_score_codex":0.00085724343,"about_ca_system_score_gemma":0.0029032838,"threshold_uncertainty_score":0.9998966},"labels":[],"label_agreement":null},{"id":"W4311024480","doi":"10.1111/medu.15000","title":"Navigating the burden of proof and responsibility: A narrative inquiry into Indigenous medical learners' experiences","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University; London Health Sciences Centre; University of Toronto; Dalhousie University","funders":"","keywords":"Indigenous; Narrative; Medical education; Narrative inquiry; Psychology; Pedagogy; Sociology; Medicine","score_opus":0.03335702320366988,"score_gpt":0.48186937799116936,"score_spread":0.44851235478749946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311024480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9384029,0.0017037255,0.000012944614,0.05659207,0.0019788225,0.000968715,7.569388e-7,0.000032343527,0.00030772225],"genre_scores_gemma":[0.9918875,0.00004518257,0.00014555789,0.0052754674,0.00086156855,0.0014485418,0.000020206766,0.000011533281,0.0003044032],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9945886,0.002510348,0.00070118747,0.0002993292,0.0015348957,0.00036560543],"domain_scores_gemma":[0.9976357,0.0013170448,0.00031459436,0.00029158973,0.00014930824,0.00029176628],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004769876,0.000110478344,0.00024148614,0.00003441408,0.001958538,0.000005270746,0.0004047356,0.00018022796,0.005730525],"category_scores_gemma":[0.0097136805,0.0000773664,0.000027175429,0.00043161813,0.00064695417,0.000069630616,0.00040157305,0.0018201882,0.000008044782],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007728776,0.00011041346,0.0035195302,0.00013992483,0.0000062341082,0.0000018796262,0.9365314,0.0000031876316,0.0000030493582,0.00018957583,0.00717717,0.0522403],"study_design_scores_gemma":[0.00023064116,0.0002065837,0.00044942703,0.0005508485,0.000005648967,0.000010452069,0.9704015,0.00038856818,0.000007795617,0.00065193913,0.027026428,0.00007016752],"about_ca_topic_score_codex":0.008445551,"about_ca_topic_score_gemma":0.00031639752,"teacher_disagreement_score":0.053484637,"about_ca_system_score_codex":0.00028942796,"about_ca_system_score_gemma":0.008482583,"threshold_uncertainty_score":0.9993408},"labels":[],"label_agreement":null},{"id":"W4311152657","doi":"10.20944/preprints202212.0169.v2","title":"Emerging Concepts in the Paramedicine Literature to Inform the Revision of a pan-Canadian Competency Framework for Paramedics: A Restricted Review","year":2022,"lang":"en","type":"review","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Inclusion (mineral); Equity (law); Grey literature; Health care; Psychology; Competence (human resources); Medical education; Health equity; Identification (biology); MEDLINE; Medicine; Nursing; Political science; Social psychology; Public health","score_opus":0.24260598254878663,"score_gpt":0.55169252967458,"score_spread":0.3090865471257934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311152657","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000099978766,0.9657925,0.000015412963,0.010564332,0.0009567575,0.019558055,0.00021042918,0.000052222633,0.002750362],"genre_scores_gemma":[0.00023817843,0.97852415,0.0004781788,0.014947984,0.0003897671,0.004550255,0.0004525049,0.00006777869,0.00035122506],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9906819,0.0031510945,0.0031897067,0.0007912148,0.00091502746,0.0012710507],"domain_scores_gemma":[0.9866502,0.008402272,0.0016563147,0.0025209014,0.00033657483,0.00043370272],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0066370894,0.00061507494,0.0027711885,0.0003359669,0.0010716346,0.000010279915,0.0023419114,0.00073484663,0.0025353397],"category_scores_gemma":[0.015075762,0.00034862847,0.0005069638,0.0042805956,0.00012772286,0.00008102728,0.0006159605,0.004948264,0.00041108488],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004503695,0.000059522572,0.002821769,0.16551264,0.00009395741,0.000030228299,0.016514646,0.000001609912,1.7801607e-8,0.012138822,0.01665277,0.786129],"study_design_scores_gemma":[0.00015471272,0.00006792764,0.0004245346,0.28636774,0.00023086938,0.000007895568,0.0015235796,0.0000026830694,1.2991582e-8,0.00056274876,0.7104548,0.00020250003],"about_ca_topic_score_codex":0.0059873173,"about_ca_topic_score_gemma":0.0017219584,"teacher_disagreement_score":0.78592646,"about_ca_system_score_codex":0.00085724343,"about_ca_system_score_gemma":0.0029032838,"threshold_uncertainty_score":0.9998966},"labels":[],"label_agreement":null},{"id":"W4311557660","doi":"10.1163/9789004322714_cclc_2019-0011-066","title":"Health Canada rejects bid for an independent review of Roundup","year":2022,"lang":"en","type":"dataset","venue":"Climate Change and Law Collection","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.14840973532293167,"score_gpt":0.44744306219016444,"score_spread":0.2990333268672328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311557660","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000067563924,0.047214974,4.4394145e-7,0.0025162185,0.003117999,0.0059181065,0.9406338,0.000036303325,0.00049463374],"genre_scores_gemma":[0.000021210108,0.26729268,0.000012638581,0.017675342,0.00043381052,0.0023856908,0.7118575,0.000030141582,0.00029097672],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99650216,0.0008111599,0.0009709811,0.0004938349,0.00043293636,0.0007889073],"domain_scores_gemma":[0.9975852,0.0002619917,0.0011302714,0.00049239513,0.00023584066,0.00029431618],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014099838,0.00029041583,0.00096648344,0.00011826004,0.0025604311,0.0000086254395,0.00019613099,0.00028674438,0.0031841772],"category_scores_gemma":[0.00007973895,0.00028918995,0.000062207444,0.00046882976,0.000032911958,0.000110179724,0.00018804977,0.0006908543,0.0000027785832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007671964,0.000045802557,0.000023917482,0.07130094,0.000013602676,0.0000020500988,0.00019816392,8.4169386e-8,9.2293725e-8,0.00019461324,0.92779595,0.0003480551],"study_design_scores_gemma":[0.0004764719,0.0008895834,0.000051327133,0.013023667,0.00006788519,0.0000063794655,0.0009137059,0.0000042739994,2.7435146e-7,0.00003514194,0.984324,0.00020728189],"about_ca_topic_score_codex":0.91421366,"about_ca_topic_score_gemma":0.9847351,"teacher_disagreement_score":0.22877625,"about_ca_system_score_codex":0.0018547978,"about_ca_system_score_gemma":0.0017817339,"threshold_uncertainty_score":0.999956},"labels":[],"label_agreement":null},{"id":"W4311608796","doi":"10.1163/9789004322714_cclc_2020-0051-0275","title":"Can Ontario’s climate change plan be salvaged?","year":2022,"lang":"en","type":"dataset","venue":"Climate Change and Law Collection","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate change; Plan (archaeology); Geography; Archaeology; Geology; Oceanography","score_opus":0.1642289637402905,"score_gpt":0.3994410929584294,"score_spread":0.2352121292181389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311608796","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020935973,0.0015205189,3.9920725e-8,0.003033333,0.006544104,0.004455835,0.9752992,0.0002643676,0.006789043],"genre_scores_gemma":[0.0002754034,0.029432423,0.000011055839,0.016058652,0.0022812048,0.0066553415,0.9434399,0.000096728676,0.0017493158],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99478245,0.00084559206,0.0009276658,0.0009644929,0.00056074525,0.001919084],"domain_scores_gemma":[0.9975744,0.00029750974,0.0007839704,0.0007544818,0.00013460098,0.0004550387],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009905695,0.00068135565,0.0010027604,0.0003647675,0.007245259,0.000061352526,0.0003388586,0.001026667,0.040766656],"category_scores_gemma":[0.000032115186,0.0006983817,0.0001314044,0.000650355,0.00011682728,0.00023547364,0.000831999,0.0024846592,0.0001437042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024231781,0.00009061956,0.0012625357,0.0023969305,0.000030798525,0.00006697315,0.0074872538,7.006519e-8,4.2493014e-7,0.0006294196,0.98759604,0.00019664488],"study_design_scores_gemma":[0.0009688503,0.00056728075,0.0012602074,0.0010858526,0.00019467543,0.000024230394,0.0033593925,0.0000054463385,4.2710636e-7,0.00009320628,0.9918436,0.00059687544],"about_ca_topic_score_codex":0.4755548,"about_ca_topic_score_gemma":0.91332555,"teacher_disagreement_score":0.43777075,"about_ca_system_score_codex":0.0024665925,"about_ca_system_score_gemma":0.0002457008,"threshold_uncertainty_score":0.99981666},"labels":[],"label_agreement":null},{"id":"W4311695228","doi":"10.1017/9781800106277.007","title":"The intentions and consequences of redistributive relief policy","year":2022,"lang":"en","type":"other","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economics","score_opus":0.03907868783799625,"score_gpt":0.4433645293328451,"score_spread":0.40428584149484886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311695228","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000398472,0.0035668043,0.000009466095,0.010426539,0.0005714939,0.0009904385,0.0006311039,0.00014455695,0.98361975],"genre_scores_gemma":[0.002998146,0.006586936,0.00015003754,0.0007378423,0.00026571052,0.00020657762,0.00008377914,0.00010214481,0.98886883],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980585,0.0005233283,0.00047482032,0.0002180631,0.00029407704,0.000431189],"domain_scores_gemma":[0.99815196,0.0007446744,0.0005184716,0.00037480815,0.00010084148,0.00010921793],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048043643,0.0001540996,0.00030832674,0.00012014269,0.00093953416,0.000004349373,0.00025819024,0.00024118558,0.019580003],"category_scores_gemma":[0.00069603766,0.000098054064,0.000047260768,0.00031160077,0.00061480753,0.000012431325,0.00033226435,0.00063315034,0.00007146415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010799446,0.000008015641,0.0012367757,0.00012936474,0.000025966334,9.750776e-7,0.00022315265,2.5439967e-8,0.000001916089,0.19468829,0.8033088,0.00036595174],"study_design_scores_gemma":[0.00015859355,0.00006117813,0.00026669187,0.0004326641,0.000016614313,0.0000016376454,0.01239024,5.2653405e-7,0.0000014923054,0.0044994433,0.9820888,0.0000821097],"about_ca_topic_score_codex":0.015918888,"about_ca_topic_score_gemma":0.004538528,"teacher_disagreement_score":0.19018885,"about_ca_system_score_codex":0.00022159459,"about_ca_system_score_gemma":0.0010003033,"threshold_uncertainty_score":0.9906342},"labels":[],"label_agreement":null},{"id":"W4312114960","doi":"10.1503/cmaj.220521","title":"Antiracism as a foundational competency: reimagining CanMEDS through an antiracist lens","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Medical education; Computer science; Data science; Engineering ethics; Medicine; Engineering","score_opus":0.038316196494855466,"score_gpt":0.40216071577237195,"score_spread":0.3638445192775165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312114960","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44573385,0.0006012509,0.00021676817,0.32906595,0.016369252,0.0009951126,0.00046231967,0.00022744293,0.20632806],"genre_scores_gemma":[0.84281677,0.00035776987,0.001374047,0.14147155,0.0055158376,0.000105345396,0.00032907308,0.00007411214,0.007955511],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99177426,0.0021567252,0.0011382261,0.00033859754,0.0031143113,0.0014778947],"domain_scores_gemma":[0.99558294,0.00062660803,0.0007725378,0.00023582103,0.00073901925,0.0020430826],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0050336663,0.00020892886,0.00039804736,0.00023294223,0.0071361703,0.00006827735,0.0006107642,0.00036812297,0.067265],"category_scores_gemma":[0.0021924153,0.00020143899,0.00010458435,0.00063116004,0.00007434372,0.00071989425,0.00011044505,0.0050726174,0.00089664623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000052638963,0.000108391316,0.39981857,0.000040651077,0.00012340937,0.001270716,0.013272163,0.00006873532,0.000007102718,0.051595636,0.5209936,0.012648392],"study_design_scores_gemma":[0.0010244865,0.00015153403,0.016160257,0.00011552401,0.000019132598,0.00038685495,0.011234862,0.0004795807,3.5664834e-7,0.0043982416,0.9658014,0.00022773557],"about_ca_topic_score_codex":0.04827733,"about_ca_topic_score_gemma":0.098026946,"teacher_disagreement_score":0.44480783,"about_ca_system_score_codex":0.0062795123,"about_ca_system_score_gemma":0.026757702,"threshold_uncertainty_score":0.99988127},"labels":[],"label_agreement":null},{"id":"W4312179240","doi":"10.1186/s12875-022-01943-0","title":"(The shift to) online delivery of a rural faculty development program in research skills: lessons learned","year":2022,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Faculty of Medicine, Memorial University of Newfoundland; Memorial University of Newfoundland; Mitacs","keywords":"Medical education; Attendance; Health care; Work (physics); Pandemic; Focus group; Psychology; Program evaluation; Nursing; Medicine; Public relations; Coronavirus disease 2019 (COVID-19); Business; Political science; Engineering; Marketing","score_opus":0.234022898030668,"score_gpt":0.5406743912771345,"score_spread":0.30665149324646646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312179240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98791397,0.0014632845,0.0000032244477,0.003266538,0.00032678246,0.0034079426,0.00023415986,0.00011614075,0.0032679664],"genre_scores_gemma":[0.9851011,0.00009308402,0.0063442593,0.00078195136,0.00009191477,0.00288426,0.0012599239,0.000045385383,0.0033980932],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9943751,0.0020098162,0.0008789218,0.00033632544,0.00114888,0.001250937],"domain_scores_gemma":[0.9976124,0.000959258,0.00017463994,0.0005473961,0.00047457035,0.00023171814],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020793504,0.0001805592,0.00036662817,0.00023311409,0.0023231946,0.000012517208,0.00078950665,0.0001243751,0.00019794046],"category_scores_gemma":[0.0002809305,0.00014866244,0.00006883186,0.0012665519,0.00009823224,0.00006183687,0.0017948009,0.0015305456,0.00010357639],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012553835,0.0011683069,0.35445872,0.002364859,0.000031058287,0.00002372633,0.13069852,0.00048649352,0.000050255792,0.0010446785,0.016000954,0.49241704],"study_design_scores_gemma":[0.00081543013,0.00026267057,0.45173237,0.00043701637,0.000003909402,5.553163e-7,0.13822232,0.00001137342,0.000013805536,0.00010843396,0.4082392,0.00015293238],"about_ca_topic_score_codex":0.0014784675,"about_ca_topic_score_gemma":0.014015225,"teacher_disagreement_score":0.49226412,"about_ca_system_score_codex":0.0032285303,"about_ca_system_score_gemma":0.0042533777,"threshold_uncertainty_score":0.99897563},"labels":[],"label_agreement":null},{"id":"W4312190632","doi":"10.1186/s12875-022-01942-1","title":"Living and working in rural healthcare during the COVID-19 pandemic: a qualitative study of rural family physicians' lived experiences","year":2022,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Mitacs","keywords":"Health care; Pandemic; Thematic analysis; General partnership; Rural area; Qualitative research; Nursing; Rural health; Participatory action research; Coping (psychology); Telehealth; Public relations; Psychology; Medicine; Economic growth; Political science; Telemedicine; Sociology; Coronavirus disease 2019 (COVID-19); Disease","score_opus":0.11793826830383976,"score_gpt":0.45731087272933385,"score_spread":0.3393726044254941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312190632","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872401,0.009089714,0.0000039080296,0.0002652537,0.00044793083,0.0024644115,0.00002503878,0.000103922335,0.00035977366],"genre_scores_gemma":[0.9950587,0.00013390605,0.00006161183,0.0026805555,0.000113337075,0.001778396,0.00002292097,0.000028892518,0.00012164873],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9915914,0.005873074,0.0008558788,0.0003278697,0.00061815284,0.0007336044],"domain_scores_gemma":[0.9963331,0.002497545,0.00050552265,0.0003914922,0.000105686275,0.000166644],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014196485,0.00024014834,0.0005504562,0.00014096916,0.0023725377,0.000012795972,0.0004377075,0.000085649044,0.000056547815],"category_scores_gemma":[0.0001807998,0.0002006277,0.00006125805,0.00064884615,0.00013917408,0.00012318394,0.0009613956,0.00094755116,0.0000019627967],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015938428,0.00004728545,0.44543335,0.00062782055,0.0000061028404,0.0000031587508,0.55301607,0.000055009754,0.000025925485,0.000015650463,0.000035782752,0.00057446846],"study_design_scores_gemma":[0.0008933547,0.00024614303,0.23671705,0.0005797939,0.0000081224025,0.000002469669,0.7611116,0.000011359906,2.9777556e-7,0.00003071441,0.000251465,0.00014761578],"about_ca_topic_score_codex":0.016241478,"about_ca_topic_score_gemma":0.009770471,"teacher_disagreement_score":0.20871629,"about_ca_system_score_codex":0.002045356,"about_ca_system_score_gemma":0.00085239834,"threshold_uncertainty_score":0.9989262},"labels":[],"label_agreement":null},{"id":"W4312210512","doi":"10.1097/acm.0000000000005134","title":"Yellowknife: Canada’s First Circumpolar Family Medicine Residency Site","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Government of Northwest Territories; Institute for Circumpolar Health Research; University of Alberta","funders":"","keywords":"Circumpolar star; Indigenous; Economic shortage; General partnership; Family medicine; Local community; Referral; Medicine; Health care; Geography; Political science; Ecology","score_opus":0.07876226571000647,"score_gpt":0.4273441122007447,"score_spread":0.3485818464907382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312210512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44956514,0.040748816,0.00005367974,0.3688302,0.011556858,0.0027553635,0.00013641831,0.00048499278,0.12586853],"genre_scores_gemma":[0.8747767,0.0035815074,0.000025436506,0.07163021,0.003947811,0.00032810107,0.00025062705,0.00008664396,0.045372944],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925276,0.0010987878,0.0019250514,0.00072581344,0.0021454105,0.0015773078],"domain_scores_gemma":[0.9951759,0.0021697972,0.00072601635,0.00084970973,0.00021210189,0.00086647744],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0034785683,0.0004147177,0.0009550371,0.00026665477,0.0030195122,9.761409e-7,0.0009862221,0.00035563996,0.017343603],"category_scores_gemma":[0.0020263717,0.00034475344,0.000038579383,0.0010537315,0.00033183818,0.00010731209,0.0005454951,0.005037386,0.0002613478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008135089,0.0000041307794,0.06486404,0.00028659697,0.000020212672,0.00011426867,0.016253002,0.000017286773,0.0003209835,0.0038149594,0.913976,0.0002471236],"study_design_scores_gemma":[0.002012386,0.000313959,0.023490366,0.0013709478,0.00007569855,0.000025974465,0.05892683,0.00007116679,0.0000024918193,0.0017814059,0.9116543,0.0002744701],"about_ca_topic_score_codex":0.84863025,"about_ca_topic_score_gemma":0.3785878,"teacher_disagreement_score":0.47004244,"about_ca_system_score_codex":0.0023894957,"about_ca_system_score_gemma":0.0032494117,"threshold_uncertainty_score":0.99990046},"labels":[],"label_agreement":null},{"id":"W4312249746","doi":"10.11604/pamj.2022.43.147.38189","title":"There is an urgent need for a global rural health research agenda","year":2022,"lang":"en","type":"article","venue":"Pan African Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Medicine; Global health; Environmental health; Economic growth; Medical emergency; Nursing; Public health","score_opus":0.23848974816667962,"score_gpt":0.5485634918404985,"score_spread":0.31007374367381885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312249746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48188588,0.007196346,0.0011487029,0.47393268,0.006911711,0.0050979583,0.0008725665,0.00034077422,0.02261339],"genre_scores_gemma":[0.9460206,0.0004351633,0.0010216795,0.04659229,0.0027111394,0.00053116516,0.000057750683,0.00006180039,0.0025684212],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98475945,0.0065995604,0.0014778591,0.00041544487,0.003954264,0.0027934199],"domain_scores_gemma":[0.99208087,0.0010245849,0.000560807,0.00047873773,0.0005127845,0.005342193],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.016054261,0.00025061303,0.000624186,0.0001914036,0.007745228,0.000043124106,0.0012714431,0.00020712103,0.03056213],"category_scores_gemma":[0.0026662254,0.00020800202,0.00020564331,0.0011148587,0.00024970062,0.00011932628,0.00059572776,0.0042784405,0.0001347604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077113276,0.00044820204,0.01237952,0.00019911649,0.000063190746,0.00012751974,0.016394015,0.000005836333,0.000004564381,0.004664742,0.8717918,0.09315036],"study_design_scores_gemma":[0.0021125448,0.0018770001,0.0043523093,0.00032019246,0.000012348237,0.0002198018,0.16673285,0.00053971534,6.0270264e-7,0.008776389,0.8148458,0.00021044741],"about_ca_topic_score_codex":0.0016261231,"about_ca_topic_score_gemma":0.00044979015,"teacher_disagreement_score":0.4641347,"about_ca_system_score_codex":0.0035124246,"about_ca_system_score_gemma":0.011959998,"threshold_uncertainty_score":0.99801874},"labels":[],"label_agreement":null},{"id":"W4312406856","doi":"10.1016/j.ssaho.2022.100356","title":"Making the case for place based governance in rural health workforce recruitment and retention: Lessons from Canada and Australia","year":2022,"lang":"en","type":"article","venue":"Social Sciences & Humanities Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Winston Churchill Memorial Trust","keywords":"Workforce; Context (archaeology); Corporate governance; Sustainability; Rural area; Economic growth; Rural health; Workforce development; Health care; Public relations; Nursing; Business; Political science; Medicine; Geography","score_opus":0.4718058940992525,"score_gpt":0.5280670073892525,"score_spread":0.05626111329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312406856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94780487,0.0012758829,0.0000039031324,0.04153946,0.0009066723,0.0043946067,0.0007735955,0.000018909877,0.0032821058],"genre_scores_gemma":[0.9880702,0.00003610658,0.00022270276,0.00704656,0.00015144114,0.0012410526,0.000021981836,0.000009308262,0.003200656],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9974703,0.0008060795,0.00040599666,0.0003123304,0.0003338282,0.0006714376],"domain_scores_gemma":[0.9987377,0.0006786442,0.00036886422,0.00011680462,0.00003623356,0.00006176866],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020949491,0.00012956749,0.00025602072,0.000020724307,0.011788561,0.00013087426,0.00050741615,0.000039774673,0.00054637133],"category_scores_gemma":[0.000048282393,0.000109448156,0.000020061238,0.00024157536,0.0003230068,0.0002040742,0.00055876,0.0003602501,6.309769e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005893165,0.000087074346,0.09967668,0.00046313487,0.00003188953,0.000165113,0.12736729,0.00033016343,0.0000020001885,0.46449795,0.28608736,0.020702036],"study_design_scores_gemma":[0.0016875716,0.0003160415,0.051382218,0.00061978045,0.000017150996,0.000012853533,0.54835314,0.0006611556,4.7486353e-7,0.008407643,0.38817924,0.0003627537],"about_ca_topic_score_codex":0.9560502,"about_ca_topic_score_gemma":0.9899625,"teacher_disagreement_score":0.4560903,"about_ca_system_score_codex":0.001453,"about_ca_system_score_gemma":0.0017372002,"threshold_uncertainty_score":0.98949796},"labels":[],"label_agreement":null},{"id":"W4312450601","doi":"10.55975/cznp5457","title":"Starting Out: Midwifery in a New Country","year":2019,"lang":"en","type":"article","venue":"The Practising Midwife","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Politics; Work (physics); Health care; Political science; Nursing; Obstetrics; Medicine; Sociology; Economic growth; Law; Economics; Engineering","score_opus":0.06497841434902774,"score_gpt":0.4539214435647083,"score_spread":0.3889430292156806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312450601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87341374,0.001237189,0.00009281626,0.019294053,0.0031955366,0.0017110578,0.0000071367513,0.00023103328,0.100817464],"genre_scores_gemma":[0.94141406,0.000142942,0.0009851677,0.014791164,0.0007955299,0.000031697396,0.000013002782,0.00006652938,0.041759904],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961406,0.0010264906,0.0008613027,0.00038197442,0.00045510987,0.0011345028],"domain_scores_gemma":[0.9957951,0.0026107514,0.00055206293,0.0007505201,0.00008301053,0.00020860428],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024804773,0.00023177778,0.00039543523,0.00010102243,0.00063473766,0.00003471085,0.00040808864,0.00025219287,0.0016973317],"category_scores_gemma":[0.0009899873,0.0001764558,0.00005245623,0.00046322867,0.000048583202,0.0004520283,0.00022183974,0.001675517,0.005869149],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011578713,0.00019832801,0.7037864,0.0008288053,0.00007094085,0.0000648846,0.05734407,0.00059908105,0.001471474,0.01703154,0.19941913,0.018027516],"study_design_scores_gemma":[0.0025217254,0.00012265124,0.03207785,0.0034545271,0.00004073316,0.0000076041915,0.02488271,0.0009197114,0.00009381749,0.0128406985,0.9224885,0.00054947543],"about_ca_topic_score_codex":0.005891926,"about_ca_topic_score_gemma":0.004520397,"teacher_disagreement_score":0.72306937,"about_ca_system_score_codex":0.00047333838,"about_ca_system_score_gemma":0.0010720385,"threshold_uncertainty_score":0.99921525},"labels":[],"label_agreement":null},{"id":"W4312756316","doi":"10.1109/iisa56318.2022.9904347","title":"International Educated Nurse-Centered Virtual Serious Game","year":2022,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nipissing University; Ontario Tech University; York University","funders":"","keywords":"Outreach; Lifelong learning; Nursing; Health care; Medical education; Medicine; Psychology; Political science; Pedagogy","score_opus":0.038173047421630406,"score_gpt":0.431936317080864,"score_spread":0.3937632696592336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312756316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6082563,0.0000668673,0.000048454393,0.017462442,0.011450987,0.0010956189,0.00009704029,0.00046431986,0.361058],"genre_scores_gemma":[0.85251296,0.000017681967,0.0001901502,0.009671467,0.00036972482,0.00038638143,0.00016326133,0.000028144135,0.1366602],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99765617,0.00045804883,0.00051512726,0.00029861263,0.0004571375,0.0006148954],"domain_scores_gemma":[0.9990429,0.00015680301,0.00017030019,0.00028915188,0.00012991959,0.00021089592],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00035634296,0.0001381898,0.00019043603,0.00011346939,0.00087144994,0.000009004332,0.00047088746,0.00006201265,0.08636131],"category_scores_gemma":[0.00007640997,0.00013655917,0.00005361331,0.0002854874,0.000031788906,0.00009156077,0.00031608864,0.00071921793,0.0016889813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047654184,0.0004945976,0.05310316,0.00003805418,0.00005857758,0.00002761218,0.0094498005,0.00022497617,0.00016729685,0.021200547,0.9043982,0.010360653],"study_design_scores_gemma":[0.0010168374,0.00015645259,0.0062919324,0.000037228787,0.000005504915,0.000008160764,0.027229749,0.0006045717,0.0000059468284,0.00017079785,0.9643359,0.00013687395],"about_ca_topic_score_codex":0.0008458899,"about_ca_topic_score_gemma":0.000118302916,"teacher_disagreement_score":0.2442567,"about_ca_system_score_codex":0.0008796155,"about_ca_system_score_gemma":0.00039720652,"threshold_uncertainty_score":0.99908835},"labels":[],"label_agreement":null},{"id":"W4313519932","doi":"10.22230/jripe.2022v12n2a347","title":"Factors Influencing Health Career Choices During Clinicians’ First Three Years in Practice","year":2023,"lang":"en","type":"article","venue":"Journal of Research in Interprofessional Practice and Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Work (physics); Medical education; Health care; Community health; Nursing; Location; Primary care; Family medicine; Psychology; Public health; Geography","score_opus":0.22638625547474164,"score_gpt":0.603810440289969,"score_spread":0.3774241848152273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313519932","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93733627,0.0021283142,0.0000015213852,0.055809345,0.0025355075,0.00066548435,0.000003383228,0.000018969651,0.0015012191],"genre_scores_gemma":[0.9923949,0.004270471,0.00048345226,0.0013639935,0.00075349363,0.00006479674,0.000008778874,0.00002785359,0.00063225074],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99288315,0.0030797934,0.0015994676,0.00029261387,0.0012184326,0.0009265722],"domain_scores_gemma":[0.9819848,0.014961169,0.0012548283,0.00023428167,0.0011854898,0.0003794653],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.015655136,0.00015614675,0.00040589733,0.0015759928,0.00071854296,0.00004464096,0.00034632886,0.00025045392,0.000072297524],"category_scores_gemma":[0.014987753,0.0001299072,0.00005106935,0.0017959389,0.00009504341,0.0022258558,0.00028509749,0.004056385,0.000090062815],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016482464,0.00045465914,0.92638844,0.0009933821,0.000034636854,0.00007490963,0.04707129,0.000060763723,0.000022346168,0.00043434824,0.013531113,0.009285875],"study_design_scores_gemma":[0.00064592663,0.00024779857,0.60847986,0.010409156,0.000007140418,0.000019643172,0.34016573,0.000036665126,0.0000022381125,0.0009035292,0.038989116,0.000093181094],"about_ca_topic_score_codex":0.008733398,"about_ca_topic_score_gemma":0.005944615,"teacher_disagreement_score":0.31790856,"about_ca_system_score_codex":0.001520214,"about_ca_system_score_gemma":0.005712131,"threshold_uncertainty_score":0.99992454},"labels":[],"label_agreement":null},{"id":"W4313575981","doi":"10.17159/2078-5151/sajs3972","title":"Workplace-based assessment – a new era of surgical training competency assessment in South Africa","year":2022,"lang":"en","type":"article","venue":"South African Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Medicine; Competency assessment; Training (meteorology); Medical education","score_opus":0.10047625857273519,"score_gpt":0.3942964996361763,"score_spread":0.2938202410634411,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313575981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97679305,0.0015555219,0.0008164016,0.007268501,0.0023090434,0.00086724,0.00012367066,0.00006632595,0.010200264],"genre_scores_gemma":[0.9928548,0.000026176978,0.005873654,0.00035344184,0.00039538648,0.00006005464,0.000014718845,0.000056961955,0.0003648482],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.990234,0.0031194082,0.003207065,0.00037128667,0.0017374516,0.0013307853],"domain_scores_gemma":[0.9913571,0.0039467476,0.0031611952,0.00041775487,0.0003358631,0.0007813236],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007498949,0.00035553388,0.0016595554,0.0008473175,0.00062820216,0.000016827118,0.00052914326,0.00015595574,0.0029472003],"category_scores_gemma":[0.00023086437,0.00032788242,0.00051900453,0.0018932206,0.00011892797,0.00014306509,0.00019834492,0.0038988397,0.000008804643],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012903993,0.0004924627,0.89401484,0.00033028805,0.000111021654,0.00090055057,0.08716539,0.0060052117,0.000015501924,0.0010804229,0.0060165417,0.0025773856],"study_design_scores_gemma":[0.010966323,0.0015251108,0.17999749,0.005920634,0.00022867166,0.000097000855,0.70138484,0.0016653145,0.000005288683,0.002005902,0.09494159,0.001261792],"about_ca_topic_score_codex":0.000096319935,"about_ca_topic_score_gemma":0.000015713413,"teacher_disagreement_score":0.71401733,"about_ca_system_score_codex":0.0012931032,"about_ca_system_score_gemma":0.015320835,"threshold_uncertainty_score":0.9999173},"labels":[],"label_agreement":null},{"id":"W4315607565","doi":"10.36834/cmej.74205","title":"Characteristics of Canadian physicians and their associations with practice patterns: a scoping review","year":2022,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa; Bruyère","funders":"University of Ottawa","keywords":"Workforce; Scopus; Socioeconomic status; MEDLINE; Context (archaeology); Ethnic group; Medicine; Family medicine; Rurality; Rural area; Population; Environmental health","score_opus":0.07767033273921203,"score_gpt":0.47555429448791403,"score_spread":0.397883961748702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315607565","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004786925,0.9713245,0.0000030251183,0.020068327,0.001691073,0.001973241,0.00052791147,0.000009837811,0.004397316],"genre_scores_gemma":[0.0000056162344,0.9419518,0.000091077316,0.055785935,0.0009894297,0.00033779404,0.0004947468,0.000057992136,0.00028562226],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945331,0.0020492026,0.0016193636,0.0002849446,0.00064095657,0.0008724382],"domain_scores_gemma":[0.9878456,0.0013880857,0.0022779184,0.00034032087,0.00067341514,0.0074746693],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026191608,0.00032570123,0.001602871,0.0009108146,0.0015290271,0.000028508244,0.00045229885,0.0004230092,0.022033904],"category_scores_gemma":[0.02224953,0.00025942846,0.0001328016,0.0011219303,0.00008189337,0.00015933214,0.000036977985,0.0033755086,0.00003193209],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[9.672439e-7,0.000028794286,0.00013411554,0.054867044,0.00008418606,0.000029458537,0.001261196,1.0047487e-8,2.1417824e-10,0.00015609946,0.059099074,0.88433903],"study_design_scores_gemma":[0.000051248553,0.000027256287,0.000038866474,0.38005224,0.00023720185,0.00019389346,0.0019041885,2.8003785e-7,3.5651998e-10,0.0000038994044,0.6173585,0.0001324029],"about_ca_topic_score_codex":0.4861754,"about_ca_topic_score_gemma":0.8465072,"teacher_disagreement_score":0.88420665,"about_ca_system_score_codex":0.0031844885,"about_ca_system_score_gemma":0.33848464,"threshold_uncertainty_score":0.9999858},"labels":[],"label_agreement":null},{"id":"W4315620597","doi":"10.4103/cjrm.cjrm_9_22","title":"Examining the status of rural post-graduate family medicine education","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; University of Toronto; Lakehead University; University of Winnipeg; NOSM University","funders":"","keywords":"Workforce; Indigenous; Rural area; Rural health; Diversity (politics); Equity (law); Health care; Focus group; Medicine; Medical education; Rural management; Nursing; Family medicine; Economic growth; Political science; Sociology; Geography; Rural development","score_opus":0.14079242336376305,"score_gpt":0.4426423940593362,"score_spread":0.3018499706955732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315620597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91442716,0.007962948,0.0000060593425,0.06408934,0.0064443895,0.00047436624,0.000020969575,0.000022166592,0.0065525845],"genre_scores_gemma":[0.98637694,0.0022306633,0.00003472432,0.0064120414,0.0024252373,0.000012015606,0.000050106988,0.000031021547,0.0024272376],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99602735,0.0005093933,0.0014547647,0.00008557648,0.00063879386,0.001284096],"domain_scores_gemma":[0.9943191,0.0010573617,0.0010178261,0.00033114414,0.001399255,0.0018753054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019439916,0.0002066019,0.0006377184,0.0006882696,0.000597955,0.0000039279294,0.0004383866,0.00013661191,0.0008420143],"category_scores_gemma":[0.0032181083,0.00011941086,0.000053514963,0.0011330738,0.0005277947,0.00013965355,0.000026660273,0.0009937222,0.00008621926],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001352174,0.000010730105,0.1506634,0.00039152906,0.000079909485,0.00006226734,0.0649214,0.000025363563,0.0011635453,0.001924402,0.6904352,0.09018708],"study_design_scores_gemma":[0.0011989961,0.0009786439,0.41461113,0.007763246,0.00008879755,0.00003996631,0.48465246,0.000018575329,0.0000045746533,0.0008703178,0.08966571,0.00010756708],"about_ca_topic_score_codex":0.20565423,"about_ca_topic_score_gemma":0.03182002,"teacher_disagreement_score":0.60076946,"about_ca_system_score_codex":0.00063672726,"about_ca_system_score_gemma":0.0064747306,"threshold_uncertainty_score":0.9991576},"labels":[],"label_agreement":null},{"id":"W4315628774","doi":"10.22605/rrh7905","title":"The Limerick Declaration on Rural Health Care 2022","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; NOSM University","funders":"University of Limerick","keywords":"Health care; Declaration; Rural health; Workforce; Economic growth; Public relations; Rural area; Political science; Nursing; Medicine; Business; Public administration; Law; Economics","score_opus":0.04324566630393342,"score_gpt":0.42750213646688856,"score_spread":0.38425647016295517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315628774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62248886,0.032426875,0.000049927567,0.32807687,0.0052923774,0.0046622804,0.00009636966,0.0011175943,0.005788846],"genre_scores_gemma":[0.82090324,0.106880814,0.00048221342,0.04923913,0.0019555108,0.00007740088,0.0005514013,0.00012057355,0.019789739],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956648,0.0011589578,0.00085275853,0.00030113998,0.00046360647,0.0015587748],"domain_scores_gemma":[0.9977784,0.0006094966,0.00043550105,0.0004399991,0.00011860605,0.0006179567],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013924902,0.0002510653,0.00043045622,0.00010568403,0.0065127704,0.000026754096,0.0001976886,0.00017593046,0.000043202665],"category_scores_gemma":[0.00009651128,0.00015932585,0.00006733796,0.00072592276,0.00009727152,0.00008065203,0.00013289702,0.00089478877,0.0008814259],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025804434,0.00001609188,0.0032882458,0.0011222857,0.000016945352,0.0000040997325,0.015554173,0.000021807089,0.000005799779,0.005944601,0.1572623,0.8165056],"study_design_scores_gemma":[0.0013705465,0.0017607795,0.10125604,0.0027535446,0.0000074353334,0.0000103468465,0.10537208,0.0016908346,0.000003823091,0.0019931102,0.78339183,0.00038960186],"about_ca_topic_score_codex":0.008028826,"about_ca_topic_score_gemma":0.0034021968,"teacher_disagreement_score":0.81611603,"about_ca_system_score_codex":0.0007018331,"about_ca_system_score_gemma":0.0010260646,"threshold_uncertainty_score":0.9998965},"labels":[],"label_agreement":null},{"id":"W4317369553","doi":"10.3138/9781487552305-010","title":"8 Community Projects for Rural Villagers: Health and Occupational Training","year":2022,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Rural community; Business; Economic growth; Medicine; Geography; Economics","score_opus":0.1545115834573018,"score_gpt":0.3794682563373811,"score_spread":0.22495667288007934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317369553","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006052905,0.003159251,0.000052939366,0.00014710674,0.00039219164,0.0030815671,0.0012469952,0.0001261534,0.9911885],"genre_scores_gemma":[0.0028622968,0.0012129209,0.0023060306,0.0006678799,0.00013783031,0.000021467515,0.0005996681,0.000070041315,0.9921219],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99802476,0.00046532686,0.00042315124,0.0002634284,0.00032671003,0.0004966035],"domain_scores_gemma":[0.99760866,0.0006071217,0.00083831133,0.00042802512,0.000217256,0.00030059574],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00068344123,0.00028310274,0.0006863449,0.000040262872,0.0026462104,0.0000049567548,0.00040822875,0.000342676,0.0010420482],"category_scores_gemma":[0.00003925739,0.0003525286,0.00013411806,0.0000015921312,0.00020725818,0.000118952594,0.0005519688,0.0008515957,0.0000018167584],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025574297,0.000052042487,0.00015095806,0.0055653984,0.00031787538,0.000007843427,0.3782625,0.000006272858,0.0000036121096,0.48738113,0.09378918,0.03190576],"study_design_scores_gemma":[0.001181557,0.0004923195,0.00009573365,0.0010567991,0.00005105713,0.0000014516731,0.024269763,0.00002526835,2.1381489e-7,0.00064888794,0.97193503,0.00024193569],"about_ca_topic_score_codex":0.24077575,"about_ca_topic_score_gemma":0.060610473,"teacher_disagreement_score":0.8781458,"about_ca_system_score_codex":0.0012550042,"about_ca_system_score_gemma":0.0012619437,"threshold_uncertainty_score":0.99989265},"labels":[],"label_agreement":null},{"id":"W4317479294","doi":"10.1177/12034754221149653","title":"Rural Educational Opportunities in Dermatology Residency Programs: The Solution to Geographic Maldistribution and Shortage of Dermatologists in Canada?","year":2023,"lang":"en","type":"letter","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ottawa Hospital; University of British Columbia; Dalhousie University; University of Ottawa","funders":"","keywords":"Medicine; Economic shortage; Dermatology; Residency training; Family medicine; Medical education; Continuing education","score_opus":0.09214178484791004,"score_gpt":0.37452746106236784,"score_spread":0.2823856762144578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317479294","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.436388,0.0036313536,0.0000012387937,0.5587739,0.0008033082,0.00032623328,0.000016338816,0.0000042494917,0.00005541662],"genre_scores_gemma":[0.86160505,0.0127113,0.00001886338,0.124098375,0.0010441565,0.00005246348,0.00021156325,0.000027794353,0.00023044519],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956482,0.0009217421,0.002068975,0.00015576476,0.0005637692,0.0006415465],"domain_scores_gemma":[0.9932129,0.0050286204,0.0010835257,0.00016172594,0.00034461604,0.00016866246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012175291,0.00022328537,0.0010930595,0.00076822005,0.000167289,0.000004648619,0.00015720479,0.000415939,0.000050030834],"category_scores_gemma":[0.0010917638,0.00015280208,0.000055734195,0.00042253232,0.00025690824,0.00006136471,0.000056265402,0.0018416288,8.112173e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006899974,0.000008436152,0.4134483,0.0008939476,0.000018363626,0.0035252895,0.0006203233,0.0000017486398,8.2326085e-7,0.000038925566,0.580263,0.0011118408],"study_design_scores_gemma":[0.0010630818,0.0004277719,0.36795026,0.046242233,0.0002614779,0.027844325,0.060703818,0.00009239625,0.0000021089397,0.00479118,0.4898604,0.0007609624],"about_ca_topic_score_codex":0.425407,"about_ca_topic_score_gemma":0.6590725,"teacher_disagreement_score":0.4346755,"about_ca_system_score_codex":0.00041547292,"about_ca_system_score_gemma":0.0055271704,"threshold_uncertainty_score":0.98049635},"labels":[],"label_agreement":null},{"id":"W4317569370","doi":"10.1186/s12960-022-00780-7","title":"Complexities of health and care worker migration pathways and corresponding international reporting requirements","year":2023,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University; Balsillie School of International Affairs; University of Alberta; University of Ottawa","funders":"","keywords":"Health services research; Accountability; Health care; Workforce; Transparency (behavior); Business; Health policy; Socioemotional selectivity theory; Health administration; Public relations; Public economics; Political science; Economic growth; Economics; Medicine","score_opus":0.24418287659029206,"score_gpt":0.49940723719692154,"score_spread":0.25522436060662945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317569370","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894704,0.0026403188,0.0000652575,0.0041734353,0.0004947789,0.0015710692,0.000103484614,0.00020025445,0.0012810013],"genre_scores_gemma":[0.9953913,0.00040574744,0.0008696474,0.0013992111,0.00024620452,0.00014704936,0.00042517824,0.000039516275,0.0010761397],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9958674,0.00043794213,0.0022010354,0.0003892029,0.00036493433,0.0007395364],"domain_scores_gemma":[0.9960138,0.00041984688,0.0028482953,0.00022676267,0.00020842906,0.00028282602],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029169144,0.00017690993,0.00055829785,0.00031150726,0.0022010903,0.000026631275,0.00012913086,0.00010654414,0.000034604313],"category_scores_gemma":[0.00041099137,0.0001733195,0.000048110353,0.00023745013,0.00011581573,0.00012806214,0.0001724742,0.00024904308,0.00000515352],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036308457,0.000040444327,0.56340003,0.008665521,0.000049444647,0.0000049498785,0.35238782,0.000022757873,0.00007171496,0.016523357,0.028252605,0.030218288],"study_design_scores_gemma":[0.0022380843,0.0011304673,0.3100736,0.0067810686,0.000011663654,0.0000075319604,0.45076874,0.0009578994,0.000007846464,0.0038815495,0.22381033,0.00033122353],"about_ca_topic_score_codex":0.0018270853,"about_ca_topic_score_gemma":0.0015808219,"teacher_disagreement_score":0.25332642,"about_ca_system_score_codex":0.0003524539,"about_ca_system_score_gemma":0.00030020095,"threshold_uncertainty_score":0.9990979},"labels":[],"label_agreement":null},{"id":"W4317807271","doi":"10.21203/rs.3.rs-2466798/v1","title":"The role of medical support workers during the Covid-19 pandemic in the National Health Service in the UK: a qualitative service evaluation at the Oxford University Hospitals Foundation Trust","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research","funders":"National Institute for Health and Care Research; Wellcome Trust","keywords":"Thematic analysis; Focus group; Qualitative research; Service (business); License; Medical education; Medicine; Psychology; Nursing; Sociology; Political science; Business","score_opus":0.30982825531537145,"score_gpt":0.6022227990039419,"score_spread":0.2923945436885705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317807271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.664219,0.0006064384,0.000006770155,0.3250239,0.00021812163,0.008347515,0.0002260031,0.000041107658,0.0013111621],"genre_scores_gemma":[0.9879094,0.0028833533,0.000008992205,0.0061766175,0.00027085075,0.001404774,0.0006677853,0.000034290137,0.00064398913],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.93903,0.04849314,0.0013911648,0.0007406425,0.008878931,0.0014661431],"domain_scores_gemma":[0.96147364,0.033967048,0.0009076738,0.0012126913,0.0021769365,0.00026202653],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.12999904,0.0003024673,0.00043188964,0.000314566,0.0052121817,0.00008569571,0.0035004232,0.0005965823,0.00064630096],"category_scores_gemma":[0.008921359,0.0001448578,0.00012647461,0.0033544556,0.00048843113,0.00012480078,0.002249589,0.0053544766,0.000122064666],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009458823,0.00011711322,0.37207744,0.0032447951,0.00008581265,0.00000903047,0.59744555,0.003893742,0.0000012384507,0.0066390797,0.014384337,0.0011559943],"study_design_scores_gemma":[0.0009464088,0.000071405935,0.27380592,0.0012827123,0.000011934622,0.0000035779074,0.672123,0.0039441036,1.9036189e-7,0.012480055,0.03520923,0.00012148443],"about_ca_topic_score_codex":0.07614202,"about_ca_topic_score_gemma":0.3916844,"teacher_disagreement_score":0.32369035,"about_ca_system_score_codex":0.007252691,"about_ca_system_score_gemma":0.015036899,"threshold_uncertainty_score":0.9994269},"labels":[],"label_agreement":null},{"id":"W4317878682","doi":"10.1370/afm.21.s1.3644","title":"Exploring the Longitudinal Work Patterns of Family Physicians From 2005-2019 – An Ontario Alberta Collaboration","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Workforce; Descriptive statistics; Medicine; Health care; Observational study; Service (business); Population; Family medicine; Geography; Environmental health; Business; Political science; Marketing","score_opus":0.1732013094882814,"score_gpt":0.408856268077529,"score_spread":0.2356549585892476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317878682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873336,0.000036197165,0.00007890321,0.0027412619,0.0018381348,0.0009161073,0.00006697387,0.00016053196,0.0068282713],"genre_scores_gemma":[0.96097463,0.00011317338,0.00016196664,0.0010131666,0.0004917841,0.00023126171,0.0002728467,0.000034783043,0.03670638],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976156,0.00035207262,0.0006024229,0.00034243087,0.00037472876,0.0007127578],"domain_scores_gemma":[0.9979416,0.0008515616,0.00024723317,0.0006405112,0.00018889319,0.00013015875],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040287874,0.00018388302,0.00031708303,0.000071716815,0.00063339714,0.00001729659,0.00032494034,0.0001070253,0.0010846335],"category_scores_gemma":[0.00004585444,0.00013582659,0.000051490577,0.0007419633,0.00003163952,0.0004252343,0.00013301533,0.00042988182,0.0015307968],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012059551,0.00006209314,0.9004329,0.000048521673,0.000037293685,0.0000032790383,0.03596265,0.00030110203,0.00009162974,0.0010940591,0.05998722,0.0018586919],"study_design_scores_gemma":[0.00035507677,0.00006391157,0.9152618,0.0005427244,0.000024268897,4.4981025e-8,0.037585206,0.00008286775,0.000044203298,0.00018761879,0.045707647,0.00014460484],"about_ca_topic_score_codex":0.6061093,"about_ca_topic_score_gemma":0.87963986,"teacher_disagreement_score":0.27353057,"about_ca_system_score_codex":0.00035144284,"about_ca_system_score_gemma":0.0003962736,"threshold_uncertainty_score":0.9998285},"labels":[],"label_agreement":null},{"id":"W4317888401","doi":"10.46747/cfp.690117","title":"La prospection de carrières en médecine de famille entravée par une politique de formation","year":2023,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Prospection; Library science; Art; Geography; Computer science; Archaeology","score_opus":0.025819600782812396,"score_gpt":0.34208251992885036,"score_spread":0.316262919146038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317888401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7617063,0.003208137,0.00028935244,0.042962983,0.002093204,0.0020474503,0.00097226485,0.00048151577,0.18623881],"genre_scores_gemma":[0.93456787,0.0025059616,0.000347122,0.05322869,0.0022439314,0.00029963555,0.00034044543,0.00013433133,0.0063320096],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933584,0.0018135938,0.0007021177,0.00045467526,0.0002953739,0.0033758634],"domain_scores_gemma":[0.99641114,0.0005135984,0.00024340015,0.00051919697,0.00020451818,0.0021081697],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014310856,0.00042703672,0.0004911438,0.00044851267,0.0012699517,0.000067467525,0.00037037302,0.0009644216,0.000029608947],"category_scores_gemma":[0.00017190685,0.00052869593,0.0001490115,0.0016496391,0.00020175864,0.00040129322,0.00006186792,0.0013851164,0.0012686291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000085260406,0.00015903568,0.029216034,0.0030566019,0.00012585377,0.00044456238,0.0421998,0.0020149874,0.0021178217,0.16182135,0.70023763,0.058521073],"study_design_scores_gemma":[0.0009514387,0.0001561055,0.3700875,0.0024756684,0.000087873486,0.0000109359535,0.048432913,0.0054596625,0.00027752452,0.030597923,0.5409073,0.00055510434],"about_ca_topic_score_codex":0.5929201,"about_ca_topic_score_gemma":0.39716098,"teacher_disagreement_score":0.34087148,"about_ca_system_score_codex":0.010180321,"about_ca_system_score_gemma":0.0056653526,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W4318054413","doi":"10.3390/nursrep13010015","title":"A Call for Urgent Action: Innovations for Nurse Retention in Addressing the Nursing Shortage","year":2023,"lang":"en","type":"editorial","venue":"Nursing Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Workforce; Call to action; Nursing; Economic shortage; Pandemic; Coronavirus disease 2019 (COVID-19); Action (physics); Health care; Nursing shortage; 2019-20 coronavirus outbreak; Healthcare delivery; Business; Medicine; Psychology; Political science; Nurse education; Marketing; Virology","score_opus":0.21330802874938012,"score_gpt":0.542916176622883,"score_spread":0.3296081478735029,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318054413","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013743414,0.0005562856,0.0018328808,0.0053300057,0.97974485,0.007815253,0.0002674936,0.00049298734,0.0025859063],"genre_scores_gemma":[0.0065628435,0.00012305874,0.0023756756,0.00026295017,0.9499449,0.0071865306,0.007333708,0.00049472775,0.025715588],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928959,0.00040667204,0.0027883714,0.0011409521,0.0010880297,0.0016800687],"domain_scores_gemma":[0.9898378,0.0048725316,0.0023497147,0.0010844041,0.0015937054,0.0002618123],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004129302,0.00054935284,0.000931202,0.0005177028,0.0027699731,0.00008574892,0.0002879434,0.002110902,0.000049474784],"category_scores_gemma":[0.010571516,0.00048879825,0.0003122178,0.0011802204,0.00020945247,0.00022352302,0.000029162795,0.0023199029,0.000014430045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025395324,0.00014149239,0.00018427406,0.0012323046,0.000029835322,0.00003678459,0.0045973645,0.000054731263,0.000021700178,0.0002708524,0.9776403,0.015536425],"study_design_scores_gemma":[0.00073106564,0.00013177353,0.00044533363,0.03930815,0.00024644358,0.0000104500195,0.007437804,0.00049365265,0.000008166002,0.006129442,0.9445848,0.00047292226],"about_ca_topic_score_codex":0.0004997096,"about_ca_topic_score_gemma":0.00084890483,"teacher_disagreement_score":0.038075846,"about_ca_system_score_codex":0.0043504224,"about_ca_system_score_gemma":0.003364708,"threshold_uncertainty_score":0.99998176},"labels":[],"label_agreement":null},{"id":"W4318189503","doi":"10.24926/jrmc.v6i1.4554","title":"Step-by-Step Process for Assessing the Economic Impact of Regional Medical Campuses in Canada","year":2023,"lang":"en","type":"article","venue":"Journal of Regional Medical Campuses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"George Brown College; McMaster University; University of Alberta; Aurora College; Brandon University","funders":"","keywords":"Economic shortage; Two step; Process (computing); Economic model; Economic impact analysis; Multiplier (economics); Economic evaluation; Computer science; Econometrics; Economics; Environmental economics; Public economics; Economic growth; Mathematics; Macroeconomics; Microeconomics","score_opus":0.07344221952801658,"score_gpt":0.4819357085210187,"score_spread":0.4084934889930021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318189503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9589525,0.0018452936,0.0002523611,0.03648882,0.0015468986,0.00065154344,0.00006633846,0.000026218877,0.00017001107],"genre_scores_gemma":[0.99150854,0.0015259802,0.00017984338,0.004822795,0.0015971095,0.000073904266,0.00003902949,0.00005435661,0.00019842296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929261,0.00076849986,0.0022786518,0.0003026538,0.002683417,0.001040668],"domain_scores_gemma":[0.9869967,0.009355904,0.0016930994,0.00026821234,0.0005994877,0.0010866071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003962264,0.00030923373,0.0009877037,0.00025553722,0.00043109892,0.000014247759,0.0010723433,0.0004746905,0.00079656934],"category_scores_gemma":[0.004455682,0.00019044604,0.00030399906,0.0005182374,0.0004039711,0.00027338875,0.00012601678,0.0016925144,0.00001479373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000321229,0.000055872933,0.20828006,0.00046289424,0.00012452324,0.00013104605,0.00041959705,0.00038376858,0.0000032571495,0.00035766765,0.7868823,0.0025777754],"study_design_scores_gemma":[0.014578235,0.0014604531,0.28861818,0.025315044,0.00024364072,0.001401045,0.052284013,0.026044972,0.000024223951,0.0042406446,0.5845168,0.0012727192],"about_ca_topic_score_codex":0.2784217,"about_ca_topic_score_gemma":0.43646285,"teacher_disagreement_score":0.20236549,"about_ca_system_score_codex":0.0032434687,"about_ca_system_score_gemma":0.06234282,"threshold_uncertainty_score":0.94297284},"labels":[],"label_agreement":null},{"id":"W4318381700","doi":"10.5116/ijme.63c3.e6b3","title":"International Medical Graduates' perceptions about residency training experience: a qualitative study","year":2023,"lang":"en","type":"article","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"IMG; Thematic analysis; Medical education; Qualitative research; Psychology; Stigma (botany); Perception; Medicine; Sociology; Psychiatry","score_opus":0.14579107747090542,"score_gpt":0.625280541570744,"score_spread":0.47948946409983856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318381700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.860784,0.00012812349,0.0003730336,0.11348438,0.019749409,0.00040023975,0.000011452265,0.00009219341,0.0049771396],"genre_scores_gemma":[0.98691887,0.0012214307,0.00046786372,0.003758226,0.005170136,0.00016625575,0.00007667877,0.000028533721,0.0021919843],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9891365,0.0013588268,0.002034823,0.00030106565,0.0066897646,0.00047901282],"domain_scores_gemma":[0.994232,0.0014852568,0.0009308276,0.00020065198,0.0022743559,0.00087688863],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006893671,0.00019811264,0.00038138637,0.00074146263,0.0003733904,0.000047959784,0.0018361125,0.0003398455,0.018494587],"category_scores_gemma":[0.018051486,0.00016818379,0.00015098433,0.0005988708,0.00019257196,0.00048778506,0.0002684731,0.0015471269,0.0006130551],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019996965,0.0010663685,0.029795706,0.00003083345,0.00021682677,0.00018584452,0.769231,0.000008164278,0.00001353421,0.0060988762,0.12874863,0.064404234],"study_design_scores_gemma":[0.0017522724,0.00018387372,0.03578958,0.002121728,0.000022819808,0.00010297234,0.8999457,0.00054484524,0.0000012843761,0.003907551,0.055462033,0.00016537945],"about_ca_topic_score_codex":0.0007538631,"about_ca_topic_score_gemma":0.00032573426,"teacher_disagreement_score":0.13071464,"about_ca_system_score_codex":0.00069767085,"about_ca_system_score_gemma":0.008153988,"threshold_uncertainty_score":0.9974688},"labels":[],"label_agreement":null},{"id":"W4318462351","doi":"10.1503/cmaj.221501-f","title":"Regard sur la santé des personnes noires et le racisme anti-Noirs dans les systèmes de santé au Canada","year":2023,"lang":"fr","type":"editorial","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.013265837213612276,"score_gpt":0.34197487358102,"score_spread":0.3287090363674077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318462351","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.106614605,0.0040569897,0.00011734956,0.12579627,0.7348574,0.0009551309,0.0037520577,0.00020433714,0.023645896],"genre_scores_gemma":[0.15594065,0.0105642285,0.00029007765,0.005546473,0.8062976,0.00009369347,0.0005274142,0.0003564206,0.020383466],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9761719,0.010617904,0.0024909354,0.0007656295,0.005455812,0.004497794],"domain_scores_gemma":[0.960314,0.02683575,0.0021213153,0.00042079942,0.0024889903,0.007819179],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.015924554,0.00089676015,0.0017196512,0.00052447635,0.005629227,0.00029782538,0.0014012113,0.006407459,0.0035673298],"category_scores_gemma":[0.10222773,0.0009282696,0.00042413463,0.0009647886,0.00045720048,0.000398944,0.00015749793,0.011595854,0.00032836891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000028641656,0.00004546493,0.061792806,0.0009116667,0.00035391265,0.0028711793,0.016415682,0.00006167015,0.0000011590596,0.0004288271,0.9049961,0.012092887],"study_design_scores_gemma":[0.0015358375,0.00007633347,0.049675327,0.008592732,0.00017392643,0.0001532729,0.048763607,0.00034156104,0.0000011022294,0.00028255818,0.8896907,0.0007130424],"about_ca_topic_score_codex":0.99394566,"about_ca_topic_score_gemma":0.9997958,"teacher_disagreement_score":0.2618457,"about_ca_system_score_codex":0.063240424,"about_ca_system_score_gemma":0.32508615,"threshold_uncertainty_score":0.9993168},"labels":[],"label_agreement":null},{"id":"W4318475725","doi":"10.3390/ijerph20032311","title":"Alternative Careers toward Job Market Integration: Barriers Faced by International Medical Graduates in Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Job market; Medical education; Psychology; Business; Medicine; Engineering; Work (physics); Mechanical engineering","score_opus":0.0892563251723662,"score_gpt":0.4568164688050983,"score_spread":0.3675601436327321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318475725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8214279,0.00078375806,0.00008606222,0.17137463,0.0025465207,0.0004466063,0.0005055638,0.000015362328,0.0028135953],"genre_scores_gemma":[0.9824379,0.012673878,0.000060367693,0.0030510593,0.00043784553,0.000038110396,0.00014515579,0.000022363312,0.0011333339],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919748,0.0013100152,0.0012769576,0.00030894214,0.004056665,0.0010726333],"domain_scores_gemma":[0.9960538,0.0013689926,0.00042376356,0.00013246469,0.0003185185,0.0017024513],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0059054513,0.00018276137,0.00035359358,0.00067875546,0.0003272004,0.000055683566,0.0010463906,0.00013289254,0.0046820687],"category_scores_gemma":[0.0023851022,0.00015973777,0.000050907485,0.00039000117,0.00024488842,0.000438045,0.0004320322,0.0017838057,0.000044437485],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004037712,0.00014443506,0.5434749,0.000056656678,0.00018841214,0.0004188343,0.0063035204,0.000015182809,0.000051704847,0.00095172925,0.3779575,0.07003332],"study_design_scores_gemma":[0.005477408,0.0007860942,0.27028835,0.0014199817,0.0000034259358,0.00011256598,0.17069766,0.0047386936,0.000039811213,0.0035277337,0.54248685,0.0004214283],"about_ca_topic_score_codex":0.41314754,"about_ca_topic_score_gemma":0.34162146,"teacher_disagreement_score":0.27318656,"about_ca_system_score_codex":0.007091164,"about_ca_system_score_gemma":0.007591258,"threshold_uncertainty_score":0.9980348},"labels":[],"label_agreement":null},{"id":"W4318479599","doi":"10.1057/s41599-023-01534-z","title":"Career development of international medical graduates in Canada: status of the unmatched","year":2023,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; Women's College Hospital; Canadian Thoracic Society; Ontario Medical Association; Ontario Genomics; University of British Columbia; College of Physicians and Surgeons of Ontario; College of Veterinarians of British Columbia; Hospital for Sick Children; Alberta Medical Association; University of Toronto; Structural Genomics Consortium; St. Michael's Hospital","funders":"University of Toronto; Women's College Hospital","keywords":"Career development; Medical education; Position (finance); Work (physics); Career planning; Medical school; Medicine; Political science; Business","score_opus":0.28604146398839064,"score_gpt":0.4529778585211412,"score_spread":0.16693639453275055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318479599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97497576,0.00027554214,7.50645e-7,0.0077059595,0.00021877217,0.00016789195,0.00002550959,0.000009924884,0.016619908],"genre_scores_gemma":[0.9985694,0.0006269194,0.00015098133,0.0003724039,0.000013583015,0.000031324787,0.000013104574,0.0000021943083,0.00022005518],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99865526,0.00022038037,0.00039007622,0.000061102546,0.00042849575,0.00024471217],"domain_scores_gemma":[0.99910086,0.0004723757,0.00015287114,0.00014332632,0.00010750234,0.00002303728],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006149074,0.000040843195,0.000113255424,0.000048158206,0.0013735148,0.0000037703564,0.00071952323,0.000035107885,0.000095745796],"category_scores_gemma":[0.0001268375,0.000030278283,0.0000125225915,0.00031333914,0.0006121784,0.00003915101,0.0005852226,0.00016556832,0.0000014240513],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031760405,0.000023749411,0.6849139,0.000087611304,0.0000112465395,1.6443485e-7,0.14825825,0.0000052305063,0.000006281172,0.15989193,0.0035517025,0.0032468035],"study_design_scores_gemma":[0.00017202993,0.000006688346,0.6250991,0.00022250158,0.0000026096468,6.324965e-8,0.2850415,0.0003686029,0.0000053025806,0.0014556999,0.08757145,0.000054418582],"about_ca_topic_score_codex":0.7145478,"about_ca_topic_score_gemma":0.98639506,"teacher_disagreement_score":0.27184725,"about_ca_system_score_codex":0.00027527913,"about_ca_system_score_gemma":0.0038097652,"threshold_uncertainty_score":0.99992657},"labels":[],"label_agreement":null},{"id":"W4318574207","doi":"10.32920/21979751.v1","title":"Inclusion, diversity, equity, and accessibility: From organizational responsibility to leadership competency","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public relations; Excellence; Health care; Inclusion (mineral); Political science; Racism; Health equity; Equity (law); Mentorship; Corporate governance; Context (archaeology); Sociology; Management; Social science; Law","score_opus":0.29481774949854583,"score_gpt":0.49064348402797786,"score_spread":0.19582573452943203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318574207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8662208,0.0005301088,0.0014434524,0.09742032,0.004658787,0.005237724,0.0014549725,0.0017930601,0.021240784],"genre_scores_gemma":[0.9623004,0.00012652137,0.0068525975,0.018346952,0.00073402777,0.000095581774,0.0008921687,0.00009108572,0.0105606485],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99212265,0.0018665262,0.0013797751,0.0018498489,0.0015978646,0.0011833274],"domain_scores_gemma":[0.9928162,0.0031590648,0.00046797522,0.0015922532,0.0010431965,0.0009212878],"candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004208776,0.0005436589,0.0009670178,0.00032079572,0.0051651383,0.00007884913,0.0020688442,0.0012896819,0.00531527],"category_scores_gemma":[0.003536011,0.0005198345,0.0000959445,0.0008069298,0.00019608438,0.00015655674,0.37979317,0.0022240405,0.0016934985],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041747614,0.00011650355,0.9195034,0.001785363,0.00006224399,0.000018768447,0.020431612,0.000036830963,0.000028787932,0.005263819,0.05071795,0.0016172614],"study_design_scores_gemma":[0.00051314384,0.000050595587,0.48689276,0.0014998906,0.000055603505,2.5359188e-7,0.005834528,0.00018298325,0.000010351903,0.50304127,0.0014430045,0.00047561544],"about_ca_topic_score_codex":0.023649115,"about_ca_topic_score_gemma":0.025491223,"teacher_disagreement_score":0.49777746,"about_ca_system_score_codex":0.0013330735,"about_ca_system_score_gemma":0.002140926,"threshold_uncertainty_score":0.99972534},"labels":[],"label_agreement":null},{"id":"W4318574441","doi":"10.32920/21979751","title":"Inclusion, diversity, equity, and accessibility: From organizational responsibility to leadership competency","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Excellence; Public relations; Health care; Inclusion (mineral); Political science; Racism; Mentorship; Health equity; Equity (law); Context (archaeology); Corporate governance; Diversity (politics); Sociology; Management; Social science; Gender studies","score_opus":0.29481774949854583,"score_gpt":0.49064348402797786,"score_spread":0.19582573452943203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318574441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8662208,0.0005301088,0.0014434524,0.09742032,0.004658787,0.005237724,0.0014549725,0.0017930601,0.021240784],"genre_scores_gemma":[0.9623004,0.00012652137,0.0068525975,0.018346952,0.00073402777,0.000095581774,0.0008921687,0.00009108572,0.0105606485],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99212265,0.0018665262,0.0013797751,0.0018498489,0.0015978646,0.0011833274],"domain_scores_gemma":[0.9928162,0.0031590648,0.00046797522,0.0015922532,0.0010431965,0.0009212878],"candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004208776,0.0005436589,0.0009670178,0.00032079572,0.0051651383,0.00007884913,0.0020688442,0.0012896819,0.00531527],"category_scores_gemma":[0.003536011,0.0005198345,0.0000959445,0.0008069298,0.00019608438,0.00015655674,0.37979317,0.0022240405,0.0016934985],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041747614,0.00011650355,0.9195034,0.001785363,0.00006224399,0.000018768447,0.020431612,0.000036830963,0.000028787932,0.005263819,0.05071795,0.0016172614],"study_design_scores_gemma":[0.00051314384,0.000050595587,0.48689276,0.0014998906,0.000055603505,2.5359188e-7,0.005834528,0.00018298325,0.000010351903,0.50304127,0.0014430045,0.00047561544],"about_ca_topic_score_codex":0.023649115,"about_ca_topic_score_gemma":0.025491223,"teacher_disagreement_score":0.49777746,"about_ca_system_score_codex":0.0013330735,"about_ca_system_score_gemma":0.002140926,"threshold_uncertainty_score":0.99972534},"labels":[],"label_agreement":null},{"id":"W4318713367","doi":"10.12927/cjnl.2022.27007","title":"Leadership for a Reimagined, Thriving and Sustainable Nursing Workforce","year":2022,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Thriving; Workforce; Nursing; Work (physics); Psychology; Public relations; Political science; Medicine","score_opus":0.3317737454628815,"score_gpt":0.44344907475237016,"score_spread":0.11167532928948865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318713367","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13198294,0.07376574,0.019006945,0.5204668,0.011558632,0.019449221,0.000109092216,0.0036520239,0.22000857],"genre_scores_gemma":[0.9343017,0.00002106483,0.0031775893,0.0066716387,0.0008542242,0.00076654926,0.000056244324,0.000152398,0.053998627],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9935588,0.0010297798,0.00071384286,0.0007878215,0.00055881345,0.0033509135],"domain_scores_gemma":[0.997036,0.0014476496,0.00035261395,0.00053720333,0.00022105938,0.00040546936],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0025453083,0.00038880765,0.0005400614,0.00031569568,0.0062956815,0.000058656096,0.00041996068,0.0002454227,0.0004011084],"category_scores_gemma":[0.00053768966,0.00044493022,0.00012187066,0.00077014405,0.00041944804,0.0003518099,0.00009891216,0.0017002666,0.000030339696],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029508134,0.0006747563,0.018865904,0.005744618,0.00007508458,0.00007753352,0.23047785,0.00069604954,0.00028408776,0.27480403,0.321727,0.14362225],"study_design_scores_gemma":[0.002274458,0.00042476857,0.0014065409,0.0044554938,0.00009540464,0.000041354167,0.8616798,0.0016347892,0.000023130313,0.017775944,0.10958768,0.00060067186],"about_ca_topic_score_codex":0.00011966225,"about_ca_topic_score_gemma":0.000014145749,"teacher_disagreement_score":0.8023187,"about_ca_system_score_codex":0.0023746698,"about_ca_system_score_gemma":0.00052359636,"threshold_uncertainty_score":0.99980026},"labels":[],"label_agreement":null},{"id":"W4318715998","doi":"10.12927/cjnl.2022.27006","title":"An Innovative and Comprehensive Approach to Nursing Workforce Sustainability in Nova Scotia","year":2022,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Nova scotia; Workforce; Nova (rocket); Sustainability; Nursing; Psychology; Political science; Sociology; Medicine; Engineering","score_opus":0.2828775736672257,"score_gpt":0.46475521818242027,"score_spread":0.18187764451519456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318715998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9499594,0.00082481967,0.00072140264,0.021718921,0.0011021381,0.003367305,0.00001724648,0.00023742602,0.022051346],"genre_scores_gemma":[0.9911526,0.0000010728062,0.0029868416,0.004905556,0.00019730518,0.00012506533,0.00006120877,0.000060246573,0.0005101203],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9941271,0.0021405905,0.0007427897,0.00085145433,0.0005092378,0.001628809],"domain_scores_gemma":[0.9978329,0.00048491324,0.00021692952,0.0005844441,0.0004960707,0.0003847687],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012705801,0.00032530396,0.0005384608,0.00046722172,0.0012485323,0.000027490254,0.0003786287,0.00021518454,0.00011788703],"category_scores_gemma":[0.00026022445,0.0003726062,0.00003285983,0.0028246196,0.0004031736,0.0002519022,0.00008431691,0.0019728327,0.000023452538],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021638207,0.002113263,0.15878406,0.0013348842,0.000019245226,0.000025980833,0.68277603,0.006822709,0.00023096456,0.038671188,0.014303965,0.09275387],"study_design_scores_gemma":[0.001286385,0.00048374437,0.13641551,0.0017457267,0.000013250356,0.0000140970415,0.85140866,0.001180111,0.000011317605,0.0033300861,0.0036442555,0.0004668508],"about_ca_topic_score_codex":0.001078954,"about_ca_topic_score_gemma":0.0001328281,"teacher_disagreement_score":0.16863263,"about_ca_system_score_codex":0.0045236126,"about_ca_system_score_gemma":0.0006520329,"threshold_uncertainty_score":0.99987257},"labels":[],"label_agreement":null},{"id":"W4318820383","doi":"10.52589/ajhnm-q0zplgvs","title":"Time to Consider the Introduction of Mandatory Continuous Professional Development Training Programme for Registered Healthcare Workers Especially Nurses and Midwives in Sierra Leone","year":2023,"lang":"en","type":"article","venue":"African Journal of Health Nursing and Midwifery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sierra leone; Statutory law; Government (linguistics); Health care; Professional development; Work (physics); Nursing; Health professionals; Training (meteorology); Medicine; Medical education; Political science; Law; Sociology","score_opus":0.11571245799454843,"score_gpt":0.43507365610533577,"score_spread":0.31936119811078734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318820383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8200797,0.0050871205,0.000056926692,0.16978425,0.0024928877,0.0023134577,0.000017178738,0.00004390831,0.00012458557],"genre_scores_gemma":[0.9882063,0.00030788805,0.004629799,0.001901405,0.00092797045,0.00014372056,0.000023469553,0.000052089614,0.0038073366],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9954776,0.0010592694,0.0018006752,0.0003097749,0.00037042366,0.0009822295],"domain_scores_gemma":[0.9966308,0.0010867286,0.0012733721,0.00017911727,0.0003997459,0.00043022682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005015248,0.00021266876,0.0008407574,0.0004188779,0.00095890847,0.000015292735,0.0001473019,0.00014748344,0.000018678524],"category_scores_gemma":[0.00069769047,0.00016039249,0.00005419366,0.00055905717,0.00034797707,0.00011961925,0.000040476643,0.0006175512,0.000004529191],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027032485,0.00022428467,0.012788315,0.0017782935,0.000070355614,0.000013653447,0.24417181,0.000032536143,0.00008972053,0.0005543317,0.1253974,0.61217606],"study_design_scores_gemma":[0.003450108,0.002006961,0.1249684,0.01776922,0.000042415817,0.00011768283,0.541894,0.000057321664,0.000018547109,0.0014939334,0.30782062,0.00036078517],"about_ca_topic_score_codex":0.00006943364,"about_ca_topic_score_gemma":0.00016268247,"teacher_disagreement_score":0.6118153,"about_ca_system_score_codex":0.0004205997,"about_ca_system_score_gemma":0.0025668812,"threshold_uncertainty_score":0.73752457},"labels":[],"label_agreement":null},{"id":"W4318954439","doi":"10.36834/cmej.74654","title":"Addressing healthcare barriers faced by asylum seekers and refugees through an interprofessional symposium","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Refugee; Population; Library science; Health care; Political science; Nursing; Sociology; Humanities; Medicine; Art","score_opus":0.04185523018733657,"score_gpt":0.4651001715072048,"score_spread":0.42324494131986823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318954439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56667185,0.0018364139,0.000022562654,0.41696936,0.009903986,0.00062860886,0.00010268253,0.00015109417,0.0037134679],"genre_scores_gemma":[0.7924827,0.0012968619,0.000628438,0.19296002,0.0027734626,0.00015812348,0.00041188073,0.00009652887,0.009192034],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953711,0.0012287047,0.00084202056,0.00038307358,0.00086569256,0.0013094004],"domain_scores_gemma":[0.9818557,0.00023794461,0.00028322896,0.00025929837,0.0003947275,0.016969081],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017760826,0.00022791677,0.00032683267,0.000298335,0.0031797723,0.00006067289,0.00039264627,0.00062803185,0.013921415],"category_scores_gemma":[0.004723429,0.0002077163,0.000046982306,0.00056678435,0.00022476594,0.0005400827,0.00006137732,0.0024133476,0.00021787103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003620052,0.000018240791,0.016432801,0.00018871798,0.00001665936,0.000030447216,0.016824728,0.0000014894796,0.00002302155,0.00095161516,0.95598155,0.009494502],"study_design_scores_gemma":[0.00061488396,0.00010930142,0.0038729229,0.0033895618,0.000013577447,0.00011765765,0.09307121,0.00030002338,0.000003101558,0.0013069203,0.89692926,0.00027158964],"about_ca_topic_score_codex":0.0375767,"about_ca_topic_score_gemma":0.056435116,"teacher_disagreement_score":0.22581081,"about_ca_system_score_codex":0.0012749064,"about_ca_system_score_gemma":0.0805507,"threshold_uncertainty_score":0.9998881},"labels":[],"label_agreement":null},{"id":"W4318957114","doi":"10.36834/cmej.74649","title":"The rural road map for action: an examination of undergraduate medical education in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"College of Family Physicians of Canada; NOSM University; University of Toronto; University of Winnipeg","funders":"","keywords":"Economic shortage; Workforce; Medical education; Indigenous; Rural area; Medicine; Political science; Family medicine; Government (linguistics)","score_opus":0.03819854185764188,"score_gpt":0.4439357585026837,"score_spread":0.4057372166450418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318957114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5542104,0.0006566489,0.000027718173,0.42450956,0.017456299,0.000948825,0.000016052321,0.000024885894,0.002149549],"genre_scores_gemma":[0.9730696,0.0008245899,0.00008955821,0.018597836,0.0022172923,0.00024797092,0.00017278058,0.000027880596,0.0047524804],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99620104,0.0008146751,0.00093657774,0.00015663342,0.0011317008,0.0007594021],"domain_scores_gemma":[0.9926613,0.00055106013,0.00033826416,0.0002245985,0.0006967042,0.005528097],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0034354995,0.00012311725,0.0002007463,0.00029791307,0.0011163404,0.000019317218,0.00045456534,0.00026933852,0.0034642967],"category_scores_gemma":[0.013471626,0.000100049765,0.000036899142,0.00058838335,0.00008750246,0.00017438878,0.000017769316,0.0010206631,0.000044430322],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000014684392,0.00003464921,0.006146964,0.000095665615,0.0000068300205,0.0000035640442,0.00084837765,0.000005637048,3.8815455e-7,0.0039594537,0.43836987,0.5505139],"study_design_scores_gemma":[0.0007736628,0.00007046741,0.17198858,0.0015407642,0.000013001568,0.00005439489,0.08621043,0.0027566885,0.0000014679316,0.0044172513,0.73199284,0.0001804225],"about_ca_topic_score_codex":0.940476,"about_ca_topic_score_gemma":0.9987943,"teacher_disagreement_score":0.5503335,"about_ca_system_score_codex":0.004128572,"about_ca_system_score_gemma":0.48949257,"threshold_uncertainty_score":0.9996944},"labels":[],"label_agreement":null},{"id":"W4318992662","doi":"10.30770/2572-1852-108.4.41","title":"International Briefs","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science; Political science","score_opus":0.04673858433279044,"score_gpt":0.47521249191659864,"score_spread":0.4284739075838082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318992662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6990829,0.00068229035,0.0071626366,0.22878706,0.019101985,0.00046533474,0.00001256202,0.00006327683,0.044641912],"genre_scores_gemma":[0.99041563,0.00012037206,0.0005431324,0.003826146,0.0020198505,0.000010011033,0.000012201474,0.000010736235,0.0030419333],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.995882,0.0005021225,0.0008156713,0.000072158815,0.0025271703,0.0002009298],"domain_scores_gemma":[0.9983899,0.00035311814,0.00066974387,0.00009133859,0.00025168815,0.00024419517],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033825485,0.000053854823,0.00016001074,0.00012288347,0.0004193887,0.0000040089208,0.00039208075,0.00009889786,0.03568561],"category_scores_gemma":[0.0011046261,0.00004565252,0.000063243635,0.00017808392,0.000028707598,0.000112247246,0.00017613948,0.0009922938,0.000041310206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006317521,0.00022988995,0.050292503,0.000079888865,0.00007514582,0.00011159495,0.0038944602,0.000932406,0.00010799082,0.05087882,0.7915023,0.10126327],"study_design_scores_gemma":[0.0010055505,0.000113907656,0.030381622,0.00016470978,0.000007705225,0.00007062724,0.0015972346,0.0020667345,0.000002540314,0.0040491046,0.9604975,0.000042780117],"about_ca_topic_score_codex":0.00004392546,"about_ca_topic_score_gemma":0.0000075216403,"teacher_disagreement_score":0.2913327,"about_ca_system_score_codex":0.0005023573,"about_ca_system_score_gemma":0.00055093376,"threshold_uncertainty_score":0.9651959},"labels":[],"label_agreement":null},{"id":"W4319081608","doi":"10.24018/ejbmr.2023.8.1.1817","title":"Did Covid-19 Pandemic Impact the Employability of Student-Apprentices? A Study via the Results of the University CFA in Corsica","year":2023,"lang":"en","type":"article","venue":"European Journal of Business Management and Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corsican; Employability; Coronavirus disease 2019 (COVID-19); Context (archaeology); Apprenticeship; Pandemic; Quarter (Canadian coin); European commission; Political science; Geography; Economic growth; Economics; International trade; Medicine; European union","score_opus":0.22170377735043334,"score_gpt":0.5079963853082258,"score_spread":0.28629260795779243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319081608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9909431,0.00017740401,0.00002541752,0.0048536793,0.00021877373,0.001648263,0.000010590722,0.000010962911,0.0021118505],"genre_scores_gemma":[0.9968984,0.0009110582,0.0000051108045,0.00004795586,0.000071750466,0.0000019538422,0.0000011929216,0.000012555321,0.0020499846],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98692644,0.010421893,0.00086924754,0.00019926213,0.0011189873,0.00046418956],"domain_scores_gemma":[0.9962353,0.001745361,0.0006790141,0.00059539557,0.00061566907,0.00012925573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.024316626,0.00011628594,0.0002916975,0.0003208667,0.000966228,0.000018044235,0.0013544023,0.000027139593,0.000045017838],"category_scores_gemma":[0.00081668614,0.00005221939,0.00008010778,0.002827612,0.00050748046,0.000098611024,0.0017227558,0.0009278723,0.000014212221],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016052206,0.00033606842,0.96597576,0.0005271175,0.0001179431,0.00011976245,0.017596532,0.0010203616,0.000011634539,0.000050219336,0.009957816,0.0026815722],"study_design_scores_gemma":[0.0024071739,0.00021181836,0.9425284,0.00040309748,0.000041463813,0.0000017983218,0.04573928,0.000049048464,2.7160598e-7,0.0000820224,0.008492574,0.00004302992],"about_ca_topic_score_codex":0.0006795634,"about_ca_topic_score_gemma":0.0003973523,"teacher_disagreement_score":0.028142747,"about_ca_system_score_codex":0.00023074364,"about_ca_system_score_gemma":0.00021529204,"threshold_uncertainty_score":0.8427706},"labels":[],"label_agreement":null},{"id":"W4319307271","doi":"10.17269/cjph.104.3478","title":"Recruiting Doctors From and for Underserved Groups: Does New Brunswick’s Initiative to Recruit Doctors for Its Linguistic Minority Help Rural Communities?","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Vitalité Health Network; Université de Sherbrooke; Université de Moncton","funders":"","keywords":"Rurality; Medicine; Specialty; Family medicine; Rural area; Public health; Population; Promotion (chess); Community health; Gerontology; Environmental health; Nursing; Political science; Politics","score_opus":0.27198523749391096,"score_gpt":0.43275947930011494,"score_spread":0.16077424180620398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319307271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8966865,0.0016643896,0.0020929177,0.08936882,0.003808532,0.0051071043,0.0005157663,0.00004714897,0.00070879806],"genre_scores_gemma":[0.96766496,0.00016339464,0.0063094,0.021502882,0.002830818,0.00016016966,0.00015591954,0.00007024185,0.001142244],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99389726,0.001281223,0.0019964534,0.00023833265,0.00029187405,0.002294864],"domain_scores_gemma":[0.98462313,0.004239089,0.0013728499,0.00036411468,0.0020909444,0.0073098675],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0034842049,0.00036569152,0.00097161176,0.0006095761,0.0022366007,0.0001980854,0.0006013245,0.00032872462,0.00067836436],"category_scores_gemma":[0.0069493107,0.00031271056,0.00014993935,0.00042573173,0.000117880314,0.000590486,0.00006510631,0.0010412472,0.000024056508],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016505732,0.0000772805,0.42141056,0.002382865,0.0003154009,0.000011733162,0.28792983,0.000009910911,0.0000078623825,0.043386985,0.20552155,0.03878093],"study_design_scores_gemma":[0.0034874552,0.0014584165,0.08568581,0.0030400956,0.000053696484,0.000011111391,0.35231882,0.00020615921,0.000004427599,0.012342802,0.5407735,0.000617717],"about_ca_topic_score_codex":0.55059963,"about_ca_topic_score_gemma":0.84588856,"teacher_disagreement_score":0.33572477,"about_ca_system_score_codex":0.0027583092,"about_ca_system_score_gemma":0.028393319,"threshold_uncertainty_score":0.9999325},"labels":[],"label_agreement":null},{"id":"W4319313326","doi":"10.1201/9781846197062-intro","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.08135992487531002,"score_gpt":0.4312484976350813,"score_spread":0.34988857275977125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319313326","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000047653384,0.0001424025,0.000019254338,0.012292843,0.0071478556,0.000893189,0.000026330483,0.0011587662,0.9783146],"genre_scores_gemma":[0.000017116574,0.0007987375,0.00020327087,0.0015561415,0.010010085,0.000050447477,0.00021087658,0.00013652937,0.9870168],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979717,0.000052233783,0.0006606287,0.00044699232,0.0003208558,0.0005475497],"domain_scores_gemma":[0.99852157,0.00024194548,0.00028163215,0.00057252863,0.00021011273,0.00017223226],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00040598854,0.0002637181,0.00041249787,0.00015355587,0.0004761344,0.0000039034794,0.0001638906,0.00091364206,0.057071097],"category_scores_gemma":[0.0000836043,0.00023349935,0.00008693722,0.000047541587,0.000045343608,0.000041785977,0.00016259504,0.0013034457,0.15719777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075371277,9.5282473e-7,0.000011801105,0.00013977538,0.000009886113,0.000003267474,0.000065059634,4.7195493e-7,2.4697147e-7,0.45482913,0.5433688,0.0015630526],"study_design_scores_gemma":[0.00010913364,0.00003058616,0.00002699103,0.00046650262,0.000020640991,7.7828787e-7,0.00015773003,0.0000039701868,3.4609064e-7,0.056435682,0.9425659,0.00018174761],"about_ca_topic_score_codex":0.00015896694,"about_ca_topic_score_gemma":0.0004554141,"teacher_disagreement_score":0.39919707,"about_ca_system_score_codex":0.00035749376,"about_ca_system_score_gemma":0.00022966928,"threshold_uncertainty_score":0.9521827},"labels":[],"label_agreement":null},{"id":"W4319337056","doi":"10.21203/rs.3.rs-2511579/v1","title":"System Interventions to Support Rural Access to Maternity Care: An Analysis of the Rural Surgical Obstetrical Networks program","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Workforce; Nursing; Thematic analysis; Staffing; Medicine; Health care; Business; Rural health; Coaching; Quality management; Qualitative research; Rural area; Service (business); Psychology; Economic growth; Sociology; Marketing","score_opus":0.2563892399902543,"score_gpt":0.6039504467996251,"score_spread":0.34756120680937075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319337056","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97490925,0.0005178581,0.00011108952,0.0024646109,0.0031324604,0.015485731,0.0015782001,0.0007864355,0.0010143665],"genre_scores_gemma":[0.98975515,0.00007799713,0.00012289775,0.00006465269,0.00062642037,0.0057683135,0.0012901091,0.0001046494,0.0021897797],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.984039,0.0073893713,0.0021798871,0.0009855966,0.0028370381,0.0025691087],"domain_scores_gemma":[0.9900969,0.0018219434,0.00049049756,0.0027807695,0.0031836613,0.0016261756],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004057456,0.00049545546,0.0015868034,0.0019119671,0.0015490345,0.00027857017,0.0036978335,0.0011273379,0.0006117227],"category_scores_gemma":[0.0011984622,0.00036465967,0.0011813098,0.0090288045,0.00019637885,0.00014927375,0.0117024705,0.004602728,0.00042419496],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005508304,0.0005112479,0.9036457,0.025552182,0.00065590796,0.00013215913,0.0077974997,0.03619722,6.1697705e-7,0.000919762,0.016643025,0.0073938635],"study_design_scores_gemma":[0.00069242425,0.0014141706,0.84525234,0.026600238,0.0007096945,0.0000031055758,0.108539335,0.009178094,0.000004520988,0.00005241834,0.0068886094,0.00066507724],"about_ca_topic_score_codex":0.022127623,"about_ca_topic_score_gemma":0.0141639,"teacher_disagreement_score":0.10074183,"about_ca_system_score_codex":0.0033653167,"about_ca_system_score_gemma":0.0011514568,"threshold_uncertainty_score":0.99988055},"labels":[],"label_agreement":null},{"id":"W4320069442","doi":"10.2196/41485","title":"Addressing the Shortage of Health Professionals in Official Language Minority Communities to Strengthen Retention Strategies for the Benefit of New Brunswick Francophone and Acadian Communities: Protocol for a Mixed Methods Design","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Vitalité Health Network; Université du Québec en Outaouais; Université de Moncton","funders":"Canadian Institutes of Health Research","keywords":"Health care; Public relations; Nursing; Quality (philosophy); Business; Work (physics); Psychology; Knowledge management; Medicine; Computer science; Political science; Engineering","score_opus":0.7123014369927803,"score_gpt":0.6882900903731951,"score_spread":0.02401134661958515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320069442","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011733695,0.000038328108,0.0024864099,0.00381987,0.00003651605,0.9815548,0.00014566521,0.000069080175,0.000115648734],"genre_scores_gemma":[0.008445934,0.0000034009245,0.008742702,0.00025568085,0.00017372557,0.9813869,0.000042005304,0.0000496945,0.0008999858],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9865927,0.0095115425,0.0015741742,0.00025838581,0.00074666255,0.0013165321],"domain_scores_gemma":[0.98036844,0.017132543,0.0006314241,0.00092831766,0.0007250483,0.00021425317],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.024494728,0.00026192336,0.00074868306,0.00043236747,0.002415883,0.00006053786,0.0010855577,0.00031131165,0.00008960841],"category_scores_gemma":[0.0007374318,0.00016841681,0.00010275373,0.0013882137,0.00040954025,0.00020560807,0.0005954522,0.0014327631,0.0000037784603],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.011711263,0.00093269296,0.007907595,0.045726962,0.00011081552,0.0000015887483,0.59305924,0.00082929095,0.0005802835,0.01465023,0.14124393,0.1832461],"study_design_scores_gemma":[0.0051347488,0.0027683235,0.025339263,0.028650468,0.000004657913,5.329011e-7,0.8651725,0.004138913,0.00039138144,0.005752611,0.06238651,0.00026011595],"about_ca_topic_score_codex":0.027480293,"about_ca_topic_score_gemma":0.045704037,"teacher_disagreement_score":0.27211323,"about_ca_system_score_codex":0.0001993216,"about_ca_system_score_gemma":0.0047632935,"threshold_uncertainty_score":0.99888283},"labels":[],"label_agreement":null},{"id":"W4320484367","doi":"10.1371/journal.pgph.0001140","title":"Health services for aboriginal and Torres Strait Islander children in remote Australia: A scoping review","year":2023,"lang":"en","type":"review","venue":"PLOS Global Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Health and Medical Research Council; Curtin University of Technology; University of Sydney; Medical Research Council; Australian National University","keywords":"Grey literature; Indigenous; Workforce; Remuneration; Service delivery framework; Community health; Medicine; Service (business); Health promotion; Inclusion (mineral); Best practice; Public relations; Nursing; Business; MEDLINE; Political science; Psychology; Public health; Marketing","score_opus":0.22527568988383523,"score_gpt":0.5625325898658539,"score_spread":0.33725689998201863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320484367","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003290378,0.94647074,0.000025093352,0.01949939,0.0008560286,0.029512443,0.0027319775,0.0005249102,0.0003465436],"genre_scores_gemma":[0.0000048196935,0.97993064,0.0010512794,0.013873464,0.0009703618,0.0013134837,0.0022278335,0.00016812897,0.0004599663],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98366976,0.0036254122,0.0053346083,0.0018456258,0.0009921509,0.004532456],"domain_scores_gemma":[0.9920595,0.0010561097,0.00328863,0.0010852756,0.00034204577,0.002168391],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0066579576,0.0012437247,0.007183122,0.0004335448,0.0012834318,0.000107733315,0.0010408869,0.0010365952,0.0001707588],"category_scores_gemma":[0.00038867118,0.0010849836,0.00041281315,0.0026009504,0.00011140837,0.00039553235,0.0003406419,0.0020043098,0.00039992048],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000008000907,0.000074725656,0.0006099246,0.71396405,0.00010692458,0.0000040555074,0.00026531506,1.1589253e-7,2.0908632e-10,0.0012778211,0.01803145,0.26565763],"study_design_scores_gemma":[0.0005053167,0.00017650689,0.00035701267,0.5400513,0.00008199896,0.000018482706,0.00013322437,0.0000068616164,2.146344e-10,0.00018386824,0.45808887,0.00039659417],"about_ca_topic_score_codex":0.023981059,"about_ca_topic_score_gemma":0.03585472,"teacher_disagreement_score":0.44005743,"about_ca_system_score_codex":0.004369441,"about_ca_system_score_gemma":0.020449735,"threshold_uncertainty_score":0.9994526},"labels":[],"label_agreement":null},{"id":"W4320486838","doi":"10.21203/rs.3.rs-2560015/v1","title":"Disabled Students in Fieldwork Education: Academic Coordinators’ Perspectives on Accommodation Process","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accommodation; Inclusion (mineral); Medical education; Exploratory research; Pedagogy; Higher education; Psychology; Sociology; Medicine; Political science","score_opus":0.21291653891744747,"score_gpt":0.6366226693805828,"score_spread":0.4237061304631353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320486838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94585454,0.0015131107,0.000007813545,0.017529337,0.0025116259,0.009280532,0.000081556434,0.00040032368,0.022821175],"genre_scores_gemma":[0.97439504,0.0035499309,0.00003748599,0.00020939765,0.0013917186,0.00624395,0.0003212448,0.00010337253,0.013747888],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9904155,0.0033698722,0.0009977492,0.0012306417,0.0023782675,0.0016079581],"domain_scores_gemma":[0.9941443,0.0028293252,0.0003321082,0.0011341934,0.0011636463,0.00039639405],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005242645,0.00038815447,0.0006169966,0.0010745473,0.0010878149,0.000067831075,0.0016823161,0.0015977231,0.0007298797],"category_scores_gemma":[0.003489865,0.00037756935,0.00009978173,0.0018389102,0.00013900475,0.00016705741,0.0019915618,0.012063832,0.002030084],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035949782,0.00066982047,0.8859251,0.006645149,0.000032493364,0.000007811705,0.041401085,0.0005002334,9.0064333e-7,0.010366864,0.051279593,0.0028114629],"study_design_scores_gemma":[0.0010138324,0.00028348755,0.56289417,0.04231894,0.00001309855,3.044687e-7,0.28827015,0.00019154887,0.0000064164215,0.09381747,0.01060403,0.0005865373],"about_ca_topic_score_codex":0.0025163204,"about_ca_topic_score_gemma":0.0016515951,"teacher_disagreement_score":0.32303092,"about_ca_system_score_codex":0.0032225559,"about_ca_system_score_gemma":0.0037223527,"threshold_uncertainty_score":0.9998676},"labels":[],"label_agreement":null},{"id":"W4320733879","doi":"10.20944/preprints202302.0226.v1","title":"Characteristics of High-Resource Health System Users in Rural and Remote Regions: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University; University of British Columbia","funders":"","keywords":"Resource (disambiguation); Health care; Thematic analysis; Context (archaeology); Health equity; Business; Socioeconomic status; Environmental health; Geography; Medicine; Rural area; Population; Qualitative research; Gerontology; Economic growth; Public health; Nursing; Computer science; Sociology","score_opus":0.29237405533126565,"score_gpt":0.5203250815799292,"score_spread":0.22795102624866354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320733879","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00069328205,0.98669153,0.000005121666,0.00061009196,0.00057493144,0.010462411,0.00009038143,0.00030047336,0.00057178835],"genre_scores_gemma":[0.00014284493,0.99730796,0.00010561467,0.000559617,0.00019751515,0.0004949059,0.00016979332,0.00013743427,0.00088430126],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98959583,0.0035723485,0.0043964656,0.00086775236,0.000456783,0.0011107923],"domain_scores_gemma":[0.99293685,0.0013560425,0.0036037532,0.0015328667,0.00015332972,0.00041717052],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0048473803,0.0005893738,0.0051609557,0.00036527304,0.00036156955,0.0000045922,0.00061166927,0.0006101186,0.00008590548],"category_scores_gemma":[0.0014439571,0.00053688185,0.00025704404,0.0010781435,0.00010690619,0.000073711046,0.0009826446,0.0017268605,0.0013173308],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011132699,0.000014523849,0.003248405,0.8836832,0.000039994495,0.000015693782,0.00039261457,1.04542316e-7,1.6505854e-8,0.00052102737,0.00024457017,0.11182871],"study_design_scores_gemma":[0.0001749617,0.000018046887,0.0016893309,0.75892603,0.00013416339,0.000012570634,0.00037049197,0.0000023880893,2.4175646e-8,0.000015779206,0.23841453,0.00024165456],"about_ca_topic_score_codex":0.004456483,"about_ca_topic_score_gemma":0.00037185478,"teacher_disagreement_score":0.23816997,"about_ca_system_score_codex":0.001252005,"about_ca_system_score_gemma":0.0018310812,"threshold_uncertainty_score":0.9997083},"labels":[],"label_agreement":null},{"id":"W4321090883","doi":"10.17483/2368-6669.1378","title":"University Competency-Based Courses for Internationally Educated Nurses (IENs) in Ontario: A Pilot Education Pathway to Registered Nurse (RN) Licensure","year":2023,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Trent University; Toronto Metropolitan University; Council of Ontario Universities","funders":"","keywords":"Licensure; Bachelor; Workforce; Nursing; Bridging (networking); Government (linguistics); Nurse education; Medical education; Nursing shortage; Medicine; Political science","score_opus":0.082961024751691,"score_gpt":0.47306846483468695,"score_spread":0.39010744008299597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321090883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93498564,0.00011053336,0.0017733304,0.02874361,0.0106330635,0.006944292,0.00018087614,0.0004032367,0.016225422],"genre_scores_gemma":[0.9551738,0.000051400082,0.011667833,0.0029572423,0.00028642316,0.0012356351,0.003729895,0.000062875086,0.02483488],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956257,0.00083198503,0.001563452,0.0005961412,0.0005534015,0.00082936644],"domain_scores_gemma":[0.9963857,0.0009153048,0.0008803775,0.0005798584,0.0009639923,0.00027478603],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014702906,0.00035738572,0.0004848448,0.0012625441,0.00058964605,0.000039970626,0.00043659876,0.00021041177,0.00020644351],"category_scores_gemma":[0.0006386769,0.00043082394,0.0000835658,0.0014820308,0.00008684072,0.0009917414,0.0000350878,0.0005427074,0.00025861966],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0046877423,0.011075356,0.22544368,0.0036039639,0.00004841136,0.000002573952,0.18948567,0.013976926,0.00074810535,0.35769182,0.0894707,0.10376505],"study_design_scores_gemma":[0.0029364894,0.00044286784,0.2385157,0.01019155,0.000025761525,0.0000018701046,0.13724712,0.0010914756,0.00008536969,0.0063244337,0.60245055,0.00068682723],"about_ca_topic_score_codex":0.01382956,"about_ca_topic_score_gemma":0.12307282,"teacher_disagreement_score":0.5129798,"about_ca_system_score_codex":0.0076241773,"about_ca_system_score_gemma":0.007608781,"threshold_uncertainty_score":0.99981433},"labels":[],"label_agreement":null},{"id":"W4321122263","doi":"10.5334/aogh.4025","title":"Physician-Suggested Innovative Methods for Health System Resilience amidst Workforce Emigration and Sociopolitical Unrest in Nigeria: A Survey-Based Study","year":2023,"lang":"en","type":"article","venue":"Annals of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Unrest; Emigration; Snowball sampling; Health care; Context (archaeology); Psychological resilience; Workforce; Medicine; Socioeconomic status; Remuneration; Nursing; Political science; Psychology; Economic growth; Politics; Environmental health; Geography; Population; Social psychology; Economics","score_opus":0.15728446059060108,"score_gpt":0.5856554888306476,"score_spread":0.42837102824004647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321122263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9617962,0.0014965752,0.004244545,0.021026667,0.00074558455,0.008606027,0.0011998595,0.00047148424,0.00041306042],"genre_scores_gemma":[0.98677397,0.00021986525,0.002367674,0.009509862,0.00014125249,0.0005888765,0.00027804635,0.000043388805,0.0000770755],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9862981,0.0075912843,0.0024962889,0.0008541918,0.00054903293,0.0022111416],"domain_scores_gemma":[0.9927183,0.0035915805,0.0012742031,0.0005808426,0.0012305082,0.0006045581],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.014960688,0.00041411276,0.0015221346,0.0002535592,0.0010640771,0.000019182684,0.00033899766,0.00029623965,0.0000030911285],"category_scores_gemma":[0.0014925005,0.00040386923,0.00007985427,0.00479833,0.00020904413,0.00017661623,0.00015158614,0.0005664504,0.000023218627],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014207815,0.00063735986,0.91170835,0.005788522,0.000041945957,0.000004946754,0.0054536792,0.0001899465,0.0000035874311,0.034878306,0.020191101,0.019681495],"study_design_scores_gemma":[0.0023274638,0.0026843164,0.9439588,0.0033602251,0.0000055405353,6.244494e-7,0.041792314,0.0024944297,0.000010707623,0.0012964362,0.0017451512,0.0003239642],"about_ca_topic_score_codex":0.018591836,"about_ca_topic_score_gemma":0.03249486,"teacher_disagreement_score":0.036338635,"about_ca_system_score_codex":0.001736956,"about_ca_system_score_gemma":0.0043723346,"threshold_uncertainty_score":0.99984133},"labels":[],"label_agreement":null},{"id":"W4321204466","doi":"10.12927/hcq.2023.27021","title":"Mapping the Newcomer Journey for More Equitable Population Health: Insights from an Ontario Health Team","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Best practice; Population health; Health equity; Population; Public relations; Nursing; Medicine; Political science; Public health; Environmental health","score_opus":0.1524929029597636,"score_gpt":0.45911161461362066,"score_spread":0.30661871165385707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321204466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73066336,0.0031251742,0.0006778053,0.25035387,0.0047554206,0.008446774,0.00032674198,0.0012241724,0.00042665793],"genre_scores_gemma":[0.91227716,0.00027465544,0.0025043897,0.07307437,0.0027768388,0.001538756,0.0038284555,0.00019740478,0.003527977],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.98999095,0.0023238554,0.002502654,0.0010525851,0.00088070246,0.0032492476],"domain_scores_gemma":[0.99417466,0.0011509594,0.0013635958,0.0014001715,0.00045228816,0.0014583465],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0027756237,0.0005453437,0.0011361882,0.00041665536,0.007098221,0.00008055276,0.00068461185,0.0004879264,0.00018859268],"category_scores_gemma":[0.000083061255,0.00043491775,0.00019438965,0.0012588362,0.00007736326,0.00060013955,0.00008707405,0.0016835118,0.00055376627],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002913506,0.0001532958,0.14195833,0.0026036357,0.00006434689,0.000008677657,0.5136143,0.000049022354,0.000007013782,0.010352826,0.2501503,0.080746904],"study_design_scores_gemma":[0.0018337584,0.0023971738,0.5422253,0.002089435,0.000011523489,0.000004783774,0.17202677,0.0009821722,3.200578e-7,0.021678202,0.25623277,0.0005177731],"about_ca_topic_score_codex":0.81781805,"about_ca_topic_score_gemma":0.8205795,"teacher_disagreement_score":0.40026698,"about_ca_system_score_codex":0.004544756,"about_ca_system_score_gemma":0.005546488,"threshold_uncertainty_score":0.9998103},"labels":[],"label_agreement":null},{"id":"W4321460946","doi":"10.22605/rrh8127","title":"The availability of general practice in Ireland's Mid-West Region: does the 'Inverse Care Law' still apply?","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital","funders":"","keywords":"Population; Geocoding; Service (business); Geography; Social deprivation; Family medicine; Medicine; Demography; Socioeconomics; Sociology; Environmental health; Law; Cartography; Political science; Business","score_opus":0.03174201005098469,"score_gpt":0.39655911016436235,"score_spread":0.36481710011337765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321460946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80993503,0.0077141067,0.000004100794,0.16892068,0.001929916,0.0030024673,0.00004473637,0.00017842201,0.008270557],"genre_scores_gemma":[0.946821,0.035709783,0.0003694408,0.009710234,0.00063638814,0.00004027429,0.000048674356,0.000035727837,0.006628502],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99590147,0.001724349,0.0008569098,0.00029528767,0.0003304647,0.0008915045],"domain_scores_gemma":[0.996454,0.0020525004,0.00047033417,0.0005653805,0.00020987216,0.0002479398],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020433534,0.0001887583,0.00037388614,0.00004194613,0.0016971503,0.000013260006,0.00025085878,0.00019280381,0.000020272248],"category_scores_gemma":[0.0004005089,0.000085510655,0.00005709066,0.0005387471,0.0003522178,0.000114612245,0.00019357614,0.0008213,0.000096785145],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025568027,0.0002044603,0.087621205,0.009929811,0.00009641306,0.000101797916,0.22479457,0.00021745676,0.00003749825,0.029773993,0.1472747,0.4973913],"study_design_scores_gemma":[0.0010961662,0.00022026025,0.04595187,0.0011117128,0.000016432343,0.000015991185,0.13491818,0.00077480124,0.0000059417007,0.0025412203,0.8131617,0.00018573999],"about_ca_topic_score_codex":0.061489068,"about_ca_topic_score_gemma":0.06907452,"teacher_disagreement_score":0.665887,"about_ca_system_score_codex":0.00026908264,"about_ca_system_score_gemma":0.00047991364,"threshold_uncertainty_score":0.9996025},"labels":[],"label_agreement":null},{"id":"W4321460984","doi":"10.22605/rrh8149","title":"A meta aggregation of qualitative research on retention of general practitioners in remote Canada and Australia","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Qualitative research; Nursing; Perception; Psychology; Public relations; Sociology; Political science","score_opus":0.3778501899032387,"score_gpt":0.5777947521634749,"score_spread":0.19994456226023616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321460984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98570466,0.0004595486,0.0000070707997,0.01230348,0.00019816923,0.00084961444,0.00006023635,0.0000176323,0.00039957097],"genre_scores_gemma":[0.99094486,0.0034320909,0.0009268678,0.00030485357,0.000058644662,0.00000494237,0.00008334914,0.0000119900415,0.00423239],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99496424,0.0029740243,0.0007818203,0.0002219961,0.0005074916,0.0005504089],"domain_scores_gemma":[0.99812025,0.000860922,0.00042059703,0.00016212957,0.00023882712,0.00019729494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004836599,0.000111014844,0.00044375274,0.0002699606,0.00034232557,0.0000026566197,0.00005676825,0.00012847267,0.000028022392],"category_scores_gemma":[0.00025100075,0.00008788048,0.000027947524,0.00084343966,0.00011496181,0.00007816057,0.000051417897,0.0005318461,0.0000055905034],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006243266,0.00038214872,0.03186609,0.04956207,0.0011856181,0.00011859781,0.33416107,0.00085115834,0.00346678,0.099550374,0.18965575,0.28295708],"study_design_scores_gemma":[0.00580276,0.0035971561,0.5712698,0.017490782,0.00014060814,0.000016603335,0.31363484,0.0112160295,0.0005561931,0.06054751,0.014918276,0.0008094618],"about_ca_topic_score_codex":0.94804406,"about_ca_topic_score_gemma":0.72793245,"teacher_disagreement_score":0.5394037,"about_ca_system_score_codex":0.00037419648,"about_ca_system_score_gemma":0.00088828953,"threshold_uncertainty_score":0.3583662},"labels":[],"label_agreement":null},{"id":"W4321460991","doi":"10.22605/rrh8123","title":"Rural medical education as a solution to rural physician shortages: an exploration of the motivations and engagement of rural physician-educators in Prince Edward Island, Canada","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Workload; Economic shortage; Medical education; Rural area; Psychology; Rural health; Identity (music); Physician supply; Duty; Medicine; Nursing; Political science; Government (linguistics); Environmental health","score_opus":0.034851373022834045,"score_gpt":0.39912066131270746,"score_spread":0.3642692882898734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321460991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9597446,0.00027017164,0.00003315555,0.03702447,0.00094038394,0.0016438811,0.000036103098,0.000038253267,0.00026900537],"genre_scores_gemma":[0.9928119,0.0009331399,0.00008595978,0.0052976334,0.00029285913,0.00004294329,0.00014264607,0.00002052902,0.00037237746],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99681866,0.0008217114,0.00089131756,0.00019281678,0.00062444847,0.0006510198],"domain_scores_gemma":[0.9985117,0.00017922808,0.00041736796,0.00031012628,0.00016353036,0.0004180567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089606433,0.00020945478,0.00043127034,0.00015492753,0.00075189746,0.000008026929,0.00019540999,0.00012964058,0.00001755977],"category_scores_gemma":[0.00018150937,0.00015711368,0.000038296625,0.0009107254,0.000102129925,0.0003303538,0.00015421356,0.00049776665,0.0000064381934],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041776377,0.0006880898,0.17632535,0.0043298607,0.00006722581,0.0000021708618,0.12012939,0.00031027963,0.0007820828,0.011367894,0.032294642,0.65328526],"study_design_scores_gemma":[0.0010278348,0.00045360014,0.65020716,0.007945831,0.000023305282,0.0000026031466,0.32924396,0.002197908,0.00010913546,0.0031833348,0.005234972,0.00037036007],"about_ca_topic_score_codex":0.48460212,"about_ca_topic_score_gemma":0.5375857,"teacher_disagreement_score":0.6529149,"about_ca_system_score_codex":0.0005359662,"about_ca_system_score_gemma":0.0046621924,"threshold_uncertainty_score":0.82705295},"labels":[],"label_agreement":null},{"id":"W4321461070","doi":"10.22605/rrh8108","title":"Report card on access to rural health care in Canada","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Health care; Rural health; Rural area; Accountability; Work (physics); Medicine; Nursing; Economic growth; Public relations; Business; Political science","score_opus":0.04567998290724172,"score_gpt":0.44816099481929456,"score_spread":0.4024810119120528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321461070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8371337,0.0017687839,0.0000028814384,0.15305988,0.0023922154,0.0025185181,0.000096957665,0.00021699224,0.0028100866],"genre_scores_gemma":[0.93190277,0.0033222677,0.00014639169,0.061184905,0.00047001237,0.00003649503,0.00027645228,0.00005587201,0.0026048396],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9950692,0.0006529647,0.001270646,0.00045893193,0.00057640206,0.001971869],"domain_scores_gemma":[0.9974299,0.00025203987,0.00038243333,0.00050308096,0.000117334435,0.0013151905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010168632,0.00029213363,0.00078736834,0.00024854043,0.0011894401,0.000016835933,0.00027338645,0.00013885419,0.000040743547],"category_scores_gemma":[0.0001246781,0.00024187643,0.000042065247,0.0011469375,0.000024696057,0.00009444815,0.00026447617,0.0008465869,0.00014488757],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00037051775,0.000020386484,0.17608014,0.0037639134,0.000014259406,0.0003985853,0.015164951,0.0002723451,0.0000015439039,0.00033239668,0.39923736,0.40434358],"study_design_scores_gemma":[0.0011845793,0.0007327498,0.6537578,0.005961863,0.0000033299978,0.000039101695,0.052753184,0.00028603472,0.0000028339873,0.00022393053,0.28457966,0.0004749557],"about_ca_topic_score_codex":0.9888912,"about_ca_topic_score_gemma":0.9896922,"teacher_disagreement_score":0.47767764,"about_ca_system_score_codex":0.0050818264,"about_ca_system_score_gemma":0.011064517,"threshold_uncertainty_score":0.9987375},"labels":[],"label_agreement":null},{"id":"W4321606115","doi":"10.36834/cmej.75845","title":"Equity, diversity, inclusion, and social justice in CanMEDS 2025","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Association des Médecins d'Urgence du Québec; University of Toronto; University of Calgary; McGill University; University of Ottawa; University of Saskatchewan","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Equity (law); Inclusion (mineral); Social justice; Diversity (politics); Criminology; Data science; Computer science; Sociology; Psychology; Political science; Social psychology; Law","score_opus":0.0625585278075263,"score_gpt":0.48021832659044805,"score_spread":0.41765979878292175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321606115","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46368662,0.0005538831,0.0000055666355,0.4902211,0.008575313,0.00039147952,0.000017817696,0.000049087885,0.036499135],"genre_scores_gemma":[0.8802965,0.0006667847,0.00005263846,0.11091255,0.002663388,0.000018717166,0.000031559808,0.000015220451,0.005342595],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973383,0.0004269842,0.00045262926,0.0001624362,0.00076031144,0.0008593719],"domain_scores_gemma":[0.99391,0.00023067846,0.00011940615,0.00008629343,0.00024917722,0.0054044547],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026594729,0.00009977245,0.00018512995,0.00051899214,0.0055524907,0.00001788985,0.00037247117,0.00035768785,0.015138072],"category_scores_gemma":[0.005846603,0.00009992421,0.00002363241,0.00069028116,0.00010697177,0.000112621245,0.001361317,0.0014561471,0.00032844592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007479898,0.00001798678,0.034789126,0.00015252897,0.000004267034,0.00007315358,0.019768976,7.391814e-7,2.9787154e-7,0.003942391,0.90504634,0.0361967],"study_design_scores_gemma":[0.0007258536,0.000025352298,0.11766232,0.0007236042,0.000026446449,0.0000425992,0.03580466,0.00016478608,8.333801e-8,0.009614076,0.8350497,0.00016055915],"about_ca_topic_score_codex":0.09024016,"about_ca_topic_score_gemma":0.41097176,"teacher_disagreement_score":0.41660994,"about_ca_system_score_codex":0.0016090143,"about_ca_system_score_gemma":0.052783746,"threshold_uncertainty_score":0.99574214},"labels":[],"label_agreement":null},{"id":"W4321790228","doi":"10.3390/healthcare11050657","title":"Choosing Alternative Career Pathways after Immigration: Aspects Internationally Educated Physicians Consider when Narrowing down Non-Physician Career Choices","year":2023,"lang":"en","type":"article","venue":"Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"","keywords":"Immigration; Career Pathways; Psychology; Career development; Medicine; Medical education; Family medicine; Political science","score_opus":0.07023840372704501,"score_gpt":0.3919512951739193,"score_spread":0.3217128914468743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321790228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93715477,0.0012772535,0.000073277275,0.037669215,0.0063108965,0.0027518112,0.00051612034,0.00096366915,0.01328301],"genre_scores_gemma":[0.970241,0.00013996172,0.00031331737,0.020180658,0.003451908,0.0010511036,0.0006814124,0.00014812643,0.003792522],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9940166,0.0007706818,0.0012340692,0.0010247618,0.001111033,0.0018428817],"domain_scores_gemma":[0.9960627,0.0005469651,0.00063108146,0.00075714826,0.0014928691,0.0005092683],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00065918657,0.00054179673,0.00075665605,0.0003645113,0.0016522149,0.00010348911,0.00051527086,0.00041614665,0.00038953646],"category_scores_gemma":[0.00016271409,0.0005806425,0.00021163194,0.0010430904,0.00012984105,0.00062403013,0.0003027656,0.0013920456,0.0019062795],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044815746,0.00024588231,0.48816258,0.0040045627,0.00047653256,0.0005063003,0.25915158,0.00034106724,0.0010244594,0.0071076625,0.21000585,0.028525347],"study_design_scores_gemma":[0.0039306013,0.00063039537,0.5623568,0.016537577,0.00015703376,0.000014524435,0.16797315,0.003332582,0.0006817046,0.021877129,0.22004254,0.0024659238],"about_ca_topic_score_codex":0.02202315,"about_ca_topic_score_gemma":0.038535006,"teacher_disagreement_score":0.09117844,"about_ca_system_score_codex":0.0013640088,"about_ca_system_score_gemma":0.0013354634,"threshold_uncertainty_score":0.9996645},"labels":[],"label_agreement":null},{"id":"W4322012000","doi":"10.1016/j.jpedsurg.2023.02.045","title":"Invited Commentary on Skinner S, et al.: Canadian Pediatric Surgeon Workforce: Characterization of Training, Trends Over Time, and 10-year Model for Pediatric Surgery Need","year":2023,"lang":"en","type":"letter","venue":"Journal of Pediatric Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Workforce; Subsidy; Government (linguistics); Family medicine; Economic growth; Political science","score_opus":0.07501260226385591,"score_gpt":0.35796545067514085,"score_spread":0.28295284841128493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322012000","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37154335,0.0012009996,0.000032183976,0.61339104,0.008345361,0.0012639526,0.0039581005,0.00015009035,0.00011491414],"genre_scores_gemma":[0.0063458597,0.026829736,0.0001417741,0.89143175,0.061007135,0.00015783354,0.007938336,0.00062703213,0.005520534],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890818,0.0015609624,0.004665721,0.0007972949,0.001616956,0.0022772818],"domain_scores_gemma":[0.97550285,0.015414015,0.006451377,0.00063309696,0.0010176591,0.0009810126],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00679384,0.0010200997,0.0030274685,0.009157447,0.00061511213,0.0000594093,0.00047251143,0.0020222277,0.00047927102],"category_scores_gemma":[0.0016512144,0.0009832211,0.0010896402,0.0035682947,0.000065355634,0.00050935906,0.00012684824,0.003841449,0.000042772237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032318739,0.000065283406,0.15860522,0.0010232071,0.00008695162,0.00015693544,0.00055357144,0.000107512664,0.0000010988699,9.011623e-7,0.83847445,0.00060168304],"study_design_scores_gemma":[0.0018686323,0.0002643636,0.034921817,0.00083746354,0.0016742252,0.000014927425,0.00019391552,0.0020955105,6.482995e-7,0.000070775226,0.9564648,0.0015929166],"about_ca_topic_score_codex":0.0030899595,"about_ca_topic_score_gemma":0.0007755786,"teacher_disagreement_score":0.36519748,"about_ca_system_score_codex":0.0008974437,"about_ca_system_score_gemma":0.0029814946,"threshold_uncertainty_score":0.99927336},"labels":[],"label_agreement":null},{"id":"W4322623066","doi":"10.54194/gtex1486","title":"Toward a Policy Framework for Sustainable Rural Obstetrics and Surgical Care in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Maternal health; Health care; Obstetrics; Political science; Health services; Pregnancy; Environmental health; Population","score_opus":0.05272050098037738,"score_gpt":0.44405522293409283,"score_spread":0.39133472195371544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322623066","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46884775,0.016856568,0.000010413328,0.47639158,0.0025421942,0.011661049,0.002550936,0.0004085606,0.020730933],"genre_scores_gemma":[0.95928043,0.0018446366,0.00024153483,0.033098906,0.0013798496,0.0005866094,0.00024348189,0.00008765296,0.0032369066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931242,0.00044783604,0.0009191184,0.0004297342,0.00030333365,0.0047757984],"domain_scores_gemma":[0.9925537,0.0028692973,0.00020916844,0.00043906274,0.00034578206,0.0035829549],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00064905,0.00030468847,0.000662627,0.0015944163,0.0014554117,0.000023941544,0.00031864652,0.00041093028,0.000055357847],"category_scores_gemma":[0.0056055416,0.00033109708,0.000051260522,0.004241065,0.00006154906,0.000107669366,0.00012105783,0.000937797,0.00005495614],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000050864124,0.000005763991,0.06652766,0.005244678,0.000009733244,0.00046336063,0.023772346,0.000059943584,1.7065775e-8,0.762137,0.123886965,0.017841667],"study_design_scores_gemma":[0.0010511419,0.000110631,0.020845624,0.00059243053,0.0000026158546,0.000005577486,0.13637729,0.00007887501,1.2523766e-7,0.008515428,0.8321497,0.00027058047],"about_ca_topic_score_codex":0.9999056,"about_ca_topic_score_gemma":0.999645,"teacher_disagreement_score":0.7536216,"about_ca_system_score_codex":0.037446886,"about_ca_system_score_gemma":0.1716811,"threshold_uncertainty_score":0.9999141},"labels":[],"label_agreement":null},{"id":"W4322626248","doi":"10.21203/rs.3.rs-2583460/v1","title":"A Mixed-Method study exploring barriers and facilitators to midwives’ mental health in Ontario","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; McMaster University","funders":"Association of Ontario Midwives","keywords":"Mental health; Psychology; Nursing; Sociology; Medicine; Psychiatry","score_opus":0.3739345987560002,"score_gpt":0.5768522929080293,"score_spread":0.2029176941520291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322626248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9672956,0.00060825015,0.00004194638,0.011092679,0.0031792969,0.016355053,0.00051228714,0.00028546937,0.00062941],"genre_scores_gemma":[0.9447825,0.0014347589,0.006266193,0.0008880094,0.00045028038,0.018641872,0.00041303528,0.00031674246,0.026806626],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98132914,0.010163162,0.0015734769,0.001850224,0.0018487109,0.0032352787],"domain_scores_gemma":[0.99360186,0.0021222515,0.00021657064,0.0012596027,0.00042234437,0.0023773455],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017015189,0.00054597884,0.001277831,0.0017110439,0.0021479314,0.00007284429,0.00078402023,0.0005100392,0.00056762376],"category_scores_gemma":[0.002042606,0.0005573588,0.0001092138,0.0013481979,0.00011718855,0.00015760986,0.005504065,0.008388042,0.00065196573],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00038083197,0.00013840817,0.69506514,0.0028313005,0.000054045842,0.000067063134,0.27605805,0.00020144442,0.0000018935447,0.00021627612,0.020689238,0.0042962926],"study_design_scores_gemma":[0.0011558585,0.0009602495,0.5022581,0.007954803,0.0000040545888,6.525338e-7,0.42880213,0.000068246656,0.0000010563833,0.0010520959,0.057359867,0.00038284808],"about_ca_topic_score_codex":0.6789553,"about_ca_topic_score_gemma":0.8958524,"teacher_disagreement_score":0.21689706,"about_ca_system_score_codex":0.009737918,"about_ca_system_score_gemma":0.006770312,"threshold_uncertainty_score":0.9996878},"labels":[],"label_agreement":null},{"id":"W4322755782","doi":"10.26633/rpsp.2023.6","title":"Addressing the move toward universal health in the Caribbean through strengthening the health workforce","year":2023,"lang":"en","type":"article","venue":"Revista Panamericana de Salud Pública","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"Pan American Health Organization","keywords":"Action plan; Workforce; Sustainability; Business; Stakeholder; Health care; Human resources; Political science; Economic growth; Public relations; Management","score_opus":0.19815445716770672,"score_gpt":0.4734366345496978,"score_spread":0.2752821773819911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322755782","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06586955,0.015714409,0.0012162577,0.8943444,0.0007735625,0.0065723066,0.00027943947,0.00089551933,0.014334571],"genre_scores_gemma":[0.9091065,0.00726889,0.00064643053,0.080639735,0.0007453804,0.00031693286,0.00015468484,0.000117427495,0.0010040081],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9874925,0.0068053165,0.0014659364,0.00067040505,0.00084157067,0.002724282],"domain_scores_gemma":[0.9928645,0.0038745839,0.0011827076,0.0015851541,0.00012572174,0.00036736598],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0065289903,0.00045912666,0.0008929197,0.0001675264,0.0038967733,0.00013151615,0.0017528244,0.00016853416,0.00012996982],"category_scores_gemma":[0.000698174,0.0002533846,0.00020441056,0.004794179,0.0005005063,0.00017573492,0.00037708407,0.002434221,0.00019914497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016108512,0.00008445193,0.024003865,0.00080959906,0.000093821174,0.000043551227,0.20054565,0.0007981964,0.0000024485387,0.0912298,0.55177915,0.1304484],"study_design_scores_gemma":[0.000425716,0.00016360995,0.020650238,0.001316689,0.000021588858,0.000008757398,0.17525603,0.0015732485,1.788197e-7,0.0006078624,0.79972607,0.00025001966],"about_ca_topic_score_codex":0.05076699,"about_ca_topic_score_gemma":0.0032518653,"teacher_disagreement_score":0.843237,"about_ca_system_score_codex":0.0017927348,"about_ca_system_score_gemma":0.0029285823,"threshold_uncertainty_score":0.99999183},"labels":[],"label_agreement":null},{"id":"W4322762063","doi":"10.2196/preprints.46835","title":"Exploring Current Practices, Needs, and Barriers for Expanding Distributed Medical Education and Scholarship in Psychiatry: Protocol for an Environmental Scan Using a Formal Information Search Approach and Explanatory Design (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; Izaak Walton Killam Health Centre; Nova Scotia Health Authority; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Scholarship; Protocol (science); Medical education; Public relations; Knowledge management; Medicine; Psychology; Political science; Sociology; Computer science; Alternative medicine","score_opus":0.4006960055683773,"score_gpt":0.5319521829165597,"score_spread":0.13125617734818235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322762063","genre_codex":"empirical","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6297762,0.00019700028,0.08271595,0.00058387907,0.0010326733,0.2852182,0.00024681582,0.0001866707,0.00004259635],"genre_scores_gemma":[0.2812414,0.0003427814,0.047790818,0.0002214253,0.00041673236,0.66862726,0.0012678218,0.000081663675,0.000010136666],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9959311,0.0007827066,0.0011895694,0.00064425793,0.00053661247,0.00091578765],"domain_scores_gemma":[0.99719036,0.00061208225,0.0008554706,0.00034860199,0.00009385103,0.00089963916],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006159203,0.00039387436,0.00048565998,0.000578623,0.0011384535,0.0001500706,0.00024418454,0.0005657042,0.000018862505],"category_scores_gemma":[0.0014422854,0.00039020274,0.000039922837,0.0002023554,0.00010923368,0.002907425,0.00079402607,0.0015860073,0.0000013726981],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004099955,0.00064028153,0.7848785,0.04691501,0.00010060752,5.6721007e-7,0.048384026,0.0012322187,0.000018206018,0.004884203,0.0016045631,0.10724186],"study_design_scores_gemma":[0.015338323,0.000982763,0.091272414,0.020714378,0.00017983971,0.00003864902,0.43920362,0.41005212,0.000044013465,0.0069166766,0.013180344,0.0020768605],"about_ca_topic_score_codex":0.000655936,"about_ca_topic_score_gemma":0.0001831425,"teacher_disagreement_score":0.6936061,"about_ca_system_score_codex":0.0008578887,"about_ca_system_score_gemma":0.0031780917,"threshold_uncertainty_score":0.999855},"labels":[],"label_agreement":null},{"id":"W4323309901","doi":"10.1503/cmaj.221239","title":"Physician workforce planning in Canada: the importance of accounting for population aging and changing physician hours of work","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Workforce; Work (physics); Population ageing; Workforce planning; Work hours; Medicine; Key (lock); Population; Physician supply; Family medicine; Medical education; Economic growth; Computer science; Environmental health; Economics; Engineering","score_opus":0.02673759281241821,"score_gpt":0.3567483582068232,"score_spread":0.330010765394405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323309901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9878872,0.0003416656,0.000021823213,0.010222327,0.0006463997,0.0003361451,0.000022648952,0.0000098387745,0.00051192],"genre_scores_gemma":[0.99284804,0.000041657342,0.000046838504,0.006125604,0.0007950043,0.00001959561,0.000018144588,0.000017063898,0.00008802663],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973922,0.00021104181,0.00074514566,0.000118599404,0.00070574426,0.0008273021],"domain_scores_gemma":[0.99744076,0.0010532009,0.0008735471,0.000082465755,0.00022396937,0.00032605373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030434274,0.00009742471,0.00030131225,0.00021397043,0.0006188281,0.000009057552,0.0001670561,0.00015343426,0.000025282194],"category_scores_gemma":[0.001051522,0.00008468046,0.000039338618,0.0010624349,0.00001865801,0.00010304503,0.000025917972,0.0007214676,0.0000014206089],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005984017,0.0000016866603,0.9752662,0.000054345877,0.000013345051,0.0000073853957,0.0020101632,0.00029156078,9.168144e-7,0.0002162373,0.007464353,0.0146677755],"study_design_scores_gemma":[0.0004942559,0.000009485737,0.9610441,0.0028348127,0.000012848025,0.0000010453484,0.026259122,0.0017657725,0.000002005884,0.00039536817,0.007080057,0.000101134916],"about_ca_topic_score_codex":0.44670525,"about_ca_topic_score_gemma":0.93315417,"teacher_disagreement_score":0.4864489,"about_ca_system_score_codex":0.0018245289,"about_ca_system_score_gemma":0.0036316384,"threshold_uncertainty_score":0.64423704},"labels":[],"label_agreement":null},{"id":"W4323317005","doi":"10.1111/capa.12514","title":"Reforming Canada's federal health‐care funding arrangements","year":2023,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; McGill University","funders":"","keywords":"Order (exchange); Health care; Coronavirus disease 2019 (COVID-19); Pandemic; Public administration; Political science; Business; Economic growth; Public economics; Economics; Finance; Medicine; Law","score_opus":0.07540076555882627,"score_gpt":0.4160895283568502,"score_spread":0.34068876279802396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323317005","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.547572,0.00059115747,0.000037684073,0.36637264,0.005972631,0.002992638,0.00070289435,0.00072894717,0.075029396],"genre_scores_gemma":[0.9798879,0.00002505325,0.000082849,0.010598688,0.0005201746,0.00018042527,0.0018410404,0.00003874152,0.006825153],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963583,0.0002474107,0.0006849179,0.00036996973,0.000430579,0.0019088219],"domain_scores_gemma":[0.9971641,0.000095027935,0.00025696942,0.00034619824,0.00025675984,0.0018809617],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00059085723,0.00020012322,0.00025022333,0.00031783883,0.0035307198,0.00005999211,0.00025705533,0.00019066954,0.00057626894],"category_scores_gemma":[0.00026234487,0.00021985141,0.000035251,0.0009083032,0.000027320073,0.00028122,0.000039485574,0.00044271772,0.00036350955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000022008346,0.000008368175,0.10840385,0.00065616466,0.000029230878,0.00011430799,0.0028774336,0.0000018095815,0.0000045596194,0.030225145,0.83009315,0.027563969],"study_design_scores_gemma":[0.00029056243,0.000072161565,0.013861546,0.0001690822,0.0000023929183,0.0000027500341,0.028068641,0.00006669451,0.0000030362855,0.00006591604,0.957206,0.00019122797],"about_ca_topic_score_codex":0.9041222,"about_ca_topic_score_gemma":0.99983656,"teacher_disagreement_score":0.4323159,"about_ca_system_score_codex":0.0077211396,"about_ca_system_score_gemma":0.039526973,"threshold_uncertainty_score":0.99776655},"labels":[],"label_agreement":null},{"id":"W4323345375","doi":"10.4103/njm.njm_98_22","title":"Foreign-trained early-career doctors and dynamics in Nigeria: Findings from the charting studies","year":2022,"lang":"en","type":"article","venue":"Nigerian Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Psychology; Medical education; Medicine; Pedagogy","score_opus":0.06679948924336604,"score_gpt":0.4016594429605791,"score_spread":0.33485995371721305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323345375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9545679,0.0059437966,0.000016959459,0.03649858,0.0017271582,0.00043486102,0.000020755735,0.00001613438,0.000773821],"genre_scores_gemma":[0.9936996,0.00051786035,0.00014038036,0.0041404897,0.0010979578,0.000029822038,0.000009365929,0.000026238316,0.0003382549],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9961574,0.00097334746,0.0014315456,0.00019128893,0.0006774874,0.000568914],"domain_scores_gemma":[0.9966531,0.0018971413,0.0007892351,0.00021304227,0.00023690317,0.00021059236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004493535,0.00019273083,0.000720463,0.00016952101,0.0011041416,0.000006871231,0.0003667365,0.00008877585,0.00087170757],"category_scores_gemma":[0.0017233754,0.00012090781,0.000053728276,0.00042619935,0.0002532219,0.00011959571,0.00023711713,0.0015520059,0.0000042580673],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030977494,0.000022114013,0.8991279,0.00007491154,0.00009566911,0.00015927388,0.08188495,0.000015244343,0.00010571968,0.0011604698,0.015367537,0.0016764277],"study_design_scores_gemma":[0.0058280616,0.0010644286,0.23172447,0.0026089689,0.000075106684,0.000059499904,0.7356066,0.00014224442,0.000005568414,0.007895451,0.014776271,0.00021328943],"about_ca_topic_score_codex":0.00043918387,"about_ca_topic_score_gemma":0.00086259603,"teacher_disagreement_score":0.6674034,"about_ca_system_score_codex":0.00080388953,"about_ca_system_score_gemma":0.00018494039,"threshold_uncertainty_score":0.9544587},"labels":[],"label_agreement":null},{"id":"W4323351025","doi":"10.1093/jcag/gwac036.256","title":"A256 INCIDENCE OF CIRRHOSIS AMONG RECENT IMMIGRANTS AND REFUGEES TO ONTARIO, CANADA : A POPULATION-BASED COHORT STUDY","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; University Health Network; Queen's University","funders":"","keywords":"Immigration; Demography; Incidence (geometry); Population; Refugee; Poisson regression; Medicine; Cirrhosis; Cohort; Etiology; Geography; Environmental health; Internal medicine; Sociology","score_opus":0.01338252972181729,"score_gpt":0.3194909791169781,"score_spread":0.3061084493951608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323351025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860567,0.000005219462,0.0000010968838,0.012190364,0.0009262915,0.00071636983,0.000055902972,0.000003990142,0.000044064273],"genre_scores_gemma":[0.9973204,0.0000054940174,0.00004668944,0.0020086346,0.00004447152,0.000015020879,0.000005905708,0.000010256096,0.00054310175],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967652,0.00095580454,0.001076926,0.00012649728,0.00057470205,0.0005008443],"domain_scores_gemma":[0.99643964,0.000332961,0.0018847351,0.00019303897,0.0007749943,0.0003746137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022860537,0.000107410364,0.0005038187,0.0002929184,0.00031696368,0.0000043718455,0.0002808681,0.00011520774,0.00011828001],"category_scores_gemma":[0.0011565174,0.000090337955,0.000056413086,0.00036704866,0.000021143609,0.00005371737,0.00005180125,0.0004333089,0.000001499053],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012310389,0.000017324623,0.9761278,0.000021329122,0.00007945443,0.0000051564757,0.0009650872,0.00045512978,0.0000034011448,0.0000027287101,0.022169271,0.000030196954],"study_design_scores_gemma":[0.0007141307,0.00037352057,0.9961341,0.00021713649,0.000059652797,0.0000010825511,0.0007745512,0.000026335862,0.0000014994166,0.000020014319,0.001640936,0.000037059483],"about_ca_topic_score_codex":0.9973201,"about_ca_topic_score_gemma":0.99999136,"teacher_disagreement_score":0.020528335,"about_ca_system_score_codex":0.0067401077,"about_ca_system_score_gemma":0.0032459644,"threshold_uncertainty_score":0.9970728},"labels":[],"label_agreement":null},{"id":"W4323351435","doi":"10.1093/jcag/gwac036.102","title":"A102 INTERDISCIPLINARY TELEHEALTH REFERRAL PATHWAY AND CONSULTATIONS TO IMPROVE OUTCOMES AMONG CANADIAN OLDER ADULTS WITH LIVER CIRRHOSIS","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Dalhousie University","funders":"Pfizer Canada; Pfizer","keywords":"Medicine; Cirrhosis; Referral; Hepatology; Polypharmacy; Telehealth; Geriatric psychiatry; Liver disease; Telemedicine; Health care; Internal medicine; Family medicine","score_opus":0.01398998155753712,"score_gpt":0.32200953151297174,"score_spread":0.3080195499554346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323351435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9390036,0.000009881812,0.000004252777,0.058505766,0.0010744577,0.0007045246,0.00029131168,0.000011746713,0.00039444715],"genre_scores_gemma":[0.9921778,0.0000207877,0.00016741562,0.005482406,0.00011610888,0.000029909099,0.000010987259,0.000022748749,0.0019718693],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99699056,0.00069652346,0.0008564991,0.00017838528,0.00031579233,0.00096222234],"domain_scores_gemma":[0.996215,0.00035318945,0.0012496783,0.00020452404,0.00083378056,0.0011438327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012974796,0.00016167642,0.000489183,0.0006410101,0.0008284051,0.000012712159,0.00029896232,0.0002335134,0.00008203905],"category_scores_gemma":[0.0005882979,0.00011811346,0.000086714914,0.00038823948,0.00008028518,0.00012535207,0.00010052381,0.0007226196,0.000024977522],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016155861,0.000010495261,0.96643144,0.00005900221,0.00008687408,0.000016662267,0.007102122,0.00003126344,0.000002227624,0.00005304816,0.025770674,0.00027462846],"study_design_scores_gemma":[0.0015639638,0.00061266014,0.9898986,0.00047541826,0.000041256808,0.000009774835,0.0054222085,0.00005488287,0.000001094738,0.000047727714,0.0018075543,0.00006486323],"about_ca_topic_score_codex":0.47437596,"about_ca_topic_score_gemma":0.9974938,"teacher_disagreement_score":0.52311784,"about_ca_system_score_codex":0.0031527455,"about_ca_system_score_gemma":0.002020213,"threshold_uncertainty_score":0.824432},"labels":[],"label_agreement":null},{"id":"W4323519118","doi":"10.17118/11143/19914","title":"Healthcare federalism in an age of nation-to-nation interaction","year":2022,"lang":"fr","type":"article","venue":"Revue de droit Université de Sherbrooke","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Federalism; Health care; Political science; Economic growth; Economics; Politics; Law","score_opus":0.04200851863350897,"score_gpt":0.3415046663454599,"score_spread":0.29949614771195093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323519118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9435408,0.0019059572,0.00047926046,0.033541452,0.002400275,0.0016686203,0.00019663808,0.000098603785,0.016168382],"genre_scores_gemma":[0.9422747,0.00051043177,0.0015992232,0.0028650092,0.00036903875,0.00005574716,0.00043047586,0.000064848544,0.051830508],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99558824,0.001839208,0.00075594307,0.00049744593,0.00038286403,0.00093627156],"domain_scores_gemma":[0.99802226,0.000341931,0.00042806505,0.00043276715,0.0002495642,0.0005254051],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012438202,0.00022961324,0.000457498,0.0006274139,0.0011024378,0.000016172202,0.00043672678,0.0003945657,0.0017073732],"category_scores_gemma":[0.00012704896,0.00037478615,0.0001108879,0.0010877174,0.000048735677,0.00036591175,0.00038786675,0.0013764701,0.000079312296],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024657,0.0013666847,0.19176161,0.009173356,0.00009151516,0.001564197,0.19027936,0.07581485,0.0022616507,0.47963783,0.014020201,0.031563055],"study_design_scores_gemma":[0.002888628,0.001520095,0.057427995,0.004604734,0.00009056026,0.0001487065,0.06976213,0.013656337,0.00016986144,0.00948593,0.83950716,0.00073787617],"about_ca_topic_score_codex":0.022212187,"about_ca_topic_score_gemma":0.07956355,"teacher_disagreement_score":0.82548696,"about_ca_system_score_codex":0.024536539,"about_ca_system_score_gemma":0.0006256977,"threshold_uncertainty_score":0.9998704},"labels":[],"label_agreement":null},{"id":"W4323922440","doi":"10.1332/030557321x16764537061954","title":"The role of charitable funding in the provision of public services: the case of the English and Welsh National Health Service","year":2023,"lang":"en","type":"article","venue":"Policy & Politics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Economic and Social Research Council; Queen's University; Wellcome Trust","keywords":"Welsh; Optimal distinctiveness theory; Government (linguistics); Public relations; Pluralism (philosophy); Public administration; Service (business); Political science; Business; Marketing; Psychology; Social psychology","score_opus":0.08341175601012703,"score_gpt":0.4511423409307736,"score_spread":0.3677305849206466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323922440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9241721,0.0009657728,4.5538985e-7,0.06374035,0.00023759156,0.0014138513,0.00030059728,0.00003253842,0.009136733],"genre_scores_gemma":[0.99308527,0.00033440837,0.000016494345,0.005818331,0.0003644897,0.00007967149,0.000013755062,0.000019017418,0.00026856083],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99612576,0.0013533134,0.00089696824,0.00016673018,0.000504897,0.00095231994],"domain_scores_gemma":[0.99521637,0.0027319752,0.0006374127,0.00057701266,0.0007133053,0.00012393946],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0042174743,0.00014173125,0.0002685111,0.00014408612,0.0013945334,0.00002118808,0.00070448214,0.00012170586,0.000009024736],"category_scores_gemma":[0.0010181427,0.00006886025,0.000051358067,0.0014594246,0.00019869914,0.000118702985,0.00043101405,0.00050168147,0.0000059409344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010413726,0.000058363166,0.060066074,0.001775345,0.000017592216,0.0000010521837,0.108401395,0.000028942195,0.000013853602,0.8275792,0.0010461551,0.0010015996],"study_design_scores_gemma":[0.0011533616,0.00016004794,0.1194681,0.0017576395,0.00002823629,0.00003809504,0.576955,0.005884875,0.00010423913,0.13570519,0.15852718,0.0002180377],"about_ca_topic_score_codex":0.10156607,"about_ca_topic_score_gemma":0.02975911,"teacher_disagreement_score":0.691874,"about_ca_system_score_codex":0.00024627266,"about_ca_system_score_gemma":0.0017133902,"threshold_uncertainty_score":0.9999055},"labels":[],"label_agreement":null},{"id":"W4324130347","doi":"10.1097/js9.0000000000000312","title":"Breaking down barriers in medical education: addressing racism and discrimination","year":2023,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"License; Attribution; Medicine; Racism; Reproduction; Work (physics); Public relations; Medical education; Library science; Internet privacy; Law; Political science; Social psychology; Psychology; Engineering","score_opus":0.09739872506886275,"score_gpt":0.49161027048617295,"score_spread":0.3942115454173102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4324130347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9659452,0.00070463726,0.000049343285,0.023848632,0.0069330055,0.00009849595,0.000004693065,0.000028516579,0.0023875122],"genre_scores_gemma":[0.9949752,0.0011730832,0.000101758866,0.002260522,0.001090048,0.000011438097,0.000017232263,0.00001330418,0.00035740226],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973573,0.0003101087,0.0009978857,0.000120852754,0.0009364825,0.00027737324],"domain_scores_gemma":[0.9969846,0.00155619,0.0005501362,0.00007049453,0.0005455555,0.0002930429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026990985,0.000092051094,0.00024923173,0.00077026273,0.00016058955,0.000024384371,0.00020764642,0.00014727161,0.0008417962],"category_scores_gemma":[0.0038590243,0.000081542115,0.0000635804,0.0003370204,0.00005761577,0.00040289824,0.000095953634,0.00053429266,0.000037430636],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017174579,0.000055227298,0.73011756,0.00015077619,0.000040526655,0.0003759366,0.004821727,0.000023866867,0.000030008085,0.0019914724,0.053513393,0.20870778],"study_design_scores_gemma":[0.0010693435,0.000021417742,0.8876892,0.016189791,0.00001839188,0.00035894156,0.019155024,0.0010005271,0.000022145503,0.0063481447,0.067883044,0.00024403386],"about_ca_topic_score_codex":0.00018314904,"about_ca_topic_score_gemma":0.00011856228,"teacher_disagreement_score":0.20846374,"about_ca_system_score_codex":0.00029670305,"about_ca_system_score_gemma":0.002035522,"threshold_uncertainty_score":0.9217078},"labels":[],"label_agreement":null},{"id":"W4324141859","doi":"10.1016/j.joca.2023.01.448","title":"Disparities In Healthcare Outcome Measures Following Elective Surgery For Osteoarthritis From 2004 To 2018 In Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Medicine; Osteoarthritis; Healthcare system; Physical therapy; Family medicine; Alternative medicine; Political science","score_opus":0.04556360752292049,"score_gpt":0.33863844356057765,"score_spread":0.29307483603765716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4324141859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9833008,0.0049773105,0.00000368733,0.005725687,0.0023222351,0.0023487976,0.0006923154,0.00010800811,0.00052116846],"genre_scores_gemma":[0.99217665,0.00015374897,0.00007003376,0.003549288,0.00016351115,0.001545018,0.00027293703,0.00006451819,0.0020042958],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952156,0.00048014786,0.0012899338,0.0007289568,0.0005050274,0.0017803304],"domain_scores_gemma":[0.9973851,0.0014538614,0.0001590623,0.00036367853,0.00012752965,0.00051080744],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011076859,0.00036190535,0.0010436645,0.00030725214,0.0006573227,0.00003991058,0.00016677042,0.0003129262,0.00009892304],"category_scores_gemma":[0.0005040377,0.00040946808,0.00013098551,0.00070888904,0.00004210301,0.00021669651,0.00014130361,0.00070069724,0.00004085338],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019779759,0.000013378454,0.96968323,0.00014383039,0.000003188625,0.00024083532,0.002315004,0.000012657141,0.0001251049,0.00011900247,0.019752625,0.007393363],"study_design_scores_gemma":[0.0047367304,0.00052694447,0.8703783,0.0048861457,0.000022145889,0.0000042946717,0.009728136,0.0000061570177,0.00023920555,0.0020416125,0.106466606,0.0009637245],"about_ca_topic_score_codex":0.98689985,"about_ca_topic_score_gemma":0.9999015,"teacher_disagreement_score":0.099304914,"about_ca_system_score_codex":0.0016630726,"about_ca_system_score_gemma":0.002001692,"threshold_uncertainty_score":0.9998357},"labels":[],"label_agreement":null},{"id":"W4327683935","doi":"10.1177/23800844231158258","title":"Social Justice in Dental Research","year":2023,"lang":"en","type":"editorial","venue":"JDR Clinical & Translational Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Dental research; Social justice; Sociology; Dentistry; Criminology; Medicine","score_opus":0.6579613138019224,"score_gpt":0.7582668577408893,"score_spread":0.10030554393896696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327683935","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032845368,0.00059156545,0.000008708939,0.013043184,0.9269459,0.003869307,0.000986116,0.00026415705,0.051006526],"genre_scores_gemma":[0.005013598,0.002195659,0.00019340092,0.00015135665,0.9479873,0.0011333422,0.0022213047,0.00025698723,0.04084706],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9523684,0.02411201,0.004143482,0.0018725697,0.013084805,0.004418732],"domain_scores_gemma":[0.7651602,0.22771241,0.00031720393,0.00073741784,0.0052198432,0.00085293344],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.08783738,0.00047633474,0.0014253301,0.0015842001,0.0039457236,0.00008509151,0.0019653502,0.0067682634,0.0018237507],"category_scores_gemma":[0.06221001,0.0004787864,0.0004427704,0.004484659,0.001498002,0.00021452692,0.00077565137,0.039302815,0.018515738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014543411,0.00035701052,0.0062907725,0.0017313894,0.000047566777,0.0001253181,0.00090833794,0.00000849763,7.4961815e-7,0.0043473085,0.98091835,0.0038103433],"study_design_scores_gemma":[0.0025666826,0.00030073125,0.014382802,0.00183841,0.00003150145,1.3789614e-7,0.0016050608,0.0002186476,7.4352016e-8,0.013127942,0.9655863,0.00034168558],"about_ca_topic_score_codex":0.0027154267,"about_ca_topic_score_gemma":0.01349686,"teacher_disagreement_score":0.2036004,"about_ca_system_score_codex":0.0014055276,"about_ca_system_score_gemma":0.012794395,"threshold_uncertainty_score":0.9997664},"labels":[],"label_agreement":null},{"id":"W4327778998","doi":"10.1079/searchrxiv.2023.00157","title":"International Credential Equivalency (Scopus).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Scopus; Political science; Computer science; Computer security; MEDLINE; Law","score_opus":0.09457424984277313,"score_gpt":0.5109356853832452,"score_spread":0.41636143554047206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327778998","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12656924,0.000031978154,0.00019683222,0.00825244,0.0073735663,0.00043409158,0.000018927405,0.0010358429,0.8560871],"genre_scores_gemma":[0.49202678,0.0003333984,0.0007760431,0.0025210264,0.0016395666,0.00012315103,0.00011319073,0.000030228286,0.5024366],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982312,0.00013816809,0.00042561934,0.00022095992,0.0003615246,0.00062257575],"domain_scores_gemma":[0.99917567,0.0002211126,0.000086954,0.00023103505,0.00013163817,0.00015361476],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00046728828,0.00009736775,0.00013200169,0.00013819961,0.00045044726,0.000008888751,0.00030942526,0.00013578539,0.076904714],"category_scores_gemma":[0.00016412548,0.00008494865,0.00004771552,0.0003990423,0.000028226308,0.00012238827,0.00027483006,0.00028662878,0.031239124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035983423,0.000019119041,0.027408475,0.00007554088,0.000015202277,0.000016578106,0.0009684412,0.000009821067,0.00014545098,0.02261968,0.94375813,0.0049275625],"study_design_scores_gemma":[0.00050762703,0.000028831177,0.014860287,0.00015677341,0.0000046670457,9.012985e-7,0.0029546132,0.0006352636,0.000025064533,0.0020600646,0.97865397,0.0001119283],"about_ca_topic_score_codex":0.00045302167,"about_ca_topic_score_gemma":0.00010844155,"teacher_disagreement_score":0.36545756,"about_ca_system_score_codex":0.00013770546,"about_ca_system_score_gemma":0.00011714753,"threshold_uncertainty_score":0.96951514},"labels":[],"label_agreement":null},{"id":"W4327779075","doi":"10.1079/searchrxiv.2023.00152","title":"International Credential Equivalency (Academic Search).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Immigration; Workforce; Context (archaeology); Public relations; Health care; Healthcare system; Health professionals; Political science; Medical education; Psychology; Engineering ethics; Medicine; Engineering; Geography","score_opus":0.1500326693057081,"score_gpt":0.5380801335903118,"score_spread":0.3880474642846037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327779075","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.255037,0.0000449452,0.000589608,0.01343201,0.004961151,0.0005318632,0.000018467681,0.0011738389,0.7242111],"genre_scores_gemma":[0.6780454,0.00061872386,0.00036025036,0.0025709744,0.0017885882,0.000073570656,0.00010021017,0.000031485564,0.31641078],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997698,0.00027726332,0.0004917991,0.0002550404,0.0004939289,0.00078393763],"domain_scores_gemma":[0.9989706,0.00038371058,0.00007170838,0.000219054,0.00013917606,0.00021573197],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009899393,0.00010448989,0.00014833016,0.00017764787,0.00046999796,0.0000064871538,0.0004377711,0.000222067,0.044673815],"category_scores_gemma":[0.00021856932,0.00009360764,0.0000493951,0.00043845677,0.000043128817,0.00011649616,0.00039689025,0.00075780123,0.031113336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004893923,0.000011853611,0.0550793,0.0001415801,0.000017356486,0.000010368786,0.0016549422,0.000051202205,0.0002354222,0.050706983,0.88333124,0.008710836],"study_design_scores_gemma":[0.00060357945,0.00003651882,0.020345971,0.0002557228,0.000005219849,0.0000013435302,0.0038164943,0.0033313502,0.000039149967,0.0024281244,0.9689926,0.0001439482],"about_ca_topic_score_codex":0.00041547779,"about_ca_topic_score_gemma":0.00003979443,"teacher_disagreement_score":0.42300838,"about_ca_system_score_codex":0.00016407312,"about_ca_system_score_gemma":0.0001253033,"threshold_uncertainty_score":0.96964103},"labels":[],"label_agreement":null},{"id":"W4327786589","doi":"10.1079/searchrxiv.2023.00155","title":"International Credential Equivalency (CINAHL).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; CINAHL; Immigration; Context (archaeology); Workforce; Health care; Public relations; Healthcare system; Health professionals; Political science; Knowledge management; Engineering ethics; Medical education; Medicine; MEDLINE; Computer science; Engineering; Geography","score_opus":0.10339685453065854,"score_gpt":0.5124643276723648,"score_spread":0.4090674731417063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327786589","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12807608,0.000028859922,0.00018081021,0.008612477,0.0061403727,0.00040849647,0.00001642181,0.0010058562,0.8555306],"genre_scores_gemma":[0.5188057,0.00029511692,0.0005536118,0.0019746677,0.0013629587,0.00010356265,0.000088483896,0.00002599147,0.47678992],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982671,0.00013301214,0.00040728998,0.0002205419,0.00035129464,0.00062075106],"domain_scores_gemma":[0.99917907,0.0002159568,0.00008478531,0.00022907041,0.00013851478,0.0001526213],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00045070593,0.00009678224,0.00013126693,0.00013529004,0.00046546326,0.00000842755,0.00030789812,0.00013302361,0.07493024],"category_scores_gemma":[0.00016636809,0.00008497127,0.000047828995,0.0003899824,0.00002647399,0.000120409975,0.00028201626,0.00028575776,0.0296424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034500077,0.000018966975,0.033899155,0.00007157857,0.00001367728,0.00001665542,0.00089871587,0.000008368307,0.00010071197,0.026912272,0.9335794,0.0044460283],"study_design_scores_gemma":[0.0005008233,0.000029898107,0.023205921,0.0001264898,0.000004604351,9.611347e-7,0.0030320634,0.00062151306,0.000017911103,0.002229314,0.9701234,0.00010710379],"about_ca_topic_score_codex":0.0004957805,"about_ca_topic_score_gemma":0.00012230032,"teacher_disagreement_score":0.3907296,"about_ca_system_score_codex":0.00013792426,"about_ca_system_score_gemma":0.000106365915,"threshold_uncertainty_score":0.97111315},"labels":[],"label_agreement":null},{"id":"W4327786651","doi":"10.1079/searchrxiv.2023.00156","title":"International Credential Equivalency (MEDLINE (R) ALL).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Workforce; Context (archaeology); Health care; Immigration; Healthcare system; Health professionals; Public relations; Political science; MEDLINE; Medical education; Engineering ethics; Psychology; Medicine; Engineering; Law","score_opus":0.11999643791964446,"score_gpt":0.519161601842483,"score_spread":0.3991651639228385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327786651","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14402941,0.000051906853,0.00026842966,0.02351452,0.008032695,0.00061122153,0.00003527805,0.0013445423,0.822112],"genre_scores_gemma":[0.43628985,0.0007167064,0.0014405724,0.0064795464,0.0026293322,0.00016277937,0.0003742892,0.00004503454,0.5518619],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979793,0.00014209807,0.00051073043,0.0002500342,0.00041723432,0.00070063974],"domain_scores_gemma":[0.99903715,0.0002649845,0.0001035085,0.00025129126,0.00014742113,0.00019563327],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005391785,0.000115368144,0.00015625995,0.00014159389,0.00033038663,0.000008606082,0.0003515183,0.00015719238,0.070133105],"category_scores_gemma":[0.00020467254,0.000100251644,0.00005489851,0.00034436592,0.000030255536,0.00012005524,0.00031966958,0.0003339121,0.02135698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055310644,0.000029198947,0.01457118,0.00007667684,0.00002583921,0.000021695403,0.0008585344,0.000013869503,0.00017026161,0.013546366,0.966406,0.004225063],"study_design_scores_gemma":[0.00059934036,0.00003744021,0.006735583,0.00011233428,0.000007097885,0.0000011610114,0.0019602422,0.0014384176,0.000022824022,0.0016259699,0.98734385,0.0001157633],"about_ca_topic_score_codex":0.00049366633,"about_ca_topic_score_gemma":0.0001811384,"teacher_disagreement_score":0.29226044,"about_ca_system_score_codex":0.00014979881,"about_ca_system_score_gemma":0.00010868475,"threshold_uncertainty_score":0.979405},"labels":[],"label_agreement":null},{"id":"W4327790591","doi":"10.1079/searchrxiv.2023.00158","title":"International Credential Equivalency (SPORTDiscus).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Workforce; Context (archaeology); Health care; Health professionals; Healthcare system; Immigration; Psychology; Medical education; Public relations; Political science; Knowledge management; Engineering ethics; Medicine; Computer science; Engineering","score_opus":0.08646195166332646,"score_gpt":0.503650602506872,"score_spread":0.4171886508435455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327790591","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.105871014,0.00002400975,0.0001456241,0.007838411,0.006113668,0.0004137819,0.000020767118,0.0009910527,0.87858164],"genre_scores_gemma":[0.35034138,0.00024971078,0.00042844226,0.0014902597,0.0012566511,0.000103315324,0.00013533341,0.00002531516,0.6459696],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99816465,0.00010116736,0.00047162408,0.00023653431,0.0003869928,0.0006390302],"domain_scores_gemma":[0.9992047,0.00014875825,0.000102618666,0.00024602938,0.00012963812,0.00016828821],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004807735,0.000103802886,0.00014253336,0.00013792761,0.00044951396,0.000008071314,0.0003121522,0.00013644715,0.18706335],"category_scores_gemma":[0.00012650268,0.000084910775,0.000056514924,0.0003917289,0.00003025942,0.00013048087,0.00026529,0.00027425768,0.02197454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029166084,0.000019177809,0.0417466,0.00005821105,0.000013925649,0.000022013759,0.0008840081,0.000009396438,0.00005670648,0.021286055,0.9317877,0.0040870234],"study_design_scores_gemma":[0.0004325944,0.00002053231,0.031821877,0.0001092589,0.00000495897,8.876224e-7,0.0036084843,0.00038743997,0.000010485528,0.0019077926,0.9615886,0.00010704228],"about_ca_topic_score_codex":0.0004492629,"about_ca_topic_score_gemma":0.00015004378,"teacher_disagreement_score":0.24447036,"about_ca_system_score_codex":0.0001290127,"about_ca_system_score_gemma":0.00012356469,"threshold_uncertainty_score":0.97878695},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W4327790592","doi":"10.1079/searchrxiv.2023.00154","title":"International Credential Equivalency (Business Source Complete).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; Immigration; Context (archaeology); Workforce; Health care; Public relations; Healthcare system; Health professionals; Political science; Knowledge management; Medical education; Engineering ethics; Medicine; Computer science; Engineering","score_opus":0.11844701772734711,"score_gpt":0.47030351238388934,"score_spread":0.35185649465654223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327790592","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18598652,0.000044856966,0.0036917063,0.020009724,0.009255884,0.0008527347,0.000057255234,0.001952619,0.7781487],"genre_scores_gemma":[0.527932,0.00022291976,0.00087101135,0.0032086957,0.0021673974,0.00013733971,0.00032682152,0.000055412525,0.4650784],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99780387,0.00017925118,0.00052861037,0.00028659476,0.0004554207,0.0007462493],"domain_scores_gemma":[0.99875456,0.0003185591,0.00012474794,0.00028882732,0.00034160528,0.00017171487],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00045901604,0.00013898833,0.00019905636,0.00016965647,0.0006807033,0.00001574114,0.00042962076,0.00015098433,0.050352097],"category_scores_gemma":[0.00022512583,0.00012481077,0.000049873983,0.00074222777,0.000050632443,0.00013799944,0.0004286421,0.00031397337,0.022687534],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067770336,0.0000404374,0.03744388,0.00020397545,0.00002629047,0.000016561155,0.0014314494,0.000112605194,0.00026231576,0.01123084,0.9429095,0.0062544206],"study_design_scores_gemma":[0.00057754794,0.000014253816,0.052226305,0.0001805705,0.000005929444,0.0000016455132,0.002261872,0.001685521,0.0000040584223,0.0006959234,0.9422126,0.00013378171],"about_ca_topic_score_codex":0.0012534249,"about_ca_topic_score_gemma":0.00019648646,"teacher_disagreement_score":0.34194547,"about_ca_system_score_codex":0.00014807138,"about_ca_system_score_gemma":0.00013350838,"threshold_uncertainty_score":0.9780734},"labels":[],"label_agreement":null},{"id":"W4327790614","doi":"10.1079/searchrxiv.2023.00153","title":"International Credential Equivalency (APA PsycInfo).","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Credential; PsycINFO; Context (archaeology); Workforce; Health care; Healthcare system; Immigration; Public relations; Psychology; Political science; Medical education; MEDLINE; Medicine","score_opus":0.09777857321091898,"score_gpt":0.5156842595249772,"score_spread":0.4179056863140582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327790614","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10238789,0.00003154887,0.00020133032,0.009980068,0.007700641,0.0004788748,0.000022537377,0.0010305995,0.8781665],"genre_scores_gemma":[0.46860245,0.000422893,0.0008332951,0.0032685134,0.0018466479,0.0001417093,0.00013252991,0.000035038574,0.5247169],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979973,0.00012936554,0.00051117915,0.00024623817,0.00041828846,0.0006976312],"domain_scores_gemma":[0.99903774,0.00023102229,0.00010829501,0.0002770486,0.00016014552,0.00018572471],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000497274,0.00011701342,0.00015441533,0.00015994998,0.00050158135,0.000010963417,0.000363687,0.0001608202,0.07788577],"category_scores_gemma":[0.00016644014,0.00010315238,0.000059172697,0.00043914793,0.000032856944,0.00015027005,0.00027491827,0.00033413578,0.031531323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003948019,0.000020373336,0.029788094,0.00007534996,0.000016718537,0.000012053935,0.001012046,0.000010418723,0.00009114383,0.025706995,0.93817306,0.005054251],"study_design_scores_gemma":[0.00061915204,0.000032557135,0.01985703,0.0001502971,0.0000055966993,0.000001170985,0.00307137,0.00063788885,0.000018028153,0.0022411407,0.9732379,0.00012790256],"about_ca_topic_score_codex":0.00053487584,"about_ca_topic_score_gemma":0.00015531683,"teacher_disagreement_score":0.36621457,"about_ca_system_score_codex":0.00014350016,"about_ca_system_score_gemma":0.00012768789,"threshold_uncertainty_score":0.9692227},"labels":[],"label_agreement":null},{"id":"W4328023032","doi":"10.1177/11786329231163006","title":"Journey Through the Fractalization of Multilevel Governance: Levers for Adapt Healthcare Organizations Toward Migrant Populations in Canada","year":2023,"lang":"en","type":"article","venue":"Health Services Insights","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; Institut National de Santé Publique du Québec; Université de Montréal; École Nationale d'Administration Publique","funders":"Fonds de Recherche du Québec - Santé","keywords":"Corporate governance; Health care; Healthcare system; Multilevel model; Healthcare policy; Political science; Sociology; Business; Health policy; Health care reform; Computer science; Law","score_opus":0.1104907558340832,"score_gpt":0.42894419757971564,"score_spread":0.31845344174563245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328023032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76151574,0.010168008,0.0036085173,0.19453315,0.009472353,0.015982552,0.0028462454,0.00057018665,0.0013032515],"genre_scores_gemma":[0.980167,0.0016230133,0.0011081421,0.015404766,0.00021328991,0.00033316168,0.00076846225,0.00006504741,0.0003171249],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956188,0.000593439,0.0017057159,0.00040986188,0.0006333735,0.0010387955],"domain_scores_gemma":[0.9964311,0.00078083604,0.0011847818,0.0005321625,0.0008122659,0.00025883844],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00043595213,0.00026498438,0.0005729254,0.00011351533,0.0016760918,0.000009570626,0.00046290574,0.00020786125,0.0000920032],"category_scores_gemma":[0.00014117426,0.0002088904,0.000050784438,0.0023284566,0.000037005964,0.00030608222,0.00011847999,0.0004423458,0.000026971164],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030728345,0.00019419023,0.22434084,0.024153534,0.00006667092,0.000013062957,0.50453377,0.023426287,0.000016364851,0.10104393,0.11961822,0.0022858607],"study_design_scores_gemma":[0.002434686,0.00016032082,0.3340083,0.0056621223,0.000026743723,0.0000028698946,0.1422889,0.040695142,0.000014903153,0.0077846036,0.46645948,0.00046193824],"about_ca_topic_score_codex":0.9746603,"about_ca_topic_score_gemma":0.995166,"teacher_disagreement_score":0.36224484,"about_ca_system_score_codex":0.002110631,"about_ca_system_score_gemma":0.0075647268,"threshold_uncertainty_score":0.9996236},"labels":[],"label_agreement":null},{"id":"W4353096520","doi":"10.1016/j.refiri.2023.100293","title":"Intégration professionnelle des infirmières formées à l’étranger dans les milieux de santé canadiens : une recension des écrits relatifs aux défis rencontrés et aux pratiques efficaces","year":2023,"lang":"fr","type":"article","venue":"Revue Francophone Internationale de Recherche Infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Francophone University Association; University of Ottawa","funders":"Consortium national de formation en santé, Volet Université d'Ottawa","keywords":"Humanities; Political science; Sociology; Art","score_opus":0.17061316160288623,"score_gpt":0.4575470621536211,"score_spread":0.28693390055073487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4353096520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89534795,0.023603704,0.004314107,0.058724362,0.0040929765,0.002666442,0.0005227163,0.0008606928,0.009867055],"genre_scores_gemma":[0.7273523,0.12009722,0.04389229,0.0017695095,0.0029361476,0.0011697548,0.00091947755,0.0003947602,0.1014685],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.98385096,0.009143501,0.002462705,0.0012089629,0.0008562839,0.0024776098],"domain_scores_gemma":[0.98282546,0.0119857825,0.0010520556,0.00092644925,0.002241792,0.00096847565],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.009689782,0.0010116427,0.0011997574,0.0008103552,0.0024118815,0.000134405,0.0010016682,0.0035397708,0.0012789932],"category_scores_gemma":[0.017173458,0.0010581869,0.0004068818,0.0037296917,0.0008824912,0.0011773299,0.00045826618,0.0050822673,0.00081452343],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000852201,0.0007083864,0.23812646,0.010401307,0.00047213776,0.00038763098,0.40788302,0.005335131,0.006293655,0.011944799,0.11690588,0.20068939],"study_design_scores_gemma":[0.0031978015,0.00075835775,0.50411475,0.06563596,0.00024753803,0.00032695415,0.102193415,0.030641763,0.003090212,0.058496173,0.22936557,0.0019314911],"about_ca_topic_score_codex":0.2284414,"about_ca_topic_score_gemma":0.6755679,"teacher_disagreement_score":0.4471265,"about_ca_system_score_codex":0.008868411,"about_ca_system_score_gemma":0.00603539,"threshold_uncertainty_score":0.99996346},"labels":[],"label_agreement":null},{"id":"W4360598439","doi":"10.59158/001c.71216","title":"A Snapshot of the Counselling and Psychotherapy Workforce in Australia in 2020: Underutilised and Poorly Remunerated, Yet Highly Qualified and Desperately Needed","year":2021,"lang":"en","type":"article","venue":"Psychotherapy and Counselling Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Quarter (Canadian coin); Mental health; Economic shortage; Demographics; Government (linguistics); Medicine; Service delivery framework; Nursing; Psychology; Business; Political science; Service (business); Geography; Psychiatry; Sociology; Marketing","score_opus":0.09984839171213734,"score_gpt":0.4343405860343464,"score_spread":0.33449219432220906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360598439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751341,0.019897513,0.00024659515,0.0034563604,0.00066190714,0.0005381791,0.000015162227,0.000009156997,0.000041041723],"genre_scores_gemma":[0.76118034,0.23609655,0.0006471108,0.0007851759,0.0001176674,0.000008921377,0.0000034277436,0.00003344214,0.0011273832],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9958542,0.00093315827,0.0016773905,0.0004434311,0.00043433858,0.00065747165],"domain_scores_gemma":[0.99768126,0.0006029204,0.00082072074,0.0002874675,0.00033938175,0.0002682344],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001868624,0.0003763857,0.00085414894,0.00021114461,0.00029923214,0.000083283754,0.0002037246,0.0004226158,0.00028923483],"category_scores_gemma":[0.000012114728,0.00029603005,0.00007327267,0.00081909477,0.00028859323,0.00024186277,0.0000029832026,0.0012307212,0.0000011931132],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.029621992,0.0020721073,0.43391964,0.004282301,0.0011093438,0.0005654547,0.29884607,0.001838188,0.16209061,0.034277868,0.01942365,0.011952785],"study_design_scores_gemma":[0.092298605,0.0053947344,0.15953617,0.0634992,0.0006397758,0.0017979285,0.0666463,0.003817711,0.014151232,0.49242327,0.094969,0.004826072],"about_ca_topic_score_codex":0.0004665568,"about_ca_topic_score_gemma":0.002050549,"teacher_disagreement_score":0.4581454,"about_ca_system_score_codex":0.000045681067,"about_ca_system_score_gemma":0.00015476023,"threshold_uncertainty_score":0.99994916},"labels":[],"label_agreement":null},{"id":"W4360915027","doi":"10.4103/cjrm.cjrm_51_22","title":"Staffing rural emergency departments in Ontario: The who, what and where","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; Queen's University; Lakehead University; NOSM University","funders":"","keywords":"Staffing; Medicine; Workforce; Family medicine; Health care; Population; Nursing; Medical emergency; Environmental health","score_opus":0.046722742331498514,"score_gpt":0.3884393753215611,"score_spread":0.34171663299006255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360915027","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9442713,0.010417361,9.431759e-7,0.040100973,0.003801475,0.00037178607,0.0000032707,0.000009520654,0.0010233736],"genre_scores_gemma":[0.98666507,0.005174501,0.0000106716925,0.0013752978,0.0004954434,0.000010844002,0.000007779013,0.000018863038,0.0062415362],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976887,0.0002681314,0.00086816633,0.00007785038,0.000285522,0.00081163825],"domain_scores_gemma":[0.99819237,0.00022295558,0.00032602643,0.00016395477,0.00017806415,0.00091661664],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011709612,0.00014972678,0.0003806154,0.00030701194,0.0005569308,0.000012437406,0.00025033084,0.00011258173,0.0024852578],"category_scores_gemma":[0.00026481238,0.00009313444,0.000034717465,0.0004982333,0.00011156055,0.00034170787,0.000028920975,0.00097491883,0.00005641832],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031078223,0.0000022816744,0.8260443,0.00006843063,0.000018737393,0.00017534335,0.02150195,0.000013670133,0.000007366913,0.00022622778,0.14724164,0.0046689324],"study_design_scores_gemma":[0.0013719134,0.0002857835,0.6323199,0.0056848917,0.00003027493,0.000051277104,0.18981156,0.000026801796,5.13645e-7,0.0013223778,0.1689733,0.000121362886],"about_ca_topic_score_codex":0.60724586,"about_ca_topic_score_gemma":0.99255496,"teacher_disagreement_score":0.3853091,"about_ca_system_score_codex":0.00076974515,"about_ca_system_score_gemma":0.0014801619,"threshold_uncertainty_score":0.9984266},"labels":[],"label_agreement":null},{"id":"W4360915063","doi":"10.4103/cjrm.cjrm_4_23","title":"President's Message – A national advanced skills and training program for rural practice","year":2023,"lang":"en","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Computer science; Medicine; Geography","score_opus":0.03393697991172583,"score_gpt":0.46569443735243654,"score_spread":0.4317574574407107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360915063","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012465506,0.0070925197,0.000018916095,0.023943655,0.96189016,0.0027122223,0.0005110589,0.000072405994,0.0025125],"genre_scores_gemma":[0.004163049,0.0026866705,0.002317552,0.0015635235,0.97753996,0.00041503197,0.00067086937,0.000195619,0.010447708],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99479926,0.000484286,0.0017481367,0.00022611282,0.0013949538,0.001347229],"domain_scores_gemma":[0.97837293,0.013352069,0.0021171905,0.0001952794,0.003909779,0.0020527483],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0037564978,0.00042207722,0.0012043605,0.00065516465,0.00088803645,0.00003256452,0.00046993946,0.00095618883,0.00021406291],"category_scores_gemma":[0.060848642,0.00034168607,0.00012566168,0.00042142966,0.00029689024,0.00044197138,0.00003542197,0.0026483524,0.000017304625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017596335,0.000012495019,0.00006720103,0.0007134658,0.00012554774,0.00011227502,0.006199958,0.000006615342,0.0000017418234,0.00022639628,0.9721756,0.02018272],"study_design_scores_gemma":[0.0035557337,0.0013592622,0.00031960334,0.014750546,0.00024745002,0.00004571378,0.032498196,0.00000928192,1.5017926e-7,0.0010738276,0.94588596,0.00025428968],"about_ca_topic_score_codex":0.009223907,"about_ca_topic_score_gemma":0.03636704,"teacher_disagreement_score":0.057092145,"about_ca_system_score_codex":0.0013708634,"about_ca_system_score_gemma":0.013912368,"threshold_uncertainty_score":0.9999035},"labels":[],"label_agreement":null},{"id":"W4360915452","doi":"10.4103/cjrm.cjrm_80_22","title":"Pan-Canadian physician licensure will improve access to care for rural, remote and Indigenous communities across Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta; Memorial University of Newfoundland; McMaster University","funders":"","keywords":"Licensure; Indigenous; Nursing; Geography; Medicine; Business","score_opus":0.04450506526189345,"score_gpt":0.4124335475098391,"score_spread":0.36792848224794567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360915452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94949496,0.0037214672,0.000005276879,0.03979519,0.003821531,0.0016135579,0.0009913599,0.000023143883,0.0005335407],"genre_scores_gemma":[0.9768164,0.00038133268,0.000044480068,0.020356854,0.0014504867,0.000023403702,0.00013210937,0.000060048187,0.0007348786],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9964239,0.00021836931,0.00088744087,0.00012556874,0.0003682173,0.0019765168],"domain_scores_gemma":[0.9936283,0.0005620253,0.00042931462,0.0003716548,0.0012239094,0.0037847545],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00071658305,0.0003049964,0.00076714676,0.00035710898,0.0029238714,0.00004398398,0.0007697137,0.0002247028,0.000094571515],"category_scores_gemma":[0.00044143983,0.00025627937,0.000058528,0.000750694,0.00019552269,0.00027621785,0.00006324629,0.0009421326,0.00001319999],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017366643,0.0000038972944,0.091163866,0.0015783824,0.00014858355,0.00040461007,0.3303322,0.00006641631,0.000056237128,0.000103884566,0.36784464,0.20812362],"study_design_scores_gemma":[0.0011134082,0.000505593,0.06359561,0.0035633242,0.00004451829,0.000024965928,0.51449233,0.000018072844,0.000005286656,0.00013534502,0.41625473,0.0002468425],"about_ca_topic_score_codex":0.99903417,"about_ca_topic_score_gemma":0.9999601,"teacher_disagreement_score":0.20787677,"about_ca_system_score_codex":0.0024563621,"about_ca_system_score_gemma":0.011093232,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W4362458183","doi":"10.1177/08404704231165727","title":"Barriers to international physician recruitment in Nova Scotia, Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority; Trillium Health Centre","funders":"","keywords":"Nova scotia; Staffing; Pandemic; Legislature; Health care; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Family medicine; Nursing; Geography","score_opus":0.07623772477894733,"score_gpt":0.43670318928997515,"score_spread":0.3604654645110278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362458183","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19969247,0.00017695551,0.000050301773,0.6441823,0.0153718535,0.0107494285,0.00022959163,0.0005768881,0.1289702],"genre_scores_gemma":[0.86216056,0.00013143194,0.00036106657,0.12139611,0.00028562616,0.0008785909,0.00020147793,0.00006192953,0.014523217],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99569553,0.00030218714,0.00084445096,0.0005823559,0.0007810318,0.0017944332],"domain_scores_gemma":[0.998245,0.00012182301,0.00016652611,0.0005288381,0.00012747833,0.0008103224],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00075688184,0.00025196857,0.00033712055,0.00046196312,0.0004963066,0.0000135909595,0.00052832835,0.0001586044,0.000748963],"category_scores_gemma":[0.00008560842,0.000269731,0.00004579546,0.0015321905,0.000018517405,0.0000968065,0.0006022985,0.0006467973,0.0019214546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008556345,0.000017100743,0.2446005,0.0006413541,0.000035598485,0.00015013327,0.0011839016,0.00028636187,0.0000010268103,0.019384153,0.7019647,0.031649653],"study_design_scores_gemma":[0.0006943519,0.00006413474,0.079022154,0.0010686378,0.0000050610893,2.5232748e-7,0.039819527,0.00022715729,0.0000028424984,0.0006733118,0.87817657,0.00024602417],"about_ca_topic_score_codex":0.79408956,"about_ca_topic_score_gemma":0.9843028,"teacher_disagreement_score":0.6624681,"about_ca_system_score_codex":0.0032215193,"about_ca_system_score_gemma":0.0008987626,"threshold_uncertainty_score":0.9999755},"labels":[],"label_agreement":null},{"id":"W4362521241","doi":"10.1503/cmaj.230368","title":"Correction to “Physician workforce planning and boom–bust economic cycles: a retrospective on the Barer–Stoddart report”","year":2023,"lang":"en","type":"erratum","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bust; Boom; Workforce; Medicine; Computer science; Data science; Political science; Engineering; Law","score_opus":0.027930451341062455,"score_gpt":0.370960889867237,"score_spread":0.34303043852617454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362521241","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010231412,0.0009301424,0.000043052143,0.2076447,0.3269529,0.002309186,0.0004076036,0.00029389941,0.4511871],"genre_scores_gemma":[0.013323299,0.001145237,0.000027973601,0.1074309,0.065810055,0.00023964369,0.0003991243,0.0002950427,0.8113287],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99359393,0.0010800575,0.0014207347,0.00059691124,0.0016873672,0.0016209759],"domain_scores_gemma":[0.9927651,0.001889852,0.0015307936,0.00037955947,0.00051146705,0.0029232162],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0052546156,0.00042354284,0.0007917115,0.00046778208,0.0031596434,0.00014782292,0.000475245,0.0017955166,0.0018117274],"category_scores_gemma":[0.010121288,0.00035465445,0.00016820474,0.000495788,0.00006830115,0.00011882227,0.00008861174,0.01013902,0.0024509795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001710093,0.0000051096767,0.020454044,0.000023846851,0.00008760395,0.00050818553,0.0018211396,0.000032403503,3.5171848e-8,0.00025315039,0.974434,0.002363352],"study_design_scores_gemma":[0.00026385533,0.00010575405,0.046578016,0.005680038,0.000040844985,0.000091551956,0.0070367795,0.00037898388,8.0198284e-8,0.00039544646,0.9391225,0.0003061727],"about_ca_topic_score_codex":0.018596163,"about_ca_topic_score_gemma":0.18432102,"teacher_disagreement_score":0.36014163,"about_ca_system_score_codex":0.016577238,"about_ca_system_score_gemma":0.011682775,"threshold_uncertainty_score":0.99989057},"labels":[],"label_agreement":null},{"id":"W4362633917","doi":"10.30770/2572-1852-109.1.44","title":"International Briefs","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06798750961749148,"score_gpt":0.5082043178790581,"score_spread":0.4402168082615666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362633917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7532697,0.000178121,0.004108677,0.19946769,0.012447824,0.00030303388,0.000004382578,0.00014967803,0.03007094],"genre_scores_gemma":[0.98608035,0.0007578544,0.0005008811,0.0022246442,0.0042375196,0.0000048577467,0.00001986076,0.000016145785,0.0061579165],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996807,0.0002249805,0.0008181587,0.00007170931,0.0018297377,0.00024841866],"domain_scores_gemma":[0.99821806,0.0005276448,0.00049050414,0.00009137285,0.00037405101,0.00029836694],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031185232,0.000058259142,0.00016872701,0.00018421191,0.00015532342,0.0000056853105,0.00029276297,0.00023568698,0.0056682],"category_scores_gemma":[0.0026106292,0.000044733428,0.00006149185,0.00033931193,0.000036509144,0.00014792594,0.000074879004,0.00055764744,0.0005753538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017292197,0.00004472249,0.039670996,0.00009944803,0.000045556648,0.000081781094,0.0018076464,0.00014457479,0.000099514415,0.0217732,0.84514856,0.09091107],"study_design_scores_gemma":[0.0009758913,0.000055572305,0.16585185,0.00090858975,0.000007956213,0.000021717911,0.00084485323,0.0044700974,0.0000073912697,0.006713763,0.82009274,0.00004957468],"about_ca_topic_score_codex":0.000027969967,"about_ca_topic_score_gemma":0.000012636767,"teacher_disagreement_score":0.23281066,"about_ca_system_score_codex":0.00018258345,"about_ca_system_score_gemma":0.00037361993,"threshold_uncertainty_score":0.99524075},"labels":[],"label_agreement":null},{"id":"W4362637293","doi":"10.30770/2572-1852-109.1.22","title":"Models in Professional Regulation: Choices for Atlantic Canada?","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Jurisdiction; Political science; Health care; Commonwealth; Modernization theory; State (computer science); Professional association; Public administration; Public relations; Business; Law; Computer science","score_opus":0.07426212364282538,"score_gpt":0.4615129664382158,"score_spread":0.38725084279539046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362637293","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92355466,0.00029884026,0.002553643,0.06481861,0.006422419,0.0011089089,0.000008788377,0.00004940009,0.0011847087],"genre_scores_gemma":[0.9921738,0.00011103991,0.00038120028,0.00087675225,0.0014471458,0.000038284616,0.000050286122,0.000018815954,0.004902694],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99581945,0.00034924975,0.0013156689,0.00013855418,0.001903729,0.00047336586],"domain_scores_gemma":[0.9968352,0.0015525373,0.00070862763,0.00012790004,0.00043235513,0.0003434023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036808231,0.00010832683,0.0003443569,0.00024221055,0.00027833934,0.000005225169,0.00025290655,0.00033370132,0.00057638006],"category_scores_gemma":[0.0015697235,0.00008313837,0.00005920831,0.000596777,0.00003280644,0.00024030733,0.000053244792,0.00057828234,0.000013033345],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00094195514,0.0001178062,0.09785011,0.0013514434,0.000046731173,0.00007225357,0.0023900256,0.013540787,0.000058382993,0.06912558,0.7985555,0.015949445],"study_design_scores_gemma":[0.003787162,0.00012499222,0.5001829,0.0058375266,0.000024230261,0.00001792081,0.0019019055,0.24565032,0.00000787094,0.06034859,0.18192796,0.0001885772],"about_ca_topic_score_codex":0.026627373,"about_ca_topic_score_gemma":0.20362364,"teacher_disagreement_score":0.6166275,"about_ca_system_score_codex":0.0005766116,"about_ca_system_score_gemma":0.0037809843,"threshold_uncertainty_score":0.9798544},"labels":[],"label_agreement":null},{"id":"W4362712216","doi":"10.1590/1980-265x-tce-2022-0263en","title":"CANADIAN-BRAZILIAN INSIGHTS FOR TRANSCULTURAL NURSING: AN EXPLORATION OF COMMUNITY HEALTH NURSING CONTEXTS","year":2023,"lang":"en","type":"article","venue":"Texto & Contexto - Enfermagem","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"SickKids Foundation; Toronto Metropolitan University; University of Toronto","funders":"","keywords":"Nursing; Community health; Participant observation; Thematic analysis; Health care; Scope of practice; Nursing research; Harmony (color); Sociology; Medicine; Qualitative research; Political science; Public health; Social science","score_opus":0.6058649048798421,"score_gpt":0.5938027239205881,"score_spread":0.012062180959254043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362712216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9213519,0.0015783388,0.0036964011,0.030363142,0.003254578,0.009510847,0.0007432107,0.0014180153,0.028083537],"genre_scores_gemma":[0.9891914,0.000105077,0.0004045393,0.004446853,0.00031803863,0.00043041934,0.0015473656,0.00010675221,0.0034495157],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99318105,0.0024293303,0.0016733645,0.00046307035,0.00045035468,0.001802825],"domain_scores_gemma":[0.9956974,0.0007089127,0.0005900463,0.001002897,0.00076443324,0.0012363131],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0018095268,0.0004757521,0.0009891674,0.0005055246,0.0035905926,0.000039803956,0.0006785103,0.0004344841,0.00027634087],"category_scores_gemma":[0.00024667784,0.00046224397,0.00020124363,0.0009778526,0.00031184772,0.0015143548,0.00003215567,0.0011692637,0.00028724567],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006134027,0.00052575173,0.001621775,0.0010825787,0.00006300221,0.000009107185,0.49194682,0.00011774227,0.0007684004,0.05478063,0.20355165,0.24491915],"study_design_scores_gemma":[0.011574612,0.0036456103,0.09257272,0.012478837,0.00019810666,0.000012661117,0.43396705,0.003753246,0.0004985678,0.056039352,0.3832001,0.002059133],"about_ca_topic_score_codex":0.17909396,"about_ca_topic_score_gemma":0.6317211,"teacher_disagreement_score":0.4526271,"about_ca_system_score_codex":0.0022201918,"about_ca_system_score_gemma":0.0020329433,"threshold_uncertainty_score":0.9997829},"labels":[],"label_agreement":null},{"id":"W4363651485","doi":"10.1177/17151635231169606","title":"Full scope of practice is vital for rural health care: Student experience in Peace River","year":2023,"lang":"en","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Scope of practice; Nursing; Health care; Psychology; Sociology; Medicine; Political science; Computer science","score_opus":0.07577664937264991,"score_gpt":0.47392292583264606,"score_spread":0.3981462764599961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4363651485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97995776,0.0073780175,0.000035188914,0.002153812,0.005264607,0.0024454517,0.001363687,0.000053378128,0.0013480933],"genre_scores_gemma":[0.9718494,0.014697557,0.0004923532,0.011163389,0.0006148555,0.00018927532,0.00006610089,0.00007562668,0.0008514752],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994086,0.00071688986,0.0015461545,0.00046470625,0.00076606503,0.0024201619],"domain_scores_gemma":[0.9940816,0.0007031399,0.00088000967,0.00034516968,0.0012636379,0.0027264114],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016711388,0.0003961816,0.0006901291,0.00058158085,0.001838434,0.00004431507,0.0008570132,0.000117448144,0.0005211231],"category_scores_gemma":[0.0005749272,0.00043040546,0.00013998992,0.0015550063,0.00021720941,0.0005727747,0.00011643788,0.0011544118,0.00004470316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001275244,0.00012200707,0.014554595,0.0030929183,0.00018938302,0.01655303,0.36300007,0.0013519024,0.0006718572,0.0002053538,0.54222524,0.056758374],"study_design_scores_gemma":[0.008343273,0.00049845706,0.0006451472,0.00083127845,0.000106474596,0.02454936,0.02488761,0.00088582205,0.0004282218,0.000047024892,0.9376525,0.0011247826],"about_ca_topic_score_codex":0.19869642,"about_ca_topic_score_gemma":0.3674282,"teacher_disagreement_score":0.3954273,"about_ca_system_score_codex":0.009313486,"about_ca_system_score_gemma":0.014884834,"threshold_uncertainty_score":0.99981475},"labels":[],"label_agreement":null},{"id":"W4366212859","doi":"10.1503/cmaj.1096047","title":"Ontario, Quebec and Alberta lead record family medicine residency vacancies","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Matching (statistics); Medicine; Service (business); Residency training; Medical education; Business; Pathology","score_opus":0.04049369860978972,"score_gpt":0.3747385913782865,"score_spread":0.3342448927684968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366212859","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5763244,0.0005625411,0.0000074198992,0.32988524,0.004857309,0.00037104788,0.0000129719865,0.00007112264,0.08790793],"genre_scores_gemma":[0.19648904,0.0041077235,0.00021342603,0.10941176,0.0094194,0.000083592175,0.00007720206,0.000082092716,0.68011576],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99534667,0.0007379814,0.0009920975,0.00024009096,0.0013956076,0.0012875696],"domain_scores_gemma":[0.99440414,0.0017808437,0.00042654277,0.00015465268,0.00051018933,0.002723638],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004139897,0.00017538674,0.00042207915,0.00033158972,0.0015376395,0.00002598877,0.00027096947,0.00073268235,0.016261943],"category_scores_gemma":[0.0068736295,0.00015088766,0.000048601414,0.00059227395,0.00008400535,0.0001926504,0.000047950005,0.0024178762,0.001779296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000067090414,0.0000019871295,0.33411437,0.000021413744,0.000020334825,0.000105082254,0.0039130263,1.8008602e-7,0.0000010913532,0.0007076329,0.6501441,0.010964055],"study_design_scores_gemma":[0.00057197275,0.00004497874,0.31274492,0.0006244702,0.000013201282,0.000014777951,0.0077106687,0.00002528389,6.4755845e-8,0.0010920882,0.67705786,0.000099737226],"about_ca_topic_score_codex":0.9800145,"about_ca_topic_score_gemma":0.999523,"teacher_disagreement_score":0.59220785,"about_ca_system_score_codex":0.005426771,"about_ca_system_score_gemma":0.016202072,"threshold_uncertainty_score":0.9998836},"labels":[],"label_agreement":null},{"id":"W4366318371","doi":"10.5114/fmpcr.2023.125494","title":"The role of Community Health Centres (CHCs) in promoting the provision of Primary Health Care services in Rural Areas","year":2023,"lang":"en","type":"article","venue":"Family Medicine & Primary Care Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Community health; Primary health care; Primary care; Health care; Rural health; Family medicine; Environmental medicine; Traditional medicine; Rural area; Alternative medicine; Nursing; Environmental health; Public health; Population; Economic growth","score_opus":0.040876978731069984,"score_gpt":0.4203094735427454,"score_spread":0.3794324948116754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366318371","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22544639,0.7438878,3.0665524e-7,0.018492136,0.0003453813,0.006378952,0.00006353267,0.00009088408,0.005294652],"genre_scores_gemma":[0.3831313,0.5894638,0.000053947966,0.025514381,0.00017143332,0.00041283973,0.0011466586,0.000062269835,0.000043414846],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.98694676,0.0075265956,0.0030310943,0.00029553883,0.0009957902,0.0012041936],"domain_scores_gemma":[0.9939537,0.0022381523,0.0017631964,0.0012990054,0.00049427163,0.0002516828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0076905587,0.000372712,0.001913556,0.00019704647,0.0011032553,0.0000043388036,0.0010975063,0.00014921746,0.000014700871],"category_scores_gemma":[0.00039109998,0.00020939654,0.00012743848,0.0020468002,0.0002561178,0.00012067355,0.00067349017,0.001801654,0.00001718303],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009616331,0.00007306227,0.15279014,0.2071048,0.000014752184,0.0000028719815,0.100765765,0.000004221539,0.000020288826,0.00017053657,0.008248399,0.530709],"study_design_scores_gemma":[0.0010229254,0.00054310507,0.42072916,0.16974458,0.00002545572,0.000001439692,0.26902047,0.000009555871,0.0000015014816,0.00011509523,0.13864544,0.00014127481],"about_ca_topic_score_codex":0.06378118,"about_ca_topic_score_gemma":0.02401164,"teacher_disagreement_score":0.5305677,"about_ca_system_score_codex":0.0020385857,"about_ca_system_score_gemma":0.002885471,"threshold_uncertainty_score":0.9937976},"labels":[],"label_agreement":null},{"id":"W4366331432","doi":"10.46747/cfp.6904228_1","title":"Three-year residency","year":2023,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residency training; Medicine; Data science; Medical education; Family medicine; Computer science; Continuing education","score_opus":0.07140726264387563,"score_gpt":0.36937993298192806,"score_spread":0.2979726703380524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366331432","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017232618,0.0006336323,0.0000028884992,0.52591765,0.0055889525,0.0015553455,0.001070369,0.0004986888,0.46456012],"genre_scores_gemma":[0.000064631655,0.00010445738,0.000093580085,0.93435174,0.023041554,0.00036334837,0.0015337674,0.00039645773,0.040050432],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99338317,0.00041674674,0.0009231739,0.00100709,0.0007227257,0.003547086],"domain_scores_gemma":[0.9960413,0.00059973734,0.00041147237,0.0016057183,0.00035268735,0.0009891125],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00038884132,0.00069968693,0.0009736719,0.00069472933,0.001647232,0.000039221526,0.0011226705,0.002452845,0.00013736065],"category_scores_gemma":[0.0000793243,0.0007596784,0.0002526349,0.0011168657,0.0001486213,0.00013037046,0.00014278878,0.006821495,0.055890918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004256585,0.0000025927693,0.00023681435,0.0005055395,0.000042913707,0.00067901326,0.00012718473,9.649754e-7,0.0000013778471,0.00098391,0.99580693,0.0016085224],"study_design_scores_gemma":[0.00023681282,0.000045736317,0.0027372036,0.0020900655,0.000051919902,1.4545678e-7,0.0009364224,0.000009796454,2.2818095e-7,0.010474482,0.982763,0.0006541875],"about_ca_topic_score_codex":0.39235857,"about_ca_topic_score_gemma":0.537063,"teacher_disagreement_score":0.4245097,"about_ca_system_score_codex":0.002831258,"about_ca_system_score_gemma":0.008421608,"threshold_uncertainty_score":0.9996525},"labels":[],"label_agreement":null},{"id":"W4366331436","doi":"10.46747/cfp.6904e94","title":"Formation en habiletés techniques pendant la résidence","year":2023,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.039848877382274564,"score_gpt":0.37256259845936107,"score_spread":0.3327137210770865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366331436","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046819028,0.007552362,0.00014109048,0.08837578,0.006564023,0.0038083345,0.001476154,0.0013333666,0.8439299],"genre_scores_gemma":[0.59375614,0.0071934927,0.0019511083,0.32761672,0.00555032,0.00091248454,0.00094663637,0.00038942508,0.061683647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99420357,0.0015587554,0.00083580514,0.0005496981,0.00044933276,0.0024028376],"domain_scores_gemma":[0.9962569,0.0009575525,0.0002743477,0.0007549377,0.0002893647,0.0014668829],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014272733,0.00044847687,0.00053704117,0.00059275766,0.0012979949,0.00008096926,0.00062326784,0.00088047434,0.000084731946],"category_scores_gemma":[0.00017321313,0.00053021935,0.0001571305,0.0018344573,0.00028410036,0.0008257988,0.00014784366,0.0014712274,0.013540602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008948908,0.000022127857,0.00014483908,0.0009344051,0.000016682887,0.00017009967,0.0032416508,0.000022359387,0.00030230114,0.024978377,0.7780717,0.1920865],"study_design_scores_gemma":[0.00020244683,0.00010685228,0.007595549,0.0042966898,0.000037624897,0.000002529484,0.015592638,0.0010313853,0.00017673736,0.007236874,0.96323544,0.0004852252],"about_ca_topic_score_codex":0.18012139,"about_ca_topic_score_gemma":0.1513189,"teacher_disagreement_score":0.78224623,"about_ca_system_score_codex":0.002895774,"about_ca_system_score_gemma":0.0030727086,"threshold_uncertainty_score":0.9997149},"labels":[],"label_agreement":null},{"id":"W4366382537","doi":"10.1016/j.healthplace.2023.103026","title":"Exploring community engagement in place-based approaches in areas of poor health and disadvantage: A scoping review","year":2023,"lang":"en","type":"review","venue":"Health & Place","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Disadvantage; Indigenous; Community engagement; Inclusion (mineral); Community health; Qualitative research; Sociology; Public relations; Political science; Public health; Medicine; Nursing; Social science","score_opus":0.7209139460381649,"score_gpt":0.5594219104003532,"score_spread":0.16149203563781178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366382537","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003307839,0.9733548,0.000011651612,0.004136957,0.0004705596,0.021105785,0.00015111546,0.00020695144,0.0002313582],"genre_scores_gemma":[0.000042430205,0.9881359,0.00060228695,0.004081758,0.000094563424,0.006140743,0.00058865413,0.00018866257,0.00012502224],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.96541536,0.024712859,0.005911876,0.00092849904,0.00070669234,0.002324711],"domain_scores_gemma":[0.9855619,0.008655204,0.0034090395,0.0013211407,0.00007755093,0.0009751387],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.023029268,0.00092440547,0.006822707,0.0009281369,0.0011950532,0.000012906646,0.0006978741,0.00043301674,0.00004212185],"category_scores_gemma":[0.0019664655,0.0008655155,0.00023075982,0.0023950625,0.00013576917,0.00022731262,0.0006749057,0.006193477,0.0000818663],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000049724553,0.00017324368,0.0007604351,0.8325772,0.000015312127,0.000009993761,0.0043999343,0.000016748494,8.4483726e-10,0.00013860261,0.0013362223,0.16052258],"study_design_scores_gemma":[0.0008534072,0.00023912032,0.00009642167,0.7776158,0.000035953253,0.000003318492,0.0059547974,0.00004210395,1.051012e-8,0.000010466318,0.21477918,0.00036946297],"about_ca_topic_score_codex":0.012645948,"about_ca_topic_score_gemma":0.026476588,"teacher_disagreement_score":0.21344295,"about_ca_system_score_codex":0.003902833,"about_ca_system_score_gemma":0.013715159,"threshold_uncertainty_score":0.999921},"labels":[],"label_agreement":null},{"id":"W4366603226","doi":"10.1136/postmj/pmj-2022-142088","title":"Reimagining disability accommodations in medical education.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; MEDLINE; Medical education; Family medicine; Bioinformatics; Gerontology","score_opus":0.061510104000015414,"score_gpt":0.4397200146294452,"score_spread":0.37820991062942977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366603226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6879347,0.00043919252,0.000014989808,0.16013806,0.0044119637,0.0038115105,0.00003525428,0.00025990413,0.14295445],"genre_scores_gemma":[0.9638762,0.000015355052,0.000120257835,0.007589162,0.0002607602,0.024629496,0.000066113535,0.000014668618,0.0034279795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968928,0.0010764978,0.0005739464,0.00026585892,0.0005151526,0.00067571463],"domain_scores_gemma":[0.9985746,0.0005448388,0.000121268546,0.00038530817,0.000049616767,0.00032433335],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023909041,0.0000865555,0.00017540164,0.00007172445,0.00091896026,0.0000049566893,0.00036379823,0.000072407136,0.0058849095],"category_scores_gemma":[0.0015964207,0.00007920689,0.00002985915,0.00062705425,0.000075421056,0.000115324976,0.00043466903,0.0012893765,0.00006545318],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020322235,0.0002710433,0.7995031,0.000044659893,0.000002270278,0.0000015768283,0.0009055059,0.000014503517,2.6250651e-8,0.0062469835,0.03694472,0.15604532],"study_design_scores_gemma":[0.00028214263,0.0000037366135,0.6724314,0.000020526044,0.000002387879,0.0000016499317,0.0042661033,0.00009139857,9.2959695e-8,0.0028873598,0.31994596,0.000067243695],"about_ca_topic_score_codex":0.0022795987,"about_ca_topic_score_gemma":0.0013444946,"teacher_disagreement_score":0.28300124,"about_ca_system_score_codex":0.0011895208,"about_ca_system_score_gemma":0.0011735102,"threshold_uncertainty_score":0.99502385},"labels":[],"label_agreement":null},{"id":"W4366821889","doi":"10.1007/s11673-023-10245-8","title":"Health Disparities for Canada’s Remote and Northern Residents: Can COVID-19 Help Level the Field?","year":2023,"lang":"en","type":"review","venue":"Journal of Bioethical Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Telemedicine; Pandemic; Public health; Context (archaeology); Health equity; Medical law; 2019-20 coronavirus outbreak; Health care; Geography; Political science; Medicine; Outbreak; Nursing; Virology","score_opus":0.43924779007220527,"score_gpt":0.5764625523142816,"score_spread":0.1372147622420763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366821889","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017645296,0.7419802,0.00032878257,0.2521562,0.0034033852,0.0016341072,0.00042372974,0.000029061763,0.000026884463],"genre_scores_gemma":[0.000038953684,0.9438335,0.00026828036,0.050984435,0.0028340507,0.000040774165,0.000045826717,0.000087972316,0.0018662557],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916806,0.002701928,0.003171024,0.00038715612,0.00093379145,0.0011254746],"domain_scores_gemma":[0.97549546,0.019054582,0.003115301,0.00051581924,0.0005331641,0.00128568],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006008187,0.0004798096,0.0026567478,0.00020897058,0.0018572576,0.000043362543,0.0008394947,0.0011759562,0.00004377816],"category_scores_gemma":[0.011042754,0.00029003166,0.0003973949,0.00039228942,0.0003927284,0.000062529245,0.0003271448,0.0048413184,0.000010583385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010583655,0.000014658453,0.000306951,0.064912096,0.00020435303,0.00006677704,0.0025126059,0.0000015265275,4.8490905e-9,0.0008645414,0.6966338,0.23437685],"study_design_scores_gemma":[0.00040640828,0.00029750643,0.00014123734,0.037823115,0.00022432453,0.00007109146,0.0036184844,0.0000036493143,1.5722557e-8,0.0019267981,0.95524544,0.00024190848],"about_ca_topic_score_codex":0.78211033,"about_ca_topic_score_gemma":0.9658261,"teacher_disagreement_score":0.25861165,"about_ca_system_score_codex":0.0027283984,"about_ca_system_score_gemma":0.037814166,"threshold_uncertainty_score":0.9999552},"labels":[],"label_agreement":null},{"id":"W4366830768","doi":"10.1017/cts.2023.301","title":"232 Trauma-informed, culturally responsive clinical and translational research with African American communities","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical and Translational Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Stakeholder; Medicine; Clinical research; Community engagement; Sociocultural evolution; Translational science; Medical education; Translational research; Population; Health care; Community-based participatory research; Nursing; Psychology; Participatory action research; Public relations; Political science; Sociology","score_opus":0.40082022263074873,"score_gpt":0.6190304470576958,"score_spread":0.2182102244269471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366830768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9664828,0.00021614943,0.0000760769,0.02721475,0.000304579,0.00036652447,0.000033614528,0.0000270316,0.0052784556],"genre_scores_gemma":[0.99216974,0.0016186471,0.004760654,0.0006579037,0.0004659846,0.000008703208,0.000006858108,0.000010195208,0.00030133282],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9935003,0.001593771,0.002181998,0.00026330253,0.0017858344,0.00067479466],"domain_scores_gemma":[0.981272,0.015513755,0.000629116,0.00016892381,0.0016794428,0.0007368058],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.017915528,0.0001537986,0.0006343659,0.00036070938,0.0018614297,0.000053612715,0.00044684272,0.00014518024,0.00008617546],"category_scores_gemma":[0.0013887092,0.00009852879,0.00011506581,0.0017570421,0.0075678397,0.00065160624,0.00006590979,0.002035809,0.000023298137],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029324954,0.0001004071,0.910775,0.00006748065,0.000043760087,0.000022584145,0.0114563545,0.00006762101,0.000004842395,0.010823775,0.0010451347,0.062660515],"study_design_scores_gemma":[0.001962606,0.0010632462,0.93494606,0.0004206243,0.00002148593,0.000031071537,0.019546371,0.00070831703,8.3397725e-7,0.006568438,0.03460544,0.0001255334],"about_ca_topic_score_codex":0.00022832568,"about_ca_topic_score_gemma":0.0012807633,"teacher_disagreement_score":0.06253498,"about_ca_system_score_codex":0.00001720511,"about_ca_system_score_gemma":0.0025767535,"threshold_uncertainty_score":0.999438},"labels":[],"label_agreement":null},{"id":"W4367050789","doi":"10.1186/s12960-023-00820-w","title":"The anesthesia workforce in Canada: a methodology to identify physician anesthesia providers using health administrative data","year":2023,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Ottawa","funders":"Canadian Anesthesiologists' Society; College of Family Physicians of Canada","keywords":"Health administration; Workforce; Health services research; Medicine; Health informatics; Anesthesiology; Public health; Social policy; Nursing; Anesthesia; Political science","score_opus":0.42756212238640273,"score_gpt":0.5647129062446906,"score_spread":0.13715078385828788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367050789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83904046,0.001558884,0.00023639393,0.14917348,0.00033294913,0.009022763,0.000112304115,0.0002872383,0.0002355387],"genre_scores_gemma":[0.8010039,0.00071908033,0.010862166,0.17658585,0.0019240734,0.002645184,0.0010608328,0.00051446154,0.0046844725],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9884939,0.004434832,0.002035493,0.0011278318,0.0006996555,0.0032082838],"domain_scores_gemma":[0.99208736,0.0038989699,0.0012165551,0.0017168815,0.00016654386,0.0009137023],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008707585,0.00045405817,0.0011430229,0.0002928655,0.005282756,0.00005775109,0.0016239019,0.00018586575,0.00001581472],"category_scores_gemma":[0.0004906267,0.00038010118,0.000078284924,0.0016082498,0.00015519583,0.00018057488,0.0003137187,0.00092389085,0.00005169583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0018416292,0.00018487136,0.06095909,0.005361602,0.00013220542,0.00030171746,0.107476845,0.0020227323,0.000031147923,0.015820911,0.7441739,0.061693344],"study_design_scores_gemma":[0.0010430771,0.00062399876,0.08252349,0.0018696915,0.000014479074,0.000021295813,0.08940176,0.0020139923,0.0000016891131,0.0014102852,0.820617,0.00045924427],"about_ca_topic_score_codex":0.8315542,"about_ca_topic_score_gemma":0.96927017,"teacher_disagreement_score":0.13771601,"about_ca_system_score_codex":0.0040090317,"about_ca_system_score_gemma":0.012368533,"threshold_uncertainty_score":0.9998651},"labels":[],"label_agreement":null},{"id":"W4367835140","doi":"10.1186/s12875-023-02058-w","title":"Correction to: Challenges with international medical graduate selection: finding positive attributes predictive of success in family medicine residency","year":2023,"lang":"en","type":"erratum","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Selection (genetic algorithm); Medical education; Family medicine; Medicine; Psychology; Computer science; Artificial intelligence","score_opus":0.09982846364354693,"score_gpt":0.424149187652282,"score_spread":0.3243207240087351,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367835140","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018460402,0.032881312,0.00082172785,0.024007238,0.28149542,0.008906167,0.0018168719,0.0012863117,0.63032454],"genre_scores_gemma":[0.29028508,0.13361819,0.002228801,0.007866572,0.051316414,0.006465773,0.04532302,0.0013522059,0.46154395],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99339724,0.001064941,0.0013735335,0.000947582,0.0023578252,0.0008589105],"domain_scores_gemma":[0.9941759,0.002295099,0.0008411,0.0003784297,0.0019391454,0.00037029397],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0012510134,0.000522795,0.001207657,0.0009471537,0.00039808272,0.000008115347,0.00070989603,0.0010727209,0.00018134285],"category_scores_gemma":[0.0022107195,0.00044618445,0.000093748815,0.0012970672,0.00017813209,0.00020001287,0.00045047578,0.0034005344,0.0000684552],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011454974,0.000047404814,0.073313095,0.0038882545,0.00010998593,0.000076989294,0.0132020395,0.000077016724,0.0000016121395,0.00018226182,0.9053323,0.0026234994],"study_design_scores_gemma":[0.0017900973,0.0014265069,0.84431607,0.08059408,0.00011141398,0.000017028435,0.045006577,0.0001984246,0.000004659582,0.00013490146,0.025904888,0.00049538206],"about_ca_topic_score_codex":0.0070080324,"about_ca_topic_score_gemma":0.041103773,"teacher_disagreement_score":0.87942743,"about_ca_system_score_codex":0.0037892805,"about_ca_system_score_gemma":0.006140987,"threshold_uncertainty_score":0.999799},"labels":[],"label_agreement":null},{"id":"W4368348200","doi":"10.1016/j.hlpt.2023.100756","title":"Innovative dashboard for optimising emergency obstetric care geographical accessibility in Nigeria: Qualitative study with technocrats","year":2023,"lang":"en","type":"article","venue":"Health Policy and Technology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; Women's College Hospital; University of Toronto","funders":"Google","keywords":"Dashboard; Technocracy; Business; Qualitative research; Medicine; Medical emergency; Computer science; Data science; Political science; Sociology","score_opus":0.07887705091568113,"score_gpt":0.5365581705272153,"score_spread":0.4576811196115342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4368348200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9618079,0.001052409,0.000107231346,0.028242663,0.0002857133,0.006789533,0.00014033276,0.0010339724,0.0005402463],"genre_scores_gemma":[0.9943254,0.0005174246,0.0014862708,0.00088637974,0.000109365275,0.002377334,0.000053155007,0.000050510025,0.00019416607],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.994771,0.0008392246,0.0014371589,0.00089241663,0.00027796158,0.001782243],"domain_scores_gemma":[0.996747,0.0010553407,0.0005777557,0.00061670603,0.0007783565,0.00022481043],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016578664,0.0003519935,0.0008998405,0.003195971,0.0014261872,0.00000798547,0.00034899407,0.0006650094,0.000018225213],"category_scores_gemma":[0.0021198592,0.00029936736,0.00003199511,0.014681488,0.00032432275,0.000139406,0.00034994376,0.0012876638,0.000017039916],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059128914,0.00040431216,0.6653336,0.0035614052,0.00007228076,0.000023246672,0.26215473,0.000007788556,0.000012119369,0.031156022,0.002221828,0.034461346],"study_design_scores_gemma":[0.0036874798,0.0035021177,0.059461944,0.00070949196,0.0000101754395,0.000002957372,0.90273327,0.0000671663,0.000010955306,0.024271892,0.005106924,0.00043564886],"about_ca_topic_score_codex":0.0022185466,"about_ca_topic_score_gemma":0.0102533875,"teacher_disagreement_score":0.6405785,"about_ca_system_score_codex":0.0006310973,"about_ca_system_score_gemma":0.0014833123,"threshold_uncertainty_score":0.9999458},"labels":[],"label_agreement":null},{"id":"W4375955799","doi":"10.1136/bmjgh-2023-012338","title":"Drivers of health workers’ migration, intention to migrate and non-migration from low/middle-income countries, 1970–2022: a systematic review","year":2023,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":143,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alpha Technologies (Canada); Fraser Health","funders":"","keywords":"CINAHL; Medicine; Low and middle income countries; MEDLINE; Global health; Developing country; Population; Environmental health; Public health; Nursing; Political science; Economic growth","score_opus":0.08182825723130742,"score_gpt":0.4829823331661215,"score_spread":0.40115407593481406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4375955799","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019268911,0.9469811,0.00030434935,0.008154086,0.002310932,0.038227078,0.0033703672,0.00037207679,0.00008733275],"genre_scores_gemma":[0.00008269018,0.985321,0.00069718866,0.0066434154,0.00027945693,0.0034997358,0.0024529665,0.00014678536,0.00087679084],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.97794855,0.006782464,0.010016591,0.0015633251,0.0015834569,0.0021056423],"domain_scores_gemma":[0.9850769,0.0014046164,0.009350289,0.0017803547,0.0009352841,0.0014525566],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.008617314,0.0012952611,0.009865918,0.00048838754,0.001290123,0.00005469212,0.00086973485,0.00093600113,0.00009336418],"category_scores_gemma":[0.0014602911,0.0011063407,0.0006603225,0.0037112338,0.00014016025,0.00026156407,0.0004637972,0.0012228548,0.0016560691],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000033729048,0.00004794987,0.0013550717,0.94174045,0.00021460219,0.000008302621,0.0012737443,9.84032e-7,3.786997e-9,0.00030783628,0.04525834,0.009758956],"study_design_scores_gemma":[0.0003899223,0.00034974082,0.00057441817,0.8320387,0.00066193374,0.000011758113,0.0017713823,0.000029450537,7.699349e-9,0.000121201316,0.16350369,0.0005478031],"about_ca_topic_score_codex":0.06402585,"about_ca_topic_score_gemma":0.089717396,"teacher_disagreement_score":0.11824535,"about_ca_system_score_codex":0.0069080717,"about_ca_system_score_gemma":0.010347178,"threshold_uncertainty_score":0.9999799},"labels":[],"label_agreement":null},{"id":"W4376271855","doi":"10.1016/j.acra.2023.04.008","title":"International Medical Graduates in Radiology Residencies: Demographics, Performance, and Visa Issues","year":2023,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Demographics; Medicine; Medical physics; Medical education; Family medicine; Radiology; Demography; Sociology","score_opus":0.05163262252969821,"score_gpt":0.4446767571178255,"score_spread":0.3930441345881273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376271855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93957555,0.003674182,0.0000054457364,0.049333315,0.0021359462,0.00045972902,0.0000092938,0.00028728993,0.0045192484],"genre_scores_gemma":[0.76357126,0.2281346,0.00016195065,0.0043625617,0.0010875645,0.00018368308,0.00008899128,0.000029497798,0.0023799115],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99586606,0.0010228737,0.00107373,0.00053732016,0.00034192414,0.0011581073],"domain_scores_gemma":[0.99691576,0.002249999,0.00021739173,0.00024176443,0.000080148595,0.00029492757],"candidate_categories":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0030636475,0.00022779136,0.00057930115,0.0013299371,0.00034088973,0.000002831827,0.00064678205,0.0014577048,0.00044331906],"category_scores_gemma":[0.0021706992,0.00020151533,0.000040799994,0.0014330904,0.0006140488,0.00016094043,0.00035306442,0.0025761365,0.00048232859],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080356855,0.000005456114,0.8384473,0.00008794229,0.000022462902,0.000040392737,0.0021390496,0.0000113411215,0.000053048057,0.009150414,0.14665905,0.003303221],"study_design_scores_gemma":[0.0011715348,0.00014333731,0.5042101,0.0004961759,0.000008944616,0.00015694147,0.002886166,0.002745801,0.0000061963456,0.007522561,0.48041898,0.00023325447],"about_ca_topic_score_codex":0.00059323583,"about_ca_topic_score_gemma":0.00026706155,"teacher_disagreement_score":0.3342372,"about_ca_system_score_codex":0.00012549704,"about_ca_system_score_gemma":0.00021778887,"threshold_uncertainty_score":0.9998386},"labels":[],"label_agreement":null},{"id":"W4376601614","doi":"10.5430/jnep.v13n9p1","title":"Rural transition to practice: A phenomenological analysis of the new graduate nurses’ experience","year":2023,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Nova Scotia Health Authority; St. Francis Xavier University","funders":"","keywords":"Mentorship; Thematic analysis; Nursing; Staffing; Focus group; Competence (human resources); Interpretative phenomenological analysis; Nurse education; Medical education; Psychology; Medicine; Qualitative research; Sociology","score_opus":0.19403647792606282,"score_gpt":0.5789718654356593,"score_spread":0.38493538750959644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376601614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7005231,0.0004915001,0.00055312185,0.28419718,0.004523808,0.00037691323,0.000002897954,0.000022097793,0.009309412],"genre_scores_gemma":[0.98613167,0.0005621022,0.004437441,0.0066670272,0.0004238189,0.000009911186,0.0000037750124,0.000009229415,0.0017550105],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99737567,0.0012051457,0.0006474121,0.00010820235,0.00042382692,0.00023971754],"domain_scores_gemma":[0.9954524,0.0022552542,0.0010612458,0.0001794946,0.0008158002,0.00023582064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014954814,0.000088402725,0.00025581694,0.0003088333,0.0005694166,0.00001892506,0.0001556817,0.00008705585,0.000092122216],"category_scores_gemma":[0.0054894676,0.00006184034,0.000077904515,0.002209655,0.00006112014,0.00063995755,0.000020663774,0.00048508224,0.000016627699],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013535675,0.00084940717,0.00071333785,0.00004665411,0.00023565323,0.0000030857204,0.78263557,0.00046548236,0.00051040406,0.002697102,0.10985141,0.10063832],"study_design_scores_gemma":[0.00032446667,0.00024532544,0.025673576,0.0009995075,0.001167193,0.00013358892,0.76879644,0.00012904576,0.000014128623,0.00096388144,0.20146032,0.00009251113],"about_ca_topic_score_codex":0.00019185066,"about_ca_topic_score_gemma":0.000008078806,"teacher_disagreement_score":0.28560862,"about_ca_system_score_codex":0.00023802898,"about_ca_system_score_gemma":0.0008137714,"threshold_uncertainty_score":0.6571802},"labels":[],"label_agreement":null},{"id":"W4376629885","doi":"10.46747/cfp.6905308_1","title":"Third year will erase rural medicine","year":2023,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Primary care; Internship; Flock; Medicine; Family medicine; Medical emergency; Medical education; Veterinary medicine","score_opus":0.04799490089122883,"score_gpt":0.3647893079450908,"score_spread":0.31679440705386197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376629885","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00062977953,0.00072753674,9.654921e-7,0.60585845,0.007269461,0.0013842784,0.0010171798,0.00044651164,0.38266587],"genre_scores_gemma":[0.00030891338,0.00019794828,0.000022718394,0.8954233,0.032002453,0.00023702029,0.0029865645,0.00031380908,0.06850731],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934944,0.000646801,0.0010369915,0.00077252503,0.00080244866,0.0032468624],"domain_scores_gemma":[0.9959133,0.00064196717,0.00045242216,0.0013638408,0.00035940247,0.0012690629],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00043565084,0.00077374495,0.0012567897,0.0007069516,0.0013322398,0.000021354766,0.0009934646,0.0020399254,0.000207759],"category_scores_gemma":[0.00008589973,0.0007389156,0.00020369342,0.0010751745,0.00030693348,0.0001696963,0.0001171295,0.0063019185,0.020295573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067610335,0.000003072321,0.00011050926,0.00048442947,0.000053210708,0.0005929508,0.00047181558,0.000001397651,0.000004430836,0.00050144386,0.9964023,0.0013676288],"study_design_scores_gemma":[0.0005297334,0.00008719601,0.00085612695,0.0037457766,0.000080669444,3.305846e-7,0.0049570543,0.000010025141,2.1350705e-7,0.0024683252,0.9866351,0.0006294493],"about_ca_topic_score_codex":0.29260132,"about_ca_topic_score_gemma":0.104757965,"teacher_disagreement_score":0.31415856,"about_ca_system_score_codex":0.0026232065,"about_ca_system_score_gemma":0.003491542,"threshold_uncertainty_score":0.9999679},"labels":[],"label_agreement":null},{"id":"W4376849971","doi":"10.12927/cjnl.2023.27075","title":"From Recruitment to Retention: Evaluating the Experiences of Internationally Educated Nurses in the Supervised Practice Experience Partnership","year":2023,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Mentorship; General partnership; Nursing; Workforce; Focus group; Medicine; Medical education; Psychology; Sociology; Political science","score_opus":0.6806004129914595,"score_gpt":0.585407198421251,"score_spread":0.09519321457020846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376849971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88869077,0.00036578358,0.000009173277,0.099824235,0.003233621,0.002050438,0.0000035322744,0.00009760169,0.0057248604],"genre_scores_gemma":[0.98933053,0.000013359906,0.0005374651,0.0055156117,0.0005204311,0.0019894964,0.00004346465,0.000020488329,0.002029171],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9940146,0.0030291246,0.0007819063,0.00041700032,0.0010146371,0.0007427143],"domain_scores_gemma":[0.9935365,0.0051820506,0.0003260713,0.00054545933,0.00030163108,0.0001083262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033774932,0.00018169083,0.00023610417,0.00014407901,0.00065438094,0.000039382332,0.00082295976,0.00013593934,0.00032115963],"category_scores_gemma":[0.003932725,0.0001195761,0.00005989496,0.0014693789,0.0002572462,0.0002588324,0.000043637578,0.00055838487,0.00022639455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000287699,0.00009587961,0.001943141,0.000040493345,0.000008718907,0.000003607528,0.9763331,0.000052166855,0.000276348,0.0009489437,0.0131159015,0.0068940097],"study_design_scores_gemma":[0.00034549192,0.00020041561,0.011875778,0.0026417396,0.000020265617,0.0000018127464,0.9760078,0.0005866049,0.00009147143,0.0006764491,0.00743071,0.00012144223],"about_ca_topic_score_codex":0.0007974112,"about_ca_topic_score_gemma":0.000120035606,"teacher_disagreement_score":0.10063975,"about_ca_system_score_codex":0.00035607954,"about_ca_system_score_gemma":0.00035621514,"threshold_uncertainty_score":0.5033035},"labels":[],"label_agreement":null},{"id":"W4376850025","doi":"10.12927/cjnl.2023.27072","title":"Pathways for Healthcare Organizations to Strengthen Indigenous Nurse Retention","year":2023,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Athabasca University; First Nations Health and Social Secretariat of Manitoba","funders":"Athabasca University","keywords":"Nursing; Indigenous; Health care; Psychology; Medicine; Political science","score_opus":0.358570114773535,"score_gpt":0.4428405142197032,"score_spread":0.08427039944616821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376850025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79157245,0.0007029298,0.0025193573,0.1756244,0.008370965,0.010328989,0.00049149414,0.004077933,0.0063114995],"genre_scores_gemma":[0.98288876,0.000018276622,0.0020497919,0.0047695283,0.0010356014,0.00048599596,0.00072760205,0.00013773903,0.007886726],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9964404,0.0004141485,0.0006293627,0.0005029703,0.00035725624,0.0016558463],"domain_scores_gemma":[0.99767125,0.0005690799,0.00019553791,0.00048152258,0.0005844937,0.0004981342],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007913455,0.00023176853,0.00032314603,0.00035078122,0.0021297424,0.00002260073,0.00029284312,0.00040391262,0.00013470525],"category_scores_gemma":[0.00085397495,0.0002474249,0.000068403155,0.0021201835,0.000062951396,0.00011834219,0.000020290061,0.00050159264,0.002092905],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042002415,0.00026134503,0.027062189,0.0027930436,0.000042043892,0.0000130478575,0.5679102,0.00044277482,0.00058368535,0.036814943,0.27538854,0.08826815],"study_design_scores_gemma":[0.002780234,0.001336284,0.045393515,0.011547002,0.00012530413,0.000009020802,0.8521202,0.0012300907,0.00019355764,0.016422993,0.06767578,0.0011659755],"about_ca_topic_score_codex":0.0002114888,"about_ca_topic_score_gemma":0.00031827288,"teacher_disagreement_score":0.28421006,"about_ca_system_score_codex":0.0009403732,"about_ca_system_score_gemma":0.0006363509,"threshold_uncertainty_score":0.9999978},"labels":[],"label_agreement":null},{"id":"W4377010355","doi":"10.1515/ijnes-2022-0106","title":"Faculty experiences of teaching internationally educated nurses: a qualitative study","year":2023,"lang":"en","type":"article","venue":"International Journal of Nursing Education Scholarship","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Selkirk College; University of British Columbia, Okanagan Campus; University of British Columbia; Mount Royal University","funders":"","keywords":"Qualitative research; Medical education; Public health; Medicine; Nursing; Psychology; Pedagogy; Sociology; Social science","score_opus":0.23874446848934897,"score_gpt":0.6447415464965157,"score_spread":0.4059970780071668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377010355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727668,0.00011369483,0.000056390818,0.0042666523,0.017423486,0.00047980246,0.000024994266,0.00005769272,0.0048104627],"genre_scores_gemma":[0.9953641,0.000012976176,0.0010111538,0.00034691795,0.0009040005,0.00007207007,0.00009840326,0.000020941821,0.0021694133],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99438375,0.0018332576,0.0016653592,0.00023913686,0.0015440866,0.0003344021],"domain_scores_gemma":[0.99286985,0.0010695935,0.0018934642,0.00019778011,0.0037622594,0.00020704619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0041978057,0.00018437987,0.00036392847,0.001001304,0.00034865004,0.00005805377,0.0010095446,0.00012232584,0.00028849472],"category_scores_gemma":[0.0037390166,0.00016618277,0.0001329997,0.00056513364,0.00012274605,0.0009089704,0.000060034683,0.0010736267,0.00014032885],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002644912,0.0018306884,0.02671193,0.000022647222,0.00014790037,0.000005990986,0.9292004,0.0000172846,0.00018815328,0.0022000447,0.022606498,0.016803939],"study_design_scores_gemma":[0.00078052963,0.00023922948,0.040215895,0.0026691197,0.000032670272,0.000025878633,0.9473764,0.000011593812,0.00006341045,0.00511529,0.0033413763,0.00012861342],"about_ca_topic_score_codex":0.00010628952,"about_ca_topic_score_gemma":0.000011432193,"teacher_disagreement_score":0.0225973,"about_ca_system_score_codex":0.00096593326,"about_ca_system_score_gemma":0.0020127716,"threshold_uncertainty_score":0.67767364},"labels":[],"label_agreement":null},{"id":"W4377291941","doi":"10.1007/s12630-023-02451-0","title":"Living the work: the HEAL Initiative as a model for perioperative health workforce transformation and health equity work","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Work (physics); Equity (law); Business; Political science; Engineering; Economic growth; Economics","score_opus":0.10744950375274424,"score_gpt":0.39570452994113936,"score_spread":0.2882550261883951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377291941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5576411,0.0076319682,0.00093470106,0.42822772,0.000927849,0.003315057,0.000041829855,0.00005911121,0.0012206696],"genre_scores_gemma":[0.9858813,0.0013203247,0.00036023138,0.0096675735,0.0009542363,0.00009849772,0.000014779577,0.000091212656,0.0016117876],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9925656,0.0015721958,0.002102757,0.00031566495,0.0007308909,0.0027129077],"domain_scores_gemma":[0.9920848,0.00132613,0.0018506073,0.00035097759,0.0009898511,0.0033976447],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013382529,0.00047588893,0.00095906056,0.0005687271,0.009373568,0.0002897725,0.00094527483,0.0002802747,0.000084396626],"category_scores_gemma":[0.00049212266,0.0003082483,0.00027377543,0.001638522,0.00041774905,0.00064574106,0.000041368174,0.0024991774,0.000029587734],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007824836,0.00004865257,0.014191367,0.00066877523,0.0002527229,0.008748916,0.73083544,0.019508682,4.3443575e-7,0.021179313,0.12894489,0.07483835],"study_design_scores_gemma":[0.004976338,0.0057419157,0.072524846,0.019070445,0.00026440917,0.33296624,0.35595065,0.017354576,0.0000012760646,0.010231352,0.17902038,0.0018975987],"about_ca_topic_score_codex":0.014777999,"about_ca_topic_score_gemma":0.08573049,"teacher_disagreement_score":0.42824027,"about_ca_system_score_codex":0.003503221,"about_ca_system_score_gemma":0.026895495,"threshold_uncertainty_score":0.99993694},"labels":[],"label_agreement":null},{"id":"W4378009275","doi":"10.4103/1357-6283.108732","title":"Advances in Rural Medical Education in Three Countries: Canada, the United States and Australia","year":2005,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic growth; Political science; Medicine; Geography; Family medicine; Socioeconomics; Sociology; Economics","score_opus":0.030445160060760874,"score_gpt":0.47845100777021726,"score_spread":0.4480058477094564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378009275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76997256,0.0050634686,0.00002103598,0.22101463,0.0015761739,0.0019226891,0.000028605298,0.000020581523,0.00038023785],"genre_scores_gemma":[0.9198669,0.009227158,0.00058866735,0.06500894,0.0008884892,0.0010505207,0.0005710545,0.000025829679,0.002772423],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99782723,0.0002968702,0.00075037114,0.00019059893,0.0003076433,0.0006273121],"domain_scores_gemma":[0.9984174,0.00062945497,0.00025889554,0.00019118543,0.00017438503,0.0003287125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012270311,0.00012857752,0.00021464481,0.00015371869,0.0004829592,0.000008634774,0.0001667394,0.000115212,0.00032376364],"category_scores_gemma":[0.00036804995,0.00010144339,0.000010667961,0.00041821206,0.00006431709,0.00017652425,0.00002172605,0.00043106408,0.000016079592],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009484672,0.00019268118,0.6120618,0.0008748397,0.0000020923087,1.0182459e-7,0.008682316,0.00008531332,3.7326192e-8,0.030221364,0.28936216,0.058422428],"study_design_scores_gemma":[0.0004354557,0.000039945375,0.16513436,0.00093258405,0.0000016686233,0.0000012511856,0.02342015,0.00050672673,2.309886e-7,0.0022608943,0.8071781,0.00008867888],"about_ca_topic_score_codex":0.8587533,"about_ca_topic_score_gemma":0.99278355,"teacher_disagreement_score":0.5178159,"about_ca_system_score_codex":0.001891444,"about_ca_system_score_gemma":0.030426612,"threshold_uncertainty_score":0.97506994},"labels":[],"label_agreement":null},{"id":"W4378173208","doi":"10.1186/s12909-023-04367-1","title":"“I wish I had known what I was getting into”: a qualitative study exploring the experiences of Canadians who study medicine abroad","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Western University","funders":"Canadian Institutes of Health Research","keywords":"Wish; Medical education; Qualitative research; Study abroad; Medicine; Psychology; Sociology; Pedagogy; Social science","score_opus":0.13805628154609415,"score_gpt":0.5473801817530403,"score_spread":0.4093239002069461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378173208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97831005,0.00090092386,0.00001982062,0.009936458,0.006851987,0.0028032302,8.4682705e-7,0.00012227493,0.0010544356],"genre_scores_gemma":[0.99038184,0.0002878113,0.00007191519,0.0014551993,0.0011363563,0.0043680407,0.00002067101,0.000027862065,0.002250311],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.992244,0.0037777966,0.0013198355,0.00046519563,0.0015001005,0.00069307734],"domain_scores_gemma":[0.993005,0.0049473075,0.00045113525,0.00056847115,0.0004179802,0.00061011803],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007174547,0.00021954637,0.00052768114,0.0002454426,0.0011974626,0.000018954379,0.00060408615,0.00012330545,0.0012331983],"category_scores_gemma":[0.012033771,0.00014584785,0.000042301926,0.0014972959,0.00034386115,0.00041014742,0.00017216796,0.0006645685,0.00012077478],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026234702,0.00036883334,0.019916328,0.00024781548,0.000021918986,0.0000024332574,0.9395833,0.0000024704257,6.246108e-7,0.00026829736,0.021262622,0.018299112],"study_design_scores_gemma":[0.0006384503,0.00048273598,0.019848783,0.0027952492,0.000033411503,5.316916e-7,0.97204167,0.00013761895,0.0000012126683,0.0003261066,0.0035669345,0.00012727431],"about_ca_topic_score_codex":0.08844547,"about_ca_topic_score_gemma":0.13908544,"teacher_disagreement_score":0.050639972,"about_ca_system_score_codex":0.00036824032,"about_ca_system_score_gemma":0.0052445075,"threshold_uncertainty_score":0.9996798},"labels":[],"label_agreement":null},{"id":"W4378192610","doi":"10.1007/s12630-023-02448-9","title":"Canadian Critical Care Society position statement on Equity, Diversity, Decolonization, and Inclusion","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Impact; University of Calgary; St. Michael's Hospital; Centre Hospitalier Universitaire de Sherbrooke; University of British Columbia; Regina General Hospital; Dalhousie University; Centre Hospitalier Universitaire Sainte-Justine; St. Paul's Hospital; London Health Sciences Centre; Université de Sherbrooke; Western University; University of Toronto; Université de Montréal; University of Saskatchewan; University of Manitoba","funders":"","keywords":"Colonisation; Medicine; Biology; Colonization; Microbiology","score_opus":0.0365469654304907,"score_gpt":0.36835763977794955,"score_spread":0.33181067434745887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378192610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93260807,0.0009365032,0.0000087004055,0.06336999,0.00096806645,0.00043438093,0.000052935626,0.000030494919,0.0015908758],"genre_scores_gemma":[0.99590474,0.0003034924,0.0002082742,0.0022867427,0.0007259334,0.0000056454633,0.000047128222,0.000057711575,0.0004603105],"study_design_codex":"case_report","study_design_gemma":"case_report","domain_scores_codex":[0.9950188,0.0005586104,0.0011350331,0.00031264953,0.00095569855,0.0020192193],"domain_scores_gemma":[0.9906468,0.0003677208,0.0005514326,0.000238031,0.0018686089,0.0063274456],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0029765458,0.00035213487,0.0005441158,0.0011273961,0.016500136,0.00013743818,0.0007655313,0.00045467113,0.0004091481],"category_scores_gemma":[0.00046963096,0.0003430318,0.00018469975,0.0009420962,0.00022181282,0.0004770763,0.00053502445,0.0014938136,0.00008364091],"study_design_candidate":"case_report","study_design_consensus":"case_report","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00020886507,0.00003980736,0.18402034,0.0008412216,0.00013757941,0.4109943,0.14692171,0.0011605687,0.000007587967,0.0070953043,0.24236634,0.0062063937],"study_design_scores_gemma":[0.0048004636,0.0055582584,0.12077312,0.0057457713,0.000550271,0.48489797,0.11725674,0.0004447492,0.000023928349,0.020068537,0.23787802,0.0020021691],"about_ca_topic_score_codex":0.36663756,"about_ca_topic_score_gemma":0.8171566,"teacher_disagreement_score":0.45051908,"about_ca_system_score_codex":0.010356089,"about_ca_system_score_gemma":0.016159153,"threshold_uncertainty_score":0.9999022},"labels":[],"label_agreement":null},{"id":"W4378347793","doi":"10.17992/lbl.2023.06.747","title":"Training of Icelandic rural doctors in managing trauma and acute illness","year":2023,"lang":"en","type":"article","venue":"Læknablaðið","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Attendance; Test (biology); Family medicine; Rural area; Economic shortage; Primary care; Emergency medical services; Quarter (Canadian coin); Descriptive statistics; Population; Capital city; Medical emergency; Environmental health; Government (linguistics); Geography","score_opus":0.06314904139633944,"score_gpt":0.4360256536759403,"score_spread":0.3728766122796009,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378347793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9802316,0.00026757413,0.0000103157545,0.0011093521,0.0006222219,0.00055869046,0.000018831894,0.00018369967,0.016997725],"genre_scores_gemma":[0.9959429,0.0003798789,0.00010236363,0.00031750544,0.00010689599,0.00007591948,0.000028483782,0.000028919778,0.0030171422],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978312,0.00023779624,0.00062397757,0.00023262238,0.00022369063,0.0008506922],"domain_scores_gemma":[0.99900335,0.0004023257,0.00017223357,0.00022362515,0.00003982648,0.00015862126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007835463,0.00015988477,0.00041142775,0.00031266402,0.00033054192,0.0000063821335,0.0001640313,0.0001741304,0.00019057284],"category_scores_gemma":[0.00006651895,0.00014721222,0.000038106475,0.0009089823,0.000077858764,0.00013306328,0.00012131654,0.0004356573,0.000119875425],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036403837,0.000065664164,0.54501337,0.0025764382,0.000110310946,0.00028228576,0.22469811,0.00017951138,0.00043787571,0.014169699,0.007151793,0.20495093],"study_design_scores_gemma":[0.004648855,0.00025402076,0.6342003,0.00460301,0.0000809415,0.000014564007,0.29603752,0.0026993288,0.00013032802,0.011627408,0.044953775,0.0007499802],"about_ca_topic_score_codex":0.0012359973,"about_ca_topic_score_gemma":0.00062408677,"teacher_disagreement_score":0.20420095,"about_ca_system_score_codex":0.00009511093,"about_ca_system_score_gemma":0.000076217715,"threshold_uncertainty_score":0.6003141},"labels":[],"label_agreement":null},{"id":"W4378591485","doi":"10.14574/ojrnhc.v23i1.723","title":"Educational Needs of Rural Nurses when Entering Practice","year":2023,"lang":"en","type":"article","venue":"Online Journal of Rural Nursing and Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"CINAHL; Scopus; Nursing; Context (archaeology); Rural area; Medicine; Rural management; Needs assessment; MEDLINE; Medical education; Rural development; Sociology; Political science; Psychological intervention; Geography","score_opus":0.04943052350827547,"score_gpt":0.49932133235412046,"score_spread":0.449890808845845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378591485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7999257,0.019997811,0.00001620516,0.17370214,0.004597638,0.0003947938,0.00008420874,0.00004715632,0.0012343789],"genre_scores_gemma":[0.9826273,0.008083623,0.003020618,0.0025433083,0.002199738,0.0000058497453,0.00014132095,0.000040934436,0.0013373228],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9970164,0.0004269334,0.001342416,0.0000712485,0.0004789798,0.00066405325],"domain_scores_gemma":[0.99628407,0.0006036576,0.0014554759,0.00016647052,0.001039923,0.00045040256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088568794,0.00018062473,0.00056892424,0.0004319885,0.0006625294,0.000012806121,0.00018458298,0.00014271487,0.00008912125],"category_scores_gemma":[0.000330428,0.0001561319,0.00009753167,0.00050865015,0.00010193258,0.00032734335,0.00004178938,0.0008148513,0.000015051101],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012215738,0.0005020427,0.084983416,0.0041095507,0.00010550544,0.0000082235065,0.32754177,0.00011332289,0.00016377415,0.0034249425,0.33041376,0.24741212],"study_design_scores_gemma":[0.0014087385,0.00097240997,0.050656542,0.024469558,0.00006539684,0.00015760066,0.8695361,0.00004644741,0.000006242059,0.0009766091,0.051535506,0.00016883972],"about_ca_topic_score_codex":0.00061316905,"about_ca_topic_score_gemma":0.000083462204,"teacher_disagreement_score":0.54199433,"about_ca_system_score_codex":0.0006447917,"about_ca_system_score_gemma":0.0015029856,"threshold_uncertainty_score":0.6366874},"labels":[],"label_agreement":null},{"id":"W4378627612","doi":"10.1503/cmaj.221239-f","title":"Planification des effectifs médicaux au Canada: l’importance de tenir compte du vieillissement de la population et des modifications apportées aux heures de travail des médecins","year":2023,"lang":"fr","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.02906505502569234,"score_gpt":0.36309934283933665,"score_spread":0.3340342878136443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378627612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92768896,0.002751987,0.0019739314,0.061224867,0.0013510654,0.0007074002,0.000399142,0.0001298373,0.0037727826],"genre_scores_gemma":[0.97705716,0.008227742,0.0013840796,0.0076579093,0.0020501597,0.00013179811,0.00031168642,0.00008355412,0.0030959307],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9881663,0.0056444723,0.0015812152,0.00041477403,0.0016073565,0.0025859193],"domain_scores_gemma":[0.9896912,0.0031916336,0.000993878,0.00028473852,0.000957114,0.0048814183],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.014753801,0.00039268367,0.0005500176,0.0003735764,0.004584937,0.00016987076,0.0005352433,0.001286556,0.0016265152],"category_scores_gemma":[0.01350642,0.0004290699,0.00015061053,0.0011541544,0.00047354915,0.00035109004,0.000043530847,0.0025346465,0.00012520274],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001626845,0.00008279095,0.74621934,0.00032635406,0.00011249383,0.00027295374,0.009788389,0.0011584066,0.000010340691,0.004522138,0.20925933,0.028231213],"study_design_scores_gemma":[0.00073914276,0.00005595232,0.8167062,0.0014671258,0.00009740131,0.00028828302,0.006600641,0.0047071776,0.000003690911,0.004212296,0.16483289,0.0002892423],"about_ca_topic_score_codex":0.9409163,"about_ca_topic_score_gemma":0.99651617,"teacher_disagreement_score":0.070486836,"about_ca_system_score_codex":0.038102712,"about_ca_system_score_gemma":0.056158997,"threshold_uncertainty_score":0.9998161},"labels":[],"label_agreement":null},{"id":"W4378806984","doi":"10.1108/oxan-es279428","title":"UCP victory in Alberta will raise tensions with Ottawa","year":2023,"lang":"en","type":"article","venue":"Emerald expert briefings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Victory; Political science; Geography; Law; Politics","score_opus":0.036935007330262004,"score_gpt":0.3899886353326808,"score_spread":0.3530536280024188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378806984","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20653327,0.0006727411,0.000024717961,0.7768713,0.00067935075,0.0017747615,0.000015462332,0.0009512749,0.012477108],"genre_scores_gemma":[0.21369758,0.0008443899,0.0013028521,0.7110411,0.000828528,0.0010647421,0.00022094982,0.00024897256,0.070750915],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99616224,0.00033113587,0.00084617315,0.00064411084,0.00045862113,0.0015577375],"domain_scores_gemma":[0.99769574,0.00086586596,0.00020465736,0.00066542794,0.00016781758,0.00040045765],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004979318,0.00035453305,0.0005445179,0.00025192412,0.0008600051,0.000014407692,0.00033829414,0.00031736854,0.0014198736],"category_scores_gemma":[0.0003939488,0.00029736717,0.00007606125,0.0013716861,0.00012298394,0.00035558347,0.00021591035,0.0008245051,0.0023723196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008929065,0.000049153612,0.007921945,0.00008387512,0.000014210835,0.000074573465,0.014993949,0.000035941295,0.00020763367,0.0016278392,0.97450906,0.0003925114],"study_design_scores_gemma":[0.0013263329,0.0000868898,0.01874901,0.0010438745,0.000005443224,0.00000551046,0.00057320326,0.0002677837,0.000024304769,0.00033093357,0.97723,0.00035671896],"about_ca_topic_score_codex":0.33802024,"about_ca_topic_score_gemma":0.03805835,"teacher_disagreement_score":0.2999619,"about_ca_system_score_codex":0.00026824203,"about_ca_system_score_gemma":0.0003236931,"threshold_uncertainty_score":0.99994785},"labels":[],"label_agreement":null},{"id":"W4378832535","doi":"10.1016/j.healthpol.2023.104828","title":"The 2022 restructure of Aotearoa New Zealand's health system: Will it succeed in advancing equity where others have failed?","year":2023,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Health Services and Policy Research","funders":"European Observatory on Health Systems and Policies","keywords":"Aotearoa; Treaty of Waitangi; Economic growth; Workforce; Health policy; Population health; Health equity; Population; Government (linguistics); Equity (law); Business; Social determinants of health; Context (archaeology); Indigenous; Political science; Health care; Public relations; Medicine; Environmental health; Geography; Economics","score_opus":0.048036308064812,"score_gpt":0.4773130349666928,"score_spread":0.4292767269018808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378832535","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08688816,0.0058347452,0.000022295442,0.88739294,0.0026971991,0.007323266,0.00033635064,0.0009139679,0.00859105],"genre_scores_gemma":[0.67786545,0.03319059,0.0013478681,0.073455475,0.0069332034,0.000866489,0.0002637612,0.00059169444,0.20548546],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98902196,0.0028225968,0.0026959204,0.0006889015,0.0009353991,0.0038352467],"domain_scores_gemma":[0.99405026,0.0014644621,0.0016962317,0.0011886656,0.00018462454,0.0014157667],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0058386778,0.00044879326,0.0012407198,0.00056082255,0.0019653887,0.000024378469,0.0007926849,0.0004399002,0.0001534853],"category_scores_gemma":[0.00073055824,0.0003480242,0.00013423753,0.002397442,0.00014571464,0.00021667402,0.0005178977,0.0017699951,0.0002651315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0002709947,0.000026178275,0.043009475,0.006176221,0.00002651745,0.000009987997,0.04350928,0.0003706366,0.000008854443,0.0117535,0.8773351,0.017503297],"study_design_scores_gemma":[0.0026426837,0.00047810248,0.043634426,0.0076907496,0.000008259963,0.000007894964,0.0615956,0.0005700411,0.0000027767956,0.0056403144,0.87735415,0.00037501962],"about_ca_topic_score_codex":0.42532837,"about_ca_topic_score_gemma":0.21881312,"teacher_disagreement_score":0.8139375,"about_ca_system_score_codex":0.0047184513,"about_ca_system_score_gemma":0.011825473,"threshold_uncertainty_score":0.9998972},"labels":[],"label_agreement":null},{"id":"W4378952123","doi":"10.17269/s41997-023-00780-7","title":"Racism and Canadian general medical and public health journals","year":2023,"lang":"en","type":"letter","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canada Research Chairs","keywords":"Racism; Public health; Journal of Public Health; Medicine; Environmental health; Political science; Health policy; Public health policy; Nursing; Law","score_opus":0.18725467222042672,"score_gpt":0.45002372141613445,"score_spread":0.26276904919570776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378952123","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073195677,0.0323384,0.00006130849,0.95047,0.0065557854,0.0011985501,0.0007605117,0.000061102946,0.0012347965],"genre_scores_gemma":[0.0055603287,0.01694925,0.00044585238,0.95546424,0.015463832,0.00003733381,0.00030818302,0.00026635645,0.0055045933],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.977499,0.0065760193,0.0045399955,0.0008115902,0.0020305086,0.00854285],"domain_scores_gemma":[0.94993854,0.0013248342,0.003385286,0.00070180115,0.0015446976,0.043104872],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.026284123,0.00082532055,0.0026258293,0.005105025,0.004370586,0.00046327125,0.0013391209,0.002912272,0.0031716095],"category_scores_gemma":[0.0073673725,0.0007710552,0.00022807621,0.0015521861,0.00060308183,0.00064571114,0.00013878246,0.0147537,0.00017684432],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000017137984,0.0000063544435,0.019655792,0.0011383463,0.00011204614,0.0022898407,0.0035882432,1.983724e-7,1.1813056e-8,0.00053531077,0.9204738,0.052198354],"study_design_scores_gemma":[0.0009312862,0.00035358084,0.01664392,0.0029542302,0.000013987412,0.0017003202,0.0036827018,0.000033145014,4.040533e-9,0.0005297575,0.9726842,0.00047289053],"about_ca_topic_score_codex":0.8881529,"about_ca_topic_score_gemma":0.9812031,"teacher_disagreement_score":0.31468698,"about_ca_system_score_codex":0.010750162,"about_ca_system_score_gemma":0.32543713,"threshold_uncertainty_score":0.99947405},"labels":[],"label_agreement":null},{"id":"W4378977832","doi":"10.56105/cjsae.v34i02.5669","title":"Rethinking Postsecondary Access and Engagement for Low-income Adult Learners Through a Community Hub Partnership Approach","year":2023,"lang":"en","type":"article","venue":"Canadian Journal for the Study of Adult Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Mohawk College","funders":"","keywords":"General partnership; Underpinning; Community engagement; Sociology; Community education; Neighbourhood (mathematics); Thematic analysis; Public relations; Community college; Adult education; Pedagogy; Qualitative research; Political science; Medical education; Engineering","score_opus":0.17937055168402963,"score_gpt":0.4821979328951394,"score_spread":0.30282738121110975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378977832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839796,0.00019721173,0.00008915419,0.0068838373,0.002051246,0.004724403,0.000050065755,0.000033018445,0.0019914878],"genre_scores_gemma":[0.99480426,0.00010448641,0.0004171758,0.0019518154,0.00045387086,0.0008079648,0.0000747636,0.00003994873,0.0013457116],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9969796,0.0011831622,0.0006975298,0.00019860994,0.000213652,0.0007274265],"domain_scores_gemma":[0.99582833,0.0017761342,0.0005042786,0.00041671746,0.0010479684,0.00042655165],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0030963717,0.00018320323,0.00030244092,0.00022078538,0.0078194,0.000082805476,0.000667861,0.00013393746,0.000034146266],"category_scores_gemma":[0.0018111673,0.00014608473,0.000077444834,0.00045423253,0.00011488003,0.00030025293,0.00007435473,0.0013133112,0.0000053292492],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002942911,0.00029770902,0.123425014,0.0023425196,0.00023701786,0.0000011030814,0.7806201,0.00024406161,0.0000029361638,0.0085657025,0.07180083,0.012168693],"study_design_scores_gemma":[0.0018889791,0.00063724327,0.058626335,0.0010500059,0.00013156992,0.000006871415,0.9065305,0.00037806525,0.000004570277,0.019936055,0.010593558,0.00021627144],"about_ca_topic_score_codex":0.0586169,"about_ca_topic_score_gemma":0.14640969,"teacher_disagreement_score":0.12591034,"about_ca_system_score_codex":0.00046749657,"about_ca_system_score_gemma":0.0028362034,"threshold_uncertainty_score":0.9934723},"labels":[],"label_agreement":null},{"id":"W4379093345","doi":"10.22605/rrh7882","title":"Relative remoteness and wage differentials in the Canadian allied health professional workforce","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Geography; Population; Wage; Earnings; Population health; Rurality; Rural area; Demography; Socioeconomics; Demographic economics; Medicine; Environmental health; Business; Economic growth; Sociology; Political science; Economics","score_opus":0.06254752227743932,"score_gpt":0.42990761489148854,"score_spread":0.3673600926140492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379093345","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69338536,0.00486231,0.000036791207,0.29310012,0.0013701242,0.0040005385,0.0000792335,0.00020061852,0.0029648938],"genre_scores_gemma":[0.95668364,0.009372466,0.0003331346,0.025180439,0.0003125516,0.000029760913,0.00020014534,0.000043025866,0.0078448355],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9938391,0.0024070423,0.0009962842,0.0004465971,0.0004450561,0.0018659282],"domain_scores_gemma":[0.9974195,0.00081577344,0.00038168425,0.00034673826,0.000072607996,0.00096371205],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035508901,0.00030160428,0.0006545083,0.00028326633,0.003846641,0.000029038096,0.0002336153,0.00032803364,0.000048217404],"category_scores_gemma":[0.00014334617,0.00019116633,0.000043219563,0.00092800666,0.00016286933,0.0001378061,0.00014374795,0.0013648388,0.00010712198],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042969213,0.000106379506,0.09602905,0.004001748,0.000052582003,0.00010189121,0.12933393,0.000017701692,0.000014773573,0.061217584,0.06911919,0.6395755],"study_design_scores_gemma":[0.0016052886,0.00028269526,0.86989796,0.0056463205,0.0000076104134,0.00002346016,0.025522092,0.002287578,3.5851912e-7,0.013193676,0.08115836,0.00037456886],"about_ca_topic_score_codex":0.3980802,"about_ca_topic_score_gemma":0.6150711,"teacher_disagreement_score":0.7738689,"about_ca_system_score_codex":0.00069051154,"about_ca_system_score_gemma":0.0022246442,"threshold_uncertainty_score":0.99745023},"labels":[],"label_agreement":null},{"id":"W4379514700","doi":"10.1177/01979183231180192","title":"Are Healthcare Systems Failing Immigrants? Transnational Migration and Social Exclusion in the Workers’ Compensation Process in Québec","year":2023,"lang":"en","type":"article","venue":"International Migration Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal; Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Bureaucracy; Immigration; Health care; Context (archaeology); Grounded theory; Sociology; Social work; Exploratory research; Compensation (psychology); Public relations; Qualitative research; Political science; Social psychology; Psychology; Politics; Social science; Law","score_opus":0.08715273803302327,"score_gpt":0.4476427748932575,"score_spread":0.36049003686023423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379514700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7273912,0.008046373,0.000049769584,0.26129407,0.0005342698,0.002403843,0.000049306436,0.0000875384,0.00014363848],"genre_scores_gemma":[0.986657,0.0063743675,0.000019852298,0.004904648,0.00022758287,0.00096929003,0.00059178023,0.000018801957,0.00023665205],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961969,0.0010474614,0.0012535903,0.00036768764,0.000776219,0.00035812805],"domain_scores_gemma":[0.99811834,0.00059775973,0.0006673536,0.00013953164,0.0004273015,0.0000497356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002190125,0.00020173236,0.00038390004,0.00032345235,0.00049807894,0.000039293685,0.00028062315,0.0001772405,0.00007359552],"category_scores_gemma":[0.0002610989,0.00016196749,0.00006237431,0.0009671677,0.00004156043,0.0003506624,0.00003447689,0.0005252554,0.0000748355],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001111906,0.0001072308,0.9279111,0.00812821,0.000020389298,0.000020768834,0.032313436,0.0009062372,0.000020546133,0.014638924,0.010710435,0.005111548],"study_design_scores_gemma":[0.0010022493,0.00003077973,0.8478677,0.012900768,0.000020211724,0.000008893555,0.03651244,0.013666451,9.1980354e-7,0.0006302528,0.0870862,0.00027311835],"about_ca_topic_score_codex":0.024410887,"about_ca_topic_score_gemma":0.38605425,"teacher_disagreement_score":0.36164334,"about_ca_system_score_codex":0.0005082425,"about_ca_system_score_gemma":0.00029474768,"threshold_uncertainty_score":0.98208565},"labels":[],"label_agreement":null},{"id":"W4379660324","doi":"10.22215/rrep/2023.sdhl.606","title":"Spatial models of access to health and care services in rural and remote Canada: a scoping review protocol","year":2023,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"","keywords":"CINAHL; Inclusion (mineral); Scope (computer science); Health care; Grey literature; Scopus; Rural area; Geography; Rural health; Medicine; MEDLINE; Political science; Nursing; Computer science; Psychological intervention; Sociology; Social science","score_opus":0.20172920808516076,"score_gpt":0.5607951289478476,"score_spread":0.3590659208626868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379660324","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023087655,0.70309985,0.000005754207,0.0005492738,0.000106193256,0.29556835,0.00008056475,0.00004423974,0.0005434635],"genre_scores_gemma":[6.28107e-7,0.9176025,0.00028743802,0.003239292,0.00008345913,0.07849291,0.00007715408,0.00006583376,0.0001508356],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9942161,0.001136027,0.0027155788,0.00057463563,0.00043637757,0.000921315],"domain_scores_gemma":[0.99701893,0.0004192847,0.0011946453,0.0004904798,0.00021908875,0.00065757526],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090472057,0.00048233417,0.003760297,0.00021990563,0.00030238304,0.000016177146,0.00045159404,0.00031092053,0.000047127985],"category_scores_gemma":[0.00009432521,0.00037209783,0.00006519873,0.0008382869,0.000023954131,0.00014949577,0.0008919901,0.00070579536,0.000007122735],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006814139,0.0000018689192,0.000041042844,0.61293346,0.0000056387225,0.0000025587722,0.00039791543,5.211224e-7,1.8471327e-10,0.000016727201,0.0006162023,0.38597727],"study_design_scores_gemma":[0.00021704094,0.000058164565,0.000010147802,0.7758521,0.000030487754,0.0000017937119,0.000932959,0.000036202542,4.348334e-9,0.000022574772,0.22263351,0.00020499942],"about_ca_topic_score_codex":0.94540656,"about_ca_topic_score_gemma":0.98891807,"teacher_disagreement_score":0.38577226,"about_ca_system_score_codex":0.0009700051,"about_ca_system_score_gemma":0.01377967,"threshold_uncertainty_score":0.9998731},"labels":[],"label_agreement":null},{"id":"W4380205210","doi":"10.1515/9780773588844-008","title":"Nunavut’s Health Workforce","year":2013,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Business; Environmental science; Economic growth; Economics","score_opus":0.0451599916600683,"score_gpt":0.3180237000064951,"score_spread":0.2728637083464268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380205210","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011879026,0.00004178106,0.000046759582,0.0017682047,0.001482225,0.00403211,0.0009292403,0.0010049372,0.99068284],"genre_scores_gemma":[0.00039363364,0.0016217906,0.00074880884,0.0038508868,0.0005040293,0.00002270288,0.00022942055,0.00026278297,0.99236596],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935805,0.0006496651,0.0012588974,0.0013875274,0.00094472914,0.002178645],"domain_scores_gemma":[0.9939718,0.0005529529,0.0017090584,0.0017409131,0.00064701936,0.0013782056],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00051508535,0.0011483314,0.0016963416,0.00043749373,0.0033035039,0.000027286755,0.0012513574,0.0019474225,0.0019749545],"category_scores_gemma":[0.00003877567,0.0012652036,0.00044417667,0.00005115775,0.00033326173,0.00023838745,0.0013056413,0.003410772,0.002050319],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013862457,0.000018846005,0.00002150673,0.0008024517,0.00011560854,0.00008748511,0.00045188842,0.000008061046,2.3549086e-7,0.7961161,0.19773236,0.0045067878],"study_design_scores_gemma":[0.0012266865,0.0001951561,0.000028322263,0.0040993323,0.00012359004,0.000002326586,0.0005546839,0.000012500584,0.0000030789784,0.0021273606,0.99067056,0.0009563827],"about_ca_topic_score_codex":0.01088563,"about_ca_topic_score_gemma":0.000022855154,"teacher_disagreement_score":0.79398876,"about_ca_system_score_codex":0.003063862,"about_ca_system_score_gemma":0.0007457061,"threshold_uncertainty_score":0.9993483},"labels":[],"label_agreement":null},{"id":"W4380234406","doi":"10.1515/9780773576490-003","title":"Chronology of the Development of NOSM","year":2009,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"McMaster University","keywords":"Chronology; Archaeology; History; Geography","score_opus":0.036356119210016954,"score_gpt":0.30516728326873954,"score_spread":0.2688111640587226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380234406","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00026014494,0.000007881414,0.00001486112,0.00021983308,0.0004735844,0.001378533,0.00024570647,0.000091919006,0.99730754],"genre_scores_gemma":[0.0073990175,0.000090209214,0.0010160294,0.0002306757,0.00006323444,0.0000025473933,0.000023498973,0.000047075733,0.9911277],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99725205,0.0002701745,0.00091990916,0.0004757631,0.0004642679,0.00061786606],"domain_scores_gemma":[0.9967873,0.0002475119,0.0014009653,0.00093523756,0.0004550791,0.00017389793],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000260355,0.00042583694,0.00089370436,0.00020237092,0.00092437817,0.0000013972343,0.00095427263,0.001091392,0.00019535222],"category_scores_gemma":[0.000026308799,0.0003784387,0.0002291493,0.00002645238,0.00033432254,0.000042317344,0.0009397043,0.0011546544,0.000030563344],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002279042,0.000033880697,0.000075250624,0.0010161179,0.00018963216,0.000015649495,0.0015396922,0.000008318557,0.00001565084,0.9845576,0.0053228135,0.0069974335],"study_design_scores_gemma":[0.0007400209,0.00007904369,0.00035320257,0.0020945366,0.00012617446,4.666056e-7,0.00028861695,0.0000011546005,0.00044360798,0.000797917,0.9947885,0.00028673426],"about_ca_topic_score_codex":0.0008707464,"about_ca_topic_score_gemma":0.000020351974,"teacher_disagreement_score":0.9894657,"about_ca_system_score_codex":0.0007953448,"about_ca_system_score_gemma":0.0006763152,"threshold_uncertainty_score":0.9998668},"labels":[],"label_agreement":null},{"id":"W4380234755","doi":"10.1515/9780773576490-001","title":"Preface","year":2009,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.03652671052211238,"score_gpt":0.31334903365578476,"score_spread":0.2768223231336724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380234755","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010609599,0.000011954466,0.000015145631,0.00058528467,0.00075095956,0.0022849436,0.00077672524,0.0008523681,0.994712],"genre_scores_gemma":[0.00044844806,0.00056996435,0.00043727775,0.0014174785,0.00035045616,0.0000051277075,0.00012154509,0.00013865138,0.99651104],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99573314,0.00036984507,0.00075309124,0.0010742255,0.00072854507,0.0013411784],"domain_scores_gemma":[0.9962308,0.00035932503,0.0008814193,0.0013381925,0.00049185177,0.00069841713],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003019258,0.00085702643,0.0010992585,0.0003200271,0.002118168,0.000013898732,0.0009941997,0.0019317552,0.0006970398],"category_scores_gemma":[0.00003253327,0.0009636848,0.0003418652,0.00002682361,0.00020925175,0.00015343106,0.0008285551,0.0026256186,0.0006439513],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027499793,0.000019924642,0.000010067429,0.00046617418,0.00011492988,0.00026699904,0.00030695618,0.000009094719,0.0000013887973,0.92339736,0.0712669,0.003865184],"study_design_scores_gemma":[0.0010882899,0.00016167469,0.000026464078,0.0021129777,0.00023399864,0.0000016767333,0.00021121367,0.000004740831,0.000016985274,0.002416845,0.99293065,0.0007944645],"about_ca_topic_score_codex":0.0024443169,"about_ca_topic_score_gemma":0.00000647826,"teacher_disagreement_score":0.92166376,"about_ca_system_score_codex":0.0015215226,"about_ca_system_score_gemma":0.00030793043,"threshold_uncertainty_score":0.9996754},"labels":[],"label_agreement":null},{"id":"W4380235858","doi":"10.1515/9780773590212-021","title":"Literature Review on Rural–Urban Differences in Well-being after Transition to Civilian Life","year":2013,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Residence; Socioeconomic status; Generalizability theory; Rural area; Gerontology; Population; Psychology; Geography; Medicine; Environmental health; Demography; Psychiatry; Sociology","score_opus":0.01958627362246307,"score_gpt":0.277435070438771,"score_spread":0.25784879681630796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380235858","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003479957,0.0003361788,0.0000058504197,0.003394227,0.0005791695,0.004726077,0.0005371641,0.00027340208,0.9897999],"genre_scores_gemma":[0.011923115,0.014672284,0.000098540346,0.013908824,0.0003107737,0.0000739756,0.00016916977,0.00011679194,0.9587265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99573946,0.0006587996,0.0009000148,0.0009517696,0.0006594837,0.0010904719],"domain_scores_gemma":[0.99719524,0.0003052558,0.00047648244,0.00094581576,0.00036433022,0.00071286416],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00030651403,0.0008882425,0.0013875519,0.0005579969,0.0007519405,0.000029977715,0.0006646993,0.0013330816,0.0011644092],"category_scores_gemma":[0.000039613,0.00086615485,0.00030254154,0.00007993147,0.00009938439,0.0002199836,0.0003396354,0.002525907,0.00067505974],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014292202,0.00009105163,0.00018893836,0.023609681,0.00020465578,0.0009822915,0.007817093,0.0000056550884,0.0000019916117,0.82464236,0.1384235,0.0026035241],"study_design_scores_gemma":[0.0006448447,0.00018230734,0.00016641573,0.11754732,0.00013890424,9.104255e-7,0.0002840877,0.000003241744,0.0000027185613,0.0005664861,0.8797453,0.0007174845],"about_ca_topic_score_codex":0.0014061767,"about_ca_topic_score_gemma":0.000024975709,"teacher_disagreement_score":0.8240759,"about_ca_system_score_codex":0.0008952798,"about_ca_system_score_gemma":0.0001306145,"threshold_uncertainty_score":0.9999634},"labels":[],"label_agreement":null},{"id":"W4380302178","doi":"10.36834/cmej.76269","title":"Recruiting rural youth to healthcare careers: a scoping review protocol","year":2023,"lang":"en","type":"review","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Northern British Columbia","funders":"","keywords":"Protocol (science); Health care; Computer science; Data science; Medicine; Political science; Alternative medicine; Pathology","score_opus":0.2462804728015584,"score_gpt":0.5966736179338761,"score_spread":0.3503931451323177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380302178","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.8412041e-7,0.7829196,0.000001925824,0.029023457,0.004555378,0.18147844,0.000083275634,0.00009767649,0.001840095],"genre_scores_gemma":[5.768145e-8,0.7539403,0.000130413,0.07276272,0.0051472783,0.16626838,0.00019388762,0.00013852064,0.0014184915],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9885623,0.0031998144,0.0038410532,0.00054976356,0.0015675989,0.002279507],"domain_scores_gemma":[0.9670682,0.00056761835,0.0015851784,0.0006601583,0.0012169039,0.028901918],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0056753536,0.0006101165,0.002533099,0.00097171025,0.0021089457,0.00007221747,0.0012117242,0.0012512952,0.019892564],"category_scores_gemma":[0.04508385,0.00051520095,0.00041689284,0.0020017775,0.000067696885,0.00013403896,0.00013516354,0.0059824875,0.003629576],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000013257213,0.0000068562485,0.000006758935,0.268131,0.000016241045,0.000027362361,0.0012472587,2.164005e-8,7.3196685e-11,0.00004859116,0.1958536,0.534661],"study_design_scores_gemma":[0.00007956563,0.000029837447,4.886475e-7,0.49243617,0.000079856334,0.000099023666,0.004677458,1.614173e-7,3.0211397e-10,0.00001351191,0.5023752,0.00020873564],"about_ca_topic_score_codex":0.05227299,"about_ca_topic_score_gemma":0.17524761,"teacher_disagreement_score":0.53445226,"about_ca_system_score_codex":0.006661003,"about_ca_system_score_gemma":0.4644393,"threshold_uncertainty_score":0.99972993},"labels":[],"label_agreement":null},{"id":"W4380355211","doi":"10.22605/rrh8284","title":"Rural generalist anesthetists have the expertise to help plan for the anesthesia healthcare needs in their communities","year":2023,"lang":"en","type":"letter","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; Queen's University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Nurse anesthetist; Medicine; Health care; Plan (archaeology); Anesthesiology; Generalist and specialist species; Medical education; Medical emergency; Nursing; Anesthesia; Geography; Political science","score_opus":0.09377126009255157,"score_gpt":0.3927696098256968,"score_spread":0.2989983497331452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380355211","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036121584,0.012079319,0.000027578018,0.94211173,0.0013266285,0.0076508946,0.00032544998,0.00027216022,0.00008465583],"genre_scores_gemma":[0.018210236,0.013473308,0.00014345204,0.9492378,0.0052320263,0.0006505047,0.0012603303,0.00023911992,0.011553192],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99146867,0.0031482114,0.0016443877,0.00041315763,0.00059327757,0.002732288],"domain_scores_gemma":[0.9941632,0.0030463734,0.00068816735,0.001396438,0.00023343331,0.00047235886],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022380515,0.0008410793,0.001384024,0.00036258542,0.004872253,0.000088068984,0.0011768845,0.0012025638,0.000030284813],"category_scores_gemma":[0.00005803737,0.00044835676,0.00021668468,0.0006404161,0.0004238572,0.00008313085,0.00032195778,0.004557763,0.00010206201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019864197,0.000012076564,0.0011462072,0.0025331571,0.000024632123,0.00004724976,0.05405057,0.000014305607,4.2553108e-7,0.00028040548,0.9075267,0.034165636],"study_design_scores_gemma":[0.0006532131,0.00043459228,0.003936337,0.0055296263,0.000015637024,0.00016671458,0.10843465,0.0008139311,4.7560516e-7,0.00074380887,0.8787909,0.00048012755],"about_ca_topic_score_codex":0.18324758,"about_ca_topic_score_gemma":0.0533248,"teacher_disagreement_score":0.12992278,"about_ca_system_score_codex":0.0009365031,"about_ca_system_score_gemma":0.0009357471,"threshold_uncertainty_score":0.9997968},"labels":[],"label_agreement":null},{"id":"W4380433296","doi":"","title":"Small Town, Big Picture: Scope of Practice of Rural Family Medicine, the Shawville Experience","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Scope (computer science); Family medicine; Medicine; Computer science","score_opus":0.4705183937181345,"score_gpt":0.6341231465705741,"score_spread":0.16360475285243964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380433296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8314154,0.08331293,0.00033405406,0.009953502,0.0022228118,0.0024684912,0.00007427032,0.00006500396,0.070153534],"genre_scores_gemma":[0.95838046,0.02921846,0.00048246942,0.010671311,0.0006783473,0.00010612346,0.000010102305,0.00005945087,0.00039328053],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99331295,0.0016248435,0.002579283,0.00040905207,0.0013055288,0.0007683352],"domain_scores_gemma":[0.9904779,0.0031523183,0.0035272748,0.0008501177,0.0014140105,0.00057833095],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002692237,0.00040930387,0.001425246,0.00028409602,0.0006745302,0.00007919713,0.004360703,0.0002566493,0.010361741],"category_scores_gemma":[0.0048491163,0.0002695763,0.00017325043,0.001997365,0.0005543594,0.0012012785,0.0016126339,0.0012797776,0.000028628718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031024609,0.0004683338,0.3922018,0.0021292293,0.00041986012,0.000053458367,0.06395378,0.00033603466,0.083359934,0.0012991999,0.42169026,0.030985653],"study_design_scores_gemma":[0.0030645716,0.0002606991,0.39552665,0.010661816,0.00037653564,0.00001639386,0.11937474,0.00011486831,0.010205142,0.0017178976,0.45783082,0.0008498881],"about_ca_topic_score_codex":0.009665114,"about_ca_topic_score_gemma":0.00016382414,"teacher_disagreement_score":0.12696505,"about_ca_system_score_codex":0.00012443512,"about_ca_system_score_gemma":0.000660843,"threshold_uncertainty_score":0.9999756},"labels":[],"label_agreement":null},{"id":"W4380480875","doi":"10.21203/rs.3.rs-3040088/v1","title":"Relationship Between Socio-Economic Background, USMLE Step Scores, and Demographics of International Medical Graduates and Residency Match Results","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Demographics; United States Medical Licensing Examination; Matriculation; Odds; Logistic regression; Medicine; Family medicine; Matching (statistics); Residency training; Educational attainment; Medical education; Demography; Medical school; Political science","score_opus":0.31599054975752977,"score_gpt":0.5547406673112845,"score_spread":0.2387501175537547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380480875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95639074,0.0028113094,0.000039887927,0.03386618,0.00087373785,0.0021923857,0.0017427137,0.00016695212,0.0019160814],"genre_scores_gemma":[0.98476094,0.008597165,0.00093418744,0.000045330944,0.0009797501,0.00028948812,0.0012487631,0.00008622777,0.0030581572],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99123263,0.0028711006,0.0017931802,0.0010077081,0.001999277,0.0010960847],"domain_scores_gemma":[0.9802914,0.016829044,0.0005739604,0.0007984367,0.0007968367,0.00071032025],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.011483756,0.00032622376,0.00074373087,0.000933672,0.0011045013,0.0000725589,0.0008291012,0.00155917,0.00018298558],"category_scores_gemma":[0.0058380365,0.00032007773,0.00010939565,0.00042746845,0.0008851624,0.00015808485,0.0034805858,0.0052262023,0.00023214011],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018603321,0.000021335749,0.9495027,0.003686461,0.000063635925,0.000016849881,0.0011666988,0.000005660238,2.6240767e-7,0.012624934,0.032273773,0.00045163024],"study_design_scores_gemma":[0.001079809,0.00012325631,0.92612976,0.0074714455,0.000024113935,0.0000016679578,0.0064272224,0.00036787902,6.69948e-7,0.054675575,0.0034672415,0.0002313504],"about_ca_topic_score_codex":0.01076372,"about_ca_topic_score_gemma":0.008751629,"teacher_disagreement_score":0.04205064,"about_ca_system_score_codex":0.00064382283,"about_ca_system_score_gemma":0.0025724913,"threshold_uncertainty_score":0.99992514},"labels":[],"label_agreement":null},{"id":"W4380714984","doi":"10.1161/circ.146.suppl_1.13292","title":"Abstract 13292: Rural-Urban Differences in Mortality Rate of Myocardial Infarction and Heart Failure: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Circulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Women's College Hospital; St. Michael's Hospital; Sunnybrook Health Science Centre; Health Sciences North","funders":"","keywords":"Medicine; Myocardial infarction; Heart failure; Meta-analysis; Odds ratio; Confidence interval; Mortality rate; Rural area; Rurality; Internal medicine; Cohort study; Demography; Emergency medicine; Cardiology","score_opus":0.18850683073291,"score_gpt":0.45382997364608535,"score_spread":0.2653231429131754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380714984","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014327139,0.99183804,0.000004212348,0.00017849081,0.000093582414,0.0062351613,0.000121418554,0.000031661573,0.000064735505],"genre_scores_gemma":[0.04225587,0.95546955,0.000013323048,0.00023153922,0.000032336284,0.0016173742,0.00032989224,0.000023732264,0.000026377422],"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","domain_scores_codex":[0.9913093,0.0049183373,0.0026205701,0.00046010865,0.00036134844,0.00033037763],"domain_scores_gemma":[0.9957111,0.0014288721,0.0020599335,0.00057795976,0.000100348174,0.00012178704],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0040480746,0.0003955846,0.007525134,0.00040530565,0.00033037062,0.000016242397,0.0001209253,0.00033061506,0.000788892],"category_scores_gemma":[0.00056390424,0.00029655715,0.0008726593,0.0013270603,0.000055284512,0.00015566008,0.000099303325,0.00080426066,0.000011224316],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011635889,0.00001605616,0.011291969,0.974855,0.013119727,6.8493654e-7,0.0002460481,0.0000027109052,6.20375e-8,0.00012236997,0.00011878084,0.00022544633],"study_design_scores_gemma":[0.00017514448,0.000019819514,0.1172174,0.08506218,0.77318615,0.000003868063,0.0005111999,0.000025556097,5.487759e-9,0.0001758107,0.023160579,0.00046230195],"about_ca_topic_score_codex":0.001264154,"about_ca_topic_score_gemma":0.00031690925,"teacher_disagreement_score":0.8897928,"about_ca_system_score_codex":0.0002878954,"about_ca_system_score_gemma":0.00020437653,"threshold_uncertainty_score":0.9999487},"labels":[],"label_agreement":null},{"id":"W4380731","doi":"10.1038/35015234","title":"Immigrants help offset Canada's brain-drain crisis","year":2000,"lang":"en","type":"article","venue":"Nature","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Immigration; Government (linguistics); Political science; Offset (computer science); Development economics; Economics; Law; Computer science","score_opus":0.012182478493122399,"score_gpt":0.3765165631664191,"score_spread":0.36433408467329675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.713534,0.0045686187,0.000001559472,0.19330052,0.0022817142,0.001125797,0.00049793866,0.00026683102,0.08442302],"genre_scores_gemma":[0.82329184,0.00012890027,0.00016859497,0.1303518,0.000627423,0.000044078948,0.000114662034,0.000035428733,0.04523726],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99715275,0.0003897453,0.00047093738,0.00038252218,0.0005861681,0.0010178725],"domain_scores_gemma":[0.9984141,0.00041805702,0.00011344113,0.00050816644,0.00017232975,0.00037392433],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0004009902,0.00022866244,0.00033417894,0.00005436773,0.0008361862,0.000007861055,0.0003625303,0.001943636,0.011088624],"category_scores_gemma":[0.00021293965,0.00019891521,0.000059275342,0.00046459082,0.0000243901,0.000076099466,0.00004636317,0.004767538,0.00083592127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007007282,0.000016549982,0.0058481186,0.000094672054,0.000010770411,0.000032702672,0.00072711374,0.0000056107006,0.000007211591,0.00045378093,0.984767,0.007966395],"study_design_scores_gemma":[0.0005473184,0.000025443402,0.021724261,0.00023548299,0.000009139907,0.0000037894902,0.002420156,0.000031586398,0.000017317303,0.00038081576,0.9744126,0.0001920864],"about_ca_topic_score_codex":0.6621003,"about_ca_topic_score_gemma":0.89610803,"teacher_disagreement_score":0.23400773,"about_ca_system_score_codex":0.0005528577,"about_ca_system_score_gemma":0.0012730832,"threshold_uncertainty_score":0.99994206},"labels":[],"label_agreement":null},{"id":"W4380876885","doi":"10.17483/2368-6669.1395","title":"Nursing Student Experiences During a Clinical Re-assignment to Long Term Care in the Omicron Wave of the Pandemic","year":2023,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Government (linguistics); Pandemic; Economic shortage; Nursing; Coronavirus disease 2019 (COVID-19); Term (time); Acute care; Long-term care; Psychology; Frame (networking); Health care; Nursing shortage; Medicine; Nurse education; Political science; Computer science","score_opus":0.11766023948434395,"score_gpt":0.566427508063343,"score_spread":0.448767268578999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380876885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9857098,0.00040034333,0.0001697701,0.0056347586,0.0033787072,0.0030138863,0.000009247633,0.000067854955,0.00161563],"genre_scores_gemma":[0.9971578,0.00032078367,0.00023682968,0.00075288914,0.00019760922,0.0010278999,0.00006886903,0.000016977441,0.00022034324],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9940812,0.0020713308,0.0021617978,0.00035132235,0.0007186439,0.0006157206],"domain_scores_gemma":[0.9976219,0.00070019515,0.0007880242,0.0006231717,0.00016972005,0.00009701802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026131463,0.00021256847,0.00036546082,0.0002654291,0.0006969832,0.00002587495,0.0004710223,0.00016160673,0.000051175874],"category_scores_gemma":[0.0002899093,0.00015951798,0.000082779676,0.0010400234,0.00013455268,0.00045189634,0.00008421781,0.00057534897,0.000040976356],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012764022,0.00044380446,0.3826459,0.0005396994,0.0000037115449,2.8118865e-7,0.56786925,0.0008525482,0.000065289874,0.0010197025,0.00056122633,0.045870986],"study_design_scores_gemma":[0.0005176382,0.00006262198,0.5320832,0.0062937257,0.00000689534,8.1741075e-7,0.45910266,0.0000324067,0.00008972649,0.00030095928,0.0013915598,0.000117766016],"about_ca_topic_score_codex":0.00010366349,"about_ca_topic_score_gemma":0.0006743803,"teacher_disagreement_score":0.14943734,"about_ca_system_score_codex":0.0026176712,"about_ca_system_score_gemma":0.00039020609,"threshold_uncertainty_score":0.6845119},"labels":[],"label_agreement":null},{"id":"W4381189975","doi":"10.1136/bmjopen-2022-068800","title":"Development and validation of a rurality index for healthcare research in Japan: a modified Delphi study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Japan Society for the Promotion of Science; Japan Primary Care Association","keywords":"Rurality; Medicine; Delphi method; Index (typography); Health care; Rural area; Delphi; Population; Gerontology; Environmental health; Statistics; Economic growth","score_opus":0.6357147862016677,"score_gpt":0.6599598003803033,"score_spread":0.02424501417863567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381189975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95513177,0.000018879677,0.000009617989,0.005439651,0.00012676895,0.03840348,0.00002107018,0.00003557656,0.00081320445],"genre_scores_gemma":[0.98408556,0.000008303871,0.0007450535,0.00017220156,0.00004349928,0.014018758,0.00005790842,0.0000183832,0.0008503429],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959203,0.0015009784,0.001018222,0.0003531462,0.00051476725,0.00069256406],"domain_scores_gemma":[0.99789155,0.00092862855,0.00021838231,0.00038988222,0.000418014,0.00015353344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014281147,0.00010592756,0.00039620747,0.00027576787,0.0006207578,0.000019323683,0.00038699643,0.00014969555,0.000019133025],"category_scores_gemma":[0.00052501046,0.00009725547,0.000014040611,0.0010499576,0.000034925455,0.00014182142,0.00094360166,0.00035918207,0.000044259225],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014811866,0.00020936829,0.8892737,0.0028780256,0.00001878789,0.0000052712508,0.08935769,0.000047055513,0.000010102859,0.003150591,0.0037801142,0.009788127],"study_design_scores_gemma":[0.0037816165,0.0003581067,0.7959454,0.0019257789,0.000003578599,3.878405e-7,0.18933229,0.0007810606,0.000037581547,0.0036935527,0.003973212,0.00016742489],"about_ca_topic_score_codex":0.014204272,"about_ca_topic_score_gemma":0.015146353,"teacher_disagreement_score":0.0999746,"about_ca_system_score_codex":0.0003244493,"about_ca_system_score_gemma":0.0011980913,"threshold_uncertainty_score":0.99236023},"labels":[],"label_agreement":null},{"id":"W4381197773","doi":"10.2196/45992","title":"Ascertaining the Career Intentions of Medical Students (AIMS) in the United Kingdom Post Graduation: Protocol for a Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Medical Research Council; Ataxia UK; Wellcome Trust","keywords":"Graduation (instrument); Medical education; Thematic analysis; Medicine; Population; Family medicine; Psychology; Qualitative research; Sociology","score_opus":0.7309627144259095,"score_gpt":0.7681380053827513,"score_spread":0.0371752909568418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381197773","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015000056,3.9427044e-7,0.00013765461,0.015446545,0.000037293976,0.9687944,0.000019322197,0.00011889338,0.00044542862],"genre_scores_gemma":[0.016633686,1.8002541e-7,0.00033745856,0.0004501522,0.00020465626,0.98184067,0.00003334199,0.000049403152,0.0004504799],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.96625674,0.023563573,0.0016058015,0.0005443512,0.0064527965,0.0015767282],"domain_scores_gemma":[0.9839577,0.012038126,0.0003637346,0.001123679,0.0022743624,0.0002423631],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07413474,0.0002385071,0.00046091035,0.0008059997,0.0020593517,0.00011463407,0.0034861104,0.00032689987,0.000284211],"category_scores_gemma":[0.01057137,0.00013246757,0.00012701305,0.005487219,0.00034447084,0.00012634131,0.001538107,0.0025814176,0.00008563377],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0054469793,0.008648932,0.45737648,0.009692298,0.0002540441,0.000096214884,0.16833723,0.00006473572,0.00017275139,0.03339966,0.29491946,0.021591228],"study_design_scores_gemma":[0.0106446585,0.0035901961,0.1732094,0.010527756,0.0000076084884,0.0000019959432,0.20121808,0.0014770207,0.000020669659,0.0025178192,0.59656626,0.00021853104],"about_ca_topic_score_codex":0.002638655,"about_ca_topic_score_gemma":0.0032864502,"teacher_disagreement_score":0.3016468,"about_ca_system_score_codex":0.0003060676,"about_ca_system_score_gemma":0.0014404617,"threshold_uncertainty_score":0.9997197},"labels":[],"label_agreement":null},{"id":"W4381598308","doi":"10.1007/s10459-023-10248-5","title":"Validity evidence and psychometric evaluation of a socially accountable health index for health professions schools","year":2023,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Confirmatory factor analysis; Exploratory factor analysis; Reliability (semiconductor); Psychology; Applied psychology; Structural equation modeling; Health indicator; Index (typography); Social determinants of health; Psychometrics; Gerontology; Environmental health; Actuarial science; Public health; Statistics; Medicine; Clinical psychology; Computer science; Nursing; Mathematics; Business","score_opus":0.2688394779834193,"score_gpt":0.6225227098213254,"score_spread":0.3536832318379061,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381598308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62000155,0.11615212,0.0019178916,0.22391091,0.011411121,0.02502619,0.00012896363,0.0003601618,0.0010911056],"genre_scores_gemma":[0.93675363,0.045557823,0.0072833872,0.0066594854,0.0003991724,0.0029323662,0.000060266015,0.000026817635,0.0003270581],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9911467,0.0028756878,0.0021224758,0.0008434984,0.0014498715,0.0015617933],"domain_scores_gemma":[0.9935421,0.0023541576,0.0023066932,0.0004022358,0.00090854627,0.00048627268],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03572105,0.00023668061,0.00071170635,0.0012487747,0.0029407777,0.000025668733,0.00044857827,0.0001568102,0.000047474805],"category_scores_gemma":[0.004528491,0.00022104333,0.00004868466,0.0066684335,0.00023637539,0.0015274289,0.000109102766,0.00055243034,0.000023541612],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007466336,0.00023982396,0.7285744,0.0067269662,0.0000026585344,1.554053e-8,0.009272994,0.00091637624,0.000002322912,0.0050118696,0.02090507,0.22827287],"study_design_scores_gemma":[0.0017790317,0.0018177925,0.77105886,0.019712063,0.000011463044,0.0000016618922,0.075693846,0.009568422,0.0000037108725,0.07631765,0.04359364,0.0004418646],"about_ca_topic_score_codex":0.0073841717,"about_ca_topic_score_gemma":0.0089593865,"teacher_disagreement_score":0.3167521,"about_ca_system_score_codex":0.0023812265,"about_ca_system_score_gemma":0.038074497,"threshold_uncertainty_score":0.99922574},"labels":[],"label_agreement":null},{"id":"W4381682080","doi":"10.36834/cmej.75170","title":"Perspectives of Indigenous medical students on a postgraduate Indigenous admissions pathway","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Royal Alexandra Hospital; University of British Columbia; University of Alberta; Alberta Cancer Foundation","funders":"University of Alberta","keywords":"Indigenous; Thematic analysis; Mentorship; Descriptive statistics; Medical education; Medicine; Family medicine; Health care; Qualitative research","score_opus":0.03221363630018082,"score_gpt":0.45386335230659397,"score_spread":0.42164971600641316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381682080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92584425,0.00089548546,0.0000032607588,0.06338715,0.003954711,0.0007900829,0.000044264252,0.00007790387,0.0050028805],"genre_scores_gemma":[0.9505095,0.0016986643,0.0000737141,0.0396574,0.0019717626,0.00010464114,0.00006373972,0.000058466427,0.00586215],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99307096,0.00089686055,0.0010746208,0.00031317837,0.0032949017,0.0013494737],"domain_scores_gemma":[0.9759677,0.0005006578,0.00039866884,0.00034597318,0.0007632023,0.02202377],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0035422468,0.00022087281,0.00041485066,0.00093712716,0.0018734605,0.000028192871,0.0011853864,0.0006523197,0.046484504],"category_scores_gemma":[0.035085045,0.00018709527,0.00011036636,0.0011094034,0.00015606607,0.0000880702,0.0000883661,0.0026484719,0.0013000726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100339406,0.00097273564,0.09440764,0.00026213753,0.00014547359,0.00080644246,0.28942993,0.0000050279455,0.0000043342416,0.0025328454,0.48525265,0.12608044],"study_design_scores_gemma":[0.0020274615,0.00078669237,0.14951624,0.006805277,0.00004072775,0.00043512648,0.27939773,0.000043588843,0.000006882241,0.0024132838,0.5580034,0.00052360375],"about_ca_topic_score_codex":0.02844072,"about_ca_topic_score_gemma":0.049012773,"teacher_disagreement_score":0.2182533,"about_ca_system_score_codex":0.0016288838,"about_ca_system_score_gemma":0.21988218,"threshold_uncertainty_score":0.99965245},"labels":[],"label_agreement":null},{"id":"W4381685904","doi":"10.36834/cmej.77465","title":"In solidarity with anti-racism leaders in Canadian medical education","year":2023,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Association des Médecins d'Urgence du Québec; College of Family Physicians of Canada; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Solidarity; Racism; Anti-racism; Political science; Sociology; Public relations; Law; Politics","score_opus":0.03905897421356814,"score_gpt":0.4354681146715391,"score_spread":0.396409140457971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381685904","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008671104,0.00078426884,0.0000013281407,0.95682794,0.016646395,0.001048141,0.000040810337,0.000036657966,0.015943378],"genre_scores_gemma":[0.009779124,0.0006901018,0.00008344284,0.95783,0.016715135,0.0003041363,0.00046956853,0.00014261864,0.013985835],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98957026,0.0016736983,0.0018676317,0.00070362474,0.0026776653,0.0035071452],"domain_scores_gemma":[0.971075,0.00048710397,0.0005014003,0.00055797247,0.00075830164,0.026620224],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0043009603,0.0005323428,0.0009006383,0.0034939132,0.0009902265,0.00007214994,0.0012455933,0.0050578336,0.08724596],"category_scores_gemma":[0.02724635,0.00050619367,0.00009627153,0.0018017215,0.00042521412,0.00030099656,0.000039870003,0.022665413,0.0018287643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000006483369,0.000052046606,0.017427636,0.00036280433,0.000015940706,0.0022010983,0.0034907467,0.0000017702594,9.748444e-9,0.00017680897,0.96973056,0.0065340996],"study_design_scores_gemma":[0.0005975416,0.000037340462,0.009798176,0.009112644,0.000017865697,0.00056302844,0.009464786,0.00006323614,2.5437958e-8,0.0005244416,0.9693679,0.00045300188],"about_ca_topic_score_codex":0.975216,"about_ca_topic_score_gemma":0.99861175,"teacher_disagreement_score":0.7509695,"about_ca_system_score_codex":0.012823575,"about_ca_system_score_gemma":0.7637931,"threshold_uncertainty_score":0.999739},"labels":[],"label_agreement":null},{"id":"W4381736699","doi":"10.1017/9781009217781","title":"Global Health Worker Migration","year":2023,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Workforce; Distribution (mathematics); Element (criminal law); Health care; Key (lock); Circulation (fluid dynamics); Political science; Economic growth; Economics; Engineering; Computer science","score_opus":0.04866959616420994,"score_gpt":0.3579896602516347,"score_spread":0.30932006408742474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381736699","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00021344247,0.00059881556,0.00025520497,0.00055016077,0.0027036988,0.0024674,0.0015702706,0.00125436,0.99038666],"genre_scores_gemma":[0.0000949945,0.00061441713,0.000121635785,0.0013537696,0.00088011136,0.000011766195,0.00091422035,0.000103266604,0.9959058],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99546087,0.00082081987,0.00075522484,0.0008983146,0.0006388604,0.0014259247],"domain_scores_gemma":[0.9965875,0.0003558584,0.00096343283,0.000981651,0.00038793663,0.00072363345],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00056528434,0.000591416,0.000959144,0.00020393963,0.0015476418,0.000022153468,0.0007638451,0.001226099,0.000020249958],"category_scores_gemma":[0.00005558722,0.000693431,0.00026451185,0.00010797981,0.00019496755,0.00010701993,0.00073361833,0.001391124,0.0008541173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001133033,0.000009043808,0.00013437633,0.0005602508,0.00006475375,0.00012170765,0.00019378735,0.0000051958123,6.3976685e-8,0.24737237,0.7498265,0.0015986586],"study_design_scores_gemma":[0.000786331,0.00008580331,0.0006483793,0.0027013433,0.00008810705,0.0000038984863,0.00065188133,0.000059635175,2.2826431e-7,0.00004250697,0.9944964,0.00043547765],"about_ca_topic_score_codex":0.0045924936,"about_ca_topic_score_gemma":0.0012409282,"teacher_disagreement_score":0.24732988,"about_ca_system_score_codex":0.0067436174,"about_ca_system_score_gemma":0.0045956527,"threshold_uncertainty_score":0.9999238},"labels":[],"label_agreement":null},{"id":"W4382050302","doi":"10.22374/cjgim.v18i2.690","title":"Rural versus Urban General Internal Medicine – What Factors are Influencing Resident’s Choice of Practice?","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Rural area; Diversity (politics); Incentive; Medical education; Humanities; Family medicine; Sociology","score_opus":0.08804766349263887,"score_gpt":0.44666612633148556,"score_spread":0.3586184628388467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382050302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93847376,0.0076214853,0.000032376218,0.026201675,0.021668592,0.00039437402,0.000028532044,0.00004113601,0.0055380734],"genre_scores_gemma":[0.96556187,0.0020732537,0.00017051959,0.0051194136,0.011566541,0.000010093736,0.00003812693,0.00009073376,0.015369423],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932655,0.00088115415,0.0028349129,0.0003356032,0.0012401349,0.0014426868],"domain_scores_gemma":[0.990089,0.002040398,0.002973692,0.00048353715,0.0018636262,0.0025497577],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002248787,0.00049171207,0.0013319821,0.0014832419,0.00049866375,0.00003461123,0.0011136626,0.00034736656,0.0025373877],"category_scores_gemma":[0.008334438,0.00036386066,0.00019775155,0.0009835217,0.0005716233,0.0011312088,0.00012246527,0.0020795034,0.000086014225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010241175,0.000015032163,0.33347383,0.0003071388,0.00042903898,0.0013163163,0.027825423,0.00025172715,0.0012450799,0.0006578232,0.6316478,0.0018066561],"study_design_scores_gemma":[0.0114729535,0.0044364687,0.296425,0.04195124,0.00057100237,0.00032007825,0.20759676,0.00036578617,0.000367776,0.00048053084,0.43530673,0.0007056402],"about_ca_topic_score_codex":0.35077915,"about_ca_topic_score_gemma":0.13016634,"teacher_disagreement_score":0.2206128,"about_ca_system_score_codex":0.0017092488,"about_ca_system_score_gemma":0.0018326147,"threshold_uncertainty_score":0.9998813},"labels":[],"label_agreement":null},{"id":"W4382301731","doi":"10.18060/27374","title":"Paving a New Pathway to Permanent Residency: A Canadian-Inspired Proposal for International Students, Undocumented Immigrants, and the United States","year":2023,"lang":"en","type":"article","venue":"Indiana international & comparative law review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; New immigrants; Political science; Medical education; Psychology; Medicine; Family medicine; Law","score_opus":0.07667667224238843,"score_gpt":0.4673372298055472,"score_spread":0.39066055756315876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382301731","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2552078,0.03360948,0.00042196893,0.6424153,0.009748273,0.03837305,0.0030503692,0.00075830554,0.016415471],"genre_scores_gemma":[0.68792206,0.0706128,0.0033629483,0.17597352,0.0025007033,0.009185403,0.009357921,0.0001962491,0.04088836],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99639034,0.0006158209,0.0010583055,0.00047342762,0.0007659418,0.00069613894],"domain_scores_gemma":[0.99665,0.0012182225,0.00037694603,0.00029314982,0.0009336516,0.0005280641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015770273,0.00030137942,0.0005978216,0.00032549992,0.00084265845,0.00010111521,0.0009889228,0.00008771375,0.00045242955],"category_scores_gemma":[0.00052892,0.00021923632,0.000119605145,0.0007468444,0.00013403351,0.00020673219,0.00029707828,0.00039979722,0.00072103745],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055132125,0.00005566273,0.00884048,0.0009040031,0.00052942586,0.00003751125,0.013656138,0.00009849475,0.0000061999035,0.52770627,0.4462901,0.001324416],"study_design_scores_gemma":[0.0021633096,0.00007477633,0.006897567,0.007873699,0.00004957103,0.0000041595113,0.0016926163,0.0004917072,0.000005914729,0.0061303494,0.97437793,0.00023841689],"about_ca_topic_score_codex":0.2516417,"about_ca_topic_score_gemma":0.41178602,"teacher_disagreement_score":0.5280878,"about_ca_system_score_codex":0.00082975934,"about_ca_system_score_gemma":0.0012205226,"threshold_uncertainty_score":0.9267718},"labels":[],"label_agreement":null},{"id":"W4382345359","doi":"10.1186/s41256-023-00307-0","title":"Down the brain drain: a rapid review exploring physician emigration from West Africa","year":2023,"lang":"en","type":"review","venue":"Global Health Research and Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute for Work & Health; Thinkpath Engineering Services (Canada); University of Toronto","funders":"University of Toronto","keywords":"Emigration; Medicine; Brain drain; Remuneration; Public health; Inclusion (mineral); Population; Family medicine; Nursing; Environmental health; Business; Political science; Economic growth; Psychology","score_opus":0.5924426704301539,"score_gpt":0.6288591564810874,"score_spread":0.036416486050933505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382345359","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000005347648,0.9159227,0.0000022242689,0.06138808,0.00064328575,0.009175673,0.0025000484,0.0003033634,0.010059263],"genre_scores_gemma":[0.000004820974,0.97109383,0.000041500472,0.014786273,0.0054394878,0.00476778,0.0009747541,0.00011366393,0.0027778882],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9789614,0.011274185,0.0025517964,0.0012200397,0.0017167231,0.0042758426],"domain_scores_gemma":[0.98793805,0.007056594,0.0010560993,0.0016484803,0.00053500175,0.0017657728],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0097516,0.0008002398,0.0030692522,0.00041449576,0.0046007186,0.0001023365,0.0012900465,0.00062378583,0.0002188489],"category_scores_gemma":[0.0034157636,0.0005331132,0.00037265892,0.0062596663,0.00044059948,0.00023593697,0.00108092,0.0040502255,0.0066269552],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001279179,0.000023090353,0.0000046438035,0.070672505,0.00003981095,0.0000060612106,0.00077601185,2.009246e-8,2.80564e-9,0.0059363376,0.36163145,0.5608973],"study_design_scores_gemma":[0.00020031375,0.00024915917,0.00007212505,0.19094089,0.000042380896,0.0000034025818,0.00082226476,0.0000013318587,2.9646934e-9,0.0032224923,0.8042022,0.00024346412],"about_ca_topic_score_codex":0.049847472,"about_ca_topic_score_gemma":0.010055578,"teacher_disagreement_score":0.5606538,"about_ca_system_score_codex":0.0039199223,"about_ca_system_score_gemma":0.012774481,"threshold_uncertainty_score":0.99990386},"labels":[],"label_agreement":null},{"id":"W4382702009","doi":"10.4103/cjrm.cjrm_56_22","title":"Results of a mixed-methods study on barriers to physician recruitment in Newfoundland and Labrador","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Family medicine; Geography; Medicine","score_opus":0.09094410726831756,"score_gpt":0.4897246784470163,"score_spread":0.3987805711786987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382702009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.970694,0.00034708268,0.0000039514725,0.024825552,0.001643795,0.001178531,0.000026264272,0.000008018997,0.0012728081],"genre_scores_gemma":[0.9961082,0.000059923146,0.00018681746,0.0025599136,0.0004110778,0.000024633491,0.0000040806704,0.000017264338,0.00062810455],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997039,0.0009328474,0.0010380636,0.0001264244,0.00028288437,0.0005807639],"domain_scores_gemma":[0.99642074,0.00083389715,0.00037904197,0.0002103051,0.00019773701,0.00195826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033282293,0.00014611491,0.0005958816,0.0007971654,0.00021841042,0.0000033076985,0.00018872374,0.00008446218,0.00007444273],"category_scores_gemma":[0.002615871,0.000107783904,0.000026869639,0.0010129113,0.00009003911,0.000053676526,0.000023839357,0.0005300878,0.000018254475],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013249733,0.000050553208,0.43986467,0.00026433115,0.00009697988,0.000643215,0.17805558,0.00011921893,0.00026853578,0.00046150453,0.17980069,0.19904977],"study_design_scores_gemma":[0.0052240286,0.0046232184,0.63269687,0.005526065,0.000035705983,0.0000073108113,0.28775182,0.000014476476,0.00000814526,0.00042181843,0.06356111,0.0001294049],"about_ca_topic_score_codex":0.11294998,"about_ca_topic_score_gemma":0.36065978,"teacher_disagreement_score":0.2477098,"about_ca_system_score_codex":0.0006566803,"about_ca_system_score_gemma":0.0011534034,"threshold_uncertainty_score":0.892957},"labels":[],"label_agreement":null},{"id":"W4382702337","doi":"10.4103/1203-7796.379553","title":"Message de la présidente. Genre et médecine rurale","year":2023,"lang":"fr","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.027470261440126476,"score_gpt":0.41807533199143315,"score_spread":0.39060507055130667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382702337","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021627242,0.0341328,0.000034121338,0.11452282,0.81921995,0.0009046898,0.0005053083,0.00005897333,0.0089941025],"genre_scores_gemma":[0.031558294,0.019092377,0.00035642233,0.004522788,0.84826356,0.000035333458,0.0004189534,0.00037999693,0.09537229],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98659503,0.004958028,0.0034062702,0.0003685563,0.0017175577,0.002954558],"domain_scores_gemma":[0.9722207,0.01503258,0.0027169047,0.00070463,0.0019536088,0.007371529],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.010948103,0.00092855893,0.0025055069,0.0013583885,0.0010806967,0.00006935593,0.0015525763,0.0030760134,0.009691734],"category_scores_gemma":[0.031774603,0.00077703485,0.0003934063,0.0011629435,0.0013678625,0.0003027949,0.000111982445,0.009962594,0.0008923321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001706563,0.000024358977,0.008199617,0.0014412164,0.00020320652,0.0039241235,0.008996174,0.000042018077,0.000021417998,0.001648299,0.97319704,0.0021318574],"study_design_scores_gemma":[0.0045437017,0.001211425,0.008493544,0.048149154,0.0005525828,0.00041966245,0.030932797,0.000013558637,0.0000016676197,0.0036060833,0.90157425,0.0005015903],"about_ca_topic_score_codex":0.2530778,"about_ca_topic_score_gemma":0.26572317,"teacher_disagreement_score":0.11000004,"about_ca_system_score_codex":0.0055333795,"about_ca_system_score_gemma":0.02798681,"threshold_uncertainty_score":0.99988556},"labels":[],"label_agreement":null},{"id":"W4382726584","doi":"10.5430/jnep.v13n11p1","title":"How ready are nursing colleges to be integrated into higher education? A scoping review of influential factors","year":2023,"lang":"en","type":"review","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"CINAHL; Nurse education; Scopus; Inclusion (mineral); Higher education; Nursing; Psychology; Political science; Medical education; Medicine; MEDLINE","score_opus":0.37168372743307,"score_gpt":0.6342765703113542,"score_spread":0.2625928428782842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382726584","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005180792,0.9393304,0.000011852973,0.04365631,0.011671771,0.0023865297,0.000020239735,0.00003177993,0.0028392863],"genre_scores_gemma":[0.000019125267,0.98676765,0.002831267,0.0031424896,0.0012752182,0.00008749742,0.00008386792,0.00007978271,0.005713095],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9932121,0.0031180477,0.0023152116,0.00033091768,0.00061634096,0.00040735304],"domain_scores_gemma":[0.9847147,0.003893135,0.0073210336,0.0003853978,0.0031756198,0.00051012565],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002315999,0.0004190058,0.0020699808,0.0007730425,0.0007466233,0.000079991085,0.00033004317,0.0004454482,0.0001274044],"category_scores_gemma":[0.009259553,0.00033569502,0.0002140875,0.0015936667,0.00009324298,0.0008017013,0.00004500795,0.0014951171,0.00001926977],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067556415,0.0007234287,0.00001679984,0.2308641,0.0000865591,0.0000015468537,0.0074339095,1.5566833e-7,4.2315747e-7,0.0005967814,0.20162372,0.55858505],"study_design_scores_gemma":[0.000060911185,0.00007129664,0.00002146628,0.49182683,0.0008742084,0.00006798287,0.018411947,3.4496118e-8,1.234407e-7,0.00005636135,0.48848197,0.00012685677],"about_ca_topic_score_codex":0.00013983592,"about_ca_topic_score_gemma":0.000013556384,"teacher_disagreement_score":0.55845815,"about_ca_system_score_codex":0.001769783,"about_ca_system_score_gemma":0.01427461,"threshold_uncertainty_score":0.9999095},"labels":[],"label_agreement":null},{"id":"W4382866504","doi":"10.1515/9780773551756-004","title":"Weekend leave, Wainright to Edmonton","year":2017,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.04136280469723537,"score_gpt":0.3245396867369885,"score_spread":0.28317688203975316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382866504","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000019499195,0.000008606343,0.000026497526,0.0012032127,0.0016061997,0.0030562093,0.0013384905,0.00058855716,0.99215275],"genre_scores_gemma":[0.001108029,0.00032622108,0.0004046169,0.0012850679,0.00066167384,0.0000144901505,0.000120384124,0.00020045672,0.99587905],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949333,0.0003409151,0.00080402975,0.0013969701,0.00086380116,0.0016609828],"domain_scores_gemma":[0.99412906,0.00038277125,0.0011222936,0.0024770054,0.0006500464,0.0012388044],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00043448433,0.0010100399,0.0013795205,0.00046841794,0.004761592,0.00003694827,0.0018237388,0.001965893,0.00077559525],"category_scores_gemma":[0.00007658514,0.0011003414,0.00039084634,0.000016175782,0.00028200226,0.00021640005,0.0019386461,0.0024688393,0.0013230494],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043998126,0.000020405085,0.000021357597,0.00058453955,0.00016206045,0.0004957501,0.00057207316,0.0000049130767,0.000002880526,0.8571134,0.13807233,0.0025103223],"study_design_scores_gemma":[0.0011486812,0.00018488757,0.000056145993,0.0030688231,0.00024143486,0.0000017575327,0.00021778476,0.0000033337235,0.000029677385,0.0015106882,0.99253213,0.0010046267],"about_ca_topic_score_codex":0.009923662,"about_ca_topic_score_gemma":0.00008042561,"teacher_disagreement_score":0.8556027,"about_ca_system_score_codex":0.0018018003,"about_ca_system_score_gemma":0.00036255538,"threshold_uncertainty_score":0.9998325},"labels":[],"label_agreement":null},{"id":"W4382986566","doi":"10.1017/s1049096523000513","title":"The Realities Facing Graduate Students: Before, During, and After the 2020 COVID-19 Pandemic — CORRIGENDUM","year":2023,"lang":"en","type":"erratum","venue":"PS Political Science & Politics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Content (measure theory); Action (physics); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Computer science; Virology; Medicine; Mathematics; Physics; Internal medicine","score_opus":0.11963082616445246,"score_gpt":0.48018783959925077,"score_spread":0.3605570134347983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382986566","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65106606,0.0039762715,0.00003599025,0.109016985,0.13066193,0.008640135,0.0044983206,0.0022217864,0.08988251],"genre_scores_gemma":[0.42412126,0.0025852853,0.000019195246,0.019662308,0.0073555433,0.00078103447,0.00010273614,0.00015443112,0.54521817],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9851762,0.0011435129,0.0016264834,0.0012213525,0.0031704223,0.007662033],"domain_scores_gemma":[0.9909641,0.0025509915,0.00049478305,0.0015382073,0.00059245335,0.003859467],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.005316838,0.00075728144,0.00082483754,0.00021617535,0.010962425,0.00044638175,0.0026916123,0.00080938434,0.00015050937],"category_scores_gemma":[0.008885687,0.00044237106,0.0001781117,0.00089381373,0.0075421515,0.0002421696,0.0026061835,0.00442353,0.0005879467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000049049082,0.000035636225,0.16695021,0.0014437272,0.000045993693,0.00008499762,0.009421421,8.411756e-7,5.825761e-7,0.3762345,0.44565716,0.00007587699],"study_design_scores_gemma":[0.00044295876,0.00013216634,0.19422457,0.0010535519,0.0001319749,0.0000710953,0.03179386,0.00008729508,8.166149e-7,0.09327989,0.67816174,0.0006200701],"about_ca_topic_score_codex":0.024175813,"about_ca_topic_score_gemma":0.009520347,"teacher_disagreement_score":0.45533568,"about_ca_system_score_codex":0.0050242655,"about_ca_system_score_gemma":0.0071260277,"threshold_uncertainty_score":0.9998028},"labels":[],"label_agreement":null},{"id":"W4383223919","doi":"10.1016/j.mayocp.2023.02.035","title":"Skilled Health Workforce Emigration","year":2023,"lang":"en","type":"article","venue":"Mayo Clinic Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"George Institute for Global Health; AstraZeneca","keywords":"Workforce; Global health; Medicine; Economic growth; Social determinants of health; Health policy; Health care; Human resources; Health human resources; International health; Environmental health; Public health; Political science; Nursing; Economics","score_opus":0.1074296804441356,"score_gpt":0.5002561675786771,"score_spread":0.3928264871345415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383223919","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8153481,0.0007083422,0.0000479027,0.038529556,0.0034581649,0.0035291475,0.000028431557,0.0037849182,0.13456544],"genre_scores_gemma":[0.77679527,0.003217723,0.001185039,0.02034208,0.0018869943,0.00081867486,0.00016300386,0.000143716,0.1954475],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99548376,0.0001224509,0.0015613004,0.0006395725,0.00054640166,0.0016465073],"domain_scores_gemma":[0.99744123,0.0006316044,0.0007749467,0.00027362278,0.00037101642,0.00050756306],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0034694606,0.00029354973,0.00062443456,0.00025837778,0.0015057765,0.000027591983,0.0003948681,0.00040296963,0.0012244914],"category_scores_gemma":[0.001220488,0.000272131,0.00012697083,0.001861372,0.000077946905,0.00027278558,0.00023564976,0.0010219113,0.015896987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000114548995,0.000043652773,0.14762601,0.00064746244,0.000014551864,0.0000026483974,0.010139033,0.0000015683132,0.000016892973,0.0065933396,0.8246546,0.010145721],"study_design_scores_gemma":[0.0017695015,0.0003832754,0.055143107,0.0020763502,0.000017121163,0.000002858277,0.023493467,0.0005501965,0.000010770558,0.0051364903,0.91098887,0.00042797503],"about_ca_topic_score_codex":0.00031041933,"about_ca_topic_score_gemma":0.00012686031,"teacher_disagreement_score":0.09248291,"about_ca_system_score_codex":0.0004539923,"about_ca_system_score_gemma":0.0005144515,"threshold_uncertainty_score":0.99997306},"labels":[],"label_agreement":null},{"id":"W4383483388","doi":"10.1001/jamanetworkopen.2023.22310","title":"Mapping Health Disparities in 11 High-Income Nations","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Augusta University; Commonwealth Fund","keywords":"Residence; Socioeconomic status; Health equity; Health care; Environmental health; Health policy; Geography; Location; Medicine; Rural area; Public health; Socioeconomics; Demography; Economic growth; Population; Nursing; Sociology","score_opus":0.0776118612130305,"score_gpt":0.4474324432462135,"score_spread":0.369820582033183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383483388","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7488505,0.0013361205,0.0001377223,0.17907228,0.004849926,0.0069043413,0.000115360155,0.0008955915,0.05783815],"genre_scores_gemma":[0.9579744,0.0014299197,0.0020175541,0.011631208,0.0015094336,0.0011677279,0.00031700596,0.00006802346,0.023884727],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9948407,0.0014223849,0.0011545349,0.0004500057,0.00034381365,0.0017885795],"domain_scores_gemma":[0.99691546,0.0017124467,0.00038315196,0.0005464972,0.00011191481,0.0003305579],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004276561,0.00021864499,0.0006219183,0.00031600374,0.0020096928,0.00009476627,0.000906767,0.0002745925,0.0006111707],"category_scores_gemma":[0.00035871385,0.0002169257,0.00004537065,0.0033970939,0.000051133455,0.00046453963,0.0012240506,0.000875001,0.0018878789],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003319383,0.00002072429,0.64942443,0.00032287132,0.000009139008,0.00001403179,0.0022393565,0.0017973654,1.1149162e-7,0.06812949,0.276247,0.0017622636],"study_design_scores_gemma":[0.0009944212,0.000034116376,0.72087663,0.003640647,0.0000017156301,6.6319126e-7,0.003458452,0.0011460552,8.525967e-8,0.009890222,0.25977454,0.00018248164],"about_ca_topic_score_codex":0.035988152,"about_ca_topic_score_gemma":0.059295878,"teacher_disagreement_score":0.2091239,"about_ca_system_score_codex":0.00069782767,"about_ca_system_score_gemma":0.0006707783,"threshold_uncertainty_score":0.9992896},"labels":[],"label_agreement":null},{"id":"W4383742322","doi":"10.1016/j.kint.2023.06.026","title":"Models of care to address disparities in kidney health outcomes for First Nations people","year":2023,"lang":"en","type":"article","venue":"Kidney International","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Medical Research Council; Kidney Health Australia; Australian and New Zealand Society of Nephrology; National Health and Medical Research Council; American Society of Nephrology","keywords":"Medicine; Psychological intervention; Kidney disease; Indigenous; Government (linguistics); Health care; Disadvantage; Social determinants of health; Health equity; Economic growth; Public health; Political science; Nursing; Law","score_opus":0.06312846217248765,"score_gpt":0.4464198281549304,"score_spread":0.3832913659824428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383742322","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09749959,0.00023201993,0.002692397,0.800468,0.012053453,0.009011866,0.024510534,0.00072009314,0.052812036],"genre_scores_gemma":[0.96986574,0.0001919407,0.002046087,0.016808784,0.00023365485,0.00187542,0.002297872,0.000044443314,0.006636035],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99757844,0.00011061159,0.0008788255,0.00031405396,0.0004774092,0.0006406782],"domain_scores_gemma":[0.9971619,0.0010586858,0.00024077824,0.00025725755,0.00053563545,0.00074573647],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044578628,0.00016845757,0.00041981533,0.0006564428,0.000540509,0.000011637223,0.00044502085,0.00013141104,0.0003069464],"category_scores_gemma":[0.0046523185,0.0001683498,0.00010079096,0.0006668362,0.000027175238,0.00018893759,0.00020733637,0.00022485248,0.00014336192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090576104,0.00007065997,0.3391729,0.0020444936,0.000039407787,8.4957e-7,0.02033145,0.0024144603,0.0000019939093,0.1131086,0.5225751,0.00014955811],"study_design_scores_gemma":[0.005727537,0.0003248081,0.25074226,0.009520052,0.000022667675,0.0000010591175,0.02747158,0.016931081,0.000029473546,0.0134513825,0.67512554,0.00065258547],"about_ca_topic_score_codex":0.005665309,"about_ca_topic_score_gemma":0.032653682,"teacher_disagreement_score":0.8723662,"about_ca_system_score_codex":0.0006739379,"about_ca_system_score_gemma":0.001506818,"threshold_uncertainty_score":0.98499787},"labels":[],"label_agreement":null},{"id":"W4383999341","doi":"10.1111/ajr.13014","title":"Rural general surgeon confidence with managing vascular emergencies: A national survey","year":2023,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Vascular surgery; Amputation; Confidence interval; Embolectomy; Surgery; General surgery; Internal medicine; Pulmonary embolism; Cardiac surgery","score_opus":0.11332865749323269,"score_gpt":0.4506819726460966,"score_spread":0.33735331515286393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383999341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781962,0.0005888916,0.0001103036,0.017576378,0.0021186813,0.00074804114,0.000093648436,0.00014549319,0.0004223473],"genre_scores_gemma":[0.9846327,0.0025705746,0.000606248,0.0020098954,0.00080178754,0.000021393342,0.00012816198,0.00005831499,0.009170927],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992788,0.001771313,0.0019422952,0.00021188073,0.0015893306,0.0016971449],"domain_scores_gemma":[0.9951866,0.00059857866,0.0015274273,0.0002979834,0.0014437751,0.0009456302],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0075143687,0.0003386385,0.0008349933,0.00046782877,0.0010621407,0.000027428525,0.0005121607,0.00018294522,0.00084537064],"category_scores_gemma":[0.00029147847,0.00026676842,0.0001846045,0.0016062418,0.00013254356,0.00047198104,0.00007973713,0.0012378168,0.00042811598],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053973356,0.00006542909,0.51446116,0.000858086,0.00018726116,0.00010271199,0.004434279,0.0018084894,0.00003207801,0.0031213344,0.47187087,0.0025185596],"study_design_scores_gemma":[0.002149002,0.0010685606,0.9275337,0.0040227845,0.000030078036,0.00013011576,0.028165605,0.00020712512,0.0000087789485,0.0018559607,0.034359757,0.00046853698],"about_ca_topic_score_codex":0.009919429,"about_ca_topic_score_gemma":0.0026599884,"teacher_disagreement_score":0.43751112,"about_ca_system_score_codex":0.0008199505,"about_ca_system_score_gemma":0.0026390746,"threshold_uncertainty_score":0.9999784},"labels":[],"label_agreement":null},{"id":"W4384029148","doi":"10.1136/bmjopen-2023-071992","title":"Inequitable treatment as perceived by international medical graduates (IMGs): a scoping review","year":2023,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"PsycINFO; Medicine; Grey literature; Scopus; Inclusion (mineral); MEDLINE; Qualitative research; Prejudice (legal term); Medical education; Interpersonal communication; Family medicine; Social psychology; Psychology; Political science; Social science","score_opus":0.45810273362978604,"score_gpt":0.6690656233928074,"score_spread":0.21096288976302136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384029148","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.328457e-7,0.8982995,9.953459e-7,0.0057359324,0.0016597043,0.058716673,0.0002614493,0.00018953567,0.03513534],"genre_scores_gemma":[5.998288e-8,0.87629807,0.00011107757,0.00373033,0.00070133124,0.038910434,0.0027432,0.00013963021,0.07736584],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914695,0.0021886898,0.003017675,0.0009238847,0.001246233,0.0011540259],"domain_scores_gemma":[0.99486244,0.0018209212,0.0014181563,0.0010226324,0.00022290173,0.00065297727],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0038168936,0.0006963356,0.0040783547,0.00014659412,0.00069279666,0.000079327845,0.0025036535,0.00075176684,0.01649322],"category_scores_gemma":[0.0028756838,0.0004972972,0.00035266613,0.00063407625,0.000063994084,0.00021902303,0.0024145902,0.0009597117,0.02259252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015501799,0.00007325616,0.000010898281,0.3152436,0.00022486525,0.00009120501,0.00016877844,2.1209281e-8,9.694054e-9,0.0003303951,0.34260264,0.34123883],"study_design_scores_gemma":[0.00030393884,0.000067667665,5.065113e-7,0.49303716,0.00019038386,0.000013836153,0.000075937925,0.0000010882427,1.3166406e-8,0.000040151135,0.5060423,0.00022699506],"about_ca_topic_score_codex":0.0059403926,"about_ca_topic_score_gemma":0.0011750472,"teacher_disagreement_score":0.34101185,"about_ca_system_score_codex":0.0015991682,"about_ca_system_score_gemma":0.008490689,"threshold_uncertainty_score":0.9997479},"labels":[],"label_agreement":null},{"id":"W4384119724","doi":"10.3917/rsi.152.0007","title":"Une domination biomédicale dans le monde des soins infirmiers : contribution pour une émancipation infirmière","year":2023,"lang":"fr","type":"article","venue":"Recherche en soins infirmiers","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","score_opus":0.23532737576772253,"score_gpt":0.502092092293818,"score_spread":0.26676471652609546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384119724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8051353,0.002706303,0.02245573,0.1297557,0.0040247804,0.0046991333,0.0005779071,0.0019406888,0.02870445],"genre_scores_gemma":[0.9016218,0.007687065,0.010048808,0.0020204769,0.0018987624,0.00079287845,0.0017032195,0.00037611785,0.07385086],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9800555,0.011020646,0.0026550954,0.0014289956,0.0013168964,0.0035228364],"domain_scores_gemma":[0.98816496,0.006774315,0.0012732004,0.001176177,0.0011848422,0.001426522],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.012787414,0.0011309674,0.0013980784,0.0010065623,0.0030590175,0.00012812876,0.0009632587,0.005599937,0.00052539754],"category_scores_gemma":[0.010065516,0.0012962965,0.00051773497,0.009443749,0.0015186595,0.0013941112,0.0005441713,0.005395491,0.0056366883],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001340056,0.0017364601,0.060484566,0.005754381,0.00086976093,0.00024822014,0.11513599,0.012429067,0.010045401,0.18874095,0.21685985,0.3863553],"study_design_scores_gemma":[0.008777223,0.0007609483,0.12048953,0.007052306,0.0004934516,0.00005201437,0.089934394,0.030014716,0.0033550735,0.11095419,0.6258177,0.0022984408],"about_ca_topic_score_codex":0.06185031,"about_ca_topic_score_gemma":0.022813674,"teacher_disagreement_score":0.40895787,"about_ca_system_score_codex":0.010969023,"about_ca_system_score_gemma":0.006702687,"threshold_uncertainty_score":0.9989487},"labels":[],"label_agreement":null},{"id":"W4384299581","doi":"10.1186/s12875-023-02105-6","title":"Is it really a challenge to find positive attributes for international medical graduates predictive of success in family medicine residency?","year":2023,"lang":"en","type":"letter","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"CBC (Canada)","funders":"","keywords":"IMG; Medical education; Selection (genetic algorithm); Reading (process); Selection bias; Graduate medical education; Psychology; Residency training; Tone (literature); Family medicine; Medicine; Accreditation; Political science; Computer science; Pathology","score_opus":0.12048366160819318,"score_gpt":0.45277309419828077,"score_spread":0.3322894325900876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384299581","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003579137,0.0030418166,0.00022528098,0.95478433,0.004608589,0.005555963,0.00898023,0.00016527157,0.019059349],"genre_scores_gemma":[0.0061948756,0.0039007063,0.0013838802,0.9354554,0.013704103,0.0035952125,0.022564456,0.00029608264,0.01290532],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925544,0.0008370972,0.0020698698,0.0011022629,0.0022085295,0.00122783],"domain_scores_gemma":[0.98907036,0.0065552923,0.0007992722,0.000644898,0.0026052902,0.00032491313],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0013611387,0.00059008895,0.0015226572,0.0007757961,0.0002741825,0.000008610778,0.0014142832,0.0020944818,0.0004227199],"category_scores_gemma":[0.0037310482,0.0005280218,0.00021654485,0.0006321651,0.0002212832,0.0001451918,0.00077933667,0.0027871907,0.00012219972],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006192516,0.000028999799,0.015904922,0.007106563,0.00009909132,0.0001485662,0.015890123,0.0000037991167,0.0000030486879,0.00014848162,0.9595843,0.00046285288],"study_design_scores_gemma":[0.0060362685,0.002320297,0.28695628,0.07872458,0.00025435677,0.000005107018,0.031935018,0.00009522538,0.000013670666,0.00299964,0.5895212,0.001138319],"about_ca_topic_score_codex":0.0053794817,"about_ca_topic_score_gemma":0.005532302,"teacher_disagreement_score":0.37006307,"about_ca_system_score_codex":0.0022535496,"about_ca_system_score_gemma":0.004220567,"threshold_uncertainty_score":0.9997171},"labels":[],"label_agreement":null},{"id":"W4384304478","doi":"10.1007/978-3-031-25204-4_66","title":"Integration of Internationally Educated Nurses: Journey Through Globalization/Internationalization, Technology, and Mentoring","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Trillium Health Centre; St. Michael's Hospital","funders":"","keywords":"Mentorship; Workforce; Internationalization; Health care; Nursing; Globalization; Population; Medicine; Value (mathematics); Political science; Business; Medical education","score_opus":0.07106972226216947,"score_gpt":0.44482617116780154,"score_spread":0.3737564489056321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384304478","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006093886,0.0006917777,0.0047308137,0.0041403826,0.0039936686,0.0015220942,0.00016794217,0.000578895,0.98356503],"genre_scores_gemma":[0.0060108844,0.0026234568,0.0020731392,0.00055118534,0.00041477854,0.00009243776,0.0009244723,0.000115541334,0.9871941],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968273,0.00007265253,0.0015365658,0.00051993644,0.0006566803,0.00038686473],"domain_scores_gemma":[0.9960558,0.00027686518,0.0012459999,0.00037302886,0.0019344937,0.000113847105],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004067469,0.00039208677,0.0005582796,0.0008152053,0.00036565226,0.000022073624,0.0003965819,0.00086370314,0.002061435],"category_scores_gemma":[0.00049681327,0.00037214815,0.00007783405,0.00038891722,0.00020044074,0.00026371743,0.00027208132,0.00063327147,0.0003562577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021440208,0.000019600357,0.0016635433,0.00022489514,0.0001201156,0.0000019031734,0.0015769046,0.00001219593,0.000029228975,0.96065843,0.03433797,0.0013337611],"study_design_scores_gemma":[0.00065426464,0.000084043255,0.0006270209,0.007191245,0.00009828692,0.0000071995382,0.0031742891,0.0002746587,0.000042652708,0.39713156,0.5903151,0.00039966026],"about_ca_topic_score_codex":0.00036368275,"about_ca_topic_score_gemma":0.0007225695,"teacher_disagreement_score":0.56352687,"about_ca_system_score_codex":0.00068586756,"about_ca_system_score_gemma":0.00053701876,"threshold_uncertainty_score":0.99987304},"labels":[],"label_agreement":null},{"id":"W4384569927","doi":"10.12927/cjnl.2023.27128","title":"Rising Up to Embrace Multi-Faceted and Dynamic Retention Challenges","year":2023,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Transformative learning; Holy Grail; Politics; Public relations; Order (exchange); Nursing; Nurse education; Psychology; Sociology; Political science; Pedagogy; Medicine; Business; Computer science; Law","score_opus":0.48950086546708854,"score_gpt":0.48682680315763593,"score_spread":0.0026740623094526073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384569927","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8547739,0.006672522,0.0005959225,0.1250942,0.0045887143,0.001894932,0.00001408505,0.0017983022,0.004567445],"genre_scores_gemma":[0.98322874,0.00031176684,0.0014383354,0.0011098345,0.00017675442,0.000058254616,0.00003004667,0.0000666337,0.013579655],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9969263,0.0006037127,0.0004284047,0.00053611747,0.0002974711,0.0012079722],"domain_scores_gemma":[0.9986376,0.00039471078,0.00014007051,0.00035913236,0.00011400307,0.00035446545],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010336163,0.00021882936,0.00030053995,0.00028679706,0.000955571,0.000020583224,0.00015676113,0.00035267012,0.00005294898],"category_scores_gemma":[0.00033419937,0.00022974455,0.000042861087,0.0006220952,0.00009950275,0.00015010296,0.000046194284,0.0006483165,0.001391591],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072907144,0.00016192504,0.008325287,0.005655565,0.00007208688,0.00004643411,0.4804285,0.0002297877,0.005741269,0.0038862147,0.02734117,0.4673827],"study_design_scores_gemma":[0.0025784087,0.00031865065,0.26294225,0.015767347,0.00009317427,0.000010723784,0.6867181,0.01378474,0.00008446296,0.0018377684,0.015055964,0.00080841384],"about_ca_topic_score_codex":0.000081662525,"about_ca_topic_score_gemma":0.00034328015,"teacher_disagreement_score":0.46657428,"about_ca_system_score_codex":0.0004527517,"about_ca_system_score_gemma":0.000076943725,"threshold_uncertainty_score":0.99938595},"labels":[],"label_agreement":null},{"id":"W4384696901","doi":"10.22215/etd/2023-15554","title":"Access Barriers to Healthcare Services by Young Women in Rural Areas: A Qualitative Study in Australia, Canada, and Sweden","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"","keywords":"Health care; Staffing; Rural area; Qualitative research; Business; Ignorance; Medicine; Nursing; Economic growth; Political science; Sociology","score_opus":0.05887977843823791,"score_gpt":0.5102809423910954,"score_spread":0.45140116395285756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384696901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98972297,0.00021060891,3.37698e-8,0.0013513011,0.0014212405,0.005833875,0.00047579975,0.000101169004,0.0008829831],"genre_scores_gemma":[0.91215485,0.00007000527,0.0000069788343,0.0015762749,0.000066808214,0.003337329,0.0012550886,0.00008645246,0.081446216],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9924582,0.0021116976,0.0016797269,0.0008392663,0.0008208484,0.0020902415],"domain_scores_gemma":[0.99657094,0.0006661611,0.00046585727,0.00039687435,0.00030234267,0.001597817],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019374879,0.00057765964,0.0012104394,0.0005401575,0.00047729566,0.000055329605,0.00064953626,0.0006064882,0.0006442587],"category_scores_gemma":[0.0002856654,0.0005671944,0.000027558597,0.0015086924,0.000017095186,0.0002640378,0.000191627,0.0014609097,0.00006019379],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032463338,0.000027817661,0.44197422,0.002187344,0.000024940016,0.00003110356,0.547574,0.0000028842765,6.9892207e-7,0.000016339642,0.007729416,0.00010664035],"study_design_scores_gemma":[0.0006627945,0.00013161082,0.34561995,0.0021557175,0.000006723264,1.4010106e-7,0.65061986,0.0000038722474,6.079751e-7,0.0002232846,0.00025821174,0.00031719948],"about_ca_topic_score_codex":0.99878514,"about_ca_topic_score_gemma":0.9999493,"teacher_disagreement_score":0.10304591,"about_ca_system_score_codex":0.0047217803,"about_ca_system_score_gemma":0.0036634263,"threshold_uncertainty_score":0.99967796},"labels":[],"label_agreement":null},{"id":"W4385069415","doi":"10.3390/ijerph20146418","title":"Health Service Implementation and Antifragile Characteristics in Rural Communities: A Dirt Research Approach","year":2023,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University; Ted Rogers Centre for Heart Research; University Health Network","funders":"","keywords":"Reflexivity; Ethnography; Rural management; Function (biology); Service (business); Sociology; Rural health; Public relations; Health care; Nursing; Knowledge management; Computer science; Business; Medicine; Political science; Economic growth; Geography; Rural development; Marketing; Social science; Economics","score_opus":0.25841136792431757,"score_gpt":0.5648853039228794,"score_spread":0.3064739359985618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385069415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93614334,0.00088344875,0.000019568446,0.061250117,0.00027782487,0.00077080325,0.00023146918,0.000014939647,0.00040851082],"genre_scores_gemma":[0.9723466,0.024503207,0.00018242432,0.0020218948,0.00031900877,0.000053436986,0.00034848362,0.000023904267,0.00020104996],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99152863,0.003636907,0.0012867855,0.00016911355,0.0019573602,0.0014212023],"domain_scores_gemma":[0.9966893,0.0014406058,0.0004403162,0.00018949748,0.00038779297,0.0008524877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.018526997,0.00013637278,0.00040133618,0.0012910091,0.0011020997,0.00009785412,0.0005182369,0.00010659785,0.00027858675],"category_scores_gemma":[0.00021603078,0.00012557924,0.000025824429,0.0007361182,0.0003005477,0.0004631542,0.0006866648,0.0020552236,0.000049956696],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002768544,0.00059594755,0.70727396,0.00054158166,0.000056916382,0.000027864795,0.04898513,0.000001546956,0.00004918871,0.0022678298,0.01184043,0.22808275],"study_design_scores_gemma":[0.0014800165,0.00068384496,0.54404265,0.0005488317,5.4428745e-7,0.00004360086,0.40781045,0.0003230083,7.8841225e-7,0.00083724904,0.044144183,0.00008481119],"about_ca_topic_score_codex":0.0100813005,"about_ca_topic_score_gemma":0.0021655916,"teacher_disagreement_score":0.35882533,"about_ca_system_score_codex":0.0017989216,"about_ca_system_score_gemma":0.0014312615,"threshold_uncertainty_score":0.9965106},"labels":[],"label_agreement":null},{"id":"W4385188557","doi":"10.1136/bmj.p1634","title":"The world expected more of Canada","year":2023,"lang":"en","type":"editorial","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Data science; Computer science; World Wide Web","score_opus":0.03575147487497839,"score_gpt":0.46091211116688385,"score_spread":0.4251606362919055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385188557","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008361523,0.0005497591,2.3372847e-7,0.009308217,0.95609564,0.0013043311,0.00046409472,0.0001336879,0.032060396],"genre_scores_gemma":[0.000046556805,0.00012656354,0.000027571448,0.00016005793,0.6860097,0.00039203337,0.0002334703,0.00006781286,0.31293622],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954635,0.0005471846,0.0012048818,0.0003021682,0.0014276697,0.0010546149],"domain_scores_gemma":[0.9832,0.0140655795,0.0009258654,0.0008838948,0.00070677843,0.00021786852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011392982,0.00025487793,0.0005634404,0.00007359959,0.0010659243,0.000006177115,0.0006658241,0.00064032775,0.0002876361],"category_scores_gemma":[0.007025019,0.0001774797,0.00007194302,0.000639685,0.00007791532,0.000017953762,0.00026289455,0.0018721907,0.00015203949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006555398,0.0000038949984,0.00013529438,0.0004550828,0.00003259185,0.000017030718,0.00034013164,0.0000031451116,1.5017889e-7,0.00015157537,0.9986642,0.00013134813],"study_design_scores_gemma":[0.00023681617,0.000014208661,0.0002964788,0.0016768944,0.000017974291,4.074603e-8,0.0026713933,0.0000065699173,8.6442543e-7,0.000078330566,0.99484986,0.00015059044],"about_ca_topic_score_codex":0.7537057,"about_ca_topic_score_gemma":0.98933333,"teacher_disagreement_score":0.28087583,"about_ca_system_score_codex":0.0010113189,"about_ca_system_score_gemma":0.013253399,"threshold_uncertainty_score":0.99234056},"labels":[],"label_agreement":null},{"id":"W4385356938","doi":"10.59962/9780774865739","title":"Nursing Shifts in Sichuan","year":2021,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.0346638238398383,"score_gpt":0.31075743737047834,"score_spread":0.27609361353064005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385356938","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006975552,0.0019122557,0.000013145584,0.00003074478,0.00075482344,0.0014009447,0.00061220775,0.00013479961,0.9881655],"genre_scores_gemma":[0.0032374253,0.00049713254,0.00046126114,0.0001497514,0.00018268697,0.0000028107097,0.00019818718,0.00006510451,0.99520564],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967278,0.0005500818,0.00064878224,0.00070117874,0.00051138626,0.00086071884],"domain_scores_gemma":[0.9977371,0.0003372436,0.0006194931,0.00059367274,0.00042567725,0.0002868067],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033106082,0.00020844188,0.0010189245,0.000093123665,0.00054269884,0.000038782142,0.00062419684,0.0012048198,0.0012971609],"category_scores_gemma":[0.000046740846,0.00056122954,0.00019513749,0.00004886888,0.00040428567,0.000089382134,0.00039892812,0.001663586,0.000031008225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005808184,0.00009950018,0.001007244,0.001921277,0.00006619007,0.001517981,0.004266626,0.0000038650537,0.0000017479757,0.0012556505,0.9518234,0.037978437],"study_design_scores_gemma":[0.0016598772,0.000065753695,0.0049821995,0.041226592,0.000111936,0.000008947143,0.002842577,0.000018634204,2.2083672e-7,0.002846659,0.9457387,0.00049790373],"about_ca_topic_score_codex":0.35017297,"about_ca_topic_score_gemma":0.716374,"teacher_disagreement_score":0.36620098,"about_ca_system_score_codex":0.001444624,"about_ca_system_score_gemma":0.0021827095,"threshold_uncertainty_score":0.9996839},"labels":[],"label_agreement":null},{"id":"W4385364252","doi":"10.59962/9780774867498-005","title":"“It would be great to have you move to Canada”: The Medical Examination","year":2022,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.03710493739875566,"score_gpt":0.2890478329748526,"score_spread":0.25194289557609695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385364252","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027227344,0.00015250836,0.000015390626,0.003748189,0.0008575672,0.00300561,0.0028578483,0.00008621784,0.9865539],"genre_scores_gemma":[0.005952792,0.00015374045,0.00008747731,0.010306903,0.00017076627,0.000016535503,0.00013148169,0.00006206484,0.98311824],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958443,0.00037759444,0.0005642166,0.0006821731,0.0018197022,0.00071198295],"domain_scores_gemma":[0.99711293,0.0004490533,0.00040894662,0.00071908627,0.0005153882,0.00079461414],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00074483664,0.0002294404,0.00065651693,0.00007407411,0.0015801425,0.000030405015,0.0012572922,0.0009158543,0.013379714],"category_scores_gemma":[0.000166392,0.00042748975,0.00012513585,0.000029984421,0.00023094635,0.00004293101,0.00156024,0.002185975,0.00001943955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061764986,0.000014052591,0.00012725273,0.00029226742,0.000089776826,0.0008016322,0.0050770976,0.000009778371,1.8104588e-7,0.0023483292,0.93665487,0.054523025],"study_design_scores_gemma":[0.00053436996,0.000116233874,0.0011227062,0.0017157873,0.00009351355,0.00001815078,0.0058778618,0.00001537562,1.6559471e-7,0.00015020963,0.99000585,0.00034976727],"about_ca_topic_score_codex":0.9922423,"about_ca_topic_score_gemma":0.99899864,"teacher_disagreement_score":0.054173257,"about_ca_system_score_codex":0.0017879084,"about_ca_system_score_gemma":0.0023308597,"threshold_uncertainty_score":0.99981767},"labels":[],"label_agreement":null},{"id":"W4385480084","doi":"10.1155/2023/6335382","title":"An Australian National Survey of First Nations Careers in Health Services","year":2023,"lang":"en","type":"article","venue":"Health & Social Care in the Community","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Western Sydney University; Department of Industry, Innovation and Science, Australian Government; Lowitja Institute; University of New South Wales; Australian Government","keywords":"Workforce; Government (linguistics); Workforce development; Public relations; Career development; Equity (law); Descriptive statistics; Health equity; Political science; Medicine; Nursing; Public health; Medical education","score_opus":0.19977508244811942,"score_gpt":0.5264630730500415,"score_spread":0.32668799060192205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385480084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9672807,0.00049419847,8.493148e-7,0.02514434,0.0005258742,0.0021518557,0.0012355593,0.000156815,0.0030097964],"genre_scores_gemma":[0.99211675,0.00046129402,0.00005121736,0.0048303953,0.00011328192,0.00022876394,0.0021191486,0.000028580595,0.00005057226],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9726492,0.02386314,0.0014373391,0.00020420787,0.00078948215,0.0010566383],"domain_scores_gemma":[0.99297607,0.004802748,0.0006835275,0.0005655412,0.0007638188,0.00020827349],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017994057,0.00020448497,0.00057291647,0.0004435741,0.0057057575,0.000014112405,0.0011444231,0.0002961509,0.000053285723],"category_scores_gemma":[0.0005917636,0.00019315093,0.000056781635,0.003527984,0.00014060228,0.00016194195,0.0001884079,0.0023843045,0.000041873067],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006571332,0.00016841985,0.5893746,0.005287904,0.0000047896765,0.0000010981153,0.3967817,0.00022476958,1.1848869e-7,0.002171394,0.005217431,0.0007020567],"study_design_scores_gemma":[0.00047690992,0.00015624591,0.6957687,0.00085617555,9.795028e-7,2.571223e-7,0.2952656,0.000058508314,1.0239562e-7,0.0006637892,0.0066634146,0.00008932731],"about_ca_topic_score_codex":0.6417576,"about_ca_topic_score_gemma":0.9708006,"teacher_disagreement_score":0.32904294,"about_ca_system_score_codex":0.002584055,"about_ca_system_score_gemma":0.0028213758,"threshold_uncertainty_score":0.9999172},"labels":[],"label_agreement":null},{"id":"W4385600109","doi":"10.59962/9780774833813-011","title":"9 Canadian Immigration Policy and Chinese Students: Transitioning to Permanent Residency","year":2017,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Political science; Psychology; Law","score_opus":0.02023685854301043,"score_gpt":0.3157021805035262,"score_spread":0.2954653219605158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385600109","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035396397,0.0004042872,0.000008268843,0.00042819482,0.00024140548,0.0020339421,0.0021198194,0.00007455616,0.9592931],"genre_scores_gemma":[0.06240444,0.0006893709,0.00015527339,0.00034787887,0.00022682108,0.0000035286328,0.00012840684,0.000043536664,0.93600076],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980389,0.00010844438,0.00037968834,0.00048850034,0.00043892427,0.0005455738],"domain_scores_gemma":[0.9978946,0.00008263821,0.0003875327,0.0005033427,0.00041313976,0.00071876554],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0002617488,0.00018969957,0.00054815883,0.00016686182,0.0020236261,0.000107510525,0.0005774541,0.0005685566,0.00033946385],"category_scores_gemma":[0.00004754122,0.00041083753,0.00009552268,0.000007869995,0.00016768777,0.00012864714,0.00027260545,0.0005881992,0.000024604438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005020388,0.00011053451,0.04881692,0.006183263,0.0008723747,0.003496611,0.076483764,0.00001846964,0.000021713558,0.0265736,0.7220906,0.114830114],"study_design_scores_gemma":[0.0012223071,0.00016165404,0.06293526,0.009210927,0.000149027,0.000027105885,0.0010629285,0.000006519265,9.265965e-8,0.003691226,0.9209411,0.00059183023],"about_ca_topic_score_codex":0.9947481,"about_ca_topic_score_gemma":0.99921244,"teacher_disagreement_score":0.19885053,"about_ca_system_score_codex":0.0009074344,"about_ca_system_score_gemma":0.001417083,"threshold_uncertainty_score":0.99983436},"labels":[],"label_agreement":null},{"id":"W4385611221","doi":"10.5694/mja2.52020","title":"Mission and role modelling in producing a fit‐for‐purpose rural health workforce: perspectives from an international community of practice","year":2023,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Workforce; Health care; HRHIS; Public relations; Transformative learning; International health; Workforce development; Health education; Health policy; Social determinants of health; General partnership; Community health; Business; Health equity; Nursing; Political science; Medicine; Public health; Sociology; Pedagogy","score_opus":0.18983373940389214,"score_gpt":0.5418831145243834,"score_spread":0.3520493751204913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385611221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9644315,0.00070552435,0.00027063015,0.033483237,0.0005501045,0.00045019636,0.000019899395,0.00001790638,0.00007095965],"genre_scores_gemma":[0.99535537,0.0014329288,0.0019272885,0.0004464464,0.000576538,0.0000062972877,0.000014538888,0.000014455381,0.00022614132],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99564177,0.0019745082,0.0011080035,0.00011947876,0.0007420049,0.00041424317],"domain_scores_gemma":[0.99580073,0.0022776232,0.00091506226,0.00024378774,0.00038531382,0.00037749062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008297667,0.00012260725,0.00039497085,0.00014306276,0.00044241548,0.000011923751,0.0005162416,0.000160787,0.00013609054],"category_scores_gemma":[0.0026478437,0.00008213216,0.000053815347,0.0002896642,0.00014249189,0.0003507806,0.00013098278,0.0019247315,0.000005220481],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0058978572,0.0013102213,0.08448644,0.00074695714,0.0002449053,0.00007747707,0.8362373,0.018816479,0.00038884432,0.0055139503,0.010352362,0.035927188],"study_design_scores_gemma":[0.004611919,0.0013923439,0.11671703,0.013635091,0.00008035903,0.00008860112,0.80340874,0.030806378,0.00005088058,0.015573515,0.013353068,0.00028208134],"about_ca_topic_score_codex":0.008761916,"about_ca_topic_score_gemma":0.00031616964,"teacher_disagreement_score":0.035645105,"about_ca_system_score_codex":0.00022513448,"about_ca_system_score_gemma":0.00046791864,"threshold_uncertainty_score":0.9978388},"labels":[],"label_agreement":null},{"id":"W4385667824","doi":"10.36834/cmej.73944","title":"The Rural Integrated Community Clerkship: a vital stretch in the Alberta rural physician workforce pipeline","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Agriculture Food and Rural Development; University of Alberta","funders":"","keywords":"Workforce; Rural area; Medicine; Cohort; Family medicine; Medical education; Political science; Internal medicine","score_opus":0.035387620407911186,"score_gpt":0.41371701459525684,"score_spread":0.3783293941873457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385667824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7206054,0.00048953784,0.0000036674962,0.2610801,0.0038617728,0.00063682365,0.000014708382,0.00003717364,0.013270884],"genre_scores_gemma":[0.9226713,0.00037677112,0.000011515315,0.06976103,0.0017452128,0.00011722409,0.00016360887,0.000028494684,0.00512484],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932431,0.0035708481,0.0009096521,0.000113824084,0.0008073837,0.001355174],"domain_scores_gemma":[0.9926927,0.0025679395,0.0002641796,0.000510105,0.0003831685,0.003581898],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005104563,0.00021026304,0.0002522863,0.00022954767,0.004404758,0.000104852355,0.0013413407,0.0003347439,0.003484898],"category_scores_gemma":[0.014442742,0.0001250595,0.00008801467,0.0016696816,0.00027881845,0.00016652145,0.000060189188,0.0060744546,0.00072747836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033527416,0.0000692104,0.010150509,0.000024512026,0.000010771494,0.000015077831,0.026607981,0.000007167824,5.967026e-7,0.0033618622,0.8089572,0.15076159],"study_design_scores_gemma":[0.00047912486,0.000043001393,0.019852348,0.0013118745,0.000010148612,0.00004984023,0.4274131,0.0009330783,2.0884224e-7,0.0023089827,0.5474547,0.0001435376],"about_ca_topic_score_codex":0.30650026,"about_ca_topic_score_gemma":0.8186302,"teacher_disagreement_score":0.51212996,"about_ca_system_score_codex":0.0011436024,"about_ca_system_score_gemma":0.031834874,"threshold_uncertainty_score":0.99742603},"labels":[],"label_agreement":null},{"id":"W4385690371","doi":"10.32920/23913177.v1","title":"Contested and (un)realized capabilities of wellbeing in rural places in Canada: Contemplating immigrants’ realities","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Klohn Crippen Berger (Canada); Toronto Metropolitan University; University of Waterloo; University of Toronto","funders":"","keywords":"Flourishing; Immigration; Relocation; Sociology; Population; Resource (disambiguation); Economic growth; Political science; Social psychology; Psychology; Economics; Law","score_opus":0.06152794330977748,"score_gpt":0.3782805926370824,"score_spread":0.31675264932730496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385690371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98760545,0.0016322507,0.0000045123575,0.0018305996,0.0009353239,0.002490663,0.00039807038,0.00013725815,0.0049658767],"genre_scores_gemma":[0.99517226,0.0007064342,0.00028273583,0.0003113975,0.00006491553,0.0004513335,0.0001605953,0.00006149434,0.0027888147],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9936152,0.0014361439,0.002772618,0.0005607953,0.00047295442,0.0011422538],"domain_scores_gemma":[0.99252474,0.005672525,0.0008745685,0.00050057616,0.00023344131,0.00019412665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019366439,0.0004697013,0.0017199793,0.00039649353,0.00022371789,0.000012674036,0.00033401707,0.000550018,0.00014976707],"category_scores_gemma":[0.0011630527,0.00044698137,0.00006211674,0.00034494515,0.00016086458,0.00009524691,0.0007768904,0.0017065508,0.000004075584],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025442024,0.000016108046,0.96230215,0.005964956,0.000035175006,0.00003565228,0.025776269,0.00019751892,0.000018737761,0.0036090014,0.0014050278,0.00038499123],"study_design_scores_gemma":[0.002733131,0.00004266281,0.41032565,0.020831354,0.000019993442,0.0000020757684,0.55557126,0.0023897004,0.00003989803,0.0072964523,0.00022024676,0.00052758155],"about_ca_topic_score_codex":0.99957263,"about_ca_topic_score_gemma":0.99961764,"teacher_disagreement_score":0.5519765,"about_ca_system_score_codex":0.001858039,"about_ca_system_score_gemma":0.0044780425,"threshold_uncertainty_score":0.9997982},"labels":[],"label_agreement":null},{"id":"W4385693472","doi":"10.32920/23913180.v1","title":"Double Burden of Rural Migration in Canada? Considering the Social Determinants of Health Related to Immigrant Settlement Outside the Cosmopolis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Social determinants of health; Health equity; Context (archaeology); Economic growth; Inclusion (mineral); Settlement (finance); Rural health; Rural area; Political science; Geography; Socioeconomics; Sociology; Health care; Business; Gender studies","score_opus":0.09463894808405983,"score_gpt":0.44197414938699237,"score_spread":0.34733520130293255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385693472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9251027,0.0003992379,0.0000073644565,0.06714761,0.0015826026,0.0048276004,0.00043910157,0.00005113293,0.0004426624],"genre_scores_gemma":[0.9964922,0.00022959772,0.00008120498,0.0012355058,0.00009171289,0.00044382858,0.00010833364,0.00004555738,0.001272034],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99354243,0.0012729636,0.003101189,0.00032434968,0.00073847594,0.0010205646],"domain_scores_gemma":[0.9963285,0.00087001023,0.0016807228,0.00069933635,0.0002820751,0.00013939526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003106865,0.00032743005,0.0010842556,0.00014843771,0.0007389484,0.000008516289,0.0006316312,0.00029283427,0.00014539949],"category_scores_gemma":[0.0001465912,0.00020675681,0.00011620948,0.0004601728,0.000095529365,0.000030497577,0.0010051702,0.0012539824,0.000025537185],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056143635,0.000067165885,0.4231851,0.005568194,0.00019242981,0.00001891862,0.3664004,0.010818207,0.000040336792,0.0030831727,0.18548445,0.0045801904],"study_design_scores_gemma":[0.0024572285,0.00014064519,0.24070658,0.00980528,0.00007762266,0.0000030715962,0.7328031,0.0025682256,0.0002608474,0.0037992727,0.0067665162,0.0006116092],"about_ca_topic_score_codex":0.99826175,"about_ca_topic_score_gemma":0.99822176,"teacher_disagreement_score":0.36640272,"about_ca_system_score_codex":0.002402721,"about_ca_system_score_gemma":0.008324617,"threshold_uncertainty_score":0.9972973},"labels":[],"label_agreement":null},{"id":"W4385693865","doi":"10.32920/23913177","title":"Contested and (un)realized capabilities of wellbeing in rural places in Canada: Contemplating immigrants’ realities","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Klohn Crippen Berger (Canada); Toronto Metropolitan University; University of Waterloo; University of Toronto","funders":"","keywords":"Flourishing; Immigration; Relocation; Sociology; Population; Resource (disambiguation); Economic growth; Political science; Social psychology; Psychology; Economics","score_opus":0.06152794330977748,"score_gpt":0.3782805926370824,"score_spread":0.31675264932730496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385693865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98760545,0.0016322507,0.0000045123575,0.0018305996,0.0009353239,0.002490663,0.00039807038,0.00013725815,0.0049658767],"genre_scores_gemma":[0.99517226,0.0007064342,0.00028273583,0.0003113975,0.00006491553,0.0004513335,0.0001605953,0.00006149434,0.0027888147],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9936152,0.0014361439,0.002772618,0.0005607953,0.00047295442,0.0011422538],"domain_scores_gemma":[0.99252474,0.005672525,0.0008745685,0.00050057616,0.00023344131,0.00019412665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019366439,0.0004697013,0.0017199793,0.00039649353,0.00022371789,0.000012674036,0.00033401707,0.000550018,0.00014976707],"category_scores_gemma":[0.0011630527,0.00044698137,0.00006211674,0.00034494515,0.00016086458,0.00009524691,0.0007768904,0.0017065508,0.000004075584],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025442024,0.000016108046,0.96230215,0.005964956,0.000035175006,0.00003565228,0.025776269,0.00019751892,0.000018737761,0.0036090014,0.0014050278,0.00038499123],"study_design_scores_gemma":[0.002733131,0.00004266281,0.41032565,0.020831354,0.000019993442,0.0000020757684,0.55557126,0.0023897004,0.00003989803,0.0072964523,0.00022024676,0.00052758155],"about_ca_topic_score_codex":0.99957263,"about_ca_topic_score_gemma":0.99961764,"teacher_disagreement_score":0.5519765,"about_ca_system_score_codex":0.001858039,"about_ca_system_score_gemma":0.0044780425,"threshold_uncertainty_score":0.9997982},"labels":[],"label_agreement":null},{"id":"W4385693934","doi":"10.32920/23913180","title":"Double Burden of Rural Migration in Canada? Considering the Social Determinants of Health Related to Immigrant Settlement Outside the Cosmopolis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Social determinants of health; Health equity; Context (archaeology); Economic growth; Inclusion (mineral); Rural health; Rural area; Settlement (finance); Political science; Geography; Socioeconomics; Sociology; Health care; Business; Gender studies","score_opus":0.09463894808405983,"score_gpt":0.44197414938699237,"score_spread":0.34733520130293255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385693934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9251027,0.0003992379,0.0000073644565,0.06714761,0.0015826026,0.0048276004,0.00043910157,0.00005113293,0.0004426624],"genre_scores_gemma":[0.9964922,0.00022959772,0.00008120498,0.0012355058,0.00009171289,0.00044382858,0.00010833364,0.00004555738,0.001272034],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99354243,0.0012729636,0.003101189,0.00032434968,0.00073847594,0.0010205646],"domain_scores_gemma":[0.9963285,0.00087001023,0.0016807228,0.00069933635,0.0002820751,0.00013939526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003106865,0.00032743005,0.0010842556,0.00014843771,0.0007389484,0.000008516289,0.0006316312,0.00029283427,0.00014539949],"category_scores_gemma":[0.0001465912,0.00020675681,0.00011620948,0.0004601728,0.000095529365,0.000030497577,0.0010051702,0.0012539824,0.000025537185],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056143635,0.000067165885,0.4231851,0.005568194,0.00019242981,0.00001891862,0.3664004,0.010818207,0.000040336792,0.0030831727,0.18548445,0.0045801904],"study_design_scores_gemma":[0.0024572285,0.00014064519,0.24070658,0.00980528,0.00007762266,0.0000030715962,0.7328031,0.0025682256,0.0002608474,0.0037992727,0.0067665162,0.0006116092],"about_ca_topic_score_codex":0.99826175,"about_ca_topic_score_gemma":0.99822176,"teacher_disagreement_score":0.36640272,"about_ca_system_score_codex":0.002402721,"about_ca_system_score_gemma":0.008324617,"threshold_uncertainty_score":0.9972973},"labels":[],"label_agreement":null},{"id":"W4385727060","doi":"10.32920/23928942.v1","title":"Diversity and the City : CERIS Research Partnerships and Knowledge Exchange for Policy Impact","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Hospital for Sick Children; York University; University of Toronto","funders":"","keywords":"Immigration; Diversity (politics); Context (archaeology); Geography; Political science; Economic growth; Global city; Refugee; Economic geography; Regional science; Economics","score_opus":0.6681494444084597,"score_gpt":0.623782245122378,"score_spread":0.04436719928608168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385727060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8571233,0.0058052135,0.00010575801,0.09371602,0.0013140417,0.01309238,0.00058733806,0.00051500456,0.027740933],"genre_scores_gemma":[0.93778515,0.004766436,0.0001060871,0.00046800417,0.0014250472,0.0008820866,0.000045078697,0.000048088037,0.05447402],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99386466,0.0029897783,0.0005006922,0.0007406404,0.0004041714,0.0015000493],"domain_scores_gemma":[0.99021405,0.0075951773,0.00021059082,0.00077637925,0.0006453104,0.00055846473],"candidate_categories":["sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0102318525,0.00033088506,0.0007108898,0.00034509742,0.011021964,0.000035335,0.0005438319,0.0008402083,0.00021304468],"category_scores_gemma":[0.0022728126,0.00020738589,0.0001445108,0.00046917688,0.00076745485,0.00006213636,0.027191395,0.0025056715,0.00009352162],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020128277,0.00007442191,0.35541445,0.009865191,0.0002103079,0.000004599841,0.1455238,0.000001221764,3.565376e-7,0.060726833,0.42279965,0.0033663267],"study_design_scores_gemma":[0.008700164,0.00043582602,0.33919847,0.0035131804,0.00017662375,0.0000029452856,0.03538503,0.0018020873,0.0000027194176,0.3210362,0.28878915,0.0009575918],"about_ca_topic_score_codex":0.056575216,"about_ca_topic_score_gemma":0.023204738,"teacher_disagreement_score":0.26030937,"about_ca_system_score_codex":0.00082319987,"about_ca_system_score_gemma":0.0011622469,"threshold_uncertainty_score":0.9997956},"labels":[],"label_agreement":null},{"id":"W4385727470","doi":"10.32920/23928942","title":"Diversity and the City : CERIS Research Partnerships and Knowledge Exchange for Policy Impact","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Hospital for Sick Children; York University; University of Toronto","funders":"","keywords":"Immigration; Diversity (politics); Context (archaeology); Political science; Global city; Geography; Economic growth; Refugee; Regional science; Economic geography","score_opus":0.6681494444084597,"score_gpt":0.623782245122378,"score_spread":0.04436719928608168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385727470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8571233,0.0058052135,0.00010575801,0.09371602,0.0013140417,0.01309238,0.00058733806,0.00051500456,0.027740933],"genre_scores_gemma":[0.93778515,0.004766436,0.0001060871,0.00046800417,0.0014250472,0.0008820866,0.000045078697,0.000048088037,0.05447402],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99386466,0.0029897783,0.0005006922,0.0007406404,0.0004041714,0.0015000493],"domain_scores_gemma":[0.99021405,0.0075951773,0.00021059082,0.00077637925,0.0006453104,0.00055846473],"candidate_categories":["sts","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0102318525,0.00033088506,0.0007108898,0.00034509742,0.011021964,0.000035335,0.0005438319,0.0008402083,0.00021304468],"category_scores_gemma":[0.0022728126,0.00020738589,0.0001445108,0.00046917688,0.00076745485,0.00006213636,0.027191395,0.0025056715,0.00009352162],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020128277,0.00007442191,0.35541445,0.009865191,0.0002103079,0.000004599841,0.1455238,0.000001221764,3.565376e-7,0.060726833,0.42279965,0.0033663267],"study_design_scores_gemma":[0.008700164,0.00043582602,0.33919847,0.0035131804,0.00017662375,0.0000029452856,0.03538503,0.0018020873,0.0000027194176,0.3210362,0.28878915,0.0009575918],"about_ca_topic_score_codex":0.056575216,"about_ca_topic_score_gemma":0.023204738,"teacher_disagreement_score":0.26030937,"about_ca_system_score_codex":0.00082319987,"about_ca_system_score_gemma":0.0011622469,"threshold_uncertainty_score":0.9997956},"labels":[],"label_agreement":null},{"id":"W4385740347","doi":"10.1136/bmj.p1755","title":"Canada tackles workforce shortages with international fast tracks and federal cash injections","year":2023,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Workforce; Cash; Primary care; Business; Finance; Medicine; Family medicine; Economics; Economic growth; Government (linguistics)","score_opus":0.042499378398764276,"score_gpt":0.41739477337814407,"score_spread":0.3748953949793798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385740347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8457947,0.0001484634,0.000056517074,0.037072442,0.0020961375,0.0012073963,0.0001822068,0.00033807824,0.11310408],"genre_scores_gemma":[0.9493868,0.0001327758,0.0003297213,0.0022291308,0.0006549749,0.00021495385,0.000093217415,0.000028873787,0.046929605],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983793,0.00011936853,0.0003694972,0.00025244735,0.00034464995,0.0005347738],"domain_scores_gemma":[0.99905294,0.00029771708,0.0001224786,0.00018531572,0.00013593376,0.0002056261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002730696,0.00014317383,0.00018326478,0.00006413288,0.0009027506,0.000023647795,0.00013451386,0.00010724849,0.0003862556],"category_scores_gemma":[0.000106513355,0.00011999727,0.000017595132,0.00033777428,0.000052017895,0.00010614782,0.00009299968,0.0003824251,0.00008285643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063266845,0.000011048119,0.33089072,0.000067137,0.000031567368,0.0000708106,0.0010753218,0.0002258856,0.0000044496746,0.0013439311,0.6597101,0.006505785],"study_design_scores_gemma":[0.0005876033,0.000065207176,0.39929706,0.000547189,0.000011926972,0.000030031762,0.015557359,0.0006611983,0.0000056079,0.00013259331,0.5828642,0.00024000194],"about_ca_topic_score_codex":0.42579916,"about_ca_topic_score_gemma":0.9143005,"teacher_disagreement_score":0.48850134,"about_ca_system_score_codex":0.00027681666,"about_ca_system_score_gemma":0.0010369932,"threshold_uncertainty_score":0.6943319},"labels":[],"label_agreement":null},{"id":"W4385746002","doi":"10.59962/9780774821742-016","title":"Chapter 13 Rural Mental Health Services in Canada: A Model for Research and Practice","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Psychiatry","score_opus":0.10246125649568001,"score_gpt":0.3523759979757028,"score_spread":0.2499147414800228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385746002","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0064476,0.0023115298,0.000016856682,0.00041303944,0.00028735155,0.005508973,0.0040119034,0.000051062434,0.98095167],"genre_scores_gemma":[0.03089705,0.0031834734,0.0008986284,0.0006351363,0.000055850523,0.000011400442,0.00008652042,0.000067870584,0.9641641],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971901,0.00022647438,0.0005619361,0.00053325354,0.0005771361,0.0009110922],"domain_scores_gemma":[0.99735594,0.00050531875,0.00062167575,0.00036196705,0.0007469969,0.0004081225],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009821475,0.00018499486,0.0007094781,0.00009368055,0.0010060557,0.000024635943,0.00045837098,0.00041911606,0.00024488455],"category_scores_gemma":[0.000018319015,0.00039589117,0.000058375652,0.000012923112,0.00028713525,0.00016449831,0.00061679416,0.0010275565,0.0000029772846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005516076,0.00029075838,0.003447554,0.027169248,0.00066413876,0.0007108793,0.09154945,0.000027952881,0.0000029347475,0.09881466,0.6623586,0.109447785],"study_design_scores_gemma":[0.0030797776,0.00036888185,0.0008472956,0.014534978,0.000055352426,0.00003678147,0.018661208,0.0013917936,8.700633e-8,0.007561583,0.9529204,0.00054189394],"about_ca_topic_score_codex":0.9991957,"about_ca_topic_score_gemma":0.99984556,"teacher_disagreement_score":0.2905618,"about_ca_system_score_codex":0.0015128622,"about_ca_system_score_gemma":0.0030410332,"threshold_uncertainty_score":0.9998493},"labels":[],"label_agreement":null},{"id":"W4385746077","doi":"10.59962/9780774821742-007","title":"Chapter 4 Health Services Utilization in Rural Canada: Are There Distinct Rural Patterns?","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Business; Environmental health; Medicine","score_opus":0.039769262213541656,"score_gpt":0.27001442225162453,"score_spread":0.23024516003808287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385746077","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10500295,0.0025012128,0.000014528088,0.00009906775,0.00093908526,0.003201821,0.005670226,0.00018704674,0.88238406],"genre_scores_gemma":[0.3998894,0.0012354673,0.00002158992,0.0004017046,0.00009629771,0.0000035186256,0.0003151289,0.00007375215,0.59796315],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971945,0.00021092396,0.0007713314,0.0004814857,0.00053228374,0.00080942595],"domain_scores_gemma":[0.99720657,0.00009262262,0.0014112149,0.000519268,0.0004035115,0.00036681374],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022431642,0.00030085855,0.0009842812,0.000070689304,0.0006635375,0.000026001055,0.0006495713,0.0006096818,0.0024345766],"category_scores_gemma":[0.0000053242184,0.0006056664,0.00011094285,0.00001742965,0.0001651796,0.00011588378,0.00045837674,0.0009212608,0.000014256216],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008726842,0.00023232149,0.4773019,0.032305725,0.00057718664,0.003115898,0.01750359,0.000007875747,7.234019e-7,0.017866198,0.1377363,0.3124796],"study_design_scores_gemma":[0.002390833,0.00018431825,0.28816238,0.050821207,0.000103734594,0.000020158102,0.013033923,0.00004026951,2.167634e-7,0.001365318,0.6428664,0.0010112623],"about_ca_topic_score_codex":0.9980361,"about_ca_topic_score_gemma":0.9997945,"teacher_disagreement_score":0.50513005,"about_ca_system_score_codex":0.00095190824,"about_ca_system_score_gemma":0.0009664531,"threshold_uncertainty_score":0.99963945},"labels":[],"label_agreement":null},{"id":"W4385746253","doi":"10.59962/9780774821742-004","title":"Chapter 1 Health and Place in Rural Canada","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.029965247721088294,"score_gpt":0.2572597137109429,"score_spread":0.22729446598985462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385746253","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01391655,0.0024194045,0.0000016871228,0.000086008426,0.00038962922,0.0015620508,0.0010003807,0.000063418374,0.9805609],"genre_scores_gemma":[0.01669219,0.0021382247,0.000121941586,0.00059604377,0.0000525224,0.0000016559453,0.00004744008,0.00004939575,0.9803006],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978811,0.00012940171,0.000542984,0.0004379275,0.0003446512,0.00066392263],"domain_scores_gemma":[0.9981898,0.00013436301,0.00062819937,0.00035490002,0.0001896144,0.0005031011],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023242815,0.00019992623,0.00081533234,0.00005780647,0.00048510663,0.000012713452,0.00034518368,0.0004942454,0.00112176],"category_scores_gemma":[0.000012431578,0.00045646567,0.00006237032,0.000008317469,0.00026930138,0.000060023922,0.0004174128,0.00096141576,0.000006951884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050331245,0.000052764823,0.009092265,0.005522694,0.0002219488,0.0014915557,0.011799801,0.0000020662483,4.0680106e-7,0.034343295,0.790082,0.14688791],"study_design_scores_gemma":[0.0012477149,0.00012202062,0.0021291727,0.007314427,0.000026221478,0.000018168968,0.0017823152,0.00000720161,3.485801e-8,0.0009346168,0.9860381,0.00038000825],"about_ca_topic_score_codex":0.9983866,"about_ca_topic_score_gemma":0.9996425,"teacher_disagreement_score":0.19595613,"about_ca_system_score_codex":0.0006846178,"about_ca_system_score_gemma":0.0018666349,"threshold_uncertainty_score":0.9997913},"labels":[],"label_agreement":null},{"id":"W4385746339","doi":"10.59962/9780774821742-026","title":"Chapter 23 Diversity among Older Adults in Rural Canada: Health in Context","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Context (archaeology); Gerontology; Geography; Sociology; Psychology; Medicine; Anthropology; Archaeology","score_opus":0.02543343378247132,"score_gpt":0.24633110658728108,"score_spread":0.22089767280480976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385746339","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17755483,0.001333075,0.0000028191357,0.00009665091,0.0007704303,0.0039939242,0.0019429919,0.00010060632,0.8142047],"genre_scores_gemma":[0.3926492,0.0008157615,0.000028355456,0.000487981,0.00004336748,0.0000025712625,0.0000860111,0.00004769129,0.6058391],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9965859,0.00024686856,0.0008776932,0.0006993545,0.0005280564,0.0010621129],"domain_scores_gemma":[0.9974761,0.00015621595,0.000994683,0.0005280293,0.00034758283,0.0004973732],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040556528,0.0003128264,0.0012895822,0.00014701393,0.00077541824,0.000013135584,0.0007759199,0.00082682155,0.0016450726],"category_scores_gemma":[0.000017635319,0.00069893635,0.00014842971,0.000024687844,0.000416747,0.00013790262,0.0013488128,0.0016234044,0.000017858874],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012182366,0.00028270666,0.31424564,0.0061171064,0.0003110119,0.0041395165,0.0504729,0.0000040835225,1.2802268e-7,0.013402613,0.40863335,0.20117271],"study_design_scores_gemma":[0.009166479,0.00026026025,0.4943738,0.052759558,0.000084319,0.000015293908,0.013443659,0.00002510223,1.4144517e-7,0.0013834864,0.4270252,0.0014626794],"about_ca_topic_score_codex":0.99944335,"about_ca_topic_score_gemma":0.99994105,"teacher_disagreement_score":0.21509437,"about_ca_system_score_codex":0.0018699145,"about_ca_system_score_gemma":0.0014113239,"threshold_uncertainty_score":0.9995462},"labels":[],"label_agreement":null},{"id":"W4385746385","doi":"10.59962/9780774821742-005","title":"Chapter 2 Rural Health Status and Determinants in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental health; Geography; Medicine","score_opus":0.0321557356306229,"score_gpt":0.2668594139352224,"score_spread":0.23470367830459948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385746385","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11323991,0.0023684031,0.0000013545618,0.000026941034,0.0005427817,0.0019980308,0.0019386952,0.000058766014,0.8798251],"genre_scores_gemma":[0.14840138,0.004316719,0.000093757415,0.00033897915,0.000042740554,0.0000019868703,0.000027796157,0.000059118684,0.84671754],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974967,0.00012918716,0.00063698704,0.00045862613,0.00035199118,0.0009264957],"domain_scores_gemma":[0.99803597,0.000116222865,0.0007506087,0.00037620572,0.00019038815,0.0005306324],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001989177,0.00021584993,0.0009254544,0.0000653469,0.00046170043,0.00001294451,0.00031702785,0.0004037095,0.0010827703],"category_scores_gemma":[0.000009590741,0.00047908572,0.00006387478,0.000008562718,0.00024614352,0.00007187059,0.00044506253,0.00085695664,0.000007173255],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047305902,0.000060239105,0.2022261,0.007054467,0.00021629767,0.0022601385,0.011564975,0.0000012467638,6.337735e-7,0.0113716535,0.14878598,0.6159852],"study_design_scores_gemma":[0.0020340125,0.00018377637,0.056401998,0.011375002,0.000051678093,0.000020219271,0.0024006884,0.000010713249,1.5668306e-7,0.001760452,0.92511547,0.000645845],"about_ca_topic_score_codex":0.9997732,"about_ca_topic_score_gemma":0.9999496,"teacher_disagreement_score":0.77632946,"about_ca_system_score_codex":0.0012201876,"about_ca_system_score_gemma":0.0028288872,"threshold_uncertainty_score":0.99983037},"labels":[],"label_agreement":null},{"id":"W4385761510","doi":"10.1097/gox.0000000000005140","title":"Prevalence of International Medical Graduates in Integrated Plastic Surgery Programs","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Medicine; Medical education; General surgery; Surgery","score_opus":0.07430666301411051,"score_gpt":0.40543329352074137,"score_spread":0.3311266305066308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385761510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9810147,0.00014052316,0.000078514764,0.00048745514,0.012213657,0.0012970044,0.0005483182,0.00022858728,0.003991225],"genre_scores_gemma":[0.99770325,0.0006428529,0.00030312806,0.00010469954,0.00017965992,0.0004620967,0.00030742184,0.000034805587,0.00026205892],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9933399,0.0012056846,0.0022422995,0.000796157,0.0011116602,0.0013042965],"domain_scores_gemma":[0.96862245,0.029076314,0.0008406247,0.00036534586,0.0005977723,0.00049747643],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033817375,0.0004100843,0.001213564,0.0005097197,0.0002438945,0.000042814005,0.0010705214,0.00043859167,0.0028273815],"category_scores_gemma":[0.027508348,0.0003699732,0.00019204993,0.0027047356,0.0005406097,0.000527959,0.0009006126,0.00078964134,0.00074238697],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005397771,0.00013109326,0.9656297,0.00060963345,0.00008785352,0.00012708438,0.00016921047,0.00002136491,0.0000021895435,0.0013750282,0.009220405,0.02208664],"study_design_scores_gemma":[0.00080907356,0.0000611859,0.9765907,0.011034699,0.000036338355,0.00004769318,0.0032132817,0.0019919656,0.000011068147,0.0027374786,0.0030061433,0.00046037402],"about_ca_topic_score_codex":0.0032450564,"about_ca_topic_score_gemma":0.0017841115,"teacher_disagreement_score":0.027870629,"about_ca_system_score_codex":0.0007804317,"about_ca_system_score_gemma":0.003103462,"threshold_uncertainty_score":0.99987525},"labels":[],"label_agreement":null},{"id":"W4385783534","doi":"10.34172/ijhpm.2023.7694","title":"Embedded Research: Possibilities for Learning Health Systems Comment on \"‘We’re Not Providing the Best Care if We are Not on the Cutting Edge of Research’: A Research Impact Evaluation at a Regional Australian Hospital and Health Service\"","year":2023,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mentorship; Mandate; Knowledge translation; Health care; Sustainability; Translational research; Relevance (law); Healthcare system; Engineering ethics; Public relations; Sociology; Knowledge management; Political science; Process management; Business; Medical education; Computer science; Medicine; Engineering","score_opus":0.6397466923685782,"score_gpt":0.6603568972067747,"score_spread":0.020610204838196533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385783534","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2182009,0.00213476,0.0000053371323,0.7723131,0.0005736364,0.006322853,0.00012903668,0.000023397044,0.00029694475],"genre_scores_gemma":[0.97172713,0.0110919755,0.000045140227,0.013971161,0.0010673217,0.00062721595,0.000048634043,0.000044163033,0.0013772846],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.98153424,0.009979401,0.0018566288,0.00047471223,0.0044269464,0.001728091],"domain_scores_gemma":[0.9867619,0.0067095086,0.0016870355,0.00041127586,0.0039912597,0.00043902197],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.06076551,0.00025104484,0.00057993684,0.0015566662,0.0053009656,0.00014004571,0.00075907895,0.00012406264,0.000016370153],"category_scores_gemma":[0.0017239483,0.00016034581,0.000113286136,0.0010508613,0.00030452604,0.00016156795,0.00071051985,0.0021700205,0.0000203716],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032008137,0.0004800875,0.005071264,0.020871842,0.0005396727,0.000025966698,0.25626332,0.00442804,0.000004178582,0.14367825,0.52494305,0.040493518],"study_design_scores_gemma":[0.0026719568,0.0062443907,0.014708371,0.030300314,0.0000124762,0.00001493896,0.6691887,0.0032191211,0.000006384952,0.003968651,0.26949334,0.00017139399],"about_ca_topic_score_codex":0.019732216,"about_ca_topic_score_gemma":0.0011486181,"teacher_disagreement_score":0.75834197,"about_ca_system_score_codex":0.0074707763,"about_ca_system_score_gemma":0.0028685401,"threshold_uncertainty_score":0.9963394},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W4385827332","doi":"10.1007/s10459-023-10273-4","title":"Associations between education policies and the geographic disposition of family physicians: a retrospective observational study of McMaster University education data","year":2023,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto; McMaster University","funders":"","keywords":"Rurality; Socioeconomic status; Psychological intervention; Medicine; Family medicine; Residence; Logistic regression; Medicaid; Rural area; Demography; Health care; Nursing; Population; Environmental health; Sociology","score_opus":0.11237332655168852,"score_gpt":0.4892416678446354,"score_spread":0.3768683412929469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385827332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98686993,0.002405381,0.000026843192,0.005325902,0.0010400714,0.0023593237,0.00016393648,0.00003391328,0.0017747137],"genre_scores_gemma":[0.994804,0.0030007914,0.0005361675,0.00063769455,0.00020814617,0.000085049905,0.00040538848,0.000007299628,0.00031543602],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996796,0.0010569526,0.0008694175,0.00042384525,0.00050587824,0.00034786994],"domain_scores_gemma":[0.99658716,0.0011365117,0.0013289164,0.00038681758,0.00049206865,0.00006850109],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029237568,0.00012166545,0.00036742672,0.00048687373,0.0011044652,0.000010718689,0.000500116,0.000067721965,0.00000833913],"category_scores_gemma":[0.00040016347,0.000106328414,0.000023211614,0.0034489937,0.00044586093,0.001181864,0.0001647869,0.0002449003,0.000003376234],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025623041,0.00036646606,0.94050354,0.00019599796,0.000005909394,6.112379e-9,0.012579107,0.000072944924,0.0000022306988,0.018086469,0.0006210813,0.02754064],"study_design_scores_gemma":[0.0003625645,0.0001409961,0.85793436,0.0006245876,0.000016242673,6.561757e-8,0.13039352,0.00018287369,4.3535135e-7,0.008226082,0.0020502566,0.00006802209],"about_ca_topic_score_codex":0.02835381,"about_ca_topic_score_gemma":0.0051273755,"teacher_disagreement_score":0.117814414,"about_ca_system_score_codex":0.00040051725,"about_ca_system_score_gemma":0.0035823733,"threshold_uncertainty_score":0.97811645},"labels":[],"label_agreement":null},{"id":"W4385843443","doi":"10.15273/hpj.v3i2.11600","title":"Organizational and Institutional Initiatives for the Recruitment, Retention, and Advancement of Black Nurses in the Canadian Healthcare System: A Rapid Review Protocol","year":2023,"lang":"en","type":"review","venue":"Healthy Populations Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority","funders":"QEII Foundation; Health Sciences Centre Foundation","keywords":"Workforce; Inclusion (mineral); Health care; Context (archaeology); Public relations; Grey literature; Racism; Political science; Population; Data extraction; Nursing; Medicine; Psychology; MEDLINE; Social psychology","score_opus":0.4514534845874945,"score_gpt":0.5723916452932095,"score_spread":0.120938160705715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385843443","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000014106114,0.7945178,0.0000664711,0.012685033,0.00078048056,0.19107738,0.00061043794,0.000022410371,0.00023856232],"genre_scores_gemma":[0.000032586042,0.87635076,0.00052598456,0.0014901349,0.00042053472,0.12060717,0.00041313982,0.00004465789,0.00011501231],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926512,0.0028251028,0.0029140164,0.00035680726,0.00054531626,0.0007075542],"domain_scores_gemma":[0.994918,0.0014101367,0.0021317927,0.00034960458,0.0008444002,0.00034605115],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0045173853,0.0003549685,0.0012117865,0.00045732514,0.0043126997,0.00004020991,0.00032299783,0.0003135678,0.00005809462],"category_scores_gemma":[0.0009715942,0.00021079488,0.00013910412,0.0012583751,0.0002199904,0.00018487519,0.000059931222,0.0011989088,0.00001385095],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006836482,0.00007707561,0.0026601155,0.62052214,0.00013354671,0.000011714008,0.0024842692,0.0000127283565,4.6733994e-9,0.18518485,0.016673587,0.17217162],"study_design_scores_gemma":[0.0005255565,0.00014804743,0.0017874159,0.12705193,0.00020572956,0.000111571266,0.0016753937,0.000045536937,6.905701e-10,0.0005419117,0.8677648,0.00014210434],"about_ca_topic_score_codex":0.007870755,"about_ca_topic_score_gemma":0.081646815,"teacher_disagreement_score":0.8510912,"about_ca_system_score_codex":0.0018132983,"about_ca_system_score_gemma":0.009430988,"threshold_uncertainty_score":0.9987359},"labels":[],"label_agreement":null},{"id":"W4385864901","doi":"10.59962/9780774822183-007","title":"Settling in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Settling; Environmental science; Environmental engineering","score_opus":0.038598768673194006,"score_gpt":0.2572318980243612,"score_spread":0.2186331293511672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385864901","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010141987,0.00058259506,0.0000025903669,0.000010283738,0.0005260408,0.0010414085,0.0010361477,0.00005827059,0.9866007],"genre_scores_gemma":[0.021193191,0.0005104609,0.00015200247,0.00017259379,0.00006384644,0.0000013776062,0.000044636345,0.0000518497,0.97781],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99786836,0.00012205639,0.0005427745,0.00046112094,0.00038016294,0.00062554725],"domain_scores_gemma":[0.9983011,0.00017334969,0.00057466136,0.00042538924,0.00027451638,0.00025100922],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019305892,0.00017021682,0.00072151376,0.00005117921,0.00034889352,0.000009072968,0.0005379669,0.00057205814,0.0028613117],"category_scores_gemma":[0.000014640564,0.00043642079,0.000092531525,0.000010797881,0.00015036382,0.000049291513,0.0004035212,0.001148351,0.000022252363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017048673,0.000033535227,0.012343338,0.0032711895,0.00019804374,0.0036886635,0.003237974,0.000009565013,0.0000010538291,0.007952773,0.90009546,0.068997905],"study_design_scores_gemma":[0.0008476475,0.000030783805,0.003024255,0.006908154,0.000058650137,0.0000074356835,0.0008436433,0.000008097515,1.5952071e-7,0.0018340164,0.9860524,0.00038477822],"about_ca_topic_score_codex":0.9998521,"about_ca_topic_score_gemma":0.9999729,"teacher_disagreement_score":0.08595691,"about_ca_system_score_codex":0.0015309054,"about_ca_system_score_gemma":0.0034590666,"threshold_uncertainty_score":0.9998087},"labels":[],"label_agreement":null},{"id":"W4386209849","doi":"10.1177/08465371231197953","title":"The Landscape of Rural and Remote Radiology in Canada: Opportunities and Challenges","year":2023,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Workforce; Subspecialty; Workload; Rural area; Interventional radiology; Health care; Economic shortage; Radiology; Pathology; Government (linguistics)","score_opus":0.16364120443134558,"score_gpt":0.39927292271815457,"score_spread":0.23563171828680898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386209849","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006725801,0.9915764,1.9523576e-7,0.004985276,0.0009139233,0.00048187753,0.00020329552,0.0000062872837,0.0011601748],"genre_scores_gemma":[0.00045327024,0.99813986,0.000015418102,0.00009697794,0.00022107021,0.000011336801,0.00002876115,0.000023873954,0.001009452],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99511313,0.0022893548,0.0014632649,0.00013911031,0.00021021858,0.000784925],"domain_scores_gemma":[0.99273217,0.004122547,0.00231429,0.00016920142,0.00022093019,0.000440859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036636617,0.00022673474,0.0015843924,0.00033495208,0.0004679578,0.000007891126,0.00027368966,0.0005754814,0.000019300061],"category_scores_gemma":[0.0020070511,0.00016060063,0.000078798796,0.00018285189,0.00012494416,0.000038721246,0.000047652018,0.001159557,0.0000016502632],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000009430788,0.0000014958604,0.008366889,0.0064251227,0.00021318898,0.00006601777,0.0007673972,0.0000014717891,4.62262e-9,0.0021483991,0.026983198,0.9550174],"study_design_scores_gemma":[0.00025041975,0.0000524674,0.00835354,0.008320887,0.00007867699,0.000108673186,0.008812607,0.000008588808,1.7334859e-9,0.00028906416,0.9735936,0.00013148152],"about_ca_topic_score_codex":0.883631,"about_ca_topic_score_gemma":0.9976338,"teacher_disagreement_score":0.9548859,"about_ca_system_score_codex":0.004448367,"about_ca_system_score_gemma":0.016668312,"threshold_uncertainty_score":0.9993734},"labels":[],"label_agreement":null},{"id":"W4386221684","doi":"10.31219/osf.io/fx726","title":"Improving the Evaluation of Primary Care Physician Accessibility in Eastern Quebec: Incorporating the Pampalon Deprivation Index into the Enhanced Two-Step Floating Catchment Area Methodology","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Catchment area; Economic shortage; Index (typography); Redistribution (election); Primary care; Identification (biology); Primary health care; Population; Rural area; Business; Environmental planning; Computer science; Geography; Medicine; Environmental health; Drainage basin; Family medicine; Political science; Cartography","score_opus":0.2225484633102161,"score_gpt":0.4894649175753472,"score_spread":0.2669164542651311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386221684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95284706,0.0006535159,0.028858956,0.0028138696,0.0018746787,0.010040243,0.000015962907,0.00017085168,0.0027248634],"genre_scores_gemma":[0.9905926,0.000026211897,0.004468556,0.001484023,0.000519955,0.0023370155,0.00032503216,0.00006705277,0.00017953225],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9777201,0.016058048,0.0026885478,0.0011011709,0.001588553,0.0008435741],"domain_scores_gemma":[0.98571986,0.0066049513,0.0037274582,0.0021637715,0.0017051867,0.00007876687],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.024199827,0.00054438476,0.00095604156,0.00017077586,0.0014874967,0.00006496303,0.0015472114,0.0006394386,0.00003212306],"category_scores_gemma":[0.0028963618,0.00029355637,0.00018285474,0.0007343165,0.00026120423,0.0002094566,0.0033838314,0.0031799471,0.00002018147],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021448193,0.000071269205,0.3040959,0.004348749,0.00008980039,7.42257e-7,0.19245265,0.030976463,0.0016879495,0.0005923149,0.000068191126,0.46540147],"study_design_scores_gemma":[0.0016576793,0.00006428349,0.48292166,0.0052208262,0.00027230967,2.0921544e-7,0.3089165,0.17729267,0.0013895642,0.021695958,0.000024098812,0.00054424757],"about_ca_topic_score_codex":0.358077,"about_ca_topic_score_gemma":0.52049935,"teacher_disagreement_score":0.46485722,"about_ca_system_score_codex":0.004177688,"about_ca_system_score_gemma":0.0035875465,"threshold_uncertainty_score":0.99995166},"labels":[],"label_agreement":null},{"id":"W4386235907","doi":"10.3102/2005591","title":"Antiblack Racism: Gaining Insight Into the Experiences of Black Nurses in Canada's Health Care System (Poster 31)","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Health care; Computer science; Sociology; Political science; Gender studies","score_opus":0.03921499183092886,"score_gpt":0.4069369039664332,"score_spread":0.36772191213550437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386235907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95156854,0.0012871409,0.0000029465295,0.0036414405,0.0025696491,0.0015197837,0.00001087295,0.00015338183,0.039246216],"genre_scores_gemma":[0.9940766,0.00017781134,0.000059375976,0.002626699,0.000120070705,0.00017603199,0.00003026881,0.000027326661,0.0027058343],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9958829,0.0008612384,0.0012491446,0.00037525521,0.0005758176,0.0010556094],"domain_scores_gemma":[0.99778694,0.00083004596,0.00042005995,0.0005302107,0.00021411349,0.00021862495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075768627,0.00022677636,0.0005926587,0.00018372474,0.0006939513,0.00000963591,0.00045951744,0.00012966507,0.00012613824],"category_scores_gemma":[0.000113773276,0.00014880247,0.00004521655,0.001362214,0.00013340461,0.000109556895,0.00020240233,0.0004643703,0.0001674667],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045565128,0.0000070445076,0.067686975,0.0017105227,0.000007685744,0.000018331226,0.8865433,0.00008206388,0.0000045645525,0.00088144606,0.040861066,0.002151438],"study_design_scores_gemma":[0.00036379797,0.0000724177,0.013037486,0.002015792,0.0000030993713,7.9204716e-7,0.95937437,0.0005306829,0.00006645672,0.000008398425,0.024388246,0.00013845143],"about_ca_topic_score_codex":0.9135037,"about_ca_topic_score_gemma":0.96876854,"teacher_disagreement_score":0.07283109,"about_ca_system_score_codex":0.0019350859,"about_ca_system_score_gemma":0.005790576,"threshold_uncertainty_score":0.9998457},"labels":[],"label_agreement":null},{"id":"W4386250822","doi":"10.1186/s12884-023-05898-7","title":"System interventions to support rural access to maternity care: an analysis of the rural surgical obstetrical networks program","year":2023,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Medicine; Psychological intervention; Workforce; Nursing; Thematic analysis; Staffing; Rural health; Health care; Quality management; Health services research; Rural area; Qualitative research; Public health; Service (business); Business; Economic growth; Marketing","score_opus":0.06336860616767181,"score_gpt":0.44210288277820375,"score_spread":0.37873427661053194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386250822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9930779,0.0011093484,0.00011910849,0.00021576758,0.0009207543,0.0031729138,0.00020783434,0.00045556508,0.0007208485],"genre_scores_gemma":[0.9981429,0.00008631756,0.000107892134,0.0001275495,0.00012975416,0.00069850875,0.00016939043,0.000026593938,0.00051111606],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996649,0.00078445213,0.0009457121,0.0003696994,0.00039211442,0.00085902144],"domain_scores_gemma":[0.99805444,0.0002597436,0.0002554924,0.00071425544,0.00019376412,0.00052230194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030249543,0.0002426554,0.00063946785,0.00032115617,0.00079608004,0.000055249588,0.000681768,0.00021969483,0.0001178776],"category_scores_gemma":[0.00008618163,0.00016873547,0.00030906242,0.003125652,0.00006199704,0.00014263815,0.0007795479,0.00039310963,0.00006580184],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010111241,0.00009517331,0.98255557,0.0018204188,0.00008713957,0.000008696258,0.0030571325,0.002751849,1.7191479e-7,0.0010879282,0.00049255736,0.007942231],"study_design_scores_gemma":[0.0006077796,0.00036911617,0.9748788,0.006731898,0.00028911966,0.0000036489891,0.014295831,0.0017108774,0.00000231316,0.000008855877,0.00088734145,0.00021441346],"about_ca_topic_score_codex":0.0006978564,"about_ca_topic_score_gemma":0.0027893935,"teacher_disagreement_score":0.011238699,"about_ca_system_score_codex":0.00016916377,"about_ca_system_score_gemma":0.000121399295,"threshold_uncertainty_score":0.68808323},"labels":[],"label_agreement":null},{"id":"W4386252930","doi":"10.20944/preprints202308.1906.v1","title":"An Analysis of Primary Care Physician Accessibility and Medical Resource Distribution in Eastern Quebec: Utilizing an Enhanced Two-Step Floating Catchment Area (E2SFCA) Methodology","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Workforce; Catchment area; Economic shortage; Primary care; Primary health care; Rural area; Identification (biology); Business; Geography; Resource (disambiguation); Distribution (mathematics); Environmental planning; Population; Medicine; Environmental health; Political science; Drainage basin; Family medicine; Computer science; Cartography","score_opus":0.2929876360737981,"score_gpt":0.5254229942969011,"score_spread":0.23243535822310302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386252930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99096775,0.00025604747,0.0036182941,0.00033305548,0.0005256349,0.0021320551,0.0003418701,0.00032763943,0.001497631],"genre_scores_gemma":[0.9928163,0.00010913364,0.0011570357,0.00035667958,0.00023460099,0.00040689713,0.004727635,0.00006703188,0.00012463589],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98454446,0.008169332,0.0026185003,0.0023682613,0.0011058751,0.0011935569],"domain_scores_gemma":[0.99278617,0.0017092525,0.0017291631,0.0025738808,0.0005332535,0.0006682948],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00801449,0.0006272048,0.0022904868,0.00049055205,0.00046536388,0.000018439525,0.0012307232,0.0012636206,0.00023004856],"category_scores_gemma":[0.0015901101,0.00065520155,0.00026645936,0.0011356906,0.00030159016,0.00024342057,0.0036703136,0.0031168894,0.000039250695],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003075929,0.0002200685,0.9586561,0.0028460072,0.00024846575,0.000012821705,0.024023922,0.0021411246,0.00089092174,0.00013147104,0.000004082331,0.010517421],"study_design_scores_gemma":[0.0008093808,0.000046386438,0.9459981,0.0030173142,0.00049912377,2.7460396e-7,0.036014512,0.011599938,0.0011097813,0.00035512866,0.000097073615,0.00045298698],"about_ca_topic_score_codex":0.11372465,"about_ca_topic_score_gemma":0.14547354,"teacher_disagreement_score":0.031748895,"about_ca_system_score_codex":0.002512546,"about_ca_system_score_gemma":0.0013892255,"threshold_uncertainty_score":0.9995899},"labels":[],"label_agreement":null},{"id":"W4386255574","doi":"10.17645/pag.v11i3.6815","title":"Federal Servants of Inclusion? The Governance of Student Mobility in Canada and the EU","year":2023,"lang":"en","type":"article","venue":"Politics and Governance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"European Commission","keywords":"Political science; Inclusion (mineral); Erasmus+; Framing (construction); Public administration; Equity (law); Corporate governance; Economic mobility; Politics; Internationalization; Economic growth; Sociology; Geography; Business; Social science; Economics; Management; International trade; Law","score_opus":0.026739129169501972,"score_gpt":0.3826590549081128,"score_spread":0.3559199257386108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386255574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98474395,0.0018601287,3.140454e-7,0.011065249,0.00023020786,0.0005258918,0.00025742402,0.000005422507,0.0013113866],"genre_scores_gemma":[0.99413985,0.0031372926,0.000010318987,0.0017978166,0.000035378303,0.00003076691,0.0000013423745,0.0000072470257,0.00084001664],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99826086,0.00024046723,0.00051846943,0.00015361047,0.00041094332,0.00041562642],"domain_scores_gemma":[0.9981088,0.0010852565,0.00037082194,0.00028388645,0.00008102693,0.00007021982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075640494,0.00009817089,0.00029511203,0.0000054650664,0.00048108323,0.0000030495617,0.0002318457,0.00004506111,0.000015620493],"category_scores_gemma":[0.0002391842,0.000057083522,0.000018388551,0.00019012003,0.00019249365,0.000034247394,0.00084555947,0.0002562042,0.0000012355057],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005556589,0.000023889084,0.85046667,0.00041826427,0.000009097223,0.000003029444,0.0058010668,0.000035011624,0.0000053381837,0.14014447,0.0027017363,0.0003358577],"study_design_scores_gemma":[0.0008845188,0.000015906446,0.9820006,0.00035726305,0.0000046613554,4.0456382e-7,0.0023695452,0.0004941872,0.000012468165,0.0041234526,0.009684801,0.000052190502],"about_ca_topic_score_codex":0.9655973,"about_ca_topic_score_gemma":0.9562645,"teacher_disagreement_score":0.13602102,"about_ca_system_score_codex":0.00030229453,"about_ca_system_score_gemma":0.0007147215,"threshold_uncertainty_score":0.37001517},"labels":[],"label_agreement":null},{"id":"W4386255622","doi":"10.1503/cjs.015122","title":"Characterizing Canadian rural general surgeons: trends over time and 10-year replacement needs","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Faculty of Medicine and Dentistry, University of Alberta; University of Alberta","keywords":"Medicine; Workforce; Rural area; Population; Family medicine; Rural population; Observational study; Environmental health; Economic growth; Internal medicine","score_opus":0.052314073332937104,"score_gpt":0.3452477841817728,"score_spread":0.29293371084883574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386255622","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982425,0.0004980496,1.2546968e-7,0.008667557,0.0028301908,0.00013699717,0.00015890677,0.000032708635,0.0052505042],"genre_scores_gemma":[0.94548094,0.00033694872,0.000025915862,0.0035069757,0.0009808438,0.000011776709,0.00014799242,0.00006419404,0.049444385],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996518,0.00035623892,0.0010545551,0.0001618552,0.00028356398,0.0016257825],"domain_scores_gemma":[0.9951233,0.0005288545,0.00045176875,0.0002580297,0.0002532581,0.0033847732],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022789172,0.00022620671,0.0005943949,0.002655156,0.00091276306,0.000048587437,0.00016942457,0.00024691288,0.010359486],"category_scores_gemma":[0.00036554324,0.00022274317,0.00015074767,0.0012446474,0.00008252204,0.00027803532,0.000026568758,0.0005801777,0.00048059117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004285621,0.0000022421978,0.4605748,0.00004183388,0.0000348412,0.00032138842,0.0011158783,0.0000038915323,0.00003367329,0.00009387389,0.53494817,0.0027865346],"study_design_scores_gemma":[0.00028804396,0.000035318153,0.36990106,0.00069977256,0.000020489819,0.000048217655,0.0015814606,0.000052856307,0.0000035293488,0.000029944878,0.6271266,0.00021271786],"about_ca_topic_score_codex":0.4406638,"about_ca_topic_score_gemma":0.5620288,"teacher_disagreement_score":0.121364996,"about_ca_system_score_codex":0.0011166258,"about_ca_system_score_gemma":0.0067830714,"threshold_uncertainty_score":0.99884754},"labels":[],"label_agreement":null},{"id":"W4386281687","doi":"10.1097/nmg.0000000000000048","title":"Advancing diversity","year":2023,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Political science","score_opus":0.05584919631363336,"score_gpt":0.45308086251033136,"score_spread":0.39723166619669803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386281687","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15729596,0.00011700577,0.0012205757,0.010871282,0.0047272905,0.0014361207,0.000004260984,0.0018269435,0.8225006],"genre_scores_gemma":[0.9259059,0.00028910264,0.003175101,0.00341363,0.00031574565,0.000069776965,0.000035101002,0.00003603767,0.06675961],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99821895,0.00014172506,0.00023549428,0.000251527,0.00031296525,0.00083935977],"domain_scores_gemma":[0.99934125,0.00009796998,0.00007936679,0.00029999457,0.000041389838,0.00014003848],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005896398,0.00010441427,0.00014091583,0.0001615871,0.0019962052,0.000005086678,0.0002074153,0.000068275636,0.00039599833],"category_scores_gemma":[0.000022905386,0.000107506625,0.000035818524,0.00062399765,0.000034839577,0.00012149241,0.00045155184,0.00021978308,0.0045465752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005203971,0.00005807986,0.036709268,0.0005682045,0.000028872515,0.00007701697,0.0085684825,0.00020025249,0.0000065021154,0.034604274,0.78736115,0.13176589],"study_design_scores_gemma":[0.0011413422,0.000067244175,0.16922957,0.0035895784,0.00007113217,5.894668e-7,0.046064846,0.0013833015,0.0000059487106,0.01905341,0.75906706,0.00032600434],"about_ca_topic_score_codex":0.00010457588,"about_ca_topic_score_gemma":0.000016730492,"teacher_disagreement_score":0.76860994,"about_ca_system_score_codex":0.00058393396,"about_ca_system_score_gemma":0.00001703931,"threshold_uncertainty_score":0.99930304},"labels":[],"label_agreement":null},{"id":"W4386289607","doi":"10.1177/21582440231195419","title":"Increasing Trend of Studying Abroad for Residency Training Among Medical Students","year":2023,"lang":"en","type":"article","venue":"SAGE Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Turkish; Medical education; Emigration; Study abroad; Specialty; Developing country; Curriculum; Residency training; Training (meteorology); Psychology; Destinations; Medicine; Family medicine; Political science; Economic growth; Pedagogy; Geography","score_opus":0.16549606950155504,"score_gpt":0.5537167015124256,"score_spread":0.38822063201087054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386289607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9732901,0.00017837578,0.000039605115,0.0010167382,0.0006153792,0.003130729,0.000040395713,0.0001410255,0.02154765],"genre_scores_gemma":[0.98883784,0.00013547654,0.0011959081,0.00050236174,0.000260794,0.00054342725,0.000056141245,0.000050960036,0.008417068],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958657,0.0008561887,0.0009987148,0.00037998936,0.0010090539,0.00089035585],"domain_scores_gemma":[0.9966181,0.0022023108,0.00036486253,0.00038826666,0.000084846695,0.0003416296],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008145136,0.00016849281,0.0005661049,0.00015617769,0.0009322283,0.00003883857,0.001521897,0.00024755482,0.0010972784],"category_scores_gemma":[0.002513666,0.00015382879,0.00006735984,0.000653491,0.0000802056,0.00025992483,0.0013788333,0.00043851236,0.00010515508],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031614045,0.00007754614,0.91033655,0.0005657184,0.00006681721,0.000043395044,0.035414673,0.0000052075916,0.00003835006,0.00056032266,0.016024169,0.036551103],"study_design_scores_gemma":[0.004977497,0.0002843393,0.8637652,0.010729534,0.000063641935,0.0000024927235,0.09740303,0.00031365297,0.000017204631,0.0027349412,0.01936762,0.00034085184],"about_ca_topic_score_codex":0.0050089564,"about_ca_topic_score_gemma":0.009143007,"teacher_disagreement_score":0.06198835,"about_ca_system_score_codex":0.00013644285,"about_ca_system_score_gemma":0.00059411884,"threshold_uncertainty_score":0.9998159},"labels":[],"label_agreement":null},{"id":"W4386292885","doi":"10.1177/20534345231198146","title":"Supporting rural health services through regional networks: Observations of a formalized model","year":2023,"lang":"en","type":"article","venue":"International Journal of Care Coordination","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Outreach; Coaching; Context (archaeology); Triage; Health care; Thematic analysis; Rural area; Nursing; Business; Quality (philosophy); Medicine; Public relations; Knowledge management; Qualitative research; Psychology; Political science; Geography; Medical emergency; Sociology; Computer science","score_opus":0.07224494240320721,"score_gpt":0.4746925014929915,"score_spread":0.4024475590897843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386292885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9305331,0.0021449018,0.02652727,0.032804687,0.0048311404,0.0010251543,0.00014061217,0.00018891825,0.0018042196],"genre_scores_gemma":[0.99150765,0.00075529097,0.0033287853,0.0027723247,0.00065071427,0.000025154843,0.0003885878,0.000027036323,0.00054447533],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99620575,0.00026430716,0.0018820058,0.00013522191,0.0010414966,0.00047123077],"domain_scores_gemma":[0.9921853,0.00040126414,0.0028147777,0.0001505337,0.004315808,0.00013230069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011810346,0.00015916038,0.00042005244,0.00033779716,0.00034354156,0.000019190831,0.00055550295,0.00015130114,0.00007183224],"category_scores_gemma":[0.00017055897,0.00014857903,0.0001920855,0.00055220496,0.00004207214,0.0009184537,0.00013364978,0.0004245691,0.0000143346615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021613387,0.0002727804,0.21120131,0.0028093539,0.0006822744,0.000052211915,0.14630346,0.36565495,0.00065327424,0.08540835,0.15776065,0.02704003],"study_design_scores_gemma":[0.0102949655,0.0009941476,0.09097173,0.01386829,0.00013396559,0.00008631846,0.228432,0.5293501,0.00009388521,0.02779231,0.09725578,0.0007264964],"about_ca_topic_score_codex":0.0003163223,"about_ca_topic_score_gemma":0.00024625126,"teacher_disagreement_score":0.16369514,"about_ca_system_score_codex":0.00064966315,"about_ca_system_score_gemma":0.0007770706,"threshold_uncertainty_score":0.60588765},"labels":[],"label_agreement":null},{"id":"W4386304587","doi":"10.1136/leader-2023-000878","title":"Healthcare leadership and the path to social justice through academic publishing","year":2023,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Publishing; Health care; Social justice; Path (computing); Sociology; Management; Economic Justice; Public relations; Psychology; Political science; Criminology; Computer science; Law; Economics","score_opus":0.34391592643351276,"score_gpt":0.5278270578516276,"score_spread":0.18391113141811488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386304587","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03982615,0.0016430158,0.000092961825,0.93855786,0.002185609,0.0032289876,0.000051440165,0.0006482136,0.013765744],"genre_scores_gemma":[0.7712117,0.00031050266,0.00032686073,0.20485935,0.005183994,0.0008611164,0.00004706438,0.00008312523,0.017116299],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.994925,0.001508324,0.0007924152,0.00048731692,0.000636899,0.0016500333],"domain_scores_gemma":[0.9967587,0.002095273,0.00025789387,0.0003614729,0.00022716701,0.00029948304],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035629598,0.00024308209,0.00044972723,0.000099164834,0.0026088827,0.00007447812,0.00048671235,0.00066303357,0.00012693732],"category_scores_gemma":[0.0025609909,0.00017559441,0.00006859402,0.0011712434,0.00024219071,0.00057408767,0.00036601364,0.0025605906,0.0019739727],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024731283,0.000005169333,0.0029914947,0.0018013988,0.000013691564,0.000009540263,0.11222514,0.000005924205,0.000005042842,0.077309325,0.80241144,0.0029745377],"study_design_scores_gemma":[0.002551791,0.00005382845,0.01642204,0.001400395,0.00007388329,0.0000068155114,0.52628446,0.00019992639,0.0000028999827,0.008689171,0.44394454,0.00037026437],"about_ca_topic_score_codex":0.0011864513,"about_ca_topic_score_gemma":0.00036350026,"teacher_disagreement_score":0.73369855,"about_ca_system_score_codex":0.00021551718,"about_ca_system_score_gemma":0.00037997417,"threshold_uncertainty_score":0.99974054},"labels":[],"label_agreement":null},{"id":"W4386305350","doi":"10.1177/08404704231198026","title":"The changing profile of the internationally educated nurse workforce: Post-pandemic implications for health human resource planning","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Pandemic; Government (linguistics); Health human resources; Economic growth; Workforce planning; Immigration; Workforce development; Business; Health care; Nursing; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Economics","score_opus":0.0696124136461874,"score_gpt":0.4758462906819348,"score_spread":0.4062338770357474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386305350","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13637726,0.0020919256,0.00059826684,0.8228051,0.0030091084,0.01782637,0.0005374301,0.0010511447,0.015703399],"genre_scores_gemma":[0.9218398,0.00029666023,0.0003806928,0.024668505,0.00038964587,0.004513764,0.00082860293,0.0001158259,0.046966553],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954583,0.00053511356,0.0012481771,0.000466721,0.00043374312,0.0018579538],"domain_scores_gemma":[0.99672246,0.000750723,0.0009554591,0.0009466146,0.00040177957,0.00022297361],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023791671,0.00025221577,0.00034352054,0.00033233783,0.006527981,0.000025455474,0.0009556742,0.0001746288,0.000021370397],"category_scores_gemma":[0.00014970472,0.00017670575,0.00015698209,0.0015480656,0.000116649644,0.00007833128,0.00049865583,0.0007252399,0.000058917947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001832964,0.00006779489,0.16160843,0.00259001,0.000101290745,7.3053405e-7,0.011455455,0.00025053552,0.000013700812,0.3291563,0.45153147,0.043040957],"study_design_scores_gemma":[0.0008960155,0.00020095662,0.21960627,0.0032754012,0.000025171235,0.0000018183304,0.10803563,0.00045193097,0.0000028104212,0.006196979,0.6610757,0.00023130602],"about_ca_topic_score_codex":0.00043378322,"about_ca_topic_score_gemma":0.0010330844,"teacher_disagreement_score":0.7981366,"about_ca_system_score_codex":0.0007267888,"about_ca_system_score_gemma":0.0004650633,"threshold_uncertainty_score":0.9947654},"labels":[],"label_agreement":null},{"id":"W4386423345","doi":"10.1186/s12960-023-00848-y","title":"Design, delivery and effectiveness of health practitioner regulation systems: an integrative review","year":2023,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Athabasca University","funders":"European Commission; Bundesministerium für Gesundheit; World Health Organization","keywords":"Operationalization; Accountability; Health services research; Workforce; Public relations; Health administration; Health policy; Grey literature; Corporate governance; Accreditation; Public health; Medicine; Nursing; Business; Medical education; Political science; MEDLINE","score_opus":0.22181737007623514,"score_gpt":0.5401201902047305,"score_spread":0.3183028201284953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386423345","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000034762837,0.9692421,0.0012690846,0.00023438623,0.0004981044,0.027873708,0.0004262829,0.00030171877,0.00011982616],"genre_scores_gemma":[0.000024302726,0.9911382,0.0005297844,0.00060425163,0.00032803277,0.0047495933,0.0016191966,0.00022328338,0.00078331],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9692506,0.023740178,0.0041609765,0.0010547902,0.00056953094,0.0012238772],"domain_scores_gemma":[0.98475695,0.006614529,0.0065425015,0.0009230637,0.0005961479,0.00056680606],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01807015,0.0007816591,0.0059855385,0.00053914724,0.002338619,0.000025604224,0.00040948045,0.0006403089,0.000042219104],"category_scores_gemma":[0.0005358265,0.0006099634,0.0003177057,0.00082580594,0.00017179475,0.00023238141,0.0001535312,0.0011563736,0.000052354408],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068961475,0.00007128743,0.000010293226,0.88267833,0.00012237397,9.1578096e-7,0.0017699875,0.0000083312725,6.819669e-8,0.0025129144,0.012709107,0.1000474],"study_design_scores_gemma":[0.00030364044,0.0009195696,0.000062642306,0.46259472,0.00016420908,0.0000053505555,0.0007843313,0.00001986688,1.5949922e-8,0.00022792972,0.5346784,0.00023933117],"about_ca_topic_score_codex":0.0033211927,"about_ca_topic_score_gemma":0.00038044195,"teacher_disagreement_score":0.5219693,"about_ca_system_score_codex":0.001918388,"about_ca_system_score_gemma":0.0027995193,"threshold_uncertainty_score":0.99963516},"labels":[],"label_agreement":null},{"id":"W4386438539","doi":"10.31128/ajgp-11-22-6622","title":"Practice-based research networks: What they are and why Australia needs them","year":2023,"lang":"en","type":"article","venue":"Australian Journal of General Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; Geography","score_opus":0.38148178966639895,"score_gpt":0.5456737635288764,"score_spread":0.16419197386247747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386438539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6031988,0.0014503567,0.00010764829,0.3836853,0.005546351,0.0014705485,0.000017469296,0.00016648431,0.0043570083],"genre_scores_gemma":[0.9461253,0.0054848036,0.0056608524,0.009028918,0.003860928,0.000043552256,0.000017851917,0.00010019379,0.029677583],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98827165,0.006467058,0.001572958,0.00037638616,0.0015244611,0.0017874785],"domain_scores_gemma":[0.98459756,0.008410946,0.002187271,0.00058583287,0.0032755341,0.00094286905],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.015626604,0.00036133596,0.00063402863,0.0005940646,0.0014340555,0.00036863744,0.0006485826,0.0005448384,0.00079466315],"category_scores_gemma":[0.007616403,0.00030090928,0.00014541208,0.0019405028,0.00023045969,0.004656492,0.0002058105,0.004375367,0.0007858748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002706179,0.00027211083,0.02469307,0.000377281,0.00025526425,0.0012472536,0.0058777174,0.0053899228,0.00019057759,0.0028495274,0.9526914,0.003449729],"study_design_scores_gemma":[0.0019625218,0.0007255255,0.0075207762,0.0020706612,0.00023782728,0.0004411182,0.14339721,0.00035215673,0.00004991312,0.0010967378,0.8417727,0.0003728465],"about_ca_topic_score_codex":0.001328171,"about_ca_topic_score_gemma":0.00016661834,"teacher_disagreement_score":0.37465638,"about_ca_system_score_codex":0.00041068633,"about_ca_system_score_gemma":0.0006162269,"threshold_uncertainty_score":0.99999213},"labels":[],"label_agreement":null},{"id":"W4386471750","doi":"10.3138/jmvfh-2022-0074","title":"Developing a rural Veterans Affairs health care research program: Diligence and unique resolutions","year":2023,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Bundesamt für Energie; Clinical Science Research and Development; U.S. Department of Veterans Affairs","keywords":"Veterans Affairs; Focus group; Health care; Workforce; Diligence; Medicine; Rural health; Rural area; Nursing; Administration (probate law); Family medicine; Medical education; Gerontology; Economic growth; Political science; Psychology; Business; Marketing","score_opus":0.1838854578088068,"score_gpt":0.5298100062248368,"score_spread":0.34592454841602993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386471750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86243725,0.103465796,0.00012304675,0.030405823,0.00076883263,0.00215306,0.00007512948,0.00016605842,0.00040500687],"genre_scores_gemma":[0.8849246,0.10082371,0.009124745,0.004376079,0.00043261764,0.000092592745,0.000042338103,0.000050655068,0.00013265185],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9922665,0.0028563295,0.0018563251,0.00038550692,0.000784599,0.0018507751],"domain_scores_gemma":[0.9962426,0.0010601104,0.00041490156,0.00034915717,0.0007510198,0.0011822125],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0064655296,0.00028432973,0.00083981245,0.0007304105,0.0030413747,0.000014993483,0.00030892034,0.00022163693,0.0000091864],"category_scores_gemma":[0.0002511961,0.0002453105,0.00009728825,0.0012501604,0.00031300358,0.0002887782,0.00022201531,0.001985455,0.000024483366],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019117343,0.00024796085,0.057789873,0.014037556,0.0001471063,0.00028081043,0.37348232,0.000050320068,0.00012108328,0.0038426598,0.13419496,0.4138936],"study_design_scores_gemma":[0.0025335844,0.0063628326,0.31993145,0.010236196,0.000013235402,0.00014906032,0.526451,0.00031237185,0.0000013627783,0.0014845777,0.13211699,0.0004073308],"about_ca_topic_score_codex":0.007088638,"about_ca_topic_score_gemma":0.0027930106,"teacher_disagreement_score":0.41348627,"about_ca_system_score_codex":0.0012275267,"about_ca_system_score_gemma":0.004100867,"threshold_uncertainty_score":0.99999994},"labels":[],"label_agreement":null},{"id":"W4386496278","doi":"10.1371/journal.pgph.0002355","title":"Incentivizing an exodus: The implications of recruiting nurses from low-middle income countries to high-income countries","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Université de Montréal; McGill University","funders":"","keywords":"Low and middle income countries; Middle income; High income countries; Developing country; Demographic economics; Economics; Business; Labour economics; Economic growth","score_opus":0.1160143138824546,"score_gpt":0.43107460871297043,"score_spread":0.31506029483051584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386496278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84873796,0.00055178197,0.00007293938,0.13968296,0.0015534763,0.0032060111,0.0033752662,0.000996871,0.0018227495],"genre_scores_gemma":[0.98169005,0.0006499228,0.00078759453,0.014337312,0.0008728305,0.0007488071,0.0004444868,0.000073314244,0.00039565342],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99097276,0.0019788593,0.0022517897,0.0008978482,0.0011956288,0.0027031212],"domain_scores_gemma":[0.992331,0.0023052425,0.0011908376,0.0016254802,0.0011633653,0.0013840441],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033564903,0.0004727955,0.0010624119,0.00026792986,0.0033982054,0.00014303118,0.0014276598,0.00035517887,0.00048824743],"category_scores_gemma":[0.0018283051,0.00039013397,0.00010331569,0.0031442707,0.0003398206,0.0007897122,0.000702124,0.0007724993,0.0014353555],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013016323,0.00023905636,0.79127437,0.0023779396,0.00013609146,0.000005473986,0.018301733,0.000047551835,0.000015891941,0.16595049,0.018878601,0.002642633],"study_design_scores_gemma":[0.0010208491,0.00035833297,0.7579837,0.0053294557,0.000037521015,0.000002366696,0.01993213,0.00022614782,0.000020940872,0.009803968,0.204729,0.0005555822],"about_ca_topic_score_codex":0.019478349,"about_ca_topic_score_gemma":0.009594154,"teacher_disagreement_score":0.18585041,"about_ca_system_score_codex":0.0025020288,"about_ca_system_score_gemma":0.0039403453,"threshold_uncertainty_score":0.99985504},"labels":[],"label_agreement":null},{"id":"W4386497819","doi":"10.1007/978-3-031-33851-9_45","title":"Human Resources for Health: Health Workers, The Health System’s Most Valuable Resource","year":2023,"lang":"en","type":"book-chapter","venue":"Sustainable development goals series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Workforce; HRHIS; Business; Stewardship (theology); Health policy; Human resources; Population health; International health; Global health; Workforce planning; Resource (disambiguation); Population; Nursing; Economic growth; Medicine; Environmental health; Public health; Political science; Economics; Management; Computer science","score_opus":0.04959382363613927,"score_gpt":0.38265936975372267,"score_spread":0.3330655461175834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386497819","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00049107487,0.05475654,0.0002984219,0.31484827,0.004902995,0.06152295,0.0013608775,0.006826932,0.55499196],"genre_scores_gemma":[0.00032670615,0.0014686649,0.0018553028,0.014937207,0.0012110572,0.0037086855,0.0014621231,0.000734414,0.97429585],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9829431,0.0016415787,0.00526008,0.0019285417,0.0018328424,0.0063938554],"domain_scores_gemma":[0.9889258,0.0013269965,0.0049480693,0.0020188747,0.0013442889,0.0014359688],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.013917067,0.0016410111,0.003320073,0.00080795784,0.022829292,0.00022017755,0.0016702728,0.001120036,0.00033008802],"category_scores_gemma":[0.00039653364,0.0013725731,0.00033786835,0.00076390995,0.00046148166,0.0003326757,0.0014309823,0.0025214707,0.0006223362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00029168423,0.000025528361,0.00017065094,0.031129688,0.00020401661,0.000030887,0.024340736,0.000045668636,4.814739e-8,0.24059305,0.7013039,0.0018641327],"study_design_scores_gemma":[0.0008557885,0.0007099227,0.00030430983,0.013237741,0.000025601496,0.000009108224,0.1728786,0.0000035587002,5.018188e-7,0.0053077685,0.8058269,0.0008401849],"about_ca_topic_score_codex":0.00785839,"about_ca_topic_score_gemma":0.0072437027,"teacher_disagreement_score":0.4193039,"about_ca_system_score_codex":0.014024488,"about_ca_system_score_gemma":0.023785207,"threshold_uncertainty_score":0.99977976},"labels":[],"label_agreement":null},{"id":"W4386517811","doi":"10.1515/9780888646392-011","title":"7. Stories of the Journey: International Medical Graduates in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History; Medical education; Psychology; Medicine","score_opus":0.06596909975930179,"score_gpt":0.31273155756431725,"score_spread":0.24676245780501546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386517811","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005444766,0.00012427605,0.0000017888779,0.0005761076,0.0011996921,0.0004101272,0.000071695795,0.000006228779,0.9921653],"genre_scores_gemma":[0.08774717,0.00027378617,0.000029990233,0.00016250546,0.00006657024,4.7661695e-7,0.000013216661,0.000020041758,0.91168624],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982741,0.00012772738,0.0004581334,0.0002048918,0.00066271995,0.00027245202],"domain_scores_gemma":[0.99796367,0.0005625476,0.00069874525,0.00037079386,0.0002496551,0.00015460698],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017764144,0.0001835333,0.00044443572,0.00007407154,0.00017099065,9.563797e-7,0.0010377628,0.00037483472,0.002076537],"category_scores_gemma":[0.0001000412,0.00016279207,0.00009000475,0.000009129784,0.00026882903,0.00003225552,0.0005755348,0.00089450035,0.0000058661503],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005200703,0.000037488026,0.02745527,0.0010355032,0.00038532756,0.000072426774,0.044627335,0.000008090953,0.0000014023366,0.8125871,0.1104311,0.002838883],"study_design_scores_gemma":[0.0005991947,0.000019835219,0.0011895557,0.0033018226,0.00004966659,0.0000013902343,0.0017639564,0.000014561036,0.000012994331,0.001959603,0.99092597,0.00016144277],"about_ca_topic_score_codex":0.99464715,"about_ca_topic_score_gemma":0.99801147,"teacher_disagreement_score":0.8804949,"about_ca_system_score_codex":0.00067504216,"about_ca_system_score_gemma":0.0037507599,"threshold_uncertainty_score":0.9988357},"labels":[],"label_agreement":null},{"id":"W4386520334","doi":"10.1515/9780888648068-021","title":"A Patient and a Worker in British Columbia Indian Hospitals","year":2013,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History; Family medicine; Medicine","score_opus":0.016090095708585214,"score_gpt":0.25580702358127344,"score_spread":0.23971692787268822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386520334","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18629737,0.00044029747,3.9182316e-7,0.000043780594,0.00016767766,0.0018309671,0.00007380836,0.000027431846,0.81111825],"genre_scores_gemma":[0.04646811,0.00041968047,0.00017810891,0.00017764882,0.00003256332,0.00000441638,0.00003104761,0.00004436154,0.95264405],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981696,0.00011839038,0.00046784343,0.00047059174,0.00024903126,0.00052455807],"domain_scores_gemma":[0.99822974,0.00037368474,0.00054270757,0.00039304298,0.00017075753,0.0002900649],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010433049,0.00021491332,0.0006653054,0.00009055373,0.00035639704,0.000026128862,0.00025769917,0.0008594297,0.0024699105],"category_scores_gemma":[0.000028105404,0.00038480555,0.00008475854,0.00001152529,0.00027392458,0.00008089675,0.00048912154,0.00083455595,0.00008895956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038354442,0.0001720116,0.08853202,0.0047083446,0.0006138019,0.0010666981,0.16908145,0.000004751653,0.0000022832044,0.02788891,0.512328,0.19521815],"study_design_scores_gemma":[0.001176652,0.00016338026,0.0066382703,0.008637269,0.0000616008,0.0000054190546,0.0027705897,0.0000061838336,2.4796074e-7,0.0015444929,0.9785471,0.0004487962],"about_ca_topic_score_codex":0.7897338,"about_ca_topic_score_gemma":0.8545929,"teacher_disagreement_score":0.46621904,"about_ca_system_score_codex":0.00021248967,"about_ca_system_score_gemma":0.00020156163,"threshold_uncertainty_score":0.9998604},"labels":[],"label_agreement":null},{"id":"W4386564736","doi":"10.1097/acm.0000000000005456","title":"Challenges Faced by International Medical Students in the United States","year":2023,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Matriculation; Scholarship; Competition (biology); Political science; Medical education; Face (sociological concept); Medical school; Medicine; Sociology; Law","score_opus":0.1541665658445746,"score_gpt":0.5322231337350964,"score_spread":0.37805656789052183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386564736","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006098605,0.0056745005,0.000006842864,0.9762449,0.00510552,0.001463398,0.0000806383,0.00023399031,0.005091561],"genre_scores_gemma":[0.0012284415,0.110000886,0.0000018947034,0.8512268,0.010923975,0.00047570904,0.005998066,0.000086791835,0.020057427],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9887302,0.0024014988,0.0017576617,0.0006815922,0.0051330123,0.0012960361],"domain_scores_gemma":[0.9911992,0.007183259,0.000616544,0.00057911227,0.00017991796,0.00024199381],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0072549717,0.00047309065,0.0008461708,0.0005720266,0.0002573832,0.0000054189386,0.0042098914,0.003686341,0.0022557988],"category_scores_gemma":[0.0035912783,0.00028836474,0.00004522496,0.00075120875,0.0003107202,0.000057193643,0.0005864709,0.01927137,0.0012177746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020963322,0.000006743142,0.003970951,0.00044283,0.00005554593,0.00028868698,0.021987155,7.057882e-7,3.0055025e-7,0.00010974431,0.9725893,0.000527074],"study_design_scores_gemma":[0.0015229969,0.00008437078,0.0010451084,0.0075222957,0.000034650813,0.000008745614,0.027304774,0.0000788232,8.743045e-8,0.0011414688,0.9610492,0.00020748198],"about_ca_topic_score_codex":0.0035221241,"about_ca_topic_score_gemma":0.00030579435,"teacher_disagreement_score":0.12501813,"about_ca_system_score_codex":0.00045713616,"about_ca_system_score_gemma":0.00024558452,"threshold_uncertainty_score":0.99995685},"labels":[],"label_agreement":null},{"id":"W4386690787","doi":"10.2196/48855","title":"Investigating Attraction and Retention of Staff Within Public Mental Health Services in Victoria, Australia: Protocol for a Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"State Government of Victoria","keywords":"Workforce; Mental health; Public health; Public sector; Metropolitan area; Nursing; Medicine; Psychology; Public relations; Psychiatry; Political science","score_opus":0.6123977207091862,"score_gpt":0.7198678320880623,"score_spread":0.10747011137887608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386690787","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10342603,7.1610026e-7,0.000016050111,0.0014594393,0.000050761377,0.8947679,0.000035670528,0.00015417319,0.00008927541],"genre_scores_gemma":[0.008419435,3.381653e-7,0.0068949577,0.000029277591,0.00014945709,0.983644,0.000046254005,0.000050644394,0.00076560705],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98546493,0.009286266,0.0019121408,0.0006990468,0.0011085062,0.0015291234],"domain_scores_gemma":[0.9961943,0.001205024,0.00091750297,0.00048705863,0.0007313331,0.00046480793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02735758,0.00024337755,0.00059323595,0.00074519636,0.0012960641,0.00007107056,0.00036965264,0.0002952037,0.00007399688],"category_scores_gemma":[0.00069456256,0.00021827506,0.00004958936,0.0023411154,0.0001562728,0.00054503774,0.0004586266,0.0013518891,0.00003086628],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003283572,0.0042716563,0.69700426,0.10357557,0.000091975875,0.000007371302,0.11695245,0.00001951753,0.00821205,0.0044170576,0.037864763,0.02429976],"study_design_scores_gemma":[0.025090188,0.017822742,0.2615224,0.049119115,0.0000040702757,0.0000025664738,0.24948618,0.003084835,0.0009549734,0.008915113,0.3833541,0.0006437127],"about_ca_topic_score_codex":0.0019951956,"about_ca_topic_score_gemma":0.004421667,"teacher_disagreement_score":0.43548185,"about_ca_system_score_codex":0.00073034765,"about_ca_system_score_gemma":0.0009677906,"threshold_uncertainty_score":0.99684083},"labels":[],"label_agreement":null},{"id":"W4386699486","doi":"10.56885/xers37284","title":"Challenges And Approaches To Providing Healthcare To Indigenous Populations In Nova Scotia","year":2023,"lang":"en","type":"article","venue":"Limb Preservation Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Nova scotia; Indigenous; Nova (rocket); Health care; Work (physics); Health professionals; Geography; Nursing; Medicine; Economic growth; Ecology; Engineering; Archaeology","score_opus":0.6546341798826338,"score_gpt":0.4947727183925317,"score_spread":0.15986146149010216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386699486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.861314,0.001113781,0.00012504641,0.13335519,0.00074114156,0.0017929255,0.000008990681,0.00012542172,0.0014235305],"genre_scores_gemma":[0.99168056,0.0004973536,0.0037305895,0.0023422595,0.0005745914,0.00012030888,0.000026306177,0.000039287563,0.000988731],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99700665,0.0005700427,0.00082520937,0.0003276471,0.00039154096,0.00087887846],"domain_scores_gemma":[0.9985112,0.00024821414,0.0002182169,0.0002592436,0.000182084,0.0005810534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018849705,0.00016474033,0.00028674636,0.0006777049,0.00077537115,0.000038920185,0.0002453573,0.00019048918,0.00004743469],"category_scores_gemma":[0.00063706795,0.00015921803,0.000028523342,0.0010475931,0.000012357277,0.00044879946,0.00023206293,0.00077975815,0.00032723803],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017202704,0.00006348362,0.8020485,0.00079566287,0.00001329186,0.00002066441,0.13337941,0.002261995,0.000032884353,0.01078323,0.0062285173,0.04420035],"study_design_scores_gemma":[0.00041497676,0.00025385318,0.9580342,0.001177838,0.0000048803763,0.000010765348,0.0192754,0.000485418,0.000004467753,0.005139514,0.015015097,0.00018356468],"about_ca_topic_score_codex":0.0016711219,"about_ca_topic_score_gemma":0.040745195,"teacher_disagreement_score":0.15598574,"about_ca_system_score_codex":0.00033643196,"about_ca_system_score_gemma":0.00028687227,"threshold_uncertainty_score":0.9767587},"labels":[],"label_agreement":null},{"id":"W4386715883","doi":"10.46747/cfp.6909655","title":"A better future","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Cohort; IMG; Medical education; Medicine; Pathology","score_opus":0.03949214562076087,"score_gpt":0.3649073223547762,"score_spread":0.3254151767340153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386715883","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28114614,0.00036650905,0.0000018024389,0.019625138,0.0033933145,0.00075968617,0.00019279697,0.0004951027,0.6940195],"genre_scores_gemma":[0.21506822,0.00008893792,0.000107883294,0.7634266,0.0065127746,0.00024327959,0.00030276965,0.00010617288,0.014143351],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974585,0.00017204741,0.00030193513,0.00031685707,0.00020855157,0.001542097],"domain_scores_gemma":[0.99836767,0.00009451053,0.00007393717,0.00047023108,0.00010644249,0.00088719977],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021143619,0.0001889823,0.0002516253,0.0002583378,0.0010715397,0.0000116624415,0.00029297377,0.00023666439,0.000060590588],"category_scores_gemma":[0.00001039989,0.00018996283,0.00007033155,0.0011428327,0.00004492426,0.00010419237,0.000045837714,0.0005807377,0.023098186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003946268,0.0000033970405,0.0020688896,0.000059717433,0.000010500925,0.000046326262,0.0005825428,0.0000037355494,0.00006493709,0.003410361,0.96495605,0.028789582],"study_design_scores_gemma":[0.00021390273,0.00001787274,0.03985865,0.00015215475,0.0000069184025,5.5532823e-8,0.009759034,0.0000607994,0.0000025624456,0.0015679959,0.948177,0.0001830776],"about_ca_topic_score_codex":0.027315237,"about_ca_topic_score_gemma":0.06908436,"teacher_disagreement_score":0.7438015,"about_ca_system_score_codex":0.0005899117,"about_ca_system_score_gemma":0.0010083303,"threshold_uncertainty_score":0.979162},"labels":[],"label_agreement":null},{"id":"W4386725945","doi":"10.1111/medu.15221","title":"Virtual orientation for international medical graduates: A resident‐led initiative","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mentorship; IMG; Medical education; Curriculum; Feeling; Psychology; Coursework; Medicine; Pedagogy","score_opus":0.06325392426179395,"score_gpt":0.5208895949253243,"score_spread":0.45763567066353034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386725945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6110067,0.00015179017,0.0054930374,0.31968412,0.043471534,0.003399325,0.000069408,0.0009409423,0.015783172],"genre_scores_gemma":[0.89999336,0.00071202737,0.00079759,0.05897012,0.0079057515,0.004458311,0.0040671807,0.00007992563,0.02301576],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99629265,0.00043167625,0.00081577053,0.0003555235,0.0015697243,0.00053467846],"domain_scores_gemma":[0.9964965,0.0017793997,0.00025039422,0.00019552396,0.0008022418,0.00047597045],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002246024,0.00014256661,0.00021974074,0.00023565978,0.0005128122,0.000012317914,0.00037855722,0.0003998777,0.0066903518],"category_scores_gemma":[0.033871844,0.00012904497,0.00006078174,0.00061879447,0.000107393906,0.00018548168,0.00011495793,0.0005327027,0.0016187719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013120232,0.00014605277,0.011741663,0.00012197282,0.00002478345,0.000003758579,0.010894516,0.0000018054537,0.000002601864,0.018920602,0.92074674,0.037264284],"study_design_scores_gemma":[0.0035142319,0.00029381152,0.031335022,0.0026480274,0.00003673842,0.0000043525165,0.06330877,0.010232586,0.000024697716,0.01725967,0.8709996,0.00034250214],"about_ca_topic_score_codex":0.00034831173,"about_ca_topic_score_gemma":0.00043406908,"teacher_disagreement_score":0.28898668,"about_ca_system_score_codex":0.0004274916,"about_ca_system_score_gemma":0.005654787,"threshold_uncertainty_score":0.99998224},"labels":[],"label_agreement":null},{"id":"W4386751706","doi":"10.23889/ijpds.v8i2.2213","title":"The employment, retention and exit of publicly employed nurses in New Brunswick, Canada: An analysis using linked administrative data","year":2023,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Credential; Earnings; Licensure; Government (linguistics); Graduation (instrument); Descriptive statistics; Retraining; Immigration; Credentialing; Business; Certification; Demographic economics; Nursing; Psychology; Medicine; Political science; Economics; Accounting; Management","score_opus":0.36464290862423726,"score_gpt":0.5659782814660992,"score_spread":0.20133537284186193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386751706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919655,0.00006269984,0.00091714185,0.0030017695,0.0026655528,0.00047524305,0.00085495616,0.000019520217,0.000037651782],"genre_scores_gemma":[0.99438834,0.00019029138,0.0018585101,0.00013566036,0.0002780283,0.0000027602362,0.002513073,0.000009347224,0.0006239601],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970111,0.00020370945,0.0009192158,0.00044040658,0.0010347957,0.00039072605],"domain_scores_gemma":[0.9971199,0.00048507666,0.00075756566,0.00074103114,0.0006680249,0.00022841064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036202164,0.00010051958,0.00018797799,0.000660843,0.001061687,0.000158702,0.0023093228,0.00005197232,0.000025938218],"category_scores_gemma":[0.0022273494,0.00007877519,0.000021388629,0.002014907,0.00012874488,0.0026381076,0.00063806033,0.0002375204,0.0000010040242],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010449933,0.000017411972,0.9861924,0.000007868809,0.00006330758,0.0000036269826,0.0003881046,0.0006368178,0.000051881718,0.0048092566,0.0042777243,0.0034470854],"study_design_scores_gemma":[0.00039669924,0.000035005567,0.8167089,0.00012399512,0.0000485623,0.000005073657,0.0031956092,0.16977751,0.0000028184124,0.00090691546,0.008717758,0.00008114136],"about_ca_topic_score_codex":0.66011536,"about_ca_topic_score_gemma":0.9602146,"teacher_disagreement_score":0.30009925,"about_ca_system_score_codex":0.00042604154,"about_ca_system_score_gemma":0.006139834,"threshold_uncertainty_score":0.99949443},"labels":[],"label_agreement":null},{"id":"W4386767962","doi":"10.1101/2023.09.14.23295573","title":"Analyzing the Spatial Distribution and Language Abilities of Physicians in Alberta, Canada","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut du Savoir Montfort; University of Ottawa","funders":"","keywords":"Census; Geospatial analysis; Family medicine; Geography; Distribution (mathematics); Demography; Medicine; Psychology; Library science; Population; Cartography; Sociology","score_opus":0.027177633958933828,"score_gpt":0.36555832603613686,"score_spread":0.338380692077203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386767962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908576,0.00043943842,0.000052219475,0.0059150504,0.0010503357,0.0007775648,0.0004166437,0.000029536473,0.00046158646],"genre_scores_gemma":[0.9975622,0.00016252186,0.000010876696,0.0001587911,0.00021877815,0.00013012286,0.00025520346,0.000022313941,0.0014791795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99778885,0.00058408326,0.0006335643,0.00030269226,0.00022854646,0.0004622893],"domain_scores_gemma":[0.99755824,0.0014820511,0.0003534669,0.00047056345,0.00008507601,0.000050592986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068097835,0.00017845817,0.00043710912,0.000041002964,0.00021819837,0.0000052125174,0.00024948266,0.00020407341,0.000046805482],"category_scores_gemma":[0.00060541974,0.0001376775,0.00004285379,0.00019637535,0.00009490729,0.000019837138,0.00044855,0.000959889,0.000007886082],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022628992,0.000012861649,0.98244,0.0015212987,0.000021056068,0.0000074696422,0.010268854,0.0002017873,0.00000842793,0.00047559934,0.003777062,0.0012429499],"study_design_scores_gemma":[0.0001994675,0.00001411629,0.97743845,0.0022236102,0.000029076667,1.6914736e-7,0.013440522,0.0009254101,0.00003160861,0.00086527265,0.0046670083,0.00016530158],"about_ca_topic_score_codex":0.9924206,"about_ca_topic_score_gemma":0.9970412,"teacher_disagreement_score":0.006704588,"about_ca_system_score_codex":0.0004298961,"about_ca_system_score_gemma":0.0008500576,"threshold_uncertainty_score":0.56143254},"labels":[],"label_agreement":null},{"id":"W4386821212","doi":"10.1080/22423982.2023.2258025","title":"Adapting the Community Paramedicine at Clinic (CP@clinic) program to a remote northern First Nation community: a qualitative study of community members’ and local health care providers’ views","year":2023,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Impact","funders":"Canadian Frailty Network; Government of Canada","keywords":"Referral; Community health; Nursing; Medicine; Health care; Community engagement; Population; Adaptation (eye); Qualitative research; Public health; Family medicine; Psychology; Public relations; Sociology; Political science; Environmental health","score_opus":0.30435575344571386,"score_gpt":0.5615057454792974,"score_spread":0.2571499920335836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386821212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9419652,0.0013977223,0.00024061883,0.050823238,0.0011247817,0.003998589,0.00012493502,0.00010520118,0.000219677],"genre_scores_gemma":[0.9881499,0.0006713663,0.00040279934,0.010142977,0.00024463824,0.00008872902,0.00013461658,0.000056807683,0.00010819212],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.95832974,0.034988336,0.0039933375,0.00020086509,0.0016656216,0.0008221129],"domain_scores_gemma":[0.98003596,0.0113961445,0.0044776583,0.0009044549,0.0024774577,0.0007083474],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03258856,0.00036258166,0.001280123,0.0005200146,0.0052305604,0.000035678273,0.0015423308,0.00020807356,0.000059485228],"category_scores_gemma":[0.0043642507,0.00028254365,0.00017701492,0.0008901767,0.00036297075,0.00025990562,0.00094044436,0.0063922266,0.00005600568],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092189125,0.00097025564,0.017167138,0.0010785923,0.00022785856,0.000007034722,0.9260337,0.000061425366,0.0000017799456,0.000021030648,0.008777766,0.04473157],"study_design_scores_gemma":[0.003387366,0.007393004,0.04033388,0.0034512482,0.00003877212,0.000033092143,0.921125,0.00014402939,7.702515e-7,0.00045064234,0.02346948,0.00017270424],"about_ca_topic_score_codex":0.17218722,"about_ca_topic_score_gemma":0.3979518,"teacher_disagreement_score":0.22576457,"about_ca_system_score_codex":0.002706856,"about_ca_system_score_gemma":0.0020726265,"threshold_uncertainty_score":0.9999627},"labels":[],"label_agreement":null},{"id":"W4386826006","doi":"10.1016/j.ssmqr.2023.100340","title":"Becoming doctors again in the United States: An intersectional approach to understanding women refugee physicians","year":2023,"lang":"en","type":"article","venue":"SSM - Qualitative Research in Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"College of Arts and Sciences, Drexel University","keywords":"Licensure; Refugee; Prejudice (legal term); Medical education; Quarter (Canadian coin); Psychology; Political science; Medicine; Social psychology; Law","score_opus":0.6416366094175403,"score_gpt":0.6655611029721765,"score_spread":0.023924493554636217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386826006","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9639898,0.000051967276,0.00083902635,0.026847214,0.00030791797,0.003923364,0.00012731599,0.00016787203,0.0037454993],"genre_scores_gemma":[0.9891904,0.00024471263,0.00058966276,0.0066089192,0.00023925432,0.0019493994,0.00048255245,0.000063190906,0.0006318878],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9549345,0.038024094,0.0014071945,0.0007550822,0.0015105701,0.0033685605],"domain_scores_gemma":[0.98517,0.013241627,0.00024240282,0.0005539847,0.00021284829,0.000579133],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.062435806,0.00026248238,0.0005573625,0.0025793107,0.0018264152,0.000047571604,0.0007007388,0.00017996355,0.000051146228],"category_scores_gemma":[0.0013188182,0.00021688266,0.000044755874,0.009029099,0.00030062557,0.00027603484,0.00026555292,0.0031246918,0.00023593608],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027113306,0.0002309544,0.0015207662,0.0011017638,0.000011948076,0.000011305818,0.8817559,0.0015819694,0.0000023156183,0.104491115,0.00849187,0.0005289703],"study_design_scores_gemma":[0.0007447887,0.00069595256,0.0026877255,0.0015230279,4.567099e-7,4.7691447e-7,0.9167631,0.0040882225,3.3660203e-7,0.065292396,0.008031341,0.00017214403],"about_ca_topic_score_codex":0.022220237,"about_ca_topic_score_gemma":0.0075686774,"teacher_disagreement_score":0.061116986,"about_ca_system_score_codex":0.010998997,"about_ca_system_score_gemma":0.0012919558,"threshold_uncertainty_score":0.9994731},"labels":[],"label_agreement":null},{"id":"W4386844207","doi":"10.2139/ssrn.4575954","title":"New Medical Schools, Access to Physicians, and Health: Evidence from Japan","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Family medicine; Medical education; Business; Medicine","score_opus":0.125752387665183,"score_gpt":0.49462049680623926,"score_spread":0.3688681091410563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386844207","genre_codex":"commentary","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24120301,0.09182468,0.02174427,0.6296842,0.010213172,0.004190351,0.000105387364,0.00074155646,0.00029335247],"genre_scores_gemma":[0.44569224,0.46365345,0.0031199728,0.042010713,0.023691185,0.0004156267,0.00020711358,0.00051138253,0.020698316],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9865692,0.0013917059,0.0018617042,0.0011463711,0.0017728535,0.0072581237],"domain_scores_gemma":[0.99454993,0.0008373259,0.0012722771,0.00088696135,0.00030045395,0.0021530802],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008155251,0.00063034584,0.0013071632,0.00034183136,0.0014694396,0.00018694173,0.0023482528,0.0010644511,0.0004667649],"category_scores_gemma":[0.0016106525,0.0005941664,0.00019613498,0.0005735332,0.00004786055,0.0003914712,0.002962013,0.02558714,0.0011734975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00037733078,0.000070462396,0.13705987,0.00086405163,0.0005338619,0.00003153728,0.0056348955,0.00013295909,0.0000056661124,0.0080336435,0.50597715,0.34127858],"study_design_scores_gemma":[0.0021930062,0.0010119791,0.11059963,0.08236632,0.00018626382,0.00006822075,0.021109445,0.00029255764,0.0000042607003,0.7367297,0.043896157,0.0015424752],"about_ca_topic_score_codex":0.084060445,"about_ca_topic_score_gemma":0.1361308,"teacher_disagreement_score":0.72869605,"about_ca_system_score_codex":0.0069030263,"about_ca_system_score_gemma":0.063867375,"threshold_uncertainty_score":0.9998305},"labels":[],"label_agreement":null},{"id":"W4386878279","doi":"10.22605/rrh8216","title":"Recruiting the next generation of rural healthcare practitioners: the impact of an online mentoring program on career and educational goals in rural youth","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Outreach; Curriculum; Health care; Medical education; Unit (ring theory); Intervention (counseling); Career Pathways; Rural area; Workforce; Nursing; Psychology; Rural health; Medicine; Political science; Pedagogy","score_opus":0.273861158108631,"score_gpt":0.5016882862229092,"score_spread":0.2278271281142782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386878279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96150607,0.0015433516,6.99742e-7,0.034234878,0.0003392067,0.002107214,0.00013202241,0.000049537703,0.00008700264],"genre_scores_gemma":[0.9941074,0.0035282383,0.00026501366,0.0006736536,0.000633787,0.000031882944,0.0005854149,0.000020503252,0.0001540812],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99687725,0.0010847938,0.0008660741,0.0001704078,0.00034011234,0.0006613598],"domain_scores_gemma":[0.9982327,0.0004439604,0.0006195999,0.00027005334,0.00019069623,0.00024296569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015496508,0.0001852503,0.00036475534,0.00012819804,0.0009101318,0.000019990674,0.00012798363,0.00013106813,0.000015195659],"category_scores_gemma":[0.00016063901,0.00010247373,0.000053561474,0.0005451289,0.00011142987,0.0002120224,0.00007421325,0.0005810519,0.0000031599468],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004343777,0.0003729991,0.060525578,0.0018238189,0.000053411528,0.0000011663394,0.11917034,0.0004314141,0.0004596407,0.0020824005,0.001349205,0.81329566],"study_design_scores_gemma":[0.0012200903,0.0019842694,0.65185666,0.0049182773,0.000018306117,0.000011964048,0.32287633,0.015509016,0.000018855264,0.0010349278,0.00032132826,0.00022998815],"about_ca_topic_score_codex":0.062304877,"about_ca_topic_score_gemma":0.004978991,"teacher_disagreement_score":0.81306565,"about_ca_system_score_codex":0.00036413962,"about_ca_system_score_gemma":0.0007624929,"threshold_uncertainty_score":0.9439393},"labels":[],"label_agreement":null},{"id":"W4386935228","doi":"10.1108/oxan-es282122","title":"India shows it is in no mood to relent in Canada row","year":2023,"lang":"en","type":"article","venue":"Emerald expert briefings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mood; Geography; Psychology; Psychiatry","score_opus":0.039152894578667184,"score_gpt":0.3917361103161935,"score_spread":0.3525832157375263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386935228","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20901218,0.00017043662,0.0000014377401,0.7841254,0.00071525987,0.0011714499,0.000034116412,0.00013511104,0.004634648],"genre_scores_gemma":[0.1294672,0.0003165285,0.00024499247,0.85909235,0.00025101105,0.00056048145,0.000042551106,0.00005988057,0.009964988],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960676,0.00023225136,0.0009924135,0.00056686974,0.0005348116,0.0016060818],"domain_scores_gemma":[0.99858576,0.00029434878,0.00012613191,0.00047333498,0.00010065859,0.00041975323],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00049825525,0.00027208807,0.00048586205,0.0001881765,0.00028614726,0.000010732462,0.00037971672,0.00020761455,0.0024482503],"category_scores_gemma":[0.00033869658,0.0002868035,0.00004327612,0.0013772888,0.000016633729,0.0001357545,0.00027920204,0.0007594177,0.0015410794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049684757,0.000018685447,0.01893899,0.00007912234,0.0000041934936,0.000058933772,0.01779186,0.000038989543,0.000070688526,0.00007302736,0.9621737,0.0007021047],"study_design_scores_gemma":[0.0007169046,0.000039877916,0.030987056,0.000853719,0.0000010845864,7.1951274e-7,0.0014174313,0.00029810818,0.000058413563,0.00009379572,0.96524704,0.0002858788],"about_ca_topic_score_codex":0.9979063,"about_ca_topic_score_gemma":0.9909172,"teacher_disagreement_score":0.07954498,"about_ca_system_score_codex":0.002216593,"about_ca_system_score_gemma":0.0016889877,"threshold_uncertainty_score":0.9999584},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":true,"confidence":"high"}],"label_agreement":"agree"},{"id":"W4386949555","doi":"10.2307/jj.6947032.9","title":"Calgary, fired up for change","year":2023,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science","score_opus":0.17335709347100403,"score_gpt":0.3623158608307101,"score_spread":0.18895876735970607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386949555","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003507051,0.00049708516,0.00032907107,0.000093188435,0.0018486532,0.004436494,0.00046407993,0.00043734247,0.991859],"genre_scores_gemma":[0.000045487806,0.0006000372,0.0007263907,0.00035439574,0.0003576656,0.000020788113,0.00032339463,0.00013061136,0.99744123],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974636,0.00012281389,0.0005513837,0.00061303796,0.0004447389,0.0008044638],"domain_scores_gemma":[0.9971072,0.00064648816,0.0007135167,0.0007325241,0.00044151346,0.00035874566],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00033824475,0.00044608765,0.0009361294,0.00021498984,0.00081279303,0.000004326805,0.0006733377,0.0013131235,0.00048248837],"category_scores_gemma":[0.00003677742,0.0005347922,0.00035665976,0.000014985453,0.0002724883,0.00006982189,0.0006111213,0.0008970613,0.00023528107],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001008122,0.000015311954,0.000034769222,0.0038215204,0.00024130045,0.00009468265,0.006509787,4.297448e-7,0.0000042776755,0.8704901,0.08600478,0.03177496],"study_design_scores_gemma":[0.0014883415,0.00017390266,0.00005988279,0.0026152756,0.00023398564,9.240879e-7,0.00026747555,0.00021561762,0.0000053312165,0.00481769,0.9897026,0.00041896876],"about_ca_topic_score_codex":0.007873159,"about_ca_topic_score_gemma":0.0033930696,"teacher_disagreement_score":0.90369785,"about_ca_system_score_codex":0.00029567056,"about_ca_system_score_gemma":0.00033907226,"threshold_uncertainty_score":0.9999834},"labels":[],"label_agreement":null},{"id":"W4386983162","doi":"10.2196/46835","title":"Exploring Current Practices, Needs, and Barriers for Expanding Distributed Medical Education and Scholarship in Psychiatry: Protocol for an Environmental Scan Using a Formal Information Search Approach and Explanatory Design","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Izaak Walton Killam Health Centre; Nova Scotia Health Authority; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Scholarship; Protocol (science); Medical education; Psychology; Medicine; Computer science; Data science; Knowledge management; Alternative medicine; Political science","score_opus":0.667713115608956,"score_gpt":0.664670715864034,"score_spread":0.003042399744921931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386983162","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10126707,0.000012714495,0.001573736,0.00036553887,0.00003402001,0.89657694,0.00007183344,0.00007435998,0.000023813778],"genre_scores_gemma":[0.014798172,0.000012494109,0.0041310946,0.00005494598,0.00020272049,0.98056465,0.0001926629,0.000035541576,0.000007688843],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949981,0.00159836,0.00073991535,0.00041912965,0.0009134923,0.0013309921],"domain_scores_gemma":[0.99749255,0.0008305769,0.00031348626,0.0002554413,0.00015736469,0.0009505648],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.011467579,0.00021846425,0.00027974616,0.0008069886,0.0019038195,0.00016967765,0.00023868568,0.00026031322,0.00001553508],"category_scores_gemma":[0.0017935393,0.00020615914,0.000022003718,0.0007170417,0.00019242348,0.0041075684,0.00033237744,0.0012298812,0.0000030170952],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.012832654,0.00132042,0.6537865,0.048452415,0.000037687878,0.0000017840529,0.043600924,0.000079925696,0.00024191051,0.0060091764,0.009628494,0.22400813],"study_design_scores_gemma":[0.035512727,0.0059758388,0.0966133,0.03729544,0.000017488332,0.000039685172,0.31115434,0.15288424,0.00016261668,0.0045077186,0.3543549,0.0014817165],"about_ca_topic_score_codex":0.000093907816,"about_ca_topic_score_gemma":0.000037218437,"teacher_disagreement_score":0.5571732,"about_ca_system_score_codex":0.000576221,"about_ca_system_score_gemma":0.002674283,"threshold_uncertainty_score":0.99939555},"labels":[],"label_agreement":null},{"id":"W4386989276","doi":"10.1093/pch/pxad055.034","title":"34 Using Spatial Analysis to Identify Access to IFHP-registered Paediatric Providers in Ontario","year":2023,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Refugee; Census; Medicine; Geospatial analysis; Population; Geocoding; Health care; Family medicine; Environmental health; Geography; Cartography; Political science","score_opus":0.10699608792811785,"score_gpt":0.4633763556947302,"score_spread":0.35638026776661236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386989276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94749284,0.0007127154,0.0023707913,0.035549935,0.0036924593,0.00755287,0.00016196963,0.00062416133,0.0018422755],"genre_scores_gemma":[0.9699053,0.0005241178,0.0021070344,0.023695035,0.0017892049,0.00048537538,0.00032078414,0.00013790872,0.0010352252],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.989798,0.001281897,0.0027388379,0.0014925333,0.001337724,0.0033510101],"domain_scores_gemma":[0.99443686,0.0008901183,0.0010016937,0.0012673979,0.0003508355,0.0020530932],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043601524,0.000591223,0.0014934358,0.004906716,0.0017350463,0.00014550854,0.0011813707,0.00048045724,0.00045209262],"category_scores_gemma":[0.001113254,0.00062503264,0.00032370118,0.018508533,0.000035061537,0.0004837135,0.001181167,0.0019530607,0.0015395033],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001432668,0.00009675086,0.94200027,0.0005191074,0.00007279585,0.000029127175,0.012609387,0.0075243744,0.0000010390829,0.00007390823,0.03407014,0.002859853],"study_design_scores_gemma":[0.0011529368,0.0001807104,0.9611481,0.0003044575,0.00020186555,0.0000011487986,0.0019198131,0.0011413675,7.1197525e-7,0.00020575854,0.033172216,0.0005709403],"about_ca_topic_score_codex":0.70118356,"about_ca_topic_score_gemma":0.89482266,"teacher_disagreement_score":0.19363913,"about_ca_system_score_codex":0.0067361183,"about_ca_system_score_gemma":0.0044915006,"threshold_uncertainty_score":0.9996201},"labels":[],"label_agreement":null},{"id":"W4387092890","doi":"10.1213/ane.0000000000006650","title":"The Physician Anesthesia Workforce in Canada From 1996 to 2018: A Longitudinal Analysis of Health Administrative Data","year":2023,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ottawa Hospital; Queen's University; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; University of Ottawa","funders":"University of Toronto; Canadian Anesthesiologists' Society","keywords":"Workforce; Medicine; Anesthesiology; Specialty; Health care; Family medicine; Workforce planning; Rural area; Nursing; Anesthesia","score_opus":0.13271146958189525,"score_gpt":0.4316523638028245,"score_spread":0.2989408942209293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387092890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95117795,0.0014943442,0.00003163491,0.045187023,0.00011773216,0.001378826,0.00010145771,0.00010705746,0.00040397138],"genre_scores_gemma":[0.9907077,0.0004999796,0.00021289244,0.006584913,0.00013886856,0.00015072656,0.00095771573,0.00005400265,0.0006932306],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99290293,0.0016177398,0.0018268834,0.0009826538,0.000974882,0.001694882],"domain_scores_gemma":[0.9938063,0.0022819554,0.00091413205,0.0023231988,0.00017879707,0.0004955907],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023306143,0.00043278438,0.0013787836,0.00043693642,0.001085403,0.000027394186,0.0017775891,0.00016202561,0.000088450935],"category_scores_gemma":[0.00014003566,0.00034669656,0.00013665122,0.0072817286,0.00011886689,0.00018342554,0.00020822955,0.0006156174,0.0001890485],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002283901,0.00005711203,0.90819716,0.00006943971,0.0003550932,0.0004054712,0.0024901393,0.00070080673,0.0000025809802,0.0014782127,0.077489555,0.008526008],"study_design_scores_gemma":[0.00027495896,0.00010787973,0.91367984,0.00046671537,0.00019128183,0.0000034229708,0.013634401,0.0028686717,0.0000029770636,0.00018354881,0.068298474,0.0002878392],"about_ca_topic_score_codex":0.948515,"about_ca_topic_score_gemma":0.9820736,"teacher_disagreement_score":0.03952972,"about_ca_system_score_codex":0.0012204631,"about_ca_system_score_gemma":0.0055105854,"threshold_uncertainty_score":0.9998985},"labels":[],"label_agreement":null},{"id":"W4387115801","doi":"10.4212/cjhp.3440","title":"Association between Pharmacists’ Country of Qualifying Education and Practising in a Hospital Setting: A Cross-Sectional Ontario Study","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University of Waterloo","funders":"","keywords":"Pharmacy; Family medicine; Medicine; Accreditation; Graduation (instrument); Hospital pharmacy; Pharmacy practice; Cross-sectional study; Odds ratio; Logistic regression; Residence; Clinical pharmacy; Medical education; Demography","score_opus":0.06371719640902279,"score_gpt":0.47005661615582317,"score_spread":0.4063394197468004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387115801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99195975,0.00029305075,8.7311065e-7,0.0031217649,0.00297882,0.0009438956,0.000044950546,0.0000146822795,0.0006421957],"genre_scores_gemma":[0.99800307,0.000035030153,0.000034481618,0.00020724713,0.0007357198,0.000022685834,0.000017354012,0.000023577843,0.00092086],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968724,0.00062619563,0.0011732134,0.00017415652,0.000548143,0.00060586096],"domain_scores_gemma":[0.9964861,0.0008719165,0.0014680119,0.00012306878,0.0006326266,0.0004182652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043444117,0.00015885416,0.0003278369,0.000368579,0.0009103264,0.00007377189,0.00027108667,0.00010244172,0.00017075449],"category_scores_gemma":[0.0008626157,0.00014022562,0.00005875378,0.0006071231,0.00006612335,0.0005329063,0.000046277215,0.0014613805,0.000022609036],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003257174,0.000095584146,0.95218265,0.0000635027,0.00009771691,0.000025372658,0.040862948,0.000030675208,0.000004380382,0.000019599838,0.0060037477,0.0005812775],"study_design_scores_gemma":[0.0016429529,0.00025771116,0.97809166,0.00023771822,0.000065188666,0.000007198624,0.010969573,0.000017282287,0.0000066479624,0.00036487202,0.008208536,0.00013067003],"about_ca_topic_score_codex":0.295321,"about_ca_topic_score_gemma":0.30185348,"teacher_disagreement_score":0.029893376,"about_ca_system_score_codex":0.0032387418,"about_ca_system_score_gemma":0.007329008,"threshold_uncertainty_score":0.9982985},"labels":[],"label_agreement":null},{"id":"W4387256983","doi":"10.46542/pe.2023.231.594602","title":"The case of clinical training for International Pharmacists in Canada: A comparative educational and policy analysis","year":2023,"lang":"en","type":"article","venue":"Pharmacy Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pharmacy; Clinical pharmacy; Training (meteorology); Medicine; Medical education; Family medicine; Nursing; Political science; Geography","score_opus":0.35632019153699074,"score_gpt":0.6557206329055134,"score_spread":0.2994004413685227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387256983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9736821,0.00022223147,0.000011384799,0.021080153,0.0026673754,0.000777364,0.00011164216,0.000012602086,0.0014351562],"genre_scores_gemma":[0.99589336,0.0003897868,0.00018918813,0.0008400354,0.0009297866,0.00053226,0.00018285318,0.000007489408,0.0010352173],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980291,0.0003787357,0.00093442446,0.00020696131,0.00013672642,0.00031406156],"domain_scores_gemma":[0.995005,0.0038799734,0.00040125605,0.000117782256,0.0004462045,0.0001497694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013365442,0.000090477326,0.00026772654,0.0002697774,0.00039416467,0.000007080314,0.00014809295,0.000025564543,0.00011136691],"category_scores_gemma":[0.0009939286,0.000076802746,0.000053295218,0.0010753993,0.000056208282,0.000089280205,0.00004284125,0.00023198148,0.00000742679],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031575485,0.00014009545,0.7494517,0.00014961296,0.00033665216,0.000004640141,0.021590287,0.00022950818,0.000010642359,0.008293774,0.109637685,0.109839655],"study_design_scores_gemma":[0.0034250699,0.00002652912,0.57734674,0.00017697882,0.00029284524,0.0000264599,0.10753627,0.0989425,0.0000247174,0.0052800183,0.20663229,0.0002895556],"about_ca_topic_score_codex":0.64468133,"about_ca_topic_score_gemma":0.75515515,"teacher_disagreement_score":0.17210494,"about_ca_system_score_codex":0.00054337294,"about_ca_system_score_gemma":0.013351876,"threshold_uncertainty_score":0.9922415},"labels":[],"label_agreement":null},{"id":"W4387312950","doi":"10.38192/15.3.16","title":"Perspective of an International Medical Graduate in the UK","year":2023,"lang":"en","type":"article","venue":"Sushruta Journal of Health Policy & Opinions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Perspective (graphical); Harassment; Work (physics); Medical education; Quality (philosophy); Medicine; Nursing; Public relations; Engineering ethics; Political science; Engineering","score_opus":0.16265686153557127,"score_gpt":0.5818003377126433,"score_spread":0.41914347617707204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387312950","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37184486,0.0006421803,0.000037208516,0.61460876,0.0031296785,0.00088088395,0.00015833067,0.000046316967,0.008651767],"genre_scores_gemma":[0.9831536,0.0034976024,0.00022953186,0.0107158795,0.00211673,0.000028783248,0.000047410012,0.00002717962,0.00018331433],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9924695,0.0026744662,0.0022095395,0.00020471965,0.0014838569,0.00095794135],"domain_scores_gemma":[0.9952783,0.0017166238,0.0013368671,0.00039548412,0.0007627195,0.00051000615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00860152,0.00017685202,0.0006001768,0.0009728109,0.0005620551,0.000010409333,0.0011540144,0.0001991881,0.00029990182],"category_scores_gemma":[0.0038487776,0.00012399885,0.00014828112,0.0016532042,0.00018433726,0.00022780534,0.00015416133,0.0017038961,0.00008260681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046012667,0.0007054476,0.082405835,0.0005416154,0.0001468412,0.00016653983,0.15204418,0.00026053796,0.0000037272025,0.5776116,0.1718352,0.013818329],"study_design_scores_gemma":[0.0044604456,0.0016305343,0.5225045,0.003993076,0.000017232198,0.0002636372,0.21071716,0.00058808865,0.0000023334335,0.058005407,0.19751859,0.00029897998],"about_ca_topic_score_codex":0.01786101,"about_ca_topic_score_gemma":0.0018103159,"teacher_disagreement_score":0.6113087,"about_ca_system_score_codex":0.00093361543,"about_ca_system_score_gemma":0.006656076,"threshold_uncertainty_score":0.9989753},"labels":[],"label_agreement":null},{"id":"W4387392748","doi":"10.1001/amajethics.2023.771","title":"Why Does the US Overly Rely on International Medical Graduates in Its Geriatric Psychiatric Workforce?","year":2023,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Workforce; Geriatric psychiatry; Quarter (Canadian coin); Psychiatry; Quality (philosophy); Work (physics); Psychology; Medicine; Medical education; Political science","score_opus":0.06303052069480679,"score_gpt":0.44532227347185405,"score_spread":0.38229175277704724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387392748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68150216,0.0012017821,0.000008132385,0.30745217,0.0057034646,0.00037319516,0.0000057469097,0.000043036514,0.0037103023],"genre_scores_gemma":[0.95960325,0.0074885488,0.000046087327,0.027551863,0.002703568,0.00002825587,0.0000035048838,0.000036855974,0.0025380936],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941718,0.001904769,0.0013602598,0.00019111756,0.0016844445,0.00068760436],"domain_scores_gemma":[0.9931449,0.0049445527,0.0009465723,0.00036142033,0.0003740703,0.00022845973],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008151401,0.00020211123,0.00036896727,0.00044443508,0.0007109261,0.000031011536,0.0014261863,0.00038047056,0.00085974054],"category_scores_gemma":[0.0032641871,0.00009081315,0.00016687937,0.0016073083,0.00012650726,0.00014664874,0.00019257294,0.004248757,0.00055092026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001991092,0.00031227845,0.19172312,0.00035574072,0.00022119396,0.0003957148,0.018704198,0.001953736,0.000048924223,0.05387819,0.71752673,0.012889053],"study_design_scores_gemma":[0.0046372763,0.0007989337,0.39807156,0.0049226186,0.000109200046,0.00013830737,0.007111245,0.0020136288,0.000019657478,0.10929098,0.47243276,0.00045381562],"about_ca_topic_score_codex":0.00026366895,"about_ca_topic_score_gemma":0.0006606911,"teacher_disagreement_score":0.2799003,"about_ca_system_score_codex":0.00023869415,"about_ca_system_score_gemma":0.00062844396,"threshold_uncertainty_score":0.9980485},"labels":[],"label_agreement":null},{"id":"W4387399285","doi":"10.1186/s12960-023-00864-y","title":"Systems that evaluate international equivalency in health-related professions: a scoping review with a focus on Canada","year":2023,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"CINAHL; PsycINFO; Credential; Credentialing; Health care; Health administration; Medical education; Grey literature; Workforce; MEDLINE; Health informatics; Medicine; Nursing; Public relations; Public health; Political science","score_opus":0.2727531909499669,"score_gpt":0.5485175454878932,"score_spread":0.2757643545379263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387399285","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000028484434,0.94425416,0.0000037780508,0.008416835,0.0023371475,0.04233975,0.00057070627,0.00036505575,0.0016840672],"genre_scores_gemma":[0.000023954048,0.9714021,0.00004809297,0.0034116225,0.0004952891,0.013791235,0.00089219277,0.00036256114,0.009572966],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9806347,0.006420335,0.006553438,0.0015698081,0.0018878502,0.0029339073],"domain_scores_gemma":[0.9873519,0.0030980434,0.006949283,0.0012996511,0.0003196401,0.0009815062],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009466359,0.0011453996,0.0061712833,0.0008325937,0.0025066286,0.000039044717,0.0012855186,0.00065179414,0.00029648098],"category_scores_gemma":[0.0006330677,0.00085173134,0.00035439496,0.0013796629,0.000089527144,0.000103334845,0.00033546615,0.0029832136,0.000179305],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006467101,0.0000724326,0.00007923013,0.8986639,0.00013496375,0.000034632078,0.0011406951,0.000018659335,6.648156e-10,0.0011507424,0.05836229,0.04027783],"study_design_scores_gemma":[0.0006806829,0.00035348287,0.000013255555,0.5372183,0.0000632392,0.000009302606,0.00063605205,0.000013095933,8.0016505e-10,0.00005554462,0.4606164,0.0003406875],"about_ca_topic_score_codex":0.48003173,"about_ca_topic_score_gemma":0.7330363,"teacher_disagreement_score":0.4022541,"about_ca_system_score_codex":0.009728999,"about_ca_system_score_gemma":0.024624428,"threshold_uncertainty_score":0.99939334},"labels":[],"label_agreement":null},{"id":"W4387410705","doi":"10.1177/08445621231204962","title":"Help Wanted, Experience Preferred, Stamina a Must: A Narrative Review of the Contextual Factors Influencing Nursing Recruitment and Retention in Rural and Remote Western Canada from the Early Twentieth Century to 2023","year":2023,"lang":"en","type":"review","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Narrative; Nursing; Rural area; Context (archaeology); Nurse education; Rural history; Politics; Nursing shortage; Medicine; Political science; Economic growth; Sociology; History","score_opus":0.34012220594333714,"score_gpt":0.5328927238763886,"score_spread":0.1927705179330515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387410705","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19187231,0.8007644,9.51207e-7,0.0019254124,0.0013080547,0.003834934,0.00020024957,0.0000035661717,0.00009015255],"genre_scores_gemma":[0.016826153,0.98219854,0.000021165073,0.00019338065,0.00019876676,0.00005392642,0.00001937753,0.000055064615,0.00043362405],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9906003,0.004788379,0.0018253886,0.00038164677,0.0011559917,0.0012483166],"domain_scores_gemma":[0.99474186,0.001819522,0.0010513618,0.0004961399,0.0008334709,0.0010576562],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0034085345,0.00035894572,0.001439883,0.0004667994,0.001229175,0.00006826572,0.00077886274,0.000292298,0.00002419911],"category_scores_gemma":[0.002292607,0.00022376666,0.00013820291,0.0016163685,0.00052245636,0.00016974285,0.00010542685,0.002947486,0.0000023604468],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000056148514,0.000011836107,0.0035082311,0.012707453,0.000059543083,0.000084779145,0.18519476,5.543699e-7,0.0000010187848,0.000011677153,0.011527661,0.7868363],"study_design_scores_gemma":[0.00019377815,0.00013421645,0.010882824,0.73035276,0.0000864777,0.000025223218,0.18014115,0.0000020578639,1.882849e-7,0.000056199286,0.07797326,0.0001518808],"about_ca_topic_score_codex":0.8171304,"about_ca_topic_score_gemma":0.87692326,"teacher_disagreement_score":0.78668445,"about_ca_system_score_codex":0.007832833,"about_ca_system_score_gemma":0.012959382,"threshold_uncertainty_score":0.99935275},"labels":[],"label_agreement":null},{"id":"W4387435756","doi":"10.1016/j.lana.2023.100588","title":"Equitable representation of American Indians and Alaska Natives in the physician workforce will take over 100 years without systemic change","year":2023,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Association of American Indian Physicians","keywords":"Workforce; Representation (politics); Medicine; Family medicine; Economic growth; Political science; Economics; Law","score_opus":0.2036694853773029,"score_gpt":0.493011167075384,"score_spread":0.2893416816980811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387435756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95326805,0.0017588533,0.000017534878,0.040761296,0.0002183802,0.0022375782,0.000062926054,0.00012608322,0.0015492785],"genre_scores_gemma":[0.9684437,0.005744139,0.00011557803,0.023602918,0.0008226885,0.00056739704,0.00006151198,0.000038917802,0.0006031463],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99514383,0.0018796006,0.0007215399,0.00039288608,0.00062918523,0.0012329309],"domain_scores_gemma":[0.9965076,0.0016280347,0.0010176521,0.000622022,0.00008157284,0.00014312133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018831874,0.00021906226,0.0008458995,0.00017989753,0.0005870635,0.000012320724,0.00047783865,0.00007765216,0.000013100069],"category_scores_gemma":[0.000104297644,0.00014599056,0.00006106562,0.002507893,0.00059043535,0.000194566,0.00015839892,0.00069987297,0.00006658519],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068086816,0.00012593021,0.62936085,0.0015004949,0.00006234435,0.00002270273,0.21309124,0.00019494415,0.00003372086,0.009781207,0.08695617,0.058189508],"study_design_scores_gemma":[0.0011429692,0.00039891072,0.8372227,0.002574333,0.00001719343,0.000014742472,0.10665592,0.0005590815,0.0000012322827,0.0013641664,0.04980606,0.00024271771],"about_ca_topic_score_codex":0.011013488,"about_ca_topic_score_gemma":0.0010664102,"teacher_disagreement_score":0.20786181,"about_ca_system_score_codex":0.000257136,"about_ca_system_score_gemma":0.00028234802,"threshold_uncertainty_score":0.99557227},"labels":[],"label_agreement":null},{"id":"W4387474365","doi":"10.1515/9780887555053-013","title":"Recovering from Post-Traumatic Stress Disorder and Becoming an Elder in Thunder Bay (2004–2014)","year":2016,"lang":"en","type":"book-chapter","venue":"University of Manitoba Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thunder; Bay; Traumatic stress; Psychology; Medicine; Forensic engineering; Clinical psychology; Engineering; Geology; Geography; Oceanography; Meteorology","score_opus":0.05274444423336442,"score_gpt":0.30574426564387114,"score_spread":0.2529998214105067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387474365","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20711492,0.0013604452,0.00018699862,0.00007279695,0.0005728821,0.0016717856,0.000736378,0.00014240373,0.78814137],"genre_scores_gemma":[0.2417549,0.0024277945,0.0024051191,0.00049616053,0.0005552314,0.0000090434105,0.00024182058,0.00032454432,0.7517854],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976798,0.00023865023,0.00055813574,0.00063504156,0.00029103307,0.00059733476],"domain_scores_gemma":[0.9978521,0.00041524522,0.000618924,0.0006645432,0.000191916,0.00025730938],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023936154,0.000430597,0.0007552212,0.0002375359,0.00042921523,0.000010550224,0.0005111687,0.00082028756,0.0007523165],"category_scores_gemma":[0.000019172816,0.00045330476,0.000091600705,0.000007885134,0.00022467639,0.00021484784,0.0005196231,0.000852005,0.000057537964],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0071650227,0.0007452212,0.12384268,0.016171018,0.0018605499,0.0010038217,0.22560693,0.000082515915,0.00012929188,0.30818623,0.00586635,0.3093404],"study_design_scores_gemma":[0.014090749,0.0015356258,0.054740462,0.07089779,0.0011118894,0.000009084601,0.18680526,0.00021993919,0.00003973142,0.041331187,0.6246503,0.004568003],"about_ca_topic_score_codex":0.076640785,"about_ca_topic_score_gemma":0.37087154,"teacher_disagreement_score":0.61878395,"about_ca_system_score_codex":0.0003311115,"about_ca_system_score_gemma":0.00016534969,"threshold_uncertainty_score":0.99979186},"labels":[],"label_agreement":null},{"id":"W4387501818","doi":"10.1186/s12909-023-04683-6","title":"Why move abroad? Factors influencing migration intentions of final year students of health-related disciplines in Nigeria","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Styrelsen för Internationellt Utvecklingssamarbete; Carnegie Corporation of New York","keywords":"Pharmacy; Medicine; Bachelor; Developing country; Educational attainment; Cross-sectional study; Family medicine; Demography; Psychology; Nursing; Medical education; Geography; Political science; Sociology; Economic growth","score_opus":0.06788844874400646,"score_gpt":0.4948993926377039,"score_spread":0.4270109438936974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387501818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99386406,0.00018309125,0.00008655926,0.0032114256,0.001578308,0.00077690696,0.000011119792,0.00006212992,0.00022640568],"genre_scores_gemma":[0.9980997,0.0001584804,0.00022764868,0.0003985241,0.000074840595,0.00011089484,0.00023327126,0.000015575191,0.00068109925],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99613863,0.0007264305,0.0016261564,0.00022099768,0.0009056868,0.00038209883],"domain_scores_gemma":[0.9980133,0.0005983282,0.0006634196,0.00023699802,0.00026242447,0.00022549156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018266127,0.00012004307,0.00038310833,0.00035228772,0.00017749863,0.0000035791077,0.00024611485,0.00024375919,0.00063778553],"category_scores_gemma":[0.0038938227,0.00010603776,0.000058412457,0.0011631385,0.00008191686,0.00011684913,0.00010820642,0.00036867405,0.000058627385],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002662441,0.00025191903,0.96617556,0.00078175927,0.0000068931076,1.4710541e-7,0.018339511,0.000028642082,0.000037147547,0.0004893844,0.013239603,0.0006228149],"study_design_scores_gemma":[0.0005252359,0.00006034798,0.94118476,0.0032470217,0.0000057454463,2.064217e-7,0.053090896,0.00022875238,0.000014755363,0.00096492015,0.00060452736,0.00007284966],"about_ca_topic_score_codex":0.0077468837,"about_ca_topic_score_gemma":0.019373301,"teacher_disagreement_score":0.034751385,"about_ca_system_score_codex":0.00029666902,"about_ca_system_score_gemma":0.003926829,"threshold_uncertainty_score":0.9988606},"labels":[],"label_agreement":null},{"id":"W4387575547","doi":"10.1177/17151635231204872","title":"Pharmacists provide exceptional patient-centred care (but what if you’re Black?)","year":2023,"lang":"en","type":"editorial","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.05241551774828836,"score_gpt":0.3701542739154725,"score_spread":0.31773875616718417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387575547","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017085556,0.016553754,0.0000035182459,0.00036444323,0.94181406,0.0034407298,0.018023105,0.00036558392,0.0023492265],"genre_scores_gemma":[0.09093873,0.09399636,0.00011757267,0.004718413,0.78334534,0.00055948884,0.0075355675,0.0009854888,0.017803011],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.981372,0.002077567,0.003742529,0.0021005685,0.004008099,0.006699254],"domain_scores_gemma":[0.9771353,0.002448717,0.0026063626,0.0011303446,0.00617931,0.010499937],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0008849677,0.0021831316,0.0021866248,0.0014314045,0.006422775,0.0008033173,0.0029515026,0.0016162207,0.009396574],"category_scores_gemma":[0.0024605703,0.002413552,0.000757886,0.0019307538,0.00068549294,0.0017272647,0.00048670862,0.010320699,0.0014051761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00040555347,0.000046069712,0.00013881842,0.0034446537,0.00039447937,0.06027185,0.018901208,0.0005676809,0.000029624782,0.000004490848,0.8839961,0.031799454],"study_design_scores_gemma":[0.004707532,0.00011809276,0.0000013167596,0.0016122134,0.0005626256,0.008523934,0.005372246,0.00043975282,0.000046102636,0.000052700452,0.9764365,0.0021269755],"about_ca_topic_score_codex":0.083078645,"about_ca_topic_score_gemma":0.277905,"teacher_disagreement_score":0.19482633,"about_ca_system_score_codex":0.03413406,"about_ca_system_score_gemma":0.06325219,"threshold_uncertainty_score":0.99967986},"labels":[],"label_agreement":null},{"id":"W4387639934","doi":"10.59425/eabc.1697320809","title":"Australia should take notes on the India–Canada fallout","year":2023,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; Environmental science","score_opus":0.5007860430276703,"score_gpt":0.5508432220875207,"score_spread":0.05005717905985041,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387639934","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018229622,0.00032287085,0.000003408409,0.040802777,0.028588302,0.0053352914,0.0010731259,0.00091877335,0.90472585],"genre_scores_gemma":[0.12625267,0.0011853864,0.000049913713,0.012994245,0.0033187475,0.0007360019,0.0005203603,0.00022495011,0.85471773],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921781,0.0006891187,0.0015980313,0.00078715134,0.002856183,0.0018914515],"domain_scores_gemma":[0.990965,0.0055359746,0.0008673064,0.0014473234,0.0007009882,0.00048341363],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0024673746,0.00071122416,0.0010285383,0.00015387271,0.001441908,0.000025996294,0.00093807594,0.001582213,0.014760579],"category_scores_gemma":[0.0032326768,0.00041647628,0.00019654132,0.0006375932,0.0000887665,0.000035825524,0.0003510101,0.004532316,0.006819239],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000138899,0.00001419352,0.017569214,0.0007252591,0.00006764074,0.00008422874,0.000229715,0.0000058897895,3.3395324e-7,0.0024443816,0.9782912,0.00055403454],"study_design_scores_gemma":[0.0001359402,0.000056046,0.027655432,0.0024580795,0.000053344702,0.0000026501423,0.001806287,0.000002978831,0.0000037336974,0.00026220383,0.9671599,0.00040338884],"about_ca_topic_score_codex":0.9499249,"about_ca_topic_score_gemma":0.96591866,"teacher_disagreement_score":0.10802305,"about_ca_system_score_codex":0.0032372777,"about_ca_system_score_gemma":0.01613154,"threshold_uncertainty_score":0.9998581},"labels":[],"label_agreement":null},{"id":"W4387678485","doi":"10.12927/hcpap.2023.27195","title":"Systemic Anti-Blackness and Racism in Healthcare: A European Perspective","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Racism; Denial; Perspective (graphical); Health care; Sociology; Health equity; Gender studies; Political science; Psychology; Law","score_opus":0.07319228421677204,"score_gpt":0.4223139384733861,"score_spread":0.34912165425661407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678485","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5569176,0.0008377351,0.00001715843,0.4342711,0.0009855053,0.0031581193,0.00011972164,0.0008057618,0.0028872795],"genre_scores_gemma":[0.47817233,0.0014752315,0.00012042115,0.5173375,0.00008914684,0.00061513955,0.000083762854,0.00019007514,0.0019163928],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9871213,0.0040650456,0.0022139868,0.0019865304,0.0009704167,0.003642761],"domain_scores_gemma":[0.99342245,0.0021821894,0.0007048627,0.0013215444,0.00051171996,0.0018572345],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004975699,0.000889825,0.0016541751,0.0010336865,0.0021223659,0.000064048574,0.00070974015,0.0005694493,0.00014136078],"category_scores_gemma":[0.0010825515,0.00087151385,0.00017799075,0.003303976,0.000098899785,0.00027653953,0.0009844988,0.0020053994,0.0061252723],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018097939,0.00027780738,0.10297593,0.002229219,0.00006250681,0.00047192353,0.10180771,0.000058995396,0.00019648319,0.01615996,0.7710033,0.0029463638],"study_design_scores_gemma":[0.010756491,0.0030378732,0.47678605,0.00023075305,0.0000849904,0.00023924238,0.07403453,0.0015722364,0.000016289807,0.0012195107,0.42943168,0.0025903643],"about_ca_topic_score_codex":0.012681349,"about_ca_topic_score_gemma":0.01032045,"teacher_disagreement_score":0.3738101,"about_ca_system_score_codex":0.0044488907,"about_ca_system_score_gemma":0.0009845702,"threshold_uncertainty_score":0.99937356},"labels":[],"label_agreement":null},{"id":"W4387678496","doi":"10.12927/hcpap.2023.27192","title":"Interrogating Anti-Blackness in US Healthcare: Contextual Factors and Policy Implications","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Racism; Health care; Economic Justice; Sociology; Healthcare system; Health equity; Gender studies; Criminology; Political science; Law","score_opus":0.11561473405545312,"score_gpt":0.46127550854620103,"score_spread":0.3456607744907479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55651575,0.00014282134,0.000014013728,0.4390082,0.0005506578,0.0023041526,0.00023232597,0.0005870142,0.0006450488],"genre_scores_gemma":[0.52625465,0.00044092292,0.000115909264,0.47138956,0.0000703845,0.00076066033,0.00021841774,0.00011606702,0.0006334217],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99063,0.0014541941,0.002266897,0.0015284249,0.0006517397,0.0034687913],"domain_scores_gemma":[0.9927355,0.003225202,0.00070452096,0.0011644856,0.00034108464,0.0018292054],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020754281,0.0008144451,0.001446394,0.0011902128,0.0024179476,0.0000626091,0.00066301815,0.0006765911,0.00015844485],"category_scores_gemma":[0.0017768738,0.0007725509,0.00016821013,0.0037674906,0.000113545706,0.00029587245,0.00093831134,0.0016519614,0.001365532],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049371173,0.00019219273,0.6180518,0.00076685206,0.00003687852,0.000023765868,0.070407,0.000026797388,0.00016838039,0.01069576,0.29555246,0.0035843833],"study_design_scores_gemma":[0.0029230828,0.0009948745,0.7600793,0.000044823617,0.000021834425,0.000018240056,0.024839437,0.00048678997,0.000020551177,0.00043887377,0.20926578,0.00086640014],"about_ca_topic_score_codex":0.03475211,"about_ca_topic_score_gemma":0.08192852,"teacher_disagreement_score":0.14202751,"about_ca_system_score_codex":0.0032303159,"about_ca_system_score_gemma":0.0015037286,"threshold_uncertainty_score":0.99947256},"labels":[],"label_agreement":null},{"id":"W4387678497","doi":"10.12927/hcpap.2023.27189","title":"The Failure to Address Systemic Anti-Black Racism Perpetuates It","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Racism; Political science; Sociology; Gender studies","score_opus":0.07733019450103588,"score_gpt":0.4223245070063306,"score_spread":0.3449943125052947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678497","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48512757,0.00029074049,0.00002842141,0.5048253,0.0018623241,0.004509878,0.00019154827,0.0010409157,0.0021233202],"genre_scores_gemma":[0.27750033,0.0011032802,0.00020779458,0.70013636,0.00021630514,0.002385777,0.00018399372,0.00026150816,0.018004643],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98659056,0.0021963534,0.0026475405,0.0018743696,0.0016442841,0.005046879],"domain_scores_gemma":[0.98784804,0.005749997,0.00079945265,0.0023933833,0.00068741594,0.002521706],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0045824973,0.0010890592,0.0016235162,0.0006034466,0.006144713,0.00016592047,0.0017714244,0.0008398908,0.00063547946],"category_scores_gemma":[0.0019546484,0.00084865117,0.0003593516,0.0035164233,0.00011909648,0.00026368018,0.0014115567,0.0019606033,0.041342925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009520621,0.00009870078,0.008239955,0.0008159495,0.000071812305,0.000063315274,0.04145586,0.00018425792,0.00022889295,0.002034934,0.94437206,0.0014821852],"study_design_scores_gemma":[0.0018324583,0.0009630781,0.013364205,0.00007326072,0.00005493979,0.00003351624,0.030162595,0.0007466893,0.000031757027,0.00009665871,0.9516977,0.0009431607],"about_ca_topic_score_codex":0.0026461785,"about_ca_topic_score_gemma":0.012439212,"teacher_disagreement_score":0.20762725,"about_ca_system_score_codex":0.0027084039,"about_ca_system_score_gemma":0.0012142968,"threshold_uncertainty_score":0.99939644},"labels":[],"label_agreement":null},{"id":"W4387678505","doi":"10.12927/hcpap.2023.27197","title":"Anti-Black Racism in the Canadian Healthcare System: A Reckoning","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Public Health Ontario; University of Toronto; Health Canada","funders":"","keywords":"Racism; Health care; Suite; Sociology; Institutional racism; Healthcare system; Gender studies; Criminology; Political science; Law","score_opus":0.11723015557858475,"score_gpt":0.4304543446765742,"score_spread":0.31322418909798944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678505","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4764029,0.00025639124,0.0000049461983,0.51068866,0.0014703564,0.003993068,0.00017641045,0.0006467305,0.006360499],"genre_scores_gemma":[0.4464672,0.00025668353,0.00012810719,0.54980034,0.00011210289,0.0012684433,0.00023060481,0.00014159005,0.0015949715],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98507726,0.0038554168,0.0024814762,0.0016329058,0.0014587935,0.0054941485],"domain_scores_gemma":[0.9914021,0.0029543426,0.000690059,0.0019629216,0.00041965922,0.0025709479],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0074331076,0.000894576,0.0015578645,0.0013138716,0.0053277775,0.00011716848,0.0014318703,0.0010102569,0.00023968013],"category_scores_gemma":[0.0010261453,0.0007527562,0.00025236906,0.005159612,0.00009152832,0.00024609297,0.00045692394,0.0028510883,0.011439124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041308595,0.00007603787,0.04306724,0.001505898,0.000027571787,0.00032329903,0.07832795,0.00011269369,0.000010013698,0.009303144,0.86549044,0.001342607],"study_design_scores_gemma":[0.0023053735,0.0008735217,0.10624124,0.0000997416,0.00003524918,0.000049725182,0.047404192,0.0020359757,0.0000029039263,0.00013005643,0.8398912,0.00093080616],"about_ca_topic_score_codex":0.512212,"about_ca_topic_score_gemma":0.8812497,"teacher_disagreement_score":0.36903778,"about_ca_system_score_codex":0.009401366,"about_ca_system_score_gemma":0.004144404,"threshold_uncertainty_score":0.99949235},"labels":[],"label_agreement":null},{"id":"W4387678510","doi":"10.12927/hcpap.2023.27196","title":"Systemic Anti-Blackness in Healthcare: What the COVID-19 Pandemic Revealed about Anti-Black Racism in Canada","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Health care; Institutional racism; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Gender studies; Political science; Medicine; Virology; Law","score_opus":0.10994158499433866,"score_gpt":0.4215903676852786,"score_spread":0.31164878269093993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678510","genre_codex":"empirical","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53885055,0.001569873,0.00001000123,0.45149565,0.0022302421,0.0051221256,0.00016721243,0.00042735616,0.00012702365],"genre_scores_gemma":[0.4707993,0.007421563,0.000023109762,0.519079,0.0000717073,0.001368972,0.00018804682,0.00015264808,0.00089564343],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98049855,0.0057638325,0.004163442,0.0022110129,0.0018185384,0.005544631],"domain_scores_gemma":[0.9863771,0.007207277,0.0012996122,0.0023168388,0.00037106717,0.0024280972],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008413074,0.0011930817,0.0025791219,0.0010026995,0.0023605407,0.00011489154,0.0017114215,0.00094735465,0.0002599209],"category_scores_gemma":[0.0021867966,0.001019536,0.00023500944,0.0060626683,0.00013786681,0.000528043,0.0009384736,0.0033965076,0.0022173736],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0008256844,0.000090321875,0.47327593,0.0024363354,0.000026552725,0.00030193286,0.023075337,0.00088084274,0.000032721528,0.0007348557,0.49721515,0.0011043492],"study_design_scores_gemma":[0.008897678,0.0006102367,0.46633086,0.0003334361,0.00005111748,0.00018547852,0.05286066,0.0027910594,0.0000041779326,0.00043174162,0.46551797,0.0019855974],"about_ca_topic_score_codex":0.8945563,"about_ca_topic_score_gemma":0.97951853,"teacher_disagreement_score":0.08496225,"about_ca_system_score_codex":0.024692362,"about_ca_system_score_gemma":0.016257428,"threshold_uncertainty_score":0.9992255},"labels":[],"label_agreement":null},{"id":"W4387678511","doi":"10.12927/hcpap.2023.27191","title":"The Weather of Anti-Blackness: Is Health Equity Enough?","year":2023,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oppression; Racism; Capitalism; White supremacy; Patriarchy; Equity (law); Sociology; Gender studies; Health equity; Political science; Political economy; Health care; Politics; Law","score_opus":0.12773150028226427,"score_gpt":0.4744868966081471,"score_spread":0.3467553963258828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387678511","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.402034,0.0008087636,0.000037385707,0.586799,0.001746808,0.0032435579,0.0002984145,0.00068485254,0.0043471693],"genre_scores_gemma":[0.11636951,0.004144171,0.0003212185,0.86514443,0.00014395862,0.0009515577,0.00014097286,0.00023987719,0.0125443265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9870415,0.0021570642,0.0030155187,0.0014653944,0.0016857622,0.00463481],"domain_scores_gemma":[0.98988086,0.004001322,0.001484945,0.0022954005,0.00055984117,0.0017776034],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006709339,0.0008661975,0.0017780564,0.00044203657,0.0051233284,0.00005881114,0.0014850865,0.000629891,0.0009013118],"category_scores_gemma":[0.00095473696,0.000673215,0.000384787,0.0031476023,0.00017541191,0.00021246908,0.0016545145,0.0015831924,0.00762054],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00089749624,0.00022473764,0.010803247,0.0008892743,0.00007478245,0.0000128273805,0.0373272,0.000020475654,0.00008544981,0.0058343196,0.9351462,0.008683987],"study_design_scores_gemma":[0.0019764171,0.0015209012,0.027390972,0.000030831372,0.000031081854,0.0000075579187,0.009139785,0.00039665017,0.00004921402,0.00051341386,0.9583364,0.00060675375],"about_ca_topic_score_codex":0.0077303727,"about_ca_topic_score_gemma":0.007956677,"teacher_disagreement_score":0.2856645,"about_ca_system_score_codex":0.0027322671,"about_ca_system_score_gemma":0.002562974,"threshold_uncertainty_score":0.9995719},"labels":[],"label_agreement":null},{"id":"W4387681056","doi":"10.4103/cjrm.cjrm_26_23","title":"A resident physician’s reflection on rural medicine","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Medicine; Family medicine; Medical education; Computer science","score_opus":0.08840459126630715,"score_gpt":0.46189169913664385,"score_spread":0.3734871078703367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387681056","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7235982,0.002472169,0.000013468962,0.21520603,0.0117358295,0.0006824778,0.000013060555,0.000099405166,0.0461794],"genre_scores_gemma":[0.9651096,0.0006837411,0.000014506523,0.014728341,0.0077562677,0.000015529173,0.000028715802,0.00004615214,0.011617156],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963539,0.0004670713,0.0012545376,0.00013090341,0.0007056309,0.0010879221],"domain_scores_gemma":[0.9960374,0.00061885174,0.00072597765,0.0003126335,0.0005896723,0.0017154291],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016869531,0.00024956634,0.0007118764,0.0010338095,0.00083836145,0.0000049992595,0.0003493683,0.00020097231,0.002303631],"category_scores_gemma":[0.0014376561,0.00017181372,0.000078773686,0.0013432283,0.0002882692,0.0001459805,0.00001775688,0.0012748541,0.00069952244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017514967,0.00000439597,0.007965495,0.00012502588,0.000036403366,0.00030013348,0.009243022,0.000036064597,0.00034413228,0.0026526696,0.97135824,0.0077592647],"study_design_scores_gemma":[0.0053121303,0.004711546,0.085599475,0.028319541,0.00015464042,0.00013022253,0.15909448,0.00006346822,0.000040723167,0.00820329,0.7079959,0.00037458522],"about_ca_topic_score_codex":0.053799707,"about_ca_topic_score_gemma":0.04817987,"teacher_disagreement_score":0.26336235,"about_ca_system_score_codex":0.0012806312,"about_ca_system_score_gemma":0.0013873948,"threshold_uncertainty_score":0.9986084},"labels":[],"label_agreement":null},{"id":"W4387681084","doi":"10.4103/cjrm.cjrm_67_22","title":"New insights on rural doctors’ clinical courage in the context of the unfolding COVID-19 pandemic","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Courage; Context (archaeology); Thematic analysis; Pandemic; Coronavirus disease 2019 (COVID-19); Sociology; Nursing; Psychology; Medicine; Political science; Qualitative research; Social science; Law; Geography; Infectious disease (medical specialty); Disease; Pathology","score_opus":0.1809851872518963,"score_gpt":0.49853067384471833,"score_spread":0.317545486592822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387681084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9061799,0.0015938961,0.0000052010314,0.08640714,0.004177491,0.00058169913,0.000010445836,0.000012948509,0.0010312431],"genre_scores_gemma":[0.97172743,0.0005266924,0.0000048648376,0.025414856,0.0014292668,0.0000042939055,0.000005216258,0.00001569717,0.00087167794],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954096,0.0014919958,0.0017576393,0.000098737204,0.00055787066,0.00068415154],"domain_scores_gemma":[0.99305385,0.00397628,0.00089880236,0.00036203244,0.00018410102,0.001524925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003720274,0.00017774406,0.0006450342,0.00036817387,0.00051655946,0.000005772169,0.00082065276,0.00023144043,0.00054669264],"category_scores_gemma":[0.005247333,0.00008568976,0.000131681,0.001053005,0.00033282407,0.0000806385,0.000029959527,0.0018109591,0.000052011557],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012835996,0.0000064112296,0.6220952,0.00008769476,0.00002396913,0.00016160525,0.0347174,0.00003592432,0.000019085119,0.0037006394,0.33470586,0.0043178513],"study_design_scores_gemma":[0.005493711,0.00093878596,0.30405232,0.007395191,0.00007195564,0.0001223432,0.25145832,0.00003562616,0.0000027823971,0.0034803941,0.4267754,0.0001731801],"about_ca_topic_score_codex":0.07961077,"about_ca_topic_score_gemma":0.22857763,"teacher_disagreement_score":0.31804287,"about_ca_system_score_codex":0.0007757887,"about_ca_system_score_gemma":0.005614514,"threshold_uncertainty_score":0.9959907},"labels":[],"label_agreement":null},{"id":"W4387700511","doi":"10.36834/cmej.78045","title":"Lost in translation: the case for embedding newcomer care in medical education","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Embedding; Translation (biology); Computer science; Artificial intelligence; Biology; Genetics","score_opus":0.05646316544705317,"score_gpt":0.49367926861493966,"score_spread":0.4372161031678865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387700511","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46232054,0.0043764096,0.000041663054,0.5074966,0.01213583,0.0020283845,0.000023975454,0.000039572486,0.01153701],"genre_scores_gemma":[0.9212006,0.00053270947,0.00033915273,0.07182309,0.003715514,0.00048759897,0.00013257682,0.000042751697,0.0017260101],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967108,0.0006523591,0.0009343,0.00022032458,0.0006098781,0.00087237894],"domain_scores_gemma":[0.9935193,0.0007696744,0.00015479661,0.00020359366,0.0003664819,0.0049861344],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029298398,0.00013972784,0.00022162995,0.00065816083,0.00089655374,0.000027504995,0.00035991706,0.0004812596,0.019678818],"category_scores_gemma":[0.0119434055,0.00011355429,0.000057842073,0.0011718248,0.00008525135,0.00014516525,0.000015886682,0.0017749709,0.0002534037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032742184,0.00007211298,0.018322084,0.0003087592,0.000007330761,0.0004235435,0.043539915,0.000037671605,1.3585644e-7,0.0025112287,0.5098689,0.4248756],"study_design_scores_gemma":[0.0010614502,0.00003576749,0.0057978947,0.0023343079,0.000010346974,0.00087652303,0.17890173,0.0031781278,1.9807662e-7,0.0009854805,0.8066532,0.00016498228],"about_ca_topic_score_codex":0.061568663,"about_ca_topic_score_gemma":0.7346796,"teacher_disagreement_score":0.67311096,"about_ca_system_score_codex":0.0017291408,"about_ca_system_score_gemma":0.14818436,"threshold_uncertainty_score":0.99637944},"labels":[],"label_agreement":null},{"id":"W4387712025","doi":"10.36834/cmej.76951","title":"Evaluation of a pre-professional pathway program: perspectives of former students in the rural pre-medicine program at Selkirk College","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Selkirk College","funders":"","keywords":"Medical education; Rural area; Health care; Work (physics); Health professionals; Rural health; Psychology; Medicine; Political science; Engineering","score_opus":0.05117630545738543,"score_gpt":0.5176090095477077,"score_spread":0.4664327040903223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387712025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95769393,0.0011200036,5.4027646e-7,0.03163575,0.0022202106,0.0040354175,0.000028515717,0.000029183439,0.0032364307],"genre_scores_gemma":[0.9934768,0.00020289172,0.000113387134,0.002170717,0.00081387954,0.0013626846,0.00007272144,0.000020317082,0.001766572],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9916706,0.00234797,0.0012199836,0.00020242634,0.003785828,0.0007731659],"domain_scores_gemma":[0.99460775,0.00046462408,0.00058957725,0.00027645048,0.0019286977,0.00213291],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.012287603,0.00016935139,0.00036304526,0.00051859353,0.00069649785,0.000007575637,0.00065000553,0.0003212109,0.010684013],"category_scores_gemma":[0.013404382,0.000111165406,0.00007130088,0.0014314738,0.00032547623,0.00012897787,0.000059874408,0.0011740787,0.00003754558],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020168551,0.0013451597,0.17437752,0.00045355575,0.000086760156,0.000015169811,0.22783928,0.000014313308,0.0000074121804,0.0018054734,0.40327665,0.19057703],"study_design_scores_gemma":[0.0021200648,0.0005281179,0.59362936,0.0038110528,0.00007002479,0.000045104556,0.33524555,0.00077462755,0.0000014163955,0.0014112742,0.062239215,0.00012416547],"about_ca_topic_score_codex":0.012747065,"about_ca_topic_score_gemma":0.07737146,"teacher_disagreement_score":0.41925186,"about_ca_system_score_codex":0.0018824406,"about_ca_system_score_gemma":0.052636404,"threshold_uncertainty_score":0.9949061},"labels":[],"label_agreement":null},{"id":"W4387712030","doi":"10.36834/cmej.76244","title":"Exploring how immigrant international medical graduates successfully manage complex sociocultural challenges","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociocultural evolution; Workforce; Ambiguity; Narrative; Immigration; Medical education; Psychology; Public relations; Sociology; Medicine; Political science; Computer science","score_opus":0.2037987790271466,"score_gpt":0.4428959372341844,"score_spread":0.2390971582070378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387712030","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19624545,0.0010018349,0.000009112023,0.77911216,0.012201254,0.00030842202,0.000016905698,0.00014774088,0.010957129],"genre_scores_gemma":[0.9204031,0.023276165,0.00019065713,0.041500144,0.0082920445,0.0002545237,0.0002363542,0.000055295946,0.005791665],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950095,0.0005813717,0.0007410436,0.00032994396,0.0020752207,0.0012629644],"domain_scores_gemma":[0.9875021,0.0003585641,0.00025758924,0.00022384926,0.00063023815,0.01102769],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0025224595,0.00023135464,0.00032987256,0.0005744967,0.0015582063,0.00007642411,0.0010045946,0.00038249517,0.040669244],"category_scores_gemma":[0.012734675,0.00019710136,0.00011581926,0.00050768646,0.00019178654,0.00047661894,0.000101287755,0.002143401,0.001311278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016870245,0.000058391117,0.00545193,0.0001997096,0.00008180005,0.000372238,0.018433938,0.0000020607395,0.0000020204832,0.010503942,0.76611555,0.19876152],"study_design_scores_gemma":[0.00054046314,0.00002676373,0.044942465,0.0011910225,0.000011443739,0.0001512537,0.07903637,0.0004720723,5.0947403e-7,0.00084696297,0.8725732,0.00020746747],"about_ca_topic_score_codex":0.019351186,"about_ca_topic_score_gemma":0.12498304,"teacher_disagreement_score":0.737612,"about_ca_system_score_codex":0.0011716383,"about_ca_system_score_gemma":0.021955378,"threshold_uncertainty_score":0.9997416},"labels":[],"label_agreement":null},{"id":"W4387712579","doi":"10.9778/cmajo.20230041","title":"Starting out rural: a qualitative study of the experiences of family physician graduates transitioning to practice in rural Ontario","year":2023,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Algoma University; NOSM University","funders":"","keywords":"Rurality; Preparedness; Qualitative research; Medical education; Family medicine; Medicine; Nursing; Rural area; Psychology; Sociology; Political science","score_opus":0.15396342912981667,"score_gpt":0.532587460304099,"score_spread":0.37862403117428234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387712579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98802406,0.000030578885,0.0000045424795,0.0024510557,0.00047837305,0.0035240902,0.000007177405,0.000028645089,0.0054514804],"genre_scores_gemma":[0.99600255,0.0000035659216,0.00029840507,0.0018742718,0.00002724584,0.0007106189,0.000005462809,0.000015040178,0.0010628488],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99624985,0.0018594052,0.00085822644,0.00019240646,0.00038805857,0.00045202137],"domain_scores_gemma":[0.99751294,0.0013912347,0.0004849932,0.00030920064,0.00022648752,0.00007513203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001980713,0.00013151854,0.00042143578,0.00008049584,0.00046490016,0.000016837756,0.0005689566,0.000051805142,0.00003178744],"category_scores_gemma":[0.00048513093,0.00009774926,0.00003816015,0.00089030154,0.000058153684,0.00042620656,0.00037235653,0.0003525038,0.00005458278],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017371794,0.00015021689,0.0092410315,0.00005292952,0.000016361028,0.0000017226733,0.98793423,0.00010563319,0.00018595204,0.00017156034,0.001340181,0.00062644674],"study_design_scores_gemma":[0.0007379564,0.00032479918,0.026313521,0.001343746,0.000013677829,3.4861262e-8,0.9698573,0.000020173311,0.00008389297,0.00061524,0.0005933636,0.00009629123],"about_ca_topic_score_codex":0.3102709,"about_ca_topic_score_gemma":0.27174798,"teacher_disagreement_score":0.03852294,"about_ca_system_score_codex":0.00020359899,"about_ca_system_score_gemma":0.0003782051,"threshold_uncertainty_score":0.74154073},"labels":[],"label_agreement":null},{"id":"W4387749930","doi":"10.14309/01.ajg.0000955364.15950.0d","title":"S1431 Encouraging Diversity in Transplant Hepatology Fellowship Program Directorship: A Pressing Matter","year":2023,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hepatology; Medicine; Diversity (politics); Internal medicine; Workforce; Family medicine; Transplant surgery; Underrepresented Minority; Gerontology; Medical education","score_opus":0.04926704669705175,"score_gpt":0.39743564795931047,"score_spread":0.34816860126225874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387749930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98633885,0.00006328309,0.000082491046,0.012125185,0.0006715497,0.00037653206,0.0000068351524,0.00006931039,0.00026594382],"genre_scores_gemma":[0.99523085,0.00014382682,0.0003160632,0.0039541665,0.00019027894,0.000017209251,0.0000033114852,0.00002207141,0.00012221804],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947646,0.0027459322,0.0008501937,0.00020002152,0.00026248847,0.0011767461],"domain_scores_gemma":[0.99775904,0.0006760206,0.0010273997,0.00024273439,0.00010574672,0.0001890273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017862607,0.00018753107,0.00079225004,0.00033325842,0.0005118847,0.000007207761,0.000621485,0.00006820101,0.00013356646],"category_scores_gemma":[0.000054725035,0.00013060469,0.00012766234,0.0005109702,0.00047866502,0.00009982322,0.0002840033,0.0012133111,0.00011833781],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003679548,0.00006270228,0.98323864,0.000044900396,0.00004532933,0.00019885687,0.007928744,0.000069128095,0.000041212978,0.0000070031106,0.002923006,0.001760945],"study_design_scores_gemma":[0.0012452649,0.0028279205,0.9850602,0.00050281227,0.00006280717,0.00029393705,0.007681247,0.00028619147,0.0000043846717,0.00033612587,0.0016017627,0.000097336335],"about_ca_topic_score_codex":0.0008578103,"about_ca_topic_score_gemma":0.0007931508,"teacher_disagreement_score":0.008891984,"about_ca_system_score_codex":0.00019915195,"about_ca_system_score_gemma":0.00009379498,"threshold_uncertainty_score":0.53259045},"labels":[],"label_agreement":null},{"id":"W4387903888","doi":"10.4324/9781003290803-13","title":"Calling race into research with international students","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Race (biology); Psychology; Sociology; Gender studies","score_opus":0.2538232282198507,"score_gpt":0.5796814604955797,"score_spread":0.32585823227572897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387903888","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004972417,0.00018405169,0.000060199352,0.005030363,0.0015727149,0.0016735404,0.000023456942,0.0004282414,0.9905302],"genre_scores_gemma":[0.0013013307,0.0012348547,0.0014250726,0.0009508277,0.0011823386,0.00015690384,0.00012865633,0.00017974574,0.9934403],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99483675,0.00024219314,0.0007794461,0.000684526,0.002521477,0.0009356005],"domain_scores_gemma":[0.9963605,0.0015763944,0.00025652788,0.00050367013,0.0010199292,0.00028298874],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0028176976,0.00032821795,0.0004834442,0.0004787657,0.0013395856,0.000036003203,0.0010685467,0.0007836899,0.007184478],"category_scores_gemma":[0.0001588639,0.00025889598,0.000062124454,0.00013234655,0.00022651725,0.0000766537,0.0010916308,0.0032077942,0.020896796],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024222986,0.000027828342,0.008012478,0.0005678819,0.00022035025,0.00014930351,0.00229453,0.000020680962,7.377815e-7,0.72445214,0.26252404,0.0014878245],"study_design_scores_gemma":[0.0006221174,0.0001914499,0.00022660378,0.00603929,0.000017432472,0.0000015086425,0.0018060099,0.000031802832,5.82859e-7,0.031632636,0.9591419,0.00028864574],"about_ca_topic_score_codex":0.0019231159,"about_ca_topic_score_gemma":0.004885175,"teacher_disagreement_score":0.6966179,"about_ca_system_score_codex":0.0010796066,"about_ca_system_score_gemma":0.0007154201,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W4387968868","doi":"10.21203/rs.3.rs-3358545/v1","title":"Research capacity and culture within Allied Health Professions in the United Kingdom: A scoping review.","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CINAHL; PsycINFO; Allied health professions; Workforce; Health care; Capacity building; MEDLINE; Medical education; Nursing; Psychology; Public relations; Medicine; Political science; Psychological intervention","score_opus":0.6352047178775321,"score_gpt":0.6632914287513882,"score_spread":0.02808671087385617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387968868","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34942514,0.0975219,0.000046327827,0.42309332,0.0026807224,0.11790173,0.0007720599,0.001150754,0.0074080722],"genre_scores_gemma":[0.53671265,0.38318166,0.0023771327,0.015554491,0.0027635035,0.040163502,0.0031764857,0.0006230176,0.01544755],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.934928,0.05222683,0.0023238268,0.0016731304,0.0047084917,0.0041397433],"domain_scores_gemma":[0.98350906,0.009535602,0.00066510245,0.0024906844,0.0028892455,0.0009102816],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.082987756,0.0005657448,0.0014294623,0.0018718386,0.006178414,0.00013652956,0.0019881,0.0014162507,0.00018472846],"category_scores_gemma":[0.01220061,0.00038171344,0.00013367007,0.006973176,0.00084439176,0.00012929678,0.0050016693,0.028816974,0.0005794397],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019984659,0.0002933711,0.021100717,0.3958246,0.000047253863,0.0001281545,0.1080676,0.00008560403,0.0000058117907,0.01781147,0.45614263,0.00029291512],"study_design_scores_gemma":[0.00076117815,0.0003560757,0.007863295,0.8989517,0.000010548104,0.000004585992,0.05592232,0.00031045577,0.0000015713488,0.015076603,0.02033713,0.00040453518],"about_ca_topic_score_codex":0.056023706,"about_ca_topic_score_gemma":0.04616238,"teacher_disagreement_score":0.5031271,"about_ca_system_score_codex":0.0021751907,"about_ca_system_score_gemma":0.008119698,"threshold_uncertainty_score":0.99988014},"labels":[],"label_agreement":null},{"id":"W4388231283","doi":"10.22605/rrh7999","title":"Enhancing early career professionals' representation and engagement at international conferences: WONCA âRural Early Career Ambassador Integrationâ project","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mentorship; Career Pathways; Career development; Public relations; Professional development; Young professional; Political science; Declaration; Medical education; Sociology; Medicine","score_opus":0.11168329945564105,"score_gpt":0.4489786099084871,"score_spread":0.33729531045284605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388231283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9772892,0.0005628196,0.00010431748,0.015764613,0.001781568,0.0023025915,0.0000944866,0.000293902,0.0018065242],"genre_scores_gemma":[0.9781418,0.0018845523,0.0009007032,0.0021267442,0.0005470863,0.000094809126,0.00049299153,0.000036461177,0.015774846],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99584365,0.0010425086,0.00096753245,0.0005341544,0.0006820854,0.00093006296],"domain_scores_gemma":[0.99803954,0.0004872955,0.00045272184,0.00026661737,0.00037788725,0.00037593118],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015299902,0.0002910968,0.00045813556,0.00026189693,0.0018769575,0.000053310207,0.00018821271,0.00024427296,0.00016936567],"category_scores_gemma":[0.00023929201,0.00021907782,0.000058845188,0.00046942997,0.000110834764,0.0003137691,0.00041361706,0.0007998936,0.00017160519],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011486,0.00014389842,0.50884944,0.0036017888,0.00025286028,0.00006411696,0.17513178,0.000012158254,0.0010045166,0.007622149,0.089811094,0.2123576],"study_design_scores_gemma":[0.0025841764,0.00070138543,0.8339923,0.005786779,0.000036577716,0.000020696021,0.09828656,0.0029354217,0.00013711517,0.0015064753,0.053371083,0.0006414497],"about_ca_topic_score_codex":0.027302692,"about_ca_topic_score_gemma":0.005223278,"teacher_disagreement_score":0.32514283,"about_ca_system_score_codex":0.0005530946,"about_ca_system_score_gemma":0.0007880473,"threshold_uncertainty_score":0.9994225},"labels":[],"label_agreement":null},{"id":"W4388271630","doi":"10.1016/j.jcjd.2023.10.085","title":"BRINGING CARE CLOSE TO HOME: REMOTE MANAGEMENT OF HEART FAILURE IN PARTNERSHIP WITH INDIGENOUS COMMUNITIES IN NORTHERN ONTARIO","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; General partnership; Indigenous; Nursing; Medical emergency; Finance","score_opus":0.033378477572711306,"score_gpt":0.3277955306534391,"score_spread":0.2944170530807278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388271630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964068,0.00063520524,3.9385657e-7,0.0013018509,0.00015819039,0.00055994315,0.000011791556,0.000011506197,0.000914327],"genre_scores_gemma":[0.9986355,0.000009294513,0.000559827,0.0004017804,0.000041120606,0.000010240865,0.000013556034,0.000029045223,0.00029963505],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976284,0.0002952257,0.0006942362,0.00010985964,0.00023124697,0.0010410416],"domain_scores_gemma":[0.99850893,0.0001826262,0.00022685029,0.00027478955,0.00021791362,0.0005888827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083255547,0.00015402828,0.00045538877,0.0009369021,0.00026315954,0.000014065505,0.00033978844,0.000108286455,0.0000648016],"category_scores_gemma":[0.00002551447,0.00014567953,0.00004397888,0.0009119033,0.000054452605,0.00009900162,0.000045235112,0.00079640554,0.000031847143],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010831534,0.0000049231517,0.88893306,0.0004902967,0.000021081063,0.00007529776,0.10761884,0.00090109074,7.391196e-7,0.00002308297,0.0006646797,0.0012560614],"study_design_scores_gemma":[0.00069146504,0.00021148646,0.8144901,0.007917006,0.000013280284,9.744662e-7,0.159725,0.0000052155856,0.0000054382463,0.000120942364,0.016677111,0.00014198516],"about_ca_topic_score_codex":0.35517025,"about_ca_topic_score_gemma":0.99882144,"teacher_disagreement_score":0.6436512,"about_ca_system_score_codex":0.0017646259,"about_ca_system_score_gemma":0.0021608514,"threshold_uncertainty_score":0.6491237},"labels":[],"label_agreement":null},{"id":"W4388448848","doi":"10.1186/s12909-023-04794-0","title":"Rural general practitioners have different personal and professional trajectories from those of their urban colleagues: a case-control study","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Context (archaeology); Rural health; Medicine; Global Positioning System; Geography; Family medicine","score_opus":0.049332863111692035,"score_gpt":0.43985930262046136,"score_spread":0.3905264395087693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388448848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99132526,0.00051138556,0.000031847463,0.0024513432,0.0031344916,0.0020337848,0.00022469985,0.00010892208,0.00017827975],"genre_scores_gemma":[0.9934327,0.00008888816,0.00014511815,0.00078279414,0.0014274536,0.00084432226,0.00024524124,0.000024918136,0.003008576],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99605894,0.0016613237,0.0007401241,0.00033146664,0.0007501386,0.00045800832],"domain_scores_gemma":[0.9957631,0.0029277778,0.00034628555,0.00021879391,0.00023619003,0.00050783885],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009893063,0.00021586144,0.00043865346,0.00013097073,0.0006715961,0.000009905152,0.0001317822,0.00028188844,0.0015251903],"category_scores_gemma":[0.0018537292,0.00015388396,0.000061213155,0.000258046,0.0001488684,0.00012281426,0.00007831991,0.0005726553,0.000033384902],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043135142,0.001029974,0.8599524,0.00030244855,0.00006689495,0.000019021796,0.08482866,0.0000010584614,0.000028613778,0.00042202024,0.049384713,0.0035328667],"study_design_scores_gemma":[0.0022569133,0.00020371555,0.6061455,0.000998309,0.00006218501,0.0000146346665,0.38659954,0.0023966567,0.000003609693,0.00036016345,0.0008073944,0.00015135825],"about_ca_topic_score_codex":0.00405333,"about_ca_topic_score_gemma":0.0054430054,"teacher_disagreement_score":0.30177087,"about_ca_system_score_codex":0.0002144022,"about_ca_system_score_gemma":0.0038360911,"threshold_uncertainty_score":0.99938756},"labels":[],"label_agreement":null},{"id":"W4388670415","doi":"10.1503/cmaj.230734","title":"Tackling barriers in Canadian medical school admissions for students with disabilities","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"The Wilson Centre; Regional Municipality of Waterloo; McMaster University; University of Waterloo","funders":"","keywords":"Tribunal; Medical school; Medical education; Medicine; Human rights; Political science; Law","score_opus":0.02416585516358927,"score_gpt":0.42648966006118555,"score_spread":0.4023238048975963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388670415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7219721,0.00016092352,0.000011977788,0.26535854,0.0031746072,0.0014150125,0.00023988473,0.00010898724,0.0075579714],"genre_scores_gemma":[0.9058487,0.00032450922,0.0001183096,0.0801571,0.0031968853,0.00033612212,0.00008322938,0.0000768302,0.009858357],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99237484,0.00074610725,0.0010300194,0.00028899848,0.0030060632,0.002553988],"domain_scores_gemma":[0.95694816,0.0018390568,0.00023471571,0.00016947833,0.00059526303,0.040213335],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008595027,0.00020162205,0.00041820493,0.0006054368,0.002139271,0.00006008436,0.00064942613,0.0011373168,0.05633689],"category_scores_gemma":[0.11836803,0.00017234065,0.000080590085,0.0009463148,0.00006447654,0.00017174875,0.000041867435,0.0029443009,0.0007606833],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000014891507,0.000006164162,0.68571526,0.000039048828,0.000030383408,0.00019818117,0.0017387208,0.0000125758515,5.0414904e-8,0.0002950688,0.31102553,0.0009241254],"study_design_scores_gemma":[0.0020858601,0.000080247686,0.07886505,0.0015845291,0.00001450027,0.000025403522,0.03774866,0.0007397984,1.4061128e-7,0.00037862602,0.87824935,0.0002278389],"about_ca_topic_score_codex":0.52881473,"about_ca_topic_score_gemma":0.9916555,"teacher_disagreement_score":0.6068502,"about_ca_system_score_codex":0.009149449,"about_ca_system_score_gemma":0.13000433,"threshold_uncertainty_score":0.999356},"labels":[],"label_agreement":null},{"id":"W4388673077","doi":"10.46747/cfp.6911812","title":"The CFPC welcomes its 2023-2024 President, Dr Mike Green","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Library science; Medicine; Computer science","score_opus":0.059667753139905674,"score_gpt":0.37959883703700525,"score_spread":0.31993108389709957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388673077","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058931723,0.004745275,9.145098e-7,0.02976163,0.0065586334,0.0021089497,0.00050889386,0.00046092182,0.89692307],"genre_scores_gemma":[0.12303774,0.0010564697,0.000015717518,0.18661365,0.003072653,0.0007420678,0.00021438788,0.00019458227,0.68505275],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99573576,0.00044386936,0.0005904092,0.00048937136,0.0004402928,0.0023002874],"domain_scores_gemma":[0.9968791,0.0007105089,0.0001807508,0.0008386876,0.00024652292,0.0011444176],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005943411,0.00031990142,0.00036745507,0.00026174754,0.0033611977,0.00006683267,0.00083519175,0.0002568348,0.00008154744],"category_scores_gemma":[0.00009278711,0.0002652104,0.00013017113,0.0015744441,0.000120991615,0.00021332731,0.00016883345,0.0008527708,0.02256358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000084524145,0.000005368298,0.0015164496,0.0001255414,0.000037184174,0.000045574674,0.0005918243,0.000015211681,0.000041193838,0.0071280655,0.9793867,0.011098444],"study_design_scores_gemma":[0.0002550093,0.000033147757,0.058425527,0.00038717288,0.000020009113,1.18792784e-7,0.006874317,0.00022919518,0.000006102355,0.0031014984,0.9304099,0.00025796445],"about_ca_topic_score_codex":0.20664945,"about_ca_topic_score_gemma":0.48040268,"teacher_disagreement_score":0.27375323,"about_ca_system_score_codex":0.0008438637,"about_ca_system_score_gemma":0.0018790031,"threshold_uncertainty_score":0.99998003},"labels":[],"label_agreement":null},{"id":"W4388707727","doi":"10.1136/leader-2023-000808","title":"What comes after strategy: Moving beyond statements and open letters – An analysis of three Toronto hospitals’ diversity, equity and inclusion (DEI) plans","year":2023,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; Women's College Hospital; University of Toronto","funders":"","keywords":"Timeline; Equity (law); Racism; Inclusion (mineral); Diversity (politics); Public relations; Sociology; Political science; History; Social science; Gender studies; Law","score_opus":0.1313430083735264,"score_gpt":0.5090702526028834,"score_spread":0.377727244229357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388707727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914533,0.0007478691,0.000034174478,0.004965401,0.0002962341,0.0014530943,0.00016196891,0.00006449846,0.0008234924],"genre_scores_gemma":[0.99558365,0.0006727436,0.00012440654,0.002884153,0.000052248837,0.00006470634,0.00014073697,0.000019130346,0.00045822308],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974836,0.00032246887,0.0005376548,0.0004361527,0.0005842418,0.0006358954],"domain_scores_gemma":[0.998771,0.00021800467,0.0002645363,0.00039240188,0.00009097049,0.0002630639],"candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0016813084,0.00019999273,0.00054970797,0.00015202446,0.0018166294,0.00009426444,0.00052561203,0.00015774858,0.00039418545],"category_scores_gemma":[0.000027982931,0.00018092895,0.000044152028,0.00038633068,0.00011641971,0.0025148734,0.031066727,0.00019085422,0.000014577457],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020777906,0.000045627563,0.9443538,0.0004963733,0.00027236438,0.000027647437,0.04470185,0.000097395736,0.00007422115,0.00019772763,0.0020033708,0.007521815],"study_design_scores_gemma":[0.00099132,0.00015878279,0.91223407,0.0004681026,0.0003185596,3.0461834e-7,0.08130112,0.0017680605,0.000004936708,0.0021752534,0.0003294183,0.00025007004],"about_ca_topic_score_codex":0.020410907,"about_ca_topic_score_gemma":0.1081338,"teacher_disagreement_score":0.08772289,"about_ca_system_score_codex":0.00023429343,"about_ca_system_score_gemma":0.00006767698,"threshold_uncertainty_score":0.99948287},"labels":[],"label_agreement":null},{"id":"W4388707752","doi":"10.1136/leader-2023-000822","title":"Institutional approach to anti-racism in health and healthcare","year":2023,"lang":"en","type":"article","venue":"BMJ Leader","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Racism; Institutional racism; Sociology; Political science; Medicine; Gender studies; Law","score_opus":0.1852658364787245,"score_gpt":0.5063135694713071,"score_spread":0.3210477329925826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388707752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7056627,0.002501477,0.00038365595,0.25297096,0.00147375,0.007557077,0.0000670145,0.0007915721,0.028591754],"genre_scores_gemma":[0.957137,0.00030498617,0.0030300813,0.032798536,0.00049154944,0.00069509516,0.00013449117,0.000039519346,0.0053687477],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99658144,0.00056408823,0.0008257328,0.00047718183,0.00037228857,0.0011792681],"domain_scores_gemma":[0.99859756,0.00020284284,0.00013952717,0.00031529632,0.00008455894,0.00066023046],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015232352,0.00018133693,0.00042137768,0.00034321603,0.00075769104,0.000008984737,0.00015733275,0.00022898841,0.00004417602],"category_scores_gemma":[0.00030430866,0.00017173222,0.000027826765,0.0012132447,0.00007258455,0.00011203543,0.0001715586,0.0006825393,0.0014452857],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020674674,0.00021202817,0.44472653,0.008903242,0.000019052935,0.000059821374,0.06990336,0.0013956915,0.000012978618,0.12949233,0.31924546,0.025822774],"study_design_scores_gemma":[0.0018524238,0.00019456021,0.46009463,0.00303726,0.0000026097289,0.000023501669,0.0514455,0.0019060842,0.0000016875161,0.001975926,0.47898278,0.00048305036],"about_ca_topic_score_codex":0.0023592047,"about_ca_topic_score_gemma":0.00062074355,"teacher_disagreement_score":0.25147426,"about_ca_system_score_codex":0.00038289643,"about_ca_system_score_gemma":0.0011346736,"threshold_uncertainty_score":0.9993322},"labels":[],"label_agreement":null},{"id":"W4388719745","doi":"10.1370/afm.22.s1.5494","title":"An Evaluation of Physician Retention Bonuses in Newfoundland and Labrador","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Context (archaeology); Incentive; Descriptive statistics; Family medicine; Workload; Medicine; Health care; Geography; Computer science; Political science","score_opus":0.1269091283927893,"score_gpt":0.4898922444316613,"score_spread":0.362983116038872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388719745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9874438,0.00008448823,0.0000071183135,0.00064365123,0.00019085761,0.0007093825,0.000005768458,0.0000933873,0.010821536],"genre_scores_gemma":[0.9984977,0.00006617544,0.00012582925,0.000400348,0.00007453469,0.00005826559,0.000048397178,0.000009664659,0.00071907626],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983878,0.0005523851,0.00033267873,0.00016365926,0.00030260865,0.00026085472],"domain_scores_gemma":[0.99933475,0.00014204308,0.000108849155,0.00017349941,0.00017701245,0.000063854066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017113123,0.00006465692,0.00014976833,0.00012408826,0.00013422179,0.000003452269,0.00005215863,0.00009044184,0.00019206567],"category_scores_gemma":[0.000091567286,0.000056887868,0.000011663174,0.00047441546,0.000025010853,0.00023527193,0.000027906577,0.00011921141,0.00009738387],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005765706,0.00005583796,0.940767,0.0002972499,0.0000053046824,9.498121e-7,0.0036043879,0.000112182235,0.0008235502,0.008614234,0.0024577393,0.043203924],"study_design_scores_gemma":[0.0009779427,0.00008848484,0.96909106,0.0003151997,0.000014708309,1.0029161e-7,0.00765835,0.015354365,0.000017405517,0.0051901448,0.0012241858,0.00006806939],"about_ca_topic_score_codex":0.008287904,"about_ca_topic_score_gemma":0.022761133,"teacher_disagreement_score":0.043135855,"about_ca_system_score_codex":0.00014656002,"about_ca_system_score_gemma":0.00011826935,"threshold_uncertainty_score":0.998316},"labels":[],"label_agreement":null},{"id":"W4388735927","doi":"10.1370/afm.22.s1.5220","title":"Re-thinking Integration of Foreign Immigrant Medical Doctors in Postgraduate Medical Education","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Health care; Accreditation; Interview; Medical education; Sociology; Medicine; Political science; Law","score_opus":0.05221956649051248,"score_gpt":0.46531719752984546,"score_spread":0.413097631039333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388735927","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91173124,0.00014923855,0.00026446558,0.03180712,0.0014572187,0.0009934005,0.0000041359913,0.0003143431,0.053278808],"genre_scores_gemma":[0.99216044,0.00044329034,0.0005290208,0.00408281,0.0002303017,0.00013108978,0.0001468098,0.00002271134,0.002253524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99574995,0.0006101052,0.0013025387,0.0002867074,0.0014288652,0.00062181527],"domain_scores_gemma":[0.99794286,0.0008923275,0.0002404303,0.00028887333,0.00023791137,0.0003976195],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003716297,0.00015470189,0.0003625757,0.00035694864,0.00023230264,0.000004568401,0.00036389494,0.0005188377,0.0044749402],"category_scores_gemma":[0.004411378,0.00011817973,0.00006112562,0.0010992495,0.000085120264,0.00012736308,0.00015276694,0.0008530239,0.0005175165],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023778527,0.0004379712,0.34161922,0.0010701626,0.000025132531,0.000051001087,0.031656552,0.000008764913,0.000065051354,0.36979568,0.1514212,0.10361148],"study_design_scores_gemma":[0.0057399427,0.0006857535,0.29804423,0.03446342,0.000056230805,0.00001687906,0.38704008,0.034781266,0.00054186035,0.1940227,0.04344887,0.0011587811],"about_ca_topic_score_codex":0.016917551,"about_ca_topic_score_gemma":0.027271328,"teacher_disagreement_score":0.35538352,"about_ca_system_score_codex":0.00025332347,"about_ca_system_score_gemma":0.0024087287,"threshold_uncertainty_score":0.9964351},"labels":[],"label_agreement":null},{"id":"W4388744801","doi":"10.1213/ane.0000000000006774","title":"Supply Demand Ratio: The Canadian Anesthesia Workforce","year":2023,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Workforce planning; Attrition; Demographics; Health care; Nursing; Family medicine; Demography; Economic growth","score_opus":0.04262660650625795,"score_gpt":0.3693334564792529,"score_spread":0.326706849972995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388744801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8038189,0.0013465111,0.000023003127,0.17387244,0.00023885055,0.0025544844,0.000005429307,0.0009583435,0.017182061],"genre_scores_gemma":[0.94995064,0.00044511486,0.000113185706,0.023288246,0.00059511256,0.00042094282,0.0001447123,0.00011128928,0.024930773],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943013,0.0011594656,0.0009018799,0.0006217804,0.00071414514,0.0023013856],"domain_scores_gemma":[0.99649906,0.00087840675,0.0002993176,0.0011324978,0.00028781182,0.00090291514],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022268246,0.0004591504,0.00055136665,0.0003751928,0.004721834,0.00009406106,0.000945562,0.0005496307,0.0011689943],"category_scores_gemma":[0.00012753821,0.00034038897,0.00017459547,0.0023010687,0.00024564064,0.000228898,0.000050212187,0.0009993295,0.010425071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008169753,0.00002494565,0.3969086,0.0001382052,0.00004540691,0.0019014806,0.0054184524,0.00029024898,0.0000132159375,0.057666086,0.53501624,0.002495411],"study_design_scores_gemma":[0.00035906537,0.00006695084,0.3469166,0.00029668966,0.000047545716,0.00019258237,0.0029916638,0.00083513977,0.000011055139,0.0015964456,0.64632964,0.00035660405],"about_ca_topic_score_codex":0.13737091,"about_ca_topic_score_gemma":0.2878484,"teacher_disagreement_score":0.1505842,"about_ca_system_score_codex":0.0005578618,"about_ca_system_score_gemma":0.001659887,"threshold_uncertainty_score":0.9999048},"labels":[],"label_agreement":null},{"id":"W4388790945","doi":"10.22605/rrh8294","title":"Exploring the ideas of young healthcare professionals from selected countries regarding rural proofing","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Island Health","funders":"Universiteit Stellenbosch; Government of Canada; World Health Organization","keywords":"Focus group; Thematic analysis; Health care; Context (archaeology); Qualitative research; Rural area; Nursing; Public relations; Rural health; Medicine; Medical education; Political science; Psychology; Sociology; Geography; Social science","score_opus":0.08031583708364769,"score_gpt":0.40786473116888716,"score_spread":0.32754889408523946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388790945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92768425,0.0050143297,0.000020544205,0.06223168,0.0021575692,0.0020714912,0.0001024821,0.00045159724,0.00026604935],"genre_scores_gemma":[0.98370206,0.0101615,0.00041415053,0.0030045004,0.00080243306,0.000076956516,0.00016563678,0.000057547488,0.0016152109],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99478936,0.0013703068,0.0013390566,0.00035986045,0.00066438806,0.0014770405],"domain_scores_gemma":[0.9966857,0.0012844465,0.0007207859,0.0004351193,0.00044885403,0.00042511147],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019501601,0.00031062122,0.00076503697,0.00016533896,0.0032087453,0.000019053701,0.00027352132,0.00019061843,0.00004319804],"category_scores_gemma":[0.0003569497,0.00019815739,0.00007468668,0.0012550636,0.00014151132,0.00029703,0.0002880698,0.0010495251,0.00009878894],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020629812,0.00012892982,0.40046662,0.021216363,0.00033308062,0.00004560772,0.21422783,0.00006330504,0.0006615267,0.024245797,0.09375914,0.24278882],"study_design_scores_gemma":[0.0026305302,0.00053244096,0.7280779,0.03386595,0.000051932675,0.000023995659,0.18745066,0.0028465923,0.00016715976,0.010249834,0.03329011,0.00081286643],"about_ca_topic_score_codex":0.03326158,"about_ca_topic_score_gemma":0.003073918,"teacher_disagreement_score":0.3276113,"about_ca_system_score_codex":0.00035498143,"about_ca_system_score_gemma":0.0011207096,"threshold_uncertainty_score":0.99808896},"labels":[],"label_agreement":null},{"id":"W4388828895","doi":"10.1080/13567888.2023.2286159","title":"Canada’s bid to attract technology talent","year":2023,"lang":"en","type":"article","venue":"Strategic Comments","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Workforce; Immigration; Government (linguistics); Business; Workforce development; Economic growth; Marketing; Political science; Economics","score_opus":0.10702078252013157,"score_gpt":0.4579942552250685,"score_spread":0.3509734727049369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388828895","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81823736,0.00008196926,0.0000032958724,0.08066934,0.0018992446,0.0011818695,0.00012071861,0.00047981233,0.097326405],"genre_scores_gemma":[0.9801179,0.000043871147,0.00007448495,0.008775339,0.00013869123,0.00020316511,0.00006500863,0.000025839672,0.010555701],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99762774,0.00014225504,0.00047616486,0.00031020428,0.00034127603,0.001102353],"domain_scores_gemma":[0.9988101,0.00015832153,0.00011499016,0.00047202627,0.00010239037,0.00034216035],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000308931,0.00017684266,0.00025819632,0.00019655439,0.0006798842,0.000007353891,0.00038166525,0.00017942162,0.0009252881],"category_scores_gemma":[0.00005268005,0.00016670302,0.000024754232,0.0010636317,0.00002626755,0.00003516075,0.00025614104,0.00051690335,0.0028970353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032243148,0.000041066247,0.054326776,0.00014627048,0.000024740848,0.00009681365,0.0003680193,0.000036677924,0.000094276074,0.012953096,0.9296704,0.0022096538],"study_design_scores_gemma":[0.00054501893,0.0001311366,0.020798786,0.00035973903,0.000007693631,0.0000017980939,0.011173765,0.000054716485,0.000029931045,0.0044916323,0.96218044,0.00022537635],"about_ca_topic_score_codex":0.4741645,"about_ca_topic_score_gemma":0.7057251,"teacher_disagreement_score":0.23156057,"about_ca_system_score_codex":0.00069758866,"about_ca_system_score_gemma":0.0017656522,"threshold_uncertainty_score":0.999988},"labels":[],"label_agreement":null},{"id":"W4388841052","doi":"10.5430/jnep.v14n3p13","title":"Evaluation of a workshop introducing nursing to school leavers","year":2023,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nursing; Psychology; Medical education; Medicine","score_opus":0.26043056673818527,"score_gpt":0.6118431760024758,"score_spread":0.3514126092642906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388841052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7482464,0.0026791522,0.00059481437,0.17737903,0.011084513,0.0009174208,0.0000016479362,0.00004296697,0.059054065],"genre_scores_gemma":[0.98389155,0.00042425268,0.01059532,0.0018621861,0.0018060668,0.0000135113,0.000004017424,0.00002210878,0.0013810148],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9962329,0.0018472484,0.0007137103,0.00013797561,0.0008025542,0.00026560004],"domain_scores_gemma":[0.99345326,0.0020321484,0.001028903,0.00017312696,0.0030205492,0.0002920316],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.010668693,0.00008794684,0.0002118522,0.00043499636,0.00052945846,0.000018889341,0.000097223834,0.0001032996,0.00018201831],"category_scores_gemma":[0.025684843,0.000084081476,0.000033158823,0.0008902446,0.000037649992,0.000632706,0.000015691168,0.0005369446,0.00006941045],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004693541,0.00041905226,0.0007053532,0.00008158849,0.000032739896,7.2374485e-7,0.082029305,0.00081744476,0.0005338099,0.0005403117,0.29021615,0.62415415],"study_design_scores_gemma":[0.0015781999,0.00039825888,0.029735368,0.02385523,0.0010437015,0.00030573452,0.7718384,0.0012869042,0.00008608091,0.0064111794,0.1632138,0.0002471],"about_ca_topic_score_codex":0.000040418574,"about_ca_topic_score_gemma":0.000004267241,"teacher_disagreement_score":0.68980914,"about_ca_system_score_codex":0.0011135761,"about_ca_system_score_gemma":0.0028038644,"threshold_uncertainty_score":0.98252225},"labels":[],"label_agreement":null},{"id":"W4388979039","doi":"10.56397/sssh.2023.11.01","title":"Accessibility of Gynecological Healthcare Services in Canada Under Immigration Policies","year":2023,"lang":"en","type":"article","venue":"Studies in Social Science & Humanities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Immigration; Health care; Government (linguistics); Stigma (botany); Business; Economic growth; Political science; Population; Language barrier; Public relations; Nursing; Medicine; Environmental health; Economics","score_opus":0.214311366667544,"score_gpt":0.5258724596889779,"score_spread":0.31156109302143387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388979039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98531854,0.00061719917,1.11467614e-7,0.0025843543,0.0009841485,0.0005311402,0.00002720847,0.00005406148,0.00988325],"genre_scores_gemma":[0.9973595,0.00051275996,0.000007899777,0.0015101699,0.00016100169,0.0001397431,0.0000053028907,0.0000061905384,0.0002974093],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968584,0.0004084414,0.00078359153,0.00032805098,0.0006471341,0.00097437087],"domain_scores_gemma":[0.99840134,0.0007165913,0.0002731895,0.00015003946,0.00040653208,0.000052318926],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017669594,0.00014265199,0.00045392773,0.00022396838,0.0021350023,0.000010316952,0.00046698164,0.00008793508,0.000054853703],"category_scores_gemma":[0.0002545041,0.00012224476,0.000025662895,0.0019126015,0.0013097798,0.00028831363,0.00049889815,0.000346783,0.000008704512],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018861945,0.000018488181,0.7984721,0.00079390453,0.0000043271903,0.0000044657063,0.15679416,0.000020219646,0.000011660809,0.04255914,0.0008456035,0.00045705857],"study_design_scores_gemma":[0.00010077751,0.000019711017,0.5181797,0.00015869935,0.0000011864958,3.321276e-8,0.47245044,0.000013622217,0.000004070356,0.00868824,0.0003241769,0.000059332888],"about_ca_topic_score_codex":0.91739833,"about_ca_topic_score_gemma":0.99743426,"teacher_disagreement_score":0.31565627,"about_ca_system_score_codex":0.0041214745,"about_ca_system_score_gemma":0.0026408734,"threshold_uncertainty_score":0.9997015},"labels":[],"label_agreement":null},{"id":"W4389102324","doi":"10.12927/hcq.2023.27223","title":"The Importance of Race and Ethnicity Data on Cardiovascular Health Research","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Ethnic group; Race (biology); Race and health; Health equity; Data collection; Medicine; Best practice; Gerontology; Political science; Public health; Nursing; Sociology; Gender studies","score_opus":0.30037239456384485,"score_gpt":0.5444384106790732,"score_spread":0.24406601611522832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389102324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65772843,0.048437707,0.000034662873,0.28211462,0.002023415,0.006218006,0.0006091214,0.00057480275,0.002259257],"genre_scores_gemma":[0.9800965,0.013334755,0.0001857717,0.0035569381,0.00065121887,0.00030018872,0.00021212029,0.00008135675,0.0015811246],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.988329,0.00603083,0.0013022092,0.0008689233,0.0014741964,0.0019948347],"domain_scores_gemma":[0.9908354,0.004095337,0.0003870687,0.0034689605,0.0006080093,0.0006052221],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.021209935,0.00022436239,0.0007401308,0.0001946607,0.0034800365,0.000018867397,0.0009650664,0.00027727915,0.000020556588],"category_scores_gemma":[0.00072819676,0.00016542303,0.00008761345,0.0014956392,0.00033401852,0.0001407566,0.00031274842,0.0019366207,0.00035805604],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049243495,0.000077859106,0.08000944,0.0052707396,0.00016243786,0.00004593349,0.032941576,0.000008417881,0.0000047596104,0.036120724,0.41667926,0.42818642],"study_design_scores_gemma":[0.0011381857,0.002657447,0.1762929,0.0021580919,0.000013763315,0.0000063382963,0.07604897,0.00053305156,0.000001964261,0.005842811,0.7350215,0.00028500851],"about_ca_topic_score_codex":0.012141939,"about_ca_topic_score_gemma":0.015709322,"teacher_disagreement_score":0.42790142,"about_ca_system_score_codex":0.00037011984,"about_ca_system_score_gemma":0.001762334,"threshold_uncertainty_score":0.9978173},"labels":[],"label_agreement":null},{"id":"W4389102326","doi":"10.12927/hcq.2023.27216","title":"Inspiring Leadership: How a Community Hospital Is Tackling Healthcare’s Most Difficult Problems","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Workplace Health, Safety and Compensation Commission; HalTech","funders":"","keywords":"Health care; Health administration; Best practice; Nursing; Public relations; Community hospital; Medicine; Management; Medical education; Psychology; Political science; Public health","score_opus":0.12541783839522827,"score_gpt":0.40204734253978563,"score_spread":0.27662950414455734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389102326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6590277,0.0018199409,0.00006001891,0.32803252,0.0031808661,0.004233532,0.00026568287,0.0026996986,0.00068002037],"genre_scores_gemma":[0.9741748,0.00035735028,0.0002910382,0.018187659,0.0011182991,0.0010784736,0.00048910367,0.00021480715,0.0040884465],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98813117,0.0038586352,0.0017505309,0.0010204902,0.0011514047,0.004087798],"domain_scores_gemma":[0.99336576,0.0012432553,0.0008878016,0.0017938331,0.0012196976,0.0014896613],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027545488,0.00078960205,0.0011761227,0.00050776196,0.0058762715,0.00011250105,0.0010085887,0.0010745386,0.00012035797],"category_scores_gemma":[0.00033008383,0.00078665005,0.0002110765,0.0031216044,0.0002237387,0.00058047916,0.00021676572,0.0053501097,0.0025715725],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018888175,0.0006397994,0.15348572,0.023684444,0.00011745501,0.00011932385,0.5152235,0.000019083007,0.00009140343,0.004604687,0.17755629,0.12426942],"study_design_scores_gemma":[0.0036483835,0.008433125,0.11585648,0.011449163,0.00005151449,0.000021011994,0.67591965,0.0008744513,0.000023743049,0.0031594099,0.17855464,0.0020084013],"about_ca_topic_score_codex":0.036908083,"about_ca_topic_score_gemma":0.029142696,"teacher_disagreement_score":0.31514713,"about_ca_system_score_codex":0.0013068365,"about_ca_system_score_gemma":0.0015243905,"threshold_uncertainty_score":0.99945843},"labels":[],"label_agreement":null},{"id":"W4389102335","doi":"10.12927/hcq.2023.27224","title":"From the Editors","year":2023,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"PricewaterhouseCoopers (Canada); CARE Canada","funders":"","keywords":"General partnership; Equity (law); Best practice; Theme (computing); Health care; Column (typography); Public relations; Political science; Sociology; Engineering; Law; Computer science","score_opus":0.055505441116346504,"score_gpt":0.4396591680903941,"score_spread":0.3841537269740476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389102335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49273708,0.00083033164,0.00003692541,0.4575976,0.03720916,0.0024608306,0.00038572296,0.0022832574,0.0064590704],"genre_scores_gemma":[0.91901517,0.000105585306,0.00015146444,0.017764362,0.05624567,0.00059262244,0.00036206437,0.00008924407,0.0056738225],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99566483,0.0012187501,0.000779309,0.00044387256,0.00053819484,0.0013550293],"domain_scores_gemma":[0.9960377,0.002240877,0.00023066108,0.00087136927,0.00022394872,0.00039539926],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009830815,0.00022135185,0.00032564186,0.000073056166,0.0018407663,0.000017755561,0.0004830464,0.00034572414,0.00075969886],"category_scores_gemma":[0.00011766725,0.00015364209,0.00008712837,0.0008929823,0.00007648348,0.000117749216,0.000054770313,0.0010418728,0.01837916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003296095,0.000008922179,0.021445926,0.0001104204,0.000009839784,0.00001442845,0.031160433,6.10965e-7,0.000005457543,0.0016808667,0.92313534,0.022394791],"study_design_scores_gemma":[0.00035841347,0.0002482329,0.06660663,0.00043280693,0.000007549053,6.2381247e-7,0.07416494,0.00006738079,9.313779e-7,0.0074811615,0.8504749,0.0001564493],"about_ca_topic_score_codex":0.030484669,"about_ca_topic_score_gemma":0.0038013498,"teacher_disagreement_score":0.43983325,"about_ca_system_score_codex":0.00024627493,"about_ca_system_score_gemma":0.0006138349,"threshold_uncertainty_score":0.99945873},"labels":[],"label_agreement":null},{"id":"W4389201656","doi":"10.1186/s12913-023-10317-w","title":"Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; Medizinischen Hochschule Hannover","keywords":"Medicine; Public health; Health administration; Guideline; Pneumonia; Family medicine; Nursing; Internal medicine","score_opus":0.10028626257861267,"score_gpt":0.5496430747681796,"score_spread":0.44935681218956697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389201656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9570073,0.008668054,0.0000014779203,0.022017468,0.00047131995,0.0024733313,0.000028579516,0.00012852823,0.009203962],"genre_scores_gemma":[0.98317266,0.010250941,0.00022298539,0.002835766,0.00065414654,0.0005091557,0.00015124383,0.00005565326,0.0021474564],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9873652,0.0073748394,0.0012550949,0.00038514746,0.001891315,0.0017284192],"domain_scores_gemma":[0.9871867,0.010051732,0.00079170824,0.0006903406,0.0005600167,0.00071955146],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.023308197,0.00018485186,0.00048807857,0.00059247285,0.0015645431,0.000021914628,0.00072328706,0.000408895,0.00051940046],"category_scores_gemma":[0.00070020335,0.00013567459,0.000040742078,0.002935495,0.00039112847,0.00036740824,0.0007579707,0.002199975,0.000538647],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093293464,0.00037915612,0.7631048,0.03521875,0.000038773476,0.000028001865,0.11606998,0.0000148394065,0.000043127868,0.021800531,0.047243983,0.015125122],"study_design_scores_gemma":[0.0016159109,0.00026951285,0.55450076,0.004532032,0.000005063324,0.000008683998,0.28012428,0.0026331989,0.000006832462,0.0024616881,0.1536731,0.0001689721],"about_ca_topic_score_codex":0.011411279,"about_ca_topic_score_gemma":0.038300477,"teacher_disagreement_score":0.20860408,"about_ca_system_score_codex":0.00045658147,"about_ca_system_score_gemma":0.0050668614,"threshold_uncertainty_score":0.9997353},"labels":[],"label_agreement":null},{"id":"W4389223133","doi":"10.1080/13561820.2023.2280586","title":"Optimizing rural healthcare through improved team function: a case study of the Rural Surgical Obstetrical Networks programme","year":2023,"lang":"en","type":"article","venue":"Journal of Interprofessional Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Health care; Function (biology); Medicine; Nursing; Medical education; Political science","score_opus":0.05329212961149953,"score_gpt":0.43125302266110704,"score_spread":0.3779608930496075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389223133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97955126,0.0044249026,0.00003568392,0.0023730863,0.011090355,0.0020664653,0.000021885016,0.00010367804,0.00033270626],"genre_scores_gemma":[0.9966346,0.00009704998,0.0002674905,0.00060185674,0.0015289718,0.00011788513,0.000016069944,0.000060611997,0.000675447],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99261576,0.002172207,0.002554159,0.00028615107,0.001189598,0.0011821024],"domain_scores_gemma":[0.9934524,0.0017364537,0.0018721983,0.00055056834,0.0019320048,0.0004563657],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009889748,0.0004002658,0.0009972745,0.00023479677,0.0015731951,0.000023187571,0.00069578644,0.0005246198,0.00015595763],"category_scores_gemma":[0.00042688017,0.00023563813,0.0005059162,0.0017523873,0.00014106047,0.00032496254,0.0007907507,0.0035104095,0.000018377425],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0150105655,0.0019310968,0.6472066,0.0024699117,0.00072942587,0.006675559,0.2557583,0.0030591472,0.00006164344,0.0007608481,0.035283264,0.031053623],"study_design_scores_gemma":[0.004326139,0.0028395646,0.0055942656,0.005492074,0.00012401615,0.0014741101,0.97600913,0.0011857674,0.0000033223023,0.00010819182,0.0025909396,0.00025250463],"about_ca_topic_score_codex":0.0019770733,"about_ca_topic_score_gemma":0.001055468,"teacher_disagreement_score":0.7202508,"about_ca_system_score_codex":0.0008750893,"about_ca_system_score_gemma":0.001219296,"threshold_uncertainty_score":0.9997266},"labels":[],"label_agreement":null},{"id":"W4389342131","doi":"10.54938/ijemdbmcr.2023.01.2.251","title":"Push and Pull Factors of Emigration among Physicians in Nigeria","year":2023,"lang":"en","type":"article","venue":"International Journal of Emerging Multidiciplinaries Biomedical and Clinical Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Remuneration; Snowball sampling; Emigration; Spouse; Medicine; Cross-sectional study; Family medicine; Business; Geography; Political science; Finance","score_opus":0.18612245438175098,"score_gpt":0.5983068999767125,"score_spread":0.4121844455949615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389342131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99107826,0.0002989843,0.00006421706,0.007034559,0.0011442985,0.00021214556,0.000019306079,0.000015126017,0.00013308792],"genre_scores_gemma":[0.99460906,0.004281935,0.00012822388,0.00007426276,0.0005765006,0.0000050082667,0.000021974252,0.000012333404,0.00029069363],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953262,0.00082503236,0.001796805,0.00022495243,0.0013323588,0.0004946542],"domain_scores_gemma":[0.99227446,0.005756189,0.0005366114,0.000108130625,0.0010171937,0.00030742577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006611287,0.00011222095,0.00045590696,0.00063938054,0.00024790125,0.000017133494,0.00034682458,0.0002718101,0.00009820378],"category_scores_gemma":[0.007322749,0.00008519148,0.00008825543,0.0006519457,0.0011247684,0.00017804102,0.0004197423,0.0014368531,0.000009503314],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041711784,0.00019307161,0.970196,0.00009199904,0.000069780646,0.000062200976,0.007274881,0.00000649021,0.00020166539,0.0003573347,0.0025221414,0.018607287],"study_design_scores_gemma":[0.0016294802,0.0005700234,0.9508679,0.0021291128,0.000008975765,0.0000021767776,0.033731546,0.0019905313,0.000024666324,0.0024001573,0.006557105,0.00008831262],"about_ca_topic_score_codex":0.00073398085,"about_ca_topic_score_gemma":0.0008934512,"teacher_disagreement_score":0.026456665,"about_ca_system_score_codex":0.00010119561,"about_ca_system_score_gemma":0.00026570333,"threshold_uncertainty_score":0.8766543},"labels":[],"label_agreement":null},{"id":"W4389373262","doi":"10.1136/medhum-2023-012801","title":"Redefining global cardiac surgery through an intersectionality lens","year":2023,"lang":"en","type":"article","venue":"Medical Humanities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Toronto","funders":"","keywords":"Intersectionality; Psychological intervention; Socioeconomic status; Ethnic group; Disadvantaged; Medicine; Global health; Health equity; Sociology; Gender studies; Nursing; Political science; Public health; Population; Environmental health","score_opus":0.23131891238389596,"score_gpt":0.47268681212199215,"score_spread":0.2413678997380962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389373262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7559888,0.00053651625,0.00004591135,0.0042882524,0.008728106,0.00040361597,0.00020708959,0.0016220195,0.2281797],"genre_scores_gemma":[0.97744244,0.0011431356,0.00011339747,0.01066158,0.0038512333,0.00027206776,0.0006172121,0.000051330793,0.005847602],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99557465,0.0011502529,0.0007955497,0.00038110747,0.0010741126,0.0010243014],"domain_scores_gemma":[0.9974594,0.0015876524,0.00015622655,0.00036993713,0.00017055843,0.00025621432],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0024554094,0.00020701397,0.00053407834,0.000067115245,0.0014865266,0.00001909716,0.00026443054,0.00036497787,0.005822724],"category_scores_gemma":[0.0013500314,0.00019028204,0.00015164906,0.00043394347,0.00036195942,0.00040035744,0.00024216594,0.0007297217,0.0021659916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008219595,0.00006781463,0.21387973,0.0005848535,0.0000672418,0.00009098488,0.014822339,0.0000021632734,8.284415e-7,0.18880802,0.5769728,0.004621055],"study_design_scores_gemma":[0.00019884204,0.000074613316,0.04660335,0.0010313101,0.000020367543,0.0000042702086,0.05116312,0.000047066264,0.0000016812601,0.020281881,0.8803008,0.0002726683],"about_ca_topic_score_codex":0.005006687,"about_ca_topic_score_gemma":0.0024340875,"teacher_disagreement_score":0.30332807,"about_ca_system_score_codex":0.00046010304,"about_ca_system_score_gemma":0.00068454654,"threshold_uncertainty_score":0.9998134},"labels":[],"label_agreement":null},{"id":"W4389389501","doi":"10.1017/psj.2023.91","title":"Meet the 2023 Lee Ann Fujii Diversity Fellowship Program Travel Grant Recipients","year":2023,"lang":"en","type":"article","venue":"Political Science Today","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto; American Political Science Association","keywords":"Content (measure theory); Action (physics); Diversity (politics); Advertising; Computer science; Business; Mathematics; Political science; Physics; Law","score_opus":0.12838962845584304,"score_gpt":0.4675711718850472,"score_spread":0.33918154342920415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389389501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8384108,0.000030816445,0.000013884674,0.03420825,0.002597088,0.0019319879,0.000074927666,0.00055951625,0.12217273],"genre_scores_gemma":[0.98804754,0.000012776285,0.00016186775,0.0033973965,0.00038153538,0.00015657449,0.000009100011,0.000014998953,0.007818197],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9928137,0.0005057351,0.0005123918,0.0006451068,0.0014442976,0.004078791],"domain_scores_gemma":[0.99649996,0.0010209589,0.00010606579,0.0006498599,0.000295071,0.0014280647],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004659181,0.00022050097,0.00029682912,0.00016047874,0.0065794354,0.000052080235,0.0014175508,0.00018857497,0.0004995673],"category_scores_gemma":[0.0017966123,0.00014230506,0.00009771489,0.00285671,0.0018014604,0.00027531263,0.0015698482,0.0006628341,0.0043937997],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005706979,0.0002121691,0.24949278,0.00012375542,0.0000110223555,0.000035340647,0.0058222134,0.000006233956,0.0001262302,0.6756903,0.06431399,0.0041089198],"study_design_scores_gemma":[0.00060441234,0.00022843207,0.91946036,0.0003079074,0.000029517745,0.000003264638,0.011360038,0.0010852094,0.000087903325,0.039080758,0.027392978,0.00035922872],"about_ca_topic_score_codex":0.00486158,"about_ca_topic_score_gemma":0.00069822196,"teacher_disagreement_score":0.6699676,"about_ca_system_score_codex":0.00071545073,"about_ca_system_score_gemma":0.0006052033,"threshold_uncertainty_score":0.9963814},"labels":[],"label_agreement":null},{"id":"W4389430606","doi":"10.22374/cjmrp.v22i2.12","title":"Connecting Canadian and Australian Midwifery Students Through a Global Peer-to-Peer Program / Établissement de relations entre des étudiantes canadiennes et australiennes en pratique sagefemme grâce à un programme de pair à pair mondial","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Midwifery Research and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Toronto Metropolitan University; University of British Columbia","funders":"Flinders University; McMaster University","keywords":"Obstetrics; Likert scale; Scope (computer science); Medical education; Psychology; Medicine; Pedagogy","score_opus":0.1801657352567453,"score_gpt":0.5255150900159082,"score_spread":0.34534935475916295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389430606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7878822,0.0005275956,0.000014599265,0.20722477,0.0002971676,0.00190915,0.0002596722,0.0000630142,0.0018218308],"genre_scores_gemma":[0.9846002,0.000395123,0.007055918,0.0018896364,0.00045796117,0.0002475071,0.000060232574,0.000060131926,0.0052333083],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9887047,0.004569819,0.0009847877,0.0005164851,0.0011057687,0.004118448],"domain_scores_gemma":[0.9839119,0.004971449,0.0003911244,0.0003084343,0.0030103656,0.0074067293],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.019277444,0.00037797628,0.00050190464,0.0008010059,0.003697055,0.0007035807,0.0007038944,0.0004938663,0.00024108417],"category_scores_gemma":[0.03475412,0.00037170728,0.00008097928,0.0023953926,0.00032020232,0.001619469,0.00018661623,0.0024633075,0.000046367593],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00035573883,0.00012326708,0.7794193,0.00034494858,0.00027932136,0.0027795818,0.062292125,0.00011381191,0.000016357853,0.002497729,0.14644358,0.0053342683],"study_design_scores_gemma":[0.0010234731,0.0012601686,0.24166909,0.0012915457,0.000086855005,0.00091665454,0.18125702,0.000051954114,0.000012471011,0.0034385996,0.56861997,0.0003721987],"about_ca_topic_score_codex":0.8606568,"about_ca_topic_score_gemma":0.98852885,"teacher_disagreement_score":0.5377502,"about_ca_system_score_codex":0.004388163,"about_ca_system_score_gemma":0.018269293,"threshold_uncertainty_score":0.99987346},"labels":[],"label_agreement":null},{"id":"W4389486228","doi":"10.1186/s12889-023-17266-3","title":"Access to healthcare services and confidence in healthcare professionals’ management of malaria: the views of Francophone sub-Saharan African Immigrants living in western Canada","year":2023,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Medicine; Health care; Family medicine; Immigration; Biostatistics; Public health; Nursing; Geography","score_opus":0.08653813917317808,"score_gpt":0.42551584048467544,"score_spread":0.33897770131149735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389486228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8265033,0.00467243,0.000015881273,0.16221541,0.0009222117,0.0053445543,0.00017375381,0.00005980613,0.00009268821],"genre_scores_gemma":[0.9819347,0.0035563638,0.00013967777,0.013099266,0.000078665995,0.0008949202,0.00004112349,0.00004713415,0.00020813805],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99012655,0.0034314147,0.002665372,0.0007302479,0.0010409524,0.0020054716],"domain_scores_gemma":[0.99539405,0.001462348,0.00109728,0.0008475917,0.00034954184,0.0008491664],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0073557277,0.00035186743,0.0011859417,0.00058675674,0.0005632176,0.00002284097,0.0010420899,0.00022986649,0.000039475006],"category_scores_gemma":[0.00017135183,0.00028276423,0.000046462024,0.0043564728,0.00007602324,0.00030780802,0.0008938037,0.00091663137,0.000016734402],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008380647,0.00008843783,0.95255953,0.023133587,0.000011707489,0.000012869649,0.015379609,0.000021417058,0.0000021895523,0.0008690737,0.003051186,0.0047865957],"study_design_scores_gemma":[0.0006281208,0.0001005645,0.9359451,0.012635023,0.0000021868552,0.0000013449101,0.044627678,0.00012281639,0.0000022132665,0.00011004466,0.005644775,0.00018014874],"about_ca_topic_score_codex":0.9277726,"about_ca_topic_score_gemma":0.99297917,"teacher_disagreement_score":0.15543145,"about_ca_system_score_codex":0.001056479,"about_ca_system_score_gemma":0.006755658,"threshold_uncertainty_score":0.99996245},"labels":[],"label_agreement":null},{"id":"W4389570673","doi":"10.1503/cmaj.230561-f","title":"Crise de l’accès aux soins primaires au Canada: l’échelonnement de la résidence sur 3 ans serait-il une solution?","year":2023,"lang":"fr","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.025898261745556074,"score_gpt":0.36359365467814686,"score_spread":0.33769539293259077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389570673","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2439444,0.0021772194,0.00018988663,0.7352775,0.0074548796,0.00049820147,0.00053726434,0.0000973671,0.009823288],"genre_scores_gemma":[0.87139666,0.005614274,0.0005236827,0.07687955,0.010738305,0.000082998944,0.0000984252,0.0001174491,0.03454866],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872903,0.0039261165,0.0015030189,0.0004006198,0.0027401568,0.0041397493],"domain_scores_gemma":[0.98639387,0.0032303573,0.0007606808,0.00027337155,0.001065134,0.008276564],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.011931302,0.00037438073,0.0005871576,0.00031630803,0.003635403,0.00012378365,0.00072560954,0.0018099472,0.0070113703],"category_scores_gemma":[0.015758548,0.0004208778,0.0001631344,0.0014257625,0.00022005536,0.0002976,0.00011691651,0.004733505,0.00064815214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010853116,0.00004242455,0.22148901,0.00019854683,0.00010209512,0.0017573828,0.005008768,0.00016950547,0.000002424766,0.0025678987,0.75544035,0.013210738],"study_design_scores_gemma":[0.00089187204,0.000048348928,0.3174038,0.0015453552,0.00006296887,0.0001793333,0.007400723,0.0034438835,0.0000024401147,0.0013155857,0.66742975,0.0002759662],"about_ca_topic_score_codex":0.99239695,"about_ca_topic_score_gemma":0.9994405,"teacher_disagreement_score":0.6583979,"about_ca_system_score_codex":0.056398503,"about_ca_system_score_gemma":0.34533736,"threshold_uncertainty_score":0.9998243},"labels":[],"label_agreement":null},{"id":"W4389620811","doi":"10.12927/hcpol.2023.27234","title":"Distribution and Migration of Recent Healthcare Graduates in Canada","year":2023,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Jurisdiction; Workforce; Health human resources; Health care; Distribution (mathematics); Registered nurse; Demographic economics; Medicine; Geography; Political science; Nursing; Economics","score_opus":0.08519184493888773,"score_gpt":0.4532244467797625,"score_spread":0.3680326018408747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389620811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7452539,0.0008721651,0.0000020792581,0.2517516,0.00036575238,0.00095922075,0.0004958092,0.00008682721,0.0002126174],"genre_scores_gemma":[0.9831312,0.011215957,0.00003275876,0.0043148454,0.00023465608,0.00016125856,0.000700765,0.000025081523,0.0001835053],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963285,0.0007933429,0.0010463366,0.00033719433,0.0003870371,0.0011076139],"domain_scores_gemma":[0.9981359,0.00042555353,0.00033537223,0.00031498028,0.0003530377,0.00043512054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006409398,0.00018757193,0.00043981298,0.0002359257,0.0004014287,0.0000034412783,0.00012095566,0.00019284147,0.000034300716],"category_scores_gemma":[0.0004913821,0.00018686113,0.000023146778,0.0019059167,0.00004370378,0.00007795993,0.00009971972,0.0005369287,0.000033924163],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008147097,0.000015089252,0.91791743,0.0025975187,0.000004554178,0.0000100648485,0.0035078705,0.000012273055,0.000008911147,0.02116998,0.02498846,0.029686403],"study_design_scores_gemma":[0.00059659715,0.00012134097,0.87513,0.0010016377,0.000003321691,0.0000025995062,0.0100478465,0.00036362716,0.00003105445,0.0042152973,0.10830483,0.00018184769],"about_ca_topic_score_codex":0.9973726,"about_ca_topic_score_gemma":0.99795294,"teacher_disagreement_score":0.24743675,"about_ca_system_score_codex":0.003295559,"about_ca_system_score_gemma":0.00835927,"threshold_uncertainty_score":0.9972624},"labels":[],"label_agreement":null},{"id":"W4389643088","doi":"","title":"Research Productivity at King Saud bin Abdul Aziz University for Health Sciences, Kingdom of Saudi Arabia: A Bibliometric Appraisal","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Productivity; Bin; Library science; Medicine; Management; Engineering; Economics; Economic growth; Computer science","score_opus":0.6359646842749743,"score_gpt":0.7100938167227157,"score_spread":0.07412913244774133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389643088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9709301,0.009823282,0.0002696033,0.0044584107,0.0022107437,0.003712749,0.00024180608,0.00006490145,0.008288407],"genre_scores_gemma":[0.9864762,0.009735739,0.0014738209,0.00018997482,0.0005248884,0.000058608413,0.00001242353,0.000063868036,0.0014645191],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897881,0.002973527,0.0016709084,0.0011627901,0.002356207,0.0020484366],"domain_scores_gemma":[0.9857152,0.005108531,0.0044484544,0.0016016001,0.0022863836,0.0008398227],"candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","sts","open_science","insufficient_payload"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.02733654,0.00040614218,0.0016108244,0.020460237,0.011008891,0.0005607404,0.007103853,0.00033944938,0.0019273987],"category_scores_gemma":[0.009217023,0.00038239127,0.0002537046,0.027036157,0.0014257071,0.0035533889,0.005080499,0.0016121514,0.000035563222],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092266593,0.00035902593,0.8578156,0.001832047,0.000079631915,0.000012390044,0.00056859315,0.000064109816,0.0025288926,0.0009383906,0.12239718,0.012481449],"study_design_scores_gemma":[0.0014301211,0.00011415973,0.8756618,0.0035403136,0.000033297154,0.0000052085866,0.00070861453,0.00009610526,0.0010013527,0.0021934174,0.114859305,0.0003563476],"about_ca_topic_score_codex":0.03368295,"about_ca_topic_score_gemma":0.0036825144,"teacher_disagreement_score":0.030000433,"about_ca_system_score_codex":0.0013975854,"about_ca_system_score_gemma":0.002768559,"threshold_uncertainty_score":0.9998628},"labels":[],"label_agreement":null},{"id":"W4389689722","doi":"10.2196/52414","title":"Transfer of Knowledge on Pneumoconiosis Care Among Rural-Based Members of a Digital Community of Practice: Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Alpha Foundation for the Improvement of Mine Safety and Health","keywords":"Cross-sectional study; Environmental health; Pneumoconiosis; Medicine; Family medicine; Pathology","score_opus":0.1624518374101702,"score_gpt":0.5779132951165102,"score_spread":0.41546145770634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389689722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701069,0.000036118305,0.0000032222972,0.0001366079,0.00014552666,0.0031090868,0.00052146293,0.00006261521,0.025878474],"genre_scores_gemma":[0.9988542,0.000014290027,0.000005513549,0.000013906947,0.000028273455,0.00063287903,0.00012212987,0.000028018892,0.0003007477],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992015,0.004331403,0.0012653312,0.00017118335,0.0014573161,0.00075974927],"domain_scores_gemma":[0.9865542,0.008797903,0.00029536537,0.00059141207,0.0035683024,0.00019279875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004824219,0.00018285244,0.00051611604,0.0006793746,0.0011390516,0.000016470634,0.00053015474,0.00023414636,0.00021380585],"category_scores_gemma":[0.0011109855,0.0001558887,0.00014527103,0.002088424,0.0007063565,0.0007554191,0.00028003703,0.002135374,0.00015273168],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013472338,0.0018815025,0.75292003,0.0040179216,0.000094978706,0.0000020397506,0.23716637,0.0002632476,0.000093473835,0.0005459455,0.0011444446,0.0005227961],"study_design_scores_gemma":[0.0017131876,0.002461528,0.6677023,0.0008299743,0.0000066275443,1.8339786e-7,0.32579473,0.00017945135,0.00058122544,0.000060178176,0.0005816242,0.00008897699],"about_ca_topic_score_codex":0.002551166,"about_ca_topic_score_gemma":0.00056390045,"teacher_disagreement_score":0.08862836,"about_ca_system_score_codex":0.0005028505,"about_ca_system_score_gemma":0.0007670287,"threshold_uncertainty_score":0.9277256},"labels":[],"label_agreement":null},{"id":"W4389695295","doi":"10.1515/9780889774322-002","title":"Message from the Society of Rural Physicians of Canada","year":2016,"lang":"en","type":"book-chapter","venue":"University of Regina Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Medicine","score_opus":0.03206250515524471,"score_gpt":0.2767002867240677,"score_spread":0.244637781568823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389695295","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021352975,0.00086822483,0.00004326509,0.0022179661,0.00030954837,0.0007728655,0.00235596,0.000027853472,0.991269],"genre_scores_gemma":[0.011302488,0.0005572657,0.00013235978,0.00019828245,0.000117904776,4.7191327e-7,0.000026003137,0.00002957662,0.9876357],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985862,0.00012859685,0.00026015195,0.00019433416,0.0004692185,0.00036152668],"domain_scores_gemma":[0.9968398,0.00068786344,0.0013027587,0.00071503327,0.00036577412,0.00008873028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015193592,0.00023771955,0.0006877004,0.00001963532,0.00035358596,8.2698114e-7,0.0007228421,0.00039640814,0.00020403737],"category_scores_gemma":[0.000008293897,0.00019371792,0.00029523124,0.0000073851775,0.0005618922,0.000026270898,0.00034700293,0.0005103072,0.0000024967749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021029558,0.00000945351,0.00023256222,0.001012487,0.00042418102,0.00000730477,0.0091758035,0.0000022901097,0.000060019345,0.1529722,0.8319908,0.0039026006],"study_design_scores_gemma":[0.0005850178,0.000034554807,0.0000871272,0.005367087,0.00017087915,1.2953745e-7,0.0053112726,0.0000042933543,0.000073677875,0.0013322134,0.9868728,0.00016097912],"about_ca_topic_score_codex":0.531185,"about_ca_topic_score_gemma":0.284684,"teacher_disagreement_score":0.24650097,"about_ca_system_score_codex":0.00029954515,"about_ca_system_score_gemma":0.001195842,"threshold_uncertainty_score":0.7899588},"labels":[],"label_agreement":null},{"id":"W4389836922","doi":"10.1111/medu.15290","title":"Snakes and ladders: An integrative literature review of refugee doctors' workforce integration needs","year":2023,"lang":"en","type":"review","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Scottish Government","keywords":"Refugee; Workforce; MEDLINE; Medical education; Medicine; Nursing; Engineering ethics; Sociology; Psychology; Political science; Engineering; Law","score_opus":0.06443628819391987,"score_gpt":0.527164427805057,"score_spread":0.4627281396111371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389836922","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016702917,0.9894464,0.000026306505,0.0019644303,0.0025916728,0.0030271548,0.000058028814,0.00015985109,0.0027094313],"genre_scores_gemma":[0.000001893923,0.9832034,0.00033681962,0.0042035184,0.0012473608,0.0011486092,0.003575782,0.000081735874,0.0062008486],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9933184,0.0024823146,0.0022642976,0.00054884254,0.0008431899,0.00054299727],"domain_scores_gemma":[0.9954865,0.0012606775,0.0013596691,0.0006940941,0.0006666187,0.0005324426],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0024936907,0.0005588211,0.0022208027,0.0005151753,0.0002972972,0.000024106273,0.0004926056,0.0014268216,0.00083963363],"category_scores_gemma":[0.008295959,0.0003661022,0.00022545413,0.0025073416,0.00019201548,0.00028493683,0.00012802893,0.002510027,0.0001484738],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047775907,0.00007105163,0.000008261477,0.20271964,0.000024052571,0.0000013216403,0.0027778668,3.3841776e-9,1.0083955e-8,0.0040719495,0.075780466,0.7145406],"study_design_scores_gemma":[0.000051640658,0.000060371734,0.0000025815423,0.4776545,0.00017172488,0.0000064604083,0.002176,0.0000027550425,2.8999969e-8,0.00016910613,0.51956606,0.00013879221],"about_ca_topic_score_codex":0.00018182087,"about_ca_topic_score_gemma":0.00024004889,"teacher_disagreement_score":0.7144018,"about_ca_system_score_codex":0.00042702456,"about_ca_system_score_gemma":0.0060011735,"threshold_uncertainty_score":0.9998791},"labels":[],"label_agreement":null},{"id":"W4389891676","doi":"10.3928/00220124-20231211-02","title":"Examining Workplace Practices Used to Facilitate Successful Integration of Internationally Educated Nurses Into Acute Care Settings: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"The Journal of Continuing Education in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Bridging (networking); Workforce; Acute care; Nursing; Scope of practice; Scope (computer science); Best practice; Medicine; Medical education; Psychology; Health care; Political science","score_opus":0.14820087377247165,"score_gpt":0.5548386654291237,"score_spread":0.4066377916566521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389891676","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011718528,0.9746054,0.00009585419,0.0020269786,0.006488299,0.004324333,0.000012259118,0.000045310175,0.00068307953],"genre_scores_gemma":[0.00088472606,0.9944904,0.0019419686,0.00025727527,0.00056190696,0.00019848137,0.0000732235,0.000089946225,0.0015021116],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99044,0.0036712606,0.0042391634,0.00033961274,0.0007664635,0.0005435156],"domain_scores_gemma":[0.97964084,0.0059012887,0.011761711,0.00048969756,0.0020126575,0.00019378583],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0057412977,0.000462327,0.0022399891,0.0010750372,0.0003060577,0.000053744607,0.0010056397,0.0002995339,0.00004900318],"category_scores_gemma":[0.0074196137,0.00034427742,0.00022955301,0.0018739802,0.00009584005,0.00054963183,0.00009445714,0.001832204,0.0000478979],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062636784,0.00006515208,0.00015471499,0.089924015,0.00007551689,0.0000016164676,0.11866541,0.000010273982,0.000006019478,0.00002650379,0.005478701,0.78552943],"study_design_scores_gemma":[0.00016741006,0.000101166355,0.000052315067,0.84069866,0.0009037613,0.000029553956,0.10774301,0.0000025401796,0.0000020557363,0.000069083144,0.05001599,0.00021447935],"about_ca_topic_score_codex":0.00034104052,"about_ca_topic_score_gemma":0.0005011267,"teacher_disagreement_score":0.785315,"about_ca_system_score_codex":0.0019854133,"about_ca_system_score_gemma":0.005886581,"threshold_uncertainty_score":0.99990094},"labels":[],"label_agreement":null},{"id":"W4389923501","doi":"10.4103/jfmpc.jfmpc_1714_22","title":"Differences between international medical graduates and Canadian medical graduates in a medical learning environment: From matching to residency and beyond","year":2023,"lang":"en","type":"article","venue":"Journal of Family Medicine and Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; University of British Columbia Hospital","funders":"","keywords":"IMG; Medicine; Mentorship; Medical education; Specialty; Certification; United States Medical Licensing Examination; Matching (statistics); MEDLINE; Medical school; FANCA; Immigration; Family medicine; Pathology; Fanconi anemia; Management","score_opus":0.06074223234836966,"score_gpt":0.39464445883851446,"score_spread":0.3339022264901448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389923501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8882579,0.009677422,0.000014072986,0.09943768,0.0005534768,0.00019212384,0.000021272084,0.000018867324,0.0018271597],"genre_scores_gemma":[0.9573511,0.030663265,0.00019385318,0.010198736,0.0013815415,0.0000098394285,0.00008551933,0.000021250298,0.00009490459],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952246,0.00058087654,0.0011438341,0.00030391096,0.0022000393,0.0005467486],"domain_scores_gemma":[0.99443793,0.0027151457,0.0002548852,0.000099557634,0.00010840802,0.0023840955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026366948,0.00021794428,0.0007272845,0.0005569984,0.00036185453,0.000014903663,0.0003412825,0.0004319007,0.00071965443],"category_scores_gemma":[0.0023994106,0.00015881499,0.000031382737,0.00024859005,0.00025247937,0.00014501902,0.00029821438,0.0019386337,0.000014971527],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069634974,0.00000785761,0.9041353,0.00024814304,0.00005286977,0.0011485784,0.022008378,7.9603967e-7,0.000014471326,0.00009082331,0.0072619827,0.064961165],"study_design_scores_gemma":[0.0018841533,0.0003450178,0.9279245,0.0065429616,0.000042255913,0.00004593024,0.045646034,0.00006587408,6.2745806e-7,0.0022046522,0.01513642,0.00016154964],"about_ca_topic_score_codex":0.0489702,"about_ca_topic_score_gemma":0.026751073,"teacher_disagreement_score":0.089238934,"about_ca_system_score_codex":0.0002502223,"about_ca_system_score_gemma":0.0015350088,"threshold_uncertainty_score":0.99100816},"labels":[],"label_agreement":null},{"id":"W4389942579","doi":"10.1111/ajr.13070","title":"Scope of Practice Review offers hope for rural health workforce","year":2023,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scope of practice; Scope (computer science); Workforce; Incentive; Accountability; Medicine; Health care; Public relations; Flexibility (engineering); Population health; Work (physics); Nursing; Business; Public health; Political science; Management; Engineering; Economics","score_opus":0.08622641030997891,"score_gpt":0.5230728771617915,"score_spread":0.4368464668518126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389942579","genre_codex":"editorial","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013947696,0.09799692,0.000054975193,0.11797663,0.77564865,0.0062561682,0.0014705823,0.0001306964,0.0003259285],"genre_scores_gemma":[0.00015065807,0.5566818,0.003459511,0.008911866,0.4110193,0.00017625211,0.0010449216,0.00037803513,0.018177647],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97906125,0.0045020925,0.009244792,0.00053605455,0.0030606054,0.003595207],"domain_scores_gemma":[0.9601944,0.011091409,0.020455947,0.0011312554,0.0047207824,0.0024061883],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.018167434,0.0011014655,0.005411003,0.00061862846,0.0013022029,0.000036768022,0.0017399972,0.0015885454,0.0003073302],"category_scores_gemma":[0.012156691,0.0009456114,0.0010549761,0.001574084,0.00025822088,0.0007751428,0.00022590112,0.0068720323,0.00027123775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010600563,0.00011247956,0.000053321502,0.05088328,0.00019648742,0.000018688159,0.0012583118,0.000014409331,7.187924e-7,0.00015895847,0.9297267,0.016516563],"study_design_scores_gemma":[0.002216995,0.0039004548,0.000078435776,0.19155715,0.0002312462,0.00002738504,0.0076293517,7.7351154e-7,0.0000010901451,0.00013644926,0.79376066,0.00046001363],"about_ca_topic_score_codex":0.005267621,"about_ca_topic_score_gemma":0.00053710816,"teacher_disagreement_score":0.45868492,"about_ca_system_score_codex":0.0036722282,"about_ca_system_score_gemma":0.022685211,"threshold_uncertainty_score":0.999998},"labels":[],"label_agreement":null},{"id":"W4390056346","doi":"10.3912/ojin.vol28no02ppt58","title":"Internationally Educated Nurses’ Perceptions of Interprofessional Collaboration","year":2023,"lang":"en","type":"article","venue":"OJIN The Online Journal of Issues in Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interprofessional education; Bridging (networking); Nursing; Perception; Health care; Medical education; Medicine; Psychology; Political science","score_opus":0.02771121798834813,"score_gpt":0.5196572475478357,"score_spread":0.4919460295594876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390056346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.939524,0.0007587531,0.000045566096,0.051021177,0.0063549858,0.0003811593,0.000036994134,0.000032195265,0.0018451514],"genre_scores_gemma":[0.9878472,0.00072617055,0.0028034723,0.00032660615,0.0011306931,0.00000959095,0.00006488895,0.00002948639,0.0070618805],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9965603,0.0008337443,0.0015042952,0.00013681015,0.00058810774,0.0003767451],"domain_scores_gemma":[0.99687845,0.0007900572,0.001034172,0.00022942951,0.00096701906,0.00010085012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014816608,0.00015157032,0.00040391707,0.00054612267,0.00031074308,0.000011321533,0.0004950123,0.00016366485,0.00051289896],"category_scores_gemma":[0.0007574974,0.00010714955,0.00009233767,0.0013652126,0.00017793484,0.00025144487,0.00006623701,0.0009401921,0.00006915099],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031143676,0.0027680628,0.2916488,0.0005567706,0.00021182679,0.00006187754,0.19935855,0.004638154,0.013357263,0.015068299,0.40473562,0.06448039],"study_design_scores_gemma":[0.0029663926,0.00068077067,0.39693636,0.047819003,0.0001318875,0.000073581316,0.48383754,0.0065498133,0.00021453355,0.02382993,0.036560677,0.00039950537],"about_ca_topic_score_codex":0.00010923289,"about_ca_topic_score_gemma":0.00035510585,"teacher_disagreement_score":0.36817497,"about_ca_system_score_codex":0.0005500055,"about_ca_system_score_gemma":0.0008128709,"threshold_uncertainty_score":0.5615884},"labels":[],"label_agreement":null},{"id":"W4390298426","doi":"10.25071/2291-5796.156","title":"Nurses - Workforce Commodity, or Autonomous Professionals: What Nurses Know about their Value, Working Conditions, Impacts on Patient Care, and Nursing Practice Concerns","year":2023,"lang":"en","type":"article","venue":"Witness The Canadian Journal of Critical Nursing Discourse","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Saskatchewan Polytechnic","funders":"","keywords":"Workforce; Nursing; Seriousness; Health care; Autonomy; Value (mathematics); Commodity; Medicine; Population; Public relations; Business; Political science; Environmental health","score_opus":0.06741986968378688,"score_gpt":0.4836670588316164,"score_spread":0.41624718914782954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390298426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6628527,0.035255555,0.000098090466,0.25533748,0.03139326,0.0030649914,0.0004077945,0.00023655106,0.011353605],"genre_scores_gemma":[0.99303085,0.0006491322,0.000184801,0.0041487208,0.0013278573,0.00006278978,0.00005189129,0.00010915266,0.00043478157],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.992989,0.0022926817,0.0013534642,0.0004575613,0.00090023095,0.0020070416],"domain_scores_gemma":[0.9882245,0.007204756,0.00079388137,0.00058518164,0.0011326823,0.00205902],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001363879,0.0005397496,0.0008328674,0.0004875079,0.0055093355,0.0004082294,0.00064705784,0.00043334774,0.00018107692],"category_scores_gemma":[0.003494553,0.00032773954,0.00018029161,0.0008712416,0.00503574,0.001374537,0.000044246568,0.0022964345,0.000059129157],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019393392,0.0008940697,0.0026388313,0.0007181926,0.00017742356,0.0011408424,0.27900073,0.0011851623,0.000009371767,0.25626558,0.07839819,0.37763223],"study_design_scores_gemma":[0.0015003574,0.0015282326,0.004409634,0.12573527,0.00049817975,0.0005047068,0.782752,0.0004885797,0.00003275898,0.029487737,0.05233748,0.00072510756],"about_ca_topic_score_codex":0.0014346081,"about_ca_topic_score_gemma":0.0042422526,"teacher_disagreement_score":0.5037512,"about_ca_system_score_codex":0.002339411,"about_ca_system_score_gemma":0.0059308885,"threshold_uncertainty_score":0.99991745},"labels":[],"label_agreement":null},{"id":"W4390429442","doi":"10.3138/ptc-2023-0039","title":"Entry-to-Practice Competency Expectations for Health Justice in Physiotherapy Curricula: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"McMaster University","keywords":"CLARITY; Grey literature; Curriculum; Economic Justice; Consistency (knowledge bases); Medicine; MEDLINE; Medical education; Data extraction; Nursing; Psychology; Political science; Pedagogy; Artificial intelligence; Computer science","score_opus":0.0928762173124786,"score_gpt":0.5755110978720948,"score_spread":0.4826348805596162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390429442","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.024535e-7,0.96282965,0.00016298001,0.009191253,0.0033774285,0.023173295,0.0005575254,0.00021102915,0.00049633434],"genre_scores_gemma":[2.6087983e-7,0.9392785,0.0022418553,0.044250477,0.0012181294,0.010718802,0.00045749333,0.0003482585,0.0014862671],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9900882,0.0023512847,0.0032275857,0.0012576128,0.0009188683,0.0021564455],"domain_scores_gemma":[0.988941,0.006461501,0.0022158641,0.0011585966,0.00047590106,0.0007471059],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011060464,0.0009916372,0.0046391855,0.00041932275,0.0012536955,0.000024963709,0.00089413545,0.0003020095,0.00029291716],"category_scores_gemma":[0.00073523755,0.00090395275,0.00044060595,0.0034056802,0.000036869533,0.00019196502,0.00010546607,0.0011987275,0.00027080288],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029025316,0.00009150745,0.0000010634045,0.5532706,0.00010354104,0.000010055952,0.000701048,0.00001137593,1.2857862e-7,0.0004948028,0.25524533,0.19004153],"study_design_scores_gemma":[0.000376811,0.00007775556,8.9293457e-7,0.45347112,0.00011594487,0.0000014734869,0.0007574518,0.00001084715,1.8031155e-8,0.000028316646,0.54475486,0.0004045216],"about_ca_topic_score_codex":0.45688632,"about_ca_topic_score_gemma":0.75345916,"teacher_disagreement_score":0.2965728,"about_ca_system_score_codex":0.0050154286,"about_ca_system_score_gemma":0.029024232,"threshold_uncertainty_score":0.99934113},"labels":[],"label_agreement":null},{"id":"W4390546619","doi":"10.1097/acm.0000000000005624","title":"Meeting the Need for Human Connection in Our Health Care Workforce","year":2023,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Connection (principal bundle); Nursing; MEDLINE; Health care; Medicine; Medical education; Political science; Engineering","score_opus":0.14765525135101829,"score_gpt":0.5171707672654632,"score_spread":0.36951551591444487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390546619","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018199242,0.008671466,0.000051877483,0.97284794,0.006219047,0.006379185,0.000055582004,0.00045481915,0.0035001715],"genre_scores_gemma":[0.010866203,0.0020238715,0.000031088315,0.91178256,0.039959222,0.0018138664,0.0020865987,0.000230848,0.031205714],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99192804,0.0016740555,0.0024952353,0.0008230398,0.00085064315,0.0022290035],"domain_scores_gemma":[0.99362034,0.0035228757,0.0016106241,0.00072664546,0.000289791,0.00022972035],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0048369407,0.0005729168,0.0014141538,0.00046924216,0.0018292804,0.00000444297,0.00088121305,0.0030436427,0.000069896596],"category_scores_gemma":[0.0022285522,0.00039226428,0.000107127096,0.0010009719,0.000117410265,0.00006211712,0.00019513878,0.014167128,0.00019242398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029247536,0.0000010622969,0.0016212369,0.002880408,0.000016755526,0.000011881449,0.026639288,0.000009528838,0.0000030167932,0.0005099526,0.96747243,0.000805201],"study_design_scores_gemma":[0.0015410669,0.00022463029,0.00016915753,0.017859384,0.00004774882,0.0000030211895,0.13501145,0.000031434753,6.4711526e-7,0.0015851859,0.84327155,0.0002547248],"about_ca_topic_score_codex":0.009706584,"about_ca_topic_score_gemma":0.0019638464,"teacher_disagreement_score":0.12420087,"about_ca_system_score_codex":0.0018073522,"about_ca_system_score_gemma":0.000708433,"threshold_uncertainty_score":0.9998529},"labels":[],"label_agreement":null},{"id":"W4390607454","doi":"10.1016/j.amjsurg.2023.12.028","title":"Disparities in Indigenous Health: What can we do?","year":2024,"lang":"en","type":"editorial","venue":"The American Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chose; Indigenous; Medicine; Medical education; Gerontology; Sociology; Psychology; Political science; Law","score_opus":0.045970079381837836,"score_gpt":0.4151087693202545,"score_spread":0.36913868993841664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390607454","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043962337,0.08948669,0.0000016697259,0.030740784,0.8350159,0.00049771107,0.0001636453,0.000050026338,0.000081253216],"genre_scores_gemma":[0.014189335,0.2870616,0.00004194223,0.003189383,0.6936307,0.00006067579,0.000050958988,0.00017777029,0.0015976294],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9896972,0.003276399,0.0032386787,0.00036951885,0.0016580169,0.0017601801],"domain_scores_gemma":[0.9754021,0.01786622,0.004989355,0.00064772344,0.0005561657,0.0005384169],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007945414,0.0005373667,0.0028970472,0.000951658,0.0006429465,0.00014145659,0.0008952676,0.00043090121,0.00010305593],"category_scores_gemma":[0.0012350365,0.00035870104,0.00047114678,0.0013369655,0.00053863676,0.000293446,0.00024085493,0.00758328,0.00013874171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035039743,0.00004306571,0.0044101435,0.0012113223,0.000100478785,0.00023661416,0.012694354,0.000008410936,1.16058466e-7,0.000014818802,0.93109894,0.049831353],"study_design_scores_gemma":[0.00017683157,0.0002325263,0.0011635119,0.03073644,0.00005757099,0.000028933337,0.027599204,6.862805e-7,1.706475e-7,0.0014266695,0.9382575,0.00031991003],"about_ca_topic_score_codex":0.015632521,"about_ca_topic_score_gemma":0.0015614514,"teacher_disagreement_score":0.1975749,"about_ca_system_score_codex":0.0022339814,"about_ca_system_score_gemma":0.012852163,"threshold_uncertainty_score":0.9998865},"labels":[],"label_agreement":null},{"id":"W4390682442","doi":"10.61959/q220119z","title":"Migration and Urbanization Trends and Family Wellbeing in Canada: A Focus on Disability and Indigenous Issues","year":2022,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Urbanization; Government (linguistics); Oppression; Population; Harm; Economic growth; Political science; Health care; Commission; Geography; Sociology; Medicine; Environmental health; Law","score_opus":0.042639156155864825,"score_gpt":0.39011001313910515,"score_spread":0.3474708569832403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390682442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9577587,0.011699312,0.0000019808515,0.0028496068,0.0007248097,0.0013153935,0.0001512862,0.00006698349,0.025431925],"genre_scores_gemma":[0.9701969,0.01606667,0.0000969172,0.000509517,0.0002597793,0.00023100388,0.00041016785,0.00005998074,0.012169047],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99636126,0.00059786567,0.00097394816,0.00070909504,0.00074146857,0.0006163834],"domain_scores_gemma":[0.99837655,0.000518727,0.00041075598,0.00032052162,0.00013956481,0.00023390561],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010736091,0.00035313377,0.0007063367,0.00020099794,0.00081732904,0.000020099676,0.00008814627,0.000378801,0.00034895662],"category_scores_gemma":[0.00025079024,0.0003253239,0.000018953218,0.00044384852,0.00007410665,0.000093949006,0.00020663773,0.001014973,0.0000012690522],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000488498,0.000032901728,0.9472474,0.00086583773,0.000013304331,0.000021430918,0.004435718,0.000007991933,7.953133e-7,0.00013691557,0.013991606,0.03319728],"study_design_scores_gemma":[0.00039369904,0.00015824231,0.8582261,0.0005796841,0.000032301457,0.00000874363,0.008353891,0.00011019356,7.9961706e-7,0.00020150252,0.13162799,0.0003068524],"about_ca_topic_score_codex":0.99526656,"about_ca_topic_score_gemma":0.99772924,"teacher_disagreement_score":0.11763639,"about_ca_system_score_codex":0.0048691686,"about_ca_system_score_gemma":0.0038242734,"threshold_uncertainty_score":0.9999199},"labels":[],"label_agreement":null},{"id":"W4390685669","doi":"10.48083/gahf2202","title":"The Dilemma of Multiculturalism and Multinationalism in Medical Practice","year":2023,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dilemma; Multiculturalism; Sociology; Political science; Psychology; Epistemology; Philosophy; Pedagogy","score_opus":0.07483576173543055,"score_gpt":0.5134155998065388,"score_spread":0.4385798380711083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390685669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9019108,0.0006307886,0.000014395304,0.089684516,0.0018675283,0.00035541935,0.000017011933,0.000057975074,0.0054616104],"genre_scores_gemma":[0.9899899,0.00425179,0.00039279956,0.0026499422,0.0005237194,0.000061072904,0.000021481052,0.000010569777,0.0020987722],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99652356,0.00093696977,0.00093139545,0.00016592255,0.0009857273,0.00045644713],"domain_scores_gemma":[0.9876192,0.01061278,0.00062857836,0.00011738252,0.00086912897,0.00015291845],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0043006563,0.00011872944,0.00020165124,0.00012673817,0.00070760393,0.000023647654,0.00042652502,0.00023876636,0.00038288266],"category_scores_gemma":[0.01846596,0.00007642933,0.000064509586,0.00027648194,0.00020498404,0.00026693117,0.00026176847,0.0012744644,0.000057103975],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010529513,0.00038146743,0.61405706,0.00023197895,0.0003923449,0.00060396997,0.030937424,0.00066027255,0.00013011557,0.15663701,0.12008939,0.07482603],"study_design_scores_gemma":[0.0027314392,0.000090718226,0.60990083,0.0003576024,0.00001686621,0.00014610442,0.027029907,0.0055823913,0.0000047743492,0.008477573,0.3455137,0.00014810984],"about_ca_topic_score_codex":0.00025641426,"about_ca_topic_score_gemma":0.0002018621,"teacher_disagreement_score":0.2254243,"about_ca_system_score_codex":0.0002139118,"about_ca_system_score_gemma":0.00030200457,"threshold_uncertainty_score":0.98980194},"labels":[],"label_agreement":null},{"id":"W4390813266","doi":"10.1515/9781773854946-007","title":"5 Calgary, fired up for change","year":2023,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.17261052097116733,"score_gpt":0.36206097312444646,"score_spread":0.18945045215327913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390813266","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000350931,0.0004975675,0.00032896159,0.00009319872,0.001852938,0.004446048,0.00046634866,0.0004387391,0.9918411],"genre_scores_gemma":[0.00004557457,0.00060170784,0.00072791433,0.00035497086,0.00035867348,0.000020885012,0.0003257861,0.00013110568,0.99743336],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974564,0.00012317517,0.00055313244,0.00061477843,0.00044602124,0.00080654235],"domain_scores_gemma":[0.9970991,0.0006481981,0.00071569125,0.000734545,0.0004427694,0.0003596961],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00033930063,0.0004474828,0.00093872944,0.00021568614,0.0008145613,0.0000043437285,0.0006752106,0.0013163208,0.00048713555],"category_scores_gemma":[0.000036923688,0.0005364561,0.00035785488,0.000015052253,0.00027333968,0.000070060865,0.00061249913,0.0008992824,0.00023552471],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010094433,0.000015354712,0.000034785262,0.0038220794,0.0002418286,0.0000948119,0.0064924397,4.306443e-7,0.0000042953307,0.8697518,0.08691345,0.031619243],"study_design_scores_gemma":[0.00149246,0.00017443045,0.00006057804,0.0026188884,0.00023481596,9.2909266e-7,0.00026804258,0.00021455676,0.0000053508306,0.004801217,0.9897083,0.000420444],"about_ca_topic_score_codex":0.007882148,"about_ca_topic_score_gemma":0.0033975057,"teacher_disagreement_score":0.90279484,"about_ca_system_score_codex":0.00029639254,"about_ca_system_score_gemma":0.0003398629,"threshold_uncertainty_score":0.99998015},"labels":[],"label_agreement":null},{"id":"W4390945058","doi":"10.5334/ijic.icic23199","title":"Collaboration with Indigenous communities in an integrated care learning health system in Ontario, Canada: a case study of the Frontenac, Lennox &amp;amp; Addington Ontario Health Team","year":2023,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Indigenous; Participatory action research; Health equity; Health care; Community-based participatory research; Population health; Population; Context (archaeology); Nursing; Medicine; Public relations; Sociology; Medical education; Political science; Public health; Environmental health; Geography","score_opus":0.04574844890196565,"score_gpt":0.3745642188269436,"score_spread":0.3288157699249779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390945058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99479336,0.00063146476,0.00001655582,0.00045310246,0.0017165259,0.0018495865,0.00021666467,0.00005305955,0.00026969076],"genre_scores_gemma":[0.99785995,0.000056958754,0.00019732217,0.00039455158,0.0000639186,0.00008599371,0.00072067895,0.000048373426,0.0005722189],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9923366,0.0029923285,0.0023894825,0.00027286244,0.0012684256,0.00074032135],"domain_scores_gemma":[0.99166924,0.00032979037,0.002308667,0.0004127814,0.005003088,0.0002764641],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0015302803,0.0003737812,0.0009505311,0.0008869511,0.00077247334,0.000060850798,0.00087256747,0.0001983239,0.000117641204],"category_scores_gemma":[0.00015972769,0.00026238916,0.00006953467,0.0013489733,0.000064479966,0.00035090215,0.00013938126,0.003756083,0.0000041948188],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000481912,0.00010944325,0.5606093,0.00016471377,0.00006300345,0.00037556118,0.42840084,0.0076599945,0.0000011131516,0.000009985619,0.0011338837,0.000990231],"study_design_scores_gemma":[0.0026155517,0.0010773003,0.06496921,0.0072922846,0.000016759932,0.00033361954,0.9052094,0.000064957596,0.0000019273468,0.0000017697256,0.018239897,0.00017732674],"about_ca_topic_score_codex":0.9997732,"about_ca_topic_score_gemma":0.99999845,"teacher_disagreement_score":0.4956401,"about_ca_system_score_codex":0.06767677,"about_ca_system_score_gemma":0.06501008,"threshold_uncertainty_score":0.99998283},"labels":[],"label_agreement":null},{"id":"W4390945156","doi":"10.5334/ijic.icic23075","title":"Experience of utilizing a human-centered design approach to create a patient navigation program in Ontario, Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Brampton Civic Hospital","funders":"","keywords":"Health care; Context (archaeology); Integrated care; Nursing; Medicine; Political science; Geography","score_opus":0.09585063827403438,"score_gpt":0.4294547193829875,"score_spread":0.3336040811089531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390945156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994554,0.000072775394,0.00017108022,0.00019369414,0.0011692399,0.0008528673,0.0000383366,0.000031689375,0.0029163372],"genre_scores_gemma":[0.9967071,0.000010300939,0.0025329906,0.0002434076,0.00004983891,0.00013543722,0.00012680261,0.000017627417,0.00017649207],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99698335,0.00030020688,0.0012895575,0.00018878543,0.00085592916,0.00038216563],"domain_scores_gemma":[0.99660283,0.00013297483,0.000666339,0.00013626489,0.0022810781,0.00018050593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033929077,0.00016314235,0.00032959855,0.00036992822,0.000113695016,0.000016441081,0.0004949559,0.000108881424,0.00012164444],"category_scores_gemma":[0.00023084125,0.00013726203,0.00006932735,0.00056276703,0.000029250406,0.00014007815,0.00008814662,0.00068335555,0.000005030141],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023533744,0.00064627564,0.62372,0.0003527973,0.0002659021,0.0006883078,0.30534497,0.0101879,0.0034973526,0.0008440761,0.023616392,0.028482676],"study_design_scores_gemma":[0.0035426465,0.0014997304,0.097413436,0.0155352885,0.00003363396,0.000058592806,0.830512,0.0017057986,0.0036557019,0.00023308888,0.04529364,0.00051643344],"about_ca_topic_score_codex":0.8924824,"about_ca_topic_score_gemma":0.83655524,"teacher_disagreement_score":0.52630657,"about_ca_system_score_codex":0.0053257695,"about_ca_system_score_gemma":0.0033941828,"threshold_uncertainty_score":0.9984926},"labels":[],"label_agreement":null},{"id":"W4390945175","doi":"10.5334/ijic.icic23076","title":"Integrated health and social care with a CALD focus: a service mapping study in Sydney Metropolitan","year":2023,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Quebec Population Health Research Network","funders":"","keywords":"Integrated care; Health care; Metropolitan area; Nursing; Medicine; Public relations; Focus group; Population health; Social work; Health services research; Health policy; Business; Public health; Economic growth; Political science; Marketing","score_opus":0.04994404042455075,"score_gpt":0.427212396940678,"score_spread":0.3772683565161272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390945175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9864324,0.001573362,0.000066255554,0.008421603,0.0010433329,0.000910465,0.00023795057,0.00010807329,0.0012065619],"genre_scores_gemma":[0.9961749,0.00014762611,0.00039583704,0.0025022575,0.00031731298,0.000052285905,0.00024146335,0.000048893464,0.00011947419],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99573815,0.00090387696,0.0014049114,0.00031992924,0.00095944037,0.0006736817],"domain_scores_gemma":[0.99370474,0.00026212257,0.00086274097,0.00015108762,0.004709798,0.000309536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007571107,0.00031334077,0.0006927217,0.0011501436,0.00039448723,0.00005422138,0.0005829952,0.00020210772,0.00008613994],"category_scores_gemma":[0.00023355307,0.00023059161,0.00008014107,0.0016557025,0.0000604437,0.00025210332,0.00015247382,0.001654656,0.000036650305],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014863377,0.00016094396,0.62835026,0.0006182491,0.00039847675,0.00075404893,0.34787345,0.000043524127,0.000031071264,0.00083130744,0.0048423195,0.0146100335],"study_design_scores_gemma":[0.0031860387,0.00079114735,0.018452533,0.0037704762,0.00002001549,0.000037964022,0.9603998,0.000098493976,0.000007760049,0.00010540781,0.012940963,0.0001893805],"about_ca_topic_score_codex":0.030004662,"about_ca_topic_score_gemma":0.049813848,"teacher_disagreement_score":0.61252636,"about_ca_system_score_codex":0.006809128,"about_ca_system_score_gemma":0.0035997436,"threshold_uncertainty_score":0.99700356},"labels":[],"label_agreement":null},{"id":"W4390964982","doi":"10.2139/ssrn.4694195","title":"Investigating the Impact of Gender and Ethnicity on the Perceived Job Categories of Healthcare Job Applicants","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Ethnic group; Health care; Psychology; Demographic economics; Business; Political science; Economics","score_opus":0.07655031525179577,"score_gpt":0.4399782064155126,"score_spread":0.3634278911637168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390964982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96597487,0.020075565,0.000035932797,0.009639298,0.00046279727,0.0016558742,0.00008951072,0.00004323298,0.0020229365],"genre_scores_gemma":[0.9856493,0.012578872,0.00003274464,0.0005017438,0.00058668945,0.00009627641,0.000007966956,0.00007139142,0.0004750498],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99235076,0.0021476692,0.0014273365,0.00045750747,0.0006894988,0.0029272109],"domain_scores_gemma":[0.9958629,0.0012218775,0.001417752,0.00073425274,0.00050474075,0.0002584988],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006632553,0.00048120532,0.0008657655,0.00014819292,0.0012163699,0.000029710876,0.00083455927,0.0006089307,0.00006444138],"category_scores_gemma":[0.0004879067,0.00024432346,0.00033505852,0.00035457106,0.0004651364,0.000038357815,0.0008923555,0.019150976,0.00001731109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003981238,0.000097041615,0.16244887,0.005719286,0.0019907677,0.0000052057567,0.081175715,0.0012710021,0.000492799,0.7343598,0.0049154274,0.0071259863],"study_design_scores_gemma":[0.0003537556,0.0005179654,0.09061889,0.0028418368,0.00014352557,0.000054091604,0.055995006,0.00040647728,0.0000129355785,0.84869534,0.00009209692,0.00026806138],"about_ca_topic_score_codex":0.028916635,"about_ca_topic_score_gemma":0.0076399217,"teacher_disagreement_score":0.11433558,"about_ca_system_score_codex":0.0026039956,"about_ca_system_score_gemma":0.016549794,"threshold_uncertainty_score":0.99632215},"labels":[],"label_agreement":null},{"id":"W4390995472","doi":"10.3777/jjsam.73.143","title":"Current status of acupunctiure in British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"Zen Nihon Shinkyu Gakkai zasshi (Journal of the Japan Society of Acupuncture and Moxibustion)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Family medicine; Traditional medicine; Medicine; Medical education","score_opus":0.020774375459044248,"score_gpt":0.329640572652508,"score_spread":0.30886619719346375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390995472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896889,0.0035942395,0.000014654676,0.0029590656,0.002332995,0.0009660204,0.00017891878,0.000027237475,0.00023800552],"genre_scores_gemma":[0.9890765,0.006575492,0.00027512232,0.0012404864,0.0004064901,0.000016128146,0.000035618847,0.000043841446,0.002330344],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9955584,0.0005023154,0.0016210782,0.00027960248,0.0010915258,0.0009470947],"domain_scores_gemma":[0.9961764,0.0006592866,0.0016493287,0.00038627046,0.00075676874,0.00037190795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014797974,0.00031130924,0.0011472317,0.00006453617,0.00061198825,0.000034334476,0.0005422071,0.00033886035,0.00023100275],"category_scores_gemma":[0.00042757625,0.00022726836,0.00045921467,0.0010449487,0.00023556137,0.00024383004,0.0003263529,0.0016567835,0.000003316544],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051883973,0.0000634912,0.52739835,0.0010266813,0.000097635486,0.000005561233,0.0032595901,0.0001488628,0.0002356772,0.000021861106,0.46241558,0.005274865],"study_design_scores_gemma":[0.0022957453,0.00016572715,0.79578674,0.0037869944,0.00018411894,0.000039823186,0.017889313,0.00008125196,0.000042276213,0.0009544722,0.1785196,0.00025395534],"about_ca_topic_score_codex":0.45737687,"about_ca_topic_score_gemma":0.7981533,"teacher_disagreement_score":0.3407764,"about_ca_system_score_codex":0.00071189,"about_ca_system_score_gemma":0.0020917105,"threshold_uncertainty_score":0.9267735},"labels":[],"label_agreement":null},{"id":"W4391017198","doi":"10.5937/smclk4-47454","title":"How available are specialist medical doctors in Montenegro?","year":2023,"lang":"en","type":"article","venue":"Srpski medicinski casopis Lekarske komore","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Montenegro; Specialty; Family medicine; Medicine; Quarter (Canadian coin); Public health; Population; Public sector; Descriptive statistics; Nursing; Environmental health; Geography","score_opus":0.08204252996846295,"score_gpt":0.41625712671807197,"score_spread":0.334214596749609,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391017198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7278203,0.0035912965,0.000023894201,0.13848305,0.011817346,0.0034012287,0.00022157631,0.001773255,0.112868086],"genre_scores_gemma":[0.857426,0.0034722767,0.00017621342,0.011236628,0.0058573373,0.00057892624,0.0004935012,0.00021831828,0.12054083],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99105185,0.0009798451,0.0015650742,0.0011269854,0.0025055665,0.0027706614],"domain_scores_gemma":[0.9950158,0.0014440094,0.0005759411,0.0012071354,0.00034831808,0.0014088204],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002984949,0.0006409068,0.0013502154,0.0007286829,0.0009187678,0.000043714917,0.0010292988,0.0011748138,0.008878031],"category_scores_gemma":[0.0049193567,0.0005454423,0.00018892437,0.0026995537,0.0004788332,0.00034375198,0.0005242204,0.0025960326,0.007958258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084922154,0.00008305025,0.30486092,0.000626069,0.000029142806,0.0024800992,0.0037194495,0.00000452897,0.000012627177,0.0028114915,0.6811943,0.0040933965],"study_design_scores_gemma":[0.003549748,0.00016509103,0.09572195,0.0052611013,0.00003781537,0.000043212764,0.029044643,0.0004846749,0.000024279741,0.0014030295,0.86360574,0.0006586967],"about_ca_topic_score_codex":0.006187916,"about_ca_topic_score_gemma":0.024956686,"teacher_disagreement_score":0.20913896,"about_ca_system_score_codex":0.0010677107,"about_ca_system_score_gemma":0.0012158316,"threshold_uncertainty_score":0.999705},"labels":[],"label_agreement":null},{"id":"W4391054830","doi":"10.33140/jhss.06.10.05","title":"An Analysis of Primary Care Physician Accessibility and Medical Resource Distribution in Eastern Quebec: Utilizing an Enhanced Two-Step Floating Catchment Area (E2SFCA) Methodology","year":2023,"lang":"en","type":"article","venue":"Journal of Humanities & Social Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Catchment area; Workforce; Primary care; Population; Economic shortage; Identification (biology); Business; Resource (disambiguation); Rural area; Geography; Environmental planning; Medicine; Drainage basin; Environmental health; Family medicine; Political science; Computer science; Cartography","score_opus":0.19546353392274365,"score_gpt":0.5067128175256421,"score_spread":0.3112492836028985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391054830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99659234,0.0002917546,0.00028029617,0.00038993778,0.00024838105,0.00020641318,0.00003267046,0.000027670778,0.0019305435],"genre_scores_gemma":[0.9987135,0.000043676348,0.00035904,0.0004048228,0.00037258153,0.0000067012843,0.00006191917,0.000006645106,0.000031122483],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9940906,0.0027912986,0.001207613,0.00029677423,0.001040217,0.0005734562],"domain_scores_gemma":[0.9972095,0.0009630797,0.001179508,0.00013153035,0.00036524984,0.00015115515],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0066648475,0.00014949658,0.0007871914,0.00033722326,0.0014412145,0.000044565084,0.00051501556,0.00015881563,0.00006144229],"category_scores_gemma":[0.000358446,0.00012429905,0.000111193585,0.0012901836,0.00084915623,0.00060339406,0.0001621754,0.0005601896,7.8761e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003082769,0.00022529265,0.56619745,0.0007304662,0.00015152416,0.000026792522,0.35369757,0.00051048433,0.0011948325,0.005524405,0.0001660108,0.07126692],"study_design_scores_gemma":[0.0004794397,0.00028258254,0.39784425,0.00049122324,0.00014396304,5.0431413e-7,0.5979935,0.0016384533,0.00008277238,0.00068657106,0.0002243243,0.00013240053],"about_ca_topic_score_codex":0.015226608,"about_ca_topic_score_gemma":0.11058402,"teacher_disagreement_score":0.24429594,"about_ca_system_score_codex":0.00073681184,"about_ca_system_score_gemma":0.00086652517,"threshold_uncertainty_score":0.9998588},"labels":[],"label_agreement":null},{"id":"W4391204709","doi":"10.1016/s2589-7500(23)00251-0","title":"Co-design of digital health technologies in Australian First Nations communities","year":2024,"lang":"en","type":"letter","venue":"The Lancet Digital Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scopus; Telehealth; Digital health; Health care; Telemedicine; Medicine; Nursing; MEDLINE; Family medicine; Medical education; Political science","score_opus":0.15327447367270727,"score_gpt":0.44431407327179445,"score_spread":0.2910395995990872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391204709","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003671083,0.0054936134,0.000052484607,0.9655068,0.00095624774,0.004306632,0.0064248918,0.0011812807,0.01571094],"genre_scores_gemma":[0.4051815,0.013485776,0.00040599357,0.5429311,0.0031359652,0.0014068803,0.0067730397,0.0004444694,0.026235308],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9923918,0.0009594264,0.0024726698,0.0005536629,0.0008708742,0.0027515541],"domain_scores_gemma":[0.99033636,0.006139685,0.0013903352,0.0018163078,0.00017776259,0.00013955607],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0018079198,0.00072403415,0.0022101635,0.0008269924,0.0016291692,0.00020018597,0.0019345452,0.001141495,0.00008005056],"category_scores_gemma":[0.0004602032,0.0005424796,0.00018349953,0.0014334954,0.00076808006,0.00049012946,0.00043935174,0.00798682,0.0007584841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000540433,0.000059683232,0.0032313515,0.011903702,0.00004492506,0.000025951405,0.006301716,0.000042665077,1.1408686e-8,0.0019224001,0.9740177,0.0023958867],"study_design_scores_gemma":[0.00054188474,0.00041546713,0.00020726777,0.01345894,0.0000088911265,0.000014664173,0.021671776,0.000037726302,3.944731e-7,0.010024888,0.95323604,0.00038207858],"about_ca_topic_score_codex":0.0035816126,"about_ca_topic_score_gemma":0.0041568154,"teacher_disagreement_score":0.42257574,"about_ca_system_score_codex":0.001566926,"about_ca_system_score_gemma":0.0029249855,"threshold_uncertainty_score":0.9997027},"labels":[],"label_agreement":null},{"id":"W4391223972","doi":"10.3233/shti231294","title":"Improving Health Equity to Primary Care for First Nations Peoples Living in Northern Queensland","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Primary care; Health equity; Health care; Health literacy; Literacy; Primary health care; Medicine; Nursing; Population health; Population; Geography; Business; Family medicine; Environmental health; Economic growth; Political science; Public health","score_opus":0.053106756082631636,"score_gpt":0.45577042203691653,"score_spread":0.4026636659542849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391223972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6903764,0.20690471,0.0025683325,0.07592918,0.0038127196,0.013728465,0.000298938,0.001368475,0.0050127762],"genre_scores_gemma":[0.95455664,0.028546518,0.010472762,0.0045227627,0.000108184744,0.0015919326,0.000036119745,0.00003516239,0.00012993072],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9964626,0.00011117612,0.0018165415,0.0002541168,0.00016400052,0.0011915999],"domain_scores_gemma":[0.9958744,0.0031752717,0.00032795206,0.00027918429,0.00019725715,0.00014593643],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019036109,0.00023266714,0.00071483804,0.0013616402,0.0020331468,0.000013659988,0.0002160965,0.0003054111,0.0000025819943],"category_scores_gemma":[0.002577348,0.00021182188,0.000030719268,0.0015583906,0.00016140309,0.00021803139,0.0007360087,0.0008352443,0.000018044222],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003205741,0.00003270264,0.4241136,0.16175835,0.000026956019,0.0000024146566,0.3133765,0.00012098273,8.591633e-8,0.027399525,0.0022841063,0.070852734],"study_design_scores_gemma":[0.0010795312,0.0012138924,0.031361938,0.06130308,0.000011734505,0.000010196816,0.7992111,0.001961102,7.644237e-7,0.0037939863,0.099540636,0.0005120377],"about_ca_topic_score_codex":0.0009815316,"about_ca_topic_score_gemma":0.470925,"teacher_disagreement_score":0.48583463,"about_ca_system_score_codex":0.0026629423,"about_ca_system_score_gemma":0.0020450712,"threshold_uncertainty_score":0.9992661},"labels":[],"label_agreement":null},{"id":"W4391322721","doi":"10.1097/j.pain.0000000000003155","title":"The geography of arthritis-attributable pain outcomes: a county-level spatial analysis","year":2024,"lang":"en","type":"article","venue":"Pain","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"National Institute on Aging; National Institutes of Health","keywords":"Medicine; Census; Demography; Arthritis; Behavioral Risk Factor Surveillance System; Ethnic group; Population; Geography; Gerontology; Environmental health; Internal medicine","score_opus":0.039420922978454113,"score_gpt":0.39735402989909047,"score_spread":0.35793310692063635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391322721","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17204091,0.11847692,0.6133011,0.048809085,0.0078074248,0.0082159685,0.0050253603,0.0022886756,0.024034575],"genre_scores_gemma":[0.9937023,0.0012214336,0.0005107045,0.002193112,0.00020286361,0.00026190563,0.00011435794,0.000032859465,0.001760497],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99239784,0.0048510325,0.0009747523,0.00034956334,0.0005203224,0.00090649736],"domain_scores_gemma":[0.9870498,0.011797766,0.0002003839,0.0005600142,0.00021160973,0.00018039673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.022462694,0.00021227756,0.0005920544,0.00027307885,0.00090534723,0.000034389046,0.00031496954,0.00020877029,0.0006762499],"category_scores_gemma":[0.0023953354,0.00014368839,0.000349735,0.0018052441,0.00012784207,0.000073235555,0.000095254225,0.00056753255,0.00016920286],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032166063,0.000045166977,0.88009286,0.00056973076,0.00059307355,0.000014532077,0.00080961146,0.000057484907,0.000005466061,0.0031407974,0.039344814,0.07529429],"study_design_scores_gemma":[0.0007347363,0.00021124819,0.17456912,0.0024482831,0.00048772572,7.105693e-7,0.006274024,0.035829518,0.000013200358,0.0058836676,0.773058,0.0004897591],"about_ca_topic_score_codex":0.0073683267,"about_ca_topic_score_gemma":0.007902797,"teacher_disagreement_score":0.82166135,"about_ca_system_score_codex":0.00014180609,"about_ca_system_score_gemma":0.00029656387,"threshold_uncertainty_score":0.9992417},"labels":[],"label_agreement":null},{"id":"W4391329384","doi":"10.26443/ijwpc.v11i1.365","title":"Medical Student Study of Rural Health Concerns, Community Determinants and Whole Person Care","year":2024,"lang":"en","type":"article","venue":"International Journal of Whole Person Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Curtin University of Technology","keywords":"Rural community; Medicine; Medical education; Health care; Family medicine; Environmental health; Psychology; Sociology; Socioeconomics; Political science","score_opus":0.07631741899640448,"score_gpt":0.5132500871311293,"score_spread":0.4369326681347248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97157645,0.019065704,0.0000087873805,0.0046318327,0.0034276617,0.00054295565,0.00022852009,0.000033267617,0.00048481426],"genre_scores_gemma":[0.9976137,0.0004023247,0.00004041691,0.0008024736,0.00081357214,0.00001536428,0.000035430996,0.00003169144,0.00024500958],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9953159,0.0012394269,0.0010117303,0.00016573611,0.001862835,0.00040436283],"domain_scores_gemma":[0.9969031,0.00048392982,0.0005925558,0.00021614392,0.0013657175,0.00043855511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00113348,0.00022520333,0.0005967515,0.000271726,0.0005074838,0.00005249495,0.00080111454,0.00018488373,0.00021135432],"category_scores_gemma":[0.0002042656,0.0001859073,0.00013860781,0.00014700463,0.00012051644,0.00024266576,0.00022523155,0.0018080604,0.000024141025],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013481746,0.00014961314,0.38420483,0.00082999136,0.00016418289,0.0002078116,0.5310613,0.000010834567,0.000022537275,0.000024630537,0.004408929,0.07878052],"study_design_scores_gemma":[0.0019812887,0.0015396721,0.075031556,0.0065208804,0.000043578515,0.00007955373,0.9080191,0.000076579214,0.000007557976,0.000005812006,0.006570672,0.00012373066],"about_ca_topic_score_codex":0.0049026185,"about_ca_topic_score_gemma":0.0040314742,"teacher_disagreement_score":0.37695783,"about_ca_system_score_codex":0.0012182541,"about_ca_system_score_gemma":0.0011411919,"threshold_uncertainty_score":0.78552234},"labels":[],"label_agreement":null},{"id":"W4391396171","doi":"10.22605/rrh8574","title":"A visiting otolaryngology team in northern Ontario - demographics, clinical presentation and barriers to access","year":2024,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"","keywords":"Otorhinolaryngology; Medicine; Subspecialty; Neurotology; Demographics; Context (archaeology); Outreach; Otology; Specialty; Health care; Family medicine; Medical emergency; Surgery","score_opus":0.04601247151677128,"score_gpt":0.46534399935574533,"score_spread":0.41933152783897404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391396171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9736658,0.0025371723,0.00007955595,0.020477096,0.0009224359,0.0014093698,0.000007841811,0.0001139107,0.00078686303],"genre_scores_gemma":[0.9885515,0.0018237293,0.0006259925,0.008075335,0.00031835923,0.000013962964,0.000021759564,0.000024513192,0.00054484484],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968935,0.0007912486,0.00095280615,0.00043015304,0.00016284417,0.00076940283],"domain_scores_gemma":[0.99815553,0.000540409,0.00013025702,0.00015970579,0.00005527799,0.0009588287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016459378,0.00017095038,0.00043684352,0.00021131505,0.00066371594,0.000038432103,0.00011794133,0.0002619846,0.000048631337],"category_scores_gemma":[0.00020832315,0.00013941845,0.000041199164,0.0004156056,0.0000857775,0.00018984522,0.00019620502,0.0011048926,0.00002398988],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007942884,0.000007856329,0.9325254,0.0006779719,0.000009499768,0.000012131431,0.006830812,0.000002858317,8.798707e-7,0.00033221274,0.0010937593,0.058427203],"study_design_scores_gemma":[0.00051852217,0.00028223832,0.96506315,0.0023165403,0.0000082206225,0.000015292102,0.004041441,0.00094601687,2.0857445e-7,0.0013012681,0.025354391,0.0001526948],"about_ca_topic_score_codex":0.2128155,"about_ca_topic_score_gemma":0.7942517,"teacher_disagreement_score":0.5814362,"about_ca_system_score_codex":0.00032595434,"about_ca_system_score_gemma":0.0012795287,"threshold_uncertainty_score":0.79242647},"labels":[],"label_agreement":null},{"id":"W4391425864","doi":"10.1016/j.nepr.2024.103906","title":"Clinical education models in rural practice settings: A scoping review","year":2024,"lang":"en","type":"review","venue":"Nurse Education in Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Conestoga College","funders":"","keywords":"Nursing; Workforce; Medicine; Nurse education; Staffing; Rural area; Rural health; Rural management; Nursing research; Occupational health nursing; Health care; Health education; Public health; Political science; Rural development; Geography","score_opus":0.16056960812323084,"score_gpt":0.6632990086236441,"score_spread":0.5027294005004133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391425864","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016354679,0.83957124,0.000005462221,0.018502126,0.016980005,0.012108805,0.000012441783,0.0001442346,0.11267406],"genre_scores_gemma":[0.0000010623893,0.95236015,0.0059894305,0.023704654,0.0025191929,0.007452259,0.00040917337,0.0001727094,0.00739135],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97780734,0.01307322,0.0060918983,0.001226471,0.0007338421,0.0010672314],"domain_scores_gemma":[0.9768797,0.015168107,0.0047668247,0.0014118535,0.0013389989,0.00043451143],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01329547,0.00076599396,0.0028013906,0.00079170027,0.00030599968,0.000088730005,0.0007054267,0.0013551353,0.0003422227],"category_scores_gemma":[0.036703363,0.0007149633,0.00035552002,0.0027603563,0.00008266401,0.002837347,0.00016958306,0.006899476,0.0049401354],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022352018,0.00086127094,0.000023620003,0.24317838,0.00003130421,0.0000054904963,0.0011277248,6.148368e-7,6.758356e-10,0.0040664305,0.14259426,0.60808855],"study_design_scores_gemma":[0.0000940783,0.000023867042,0.0000012851142,0.4770737,0.0012018881,0.000055803997,0.015902514,0.0000070373912,5.3432625e-10,0.00025831186,0.50510496,0.000276574],"about_ca_topic_score_codex":0.0019148164,"about_ca_topic_score_gemma":0.00032324792,"teacher_disagreement_score":0.607812,"about_ca_system_score_codex":0.0032943913,"about_ca_system_score_gemma":0.069630496,"threshold_uncertainty_score":0.9999413},"labels":[],"label_agreement":null},{"id":"W4391430051","doi":"10.1186/s12909-024-05052-7","title":"Relationship between individual and country-level socio-economic background, USMLE step scores, and demographics of international medical graduates and residency match results","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"United States Medical Licensing Examination; Odds; Demographics; Matriculation; Medicine; Family medicine; Logistic regression; Residency training; Matching (statistics); Medical education; Educational attainment; Demography; Medical school; Political science","score_opus":0.12706792530343206,"score_gpt":0.4665730415608057,"score_spread":0.3395051162573737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391430051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96980226,0.0057614655,0.00026348908,0.021038609,0.0016065487,0.00047075836,0.00023635742,0.00006436826,0.00075614825],"genre_scores_gemma":[0.992338,0.002241249,0.0026044978,0.0005604962,0.00097526173,0.0000654232,0.0005814073,0.000023467825,0.000610183],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99685866,0.0004966591,0.0010331648,0.00042843362,0.0008605916,0.00032250374],"domain_scores_gemma":[0.9923895,0.006480262,0.00023353942,0.0001804433,0.00011374715,0.00060252054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032321892,0.00016525385,0.0002903355,0.00022900342,0.00034948986,0.000044086417,0.00021194041,0.0005773263,0.00028713478],"category_scores_gemma":[0.004605359,0.0001498123,0.000026386895,0.00020353997,0.00046466923,0.00024074013,0.00019500224,0.00081531995,0.000028886523],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004386352,0.000029428174,0.9208725,0.0009593502,0.000023946313,0.0000011035153,0.0014772335,1.0017096e-7,1.4170851e-7,0.041019037,0.030201724,0.0053715613],"study_design_scores_gemma":[0.00079719076,0.000053587024,0.9706666,0.002704186,0.000062116735,0.000013916093,0.0048664343,0.0005556918,3.1090102e-7,0.011542205,0.008599249,0.00013851255],"about_ca_topic_score_codex":0.001786879,"about_ca_topic_score_gemma":0.0042841383,"teacher_disagreement_score":0.04979409,"about_ca_system_score_codex":0.00015408851,"about_ca_system_score_gemma":0.005689498,"threshold_uncertainty_score":0.9999473},"labels":[],"label_agreement":null},{"id":"W4391451132","doi":"10.1186/s12909-024-05038-5","title":"From field of dreams to back to the future? Exploring barriers to participating in continuing professional development (CPD) programs","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Victoria Hospital; Prince Albert Grand Council; University of Saskatchewan","funders":"","keywords":"Racism; Feeling; Professional development; Medical education; Faculty development; Public relations; Pandemic; Psychology; Sociology; Coronavirus disease 2019 (COVID-19); Political science; Medicine; Social psychology; Gender studies","score_opus":0.07600307025261563,"score_gpt":0.47139078236428705,"score_spread":0.39538771211167145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391451132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9490017,0.0003077429,0.0008316473,0.037369877,0.01009388,0.001959951,0.000002506959,0.00005984722,0.00037283511],"genre_scores_gemma":[0.9660053,0.000012657126,0.0145031065,0.0074605676,0.0024085266,0.008156108,0.000033193242,0.000027361702,0.0013931261],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99703175,0.0004227138,0.0009028031,0.00036762567,0.0006852339,0.00058985344],"domain_scores_gemma":[0.99732864,0.0010892663,0.00008204044,0.00025863436,0.00012667815,0.0011147193],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016849621,0.00014514834,0.00024506758,0.00012234911,0.00021602893,0.000017682463,0.00030249584,0.00017046435,0.0027402851],"category_scores_gemma":[0.004521488,0.00010338222,0.00003149665,0.00074519165,0.000015096416,0.000090342226,0.00019965207,0.0005200591,0.0006100681],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011444994,0.00012402593,0.077701405,0.00072108465,0.000009984638,0.0000013767292,0.31202734,0.000028073355,0.000020278747,0.00077178347,0.06909905,0.53938115],"study_design_scores_gemma":[0.00027429409,0.00012738464,0.03636328,0.02707921,0.0000116973515,4.5632063e-7,0.24899094,0.00041626877,0.00028298885,0.00021525675,0.6859925,0.0002457539],"about_ca_topic_score_codex":0.0013984642,"about_ca_topic_score_gemma":0.011398148,"teacher_disagreement_score":0.6168934,"about_ca_system_score_codex":0.00031945962,"about_ca_system_score_gemma":0.004815419,"threshold_uncertainty_score":0.9981713},"labels":[],"label_agreement":null},{"id":"W4391542992","doi":"10.2471/blt.23.290028","title":"Health workforce data needed to minimize inequities associated with health-worker migration","year":2024,"lang":"en","type":"article","venue":"Bulletin of the World Health Organization","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Wilfrid Laurier University","funders":"","keywords":"Workforce; Public health; Scrutiny; Political science; Health policy; Strengths and weaknesses; Medicine; Welfare economics; Economic growth; Nursing; Economics; Psychology","score_opus":0.054697847731866735,"score_gpt":0.39177738103833903,"score_spread":0.3370795333064723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391542992","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010636851,0.0057888646,0.0029846185,0.9699287,0.0026706795,0.005291158,0.00041135954,0.0008159351,0.0014718241],"genre_scores_gemma":[0.5679912,0.0016427292,0.014506119,0.30304158,0.0016521864,0.00026619434,0.003978058,0.0005940811,0.106327854],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920394,0.0023602368,0.0022903602,0.0008630022,0.0009458924,0.0015010982],"domain_scores_gemma":[0.9943558,0.0013214608,0.0015113603,0.0015788495,0.0005904804,0.00064203906],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0041372497,0.00043632765,0.0010453439,0.0003826493,0.002168556,0.00006551094,0.0010627913,0.00019463683,0.0012465158],"category_scores_gemma":[0.0016124027,0.00032699594,0.00005603493,0.004591195,0.000112995265,0.00013033456,0.00070579996,0.00097329763,0.0004246322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010350571,0.00008987998,0.008430889,0.0014343656,0.00004389082,0.0000010210715,0.008592917,0.00028340696,0.0000018012588,0.0035349198,0.973069,0.0044144187],"study_design_scores_gemma":[0.0008842957,0.00033628746,0.01822251,0.018769877,0.00003083502,0.000005150633,0.006399777,0.0004634291,0.000015624413,0.000110860856,0.9543983,0.00036307066],"about_ca_topic_score_codex":0.01316784,"about_ca_topic_score_gemma":0.02856199,"teacher_disagreement_score":0.6668871,"about_ca_system_score_codex":0.0022755042,"about_ca_system_score_gemma":0.0048319777,"threshold_uncertainty_score":0.9999182},"labels":[],"label_agreement":null},{"id":"W4391577414","doi":"10.18260/1-2--44752","title":"Structuring equity and inclusion into access to undergraduate research opportunities","year":2024,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Structuring; Equity (law); Inclusion (mineral); Computer science; Business; Political science; Sociology; Finance; Social science","score_opus":0.4706879285692343,"score_gpt":0.6242065675553354,"score_spread":0.15351863898610113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391577414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59905595,0.0017080398,0.00032948225,0.2018443,0.0013100216,0.0014784063,0.000011664934,0.0005712133,0.19369093],"genre_scores_gemma":[0.9774647,0.00084950303,0.00077438104,0.0040072175,0.00030999805,0.00009724297,0.000008893084,0.0000316332,0.016456453],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99681437,0.00061575655,0.00043568597,0.00041981158,0.0008039556,0.0009104466],"domain_scores_gemma":[0.9979137,0.000970135,0.00002924899,0.0003123211,0.00023680703,0.00053777435],"candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0030756518,0.0001470101,0.00020528323,0.00037668928,0.005151254,0.00014550105,0.0005292071,0.00016630423,0.0006225932],"category_scores_gemma":[0.0002279021,0.000116160794,0.000020733944,0.0005684048,0.0001020002,0.00043083477,0.040650003,0.0008757759,0.0002292135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115946714,0.000018022001,0.0038885004,0.004979277,0.00002420436,0.000106322404,0.034714177,0.000014343527,0.0003504802,0.5013072,0.18718366,0.2672979],"study_design_scores_gemma":[0.00015596385,0.00010752513,0.0014267466,0.0020913964,0.000006027052,0.0000026813248,0.008294393,0.0005448853,0.00015722029,0.5609356,0.42609215,0.00018539361],"about_ca_topic_score_codex":0.006910588,"about_ca_topic_score_gemma":0.005067265,"teacher_disagreement_score":0.37840873,"about_ca_system_score_codex":0.00054758904,"about_ca_system_score_gemma":0.0005598935,"threshold_uncertainty_score":0.99970245},"labels":[],"label_agreement":null},{"id":"W4391636561","doi":"10.32920/25193687","title":"The Professional Integration of International Medical Graduates: Implications of Restricted Certificates During the COVID-19 Pandemic","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Pandemic; Certificate; Coronavirus disease 2019 (COVID-19); Political science; Corporate governance; Public relations; Medicine; Law; Management; Computer science; Economics","score_opus":0.16018313960449998,"score_gpt":0.5098788321362401,"score_spread":0.3496956925317401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391636561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.580935,0.003152,0.0007188882,0.39092818,0.0082912585,0.004902184,0.0006986822,0.0005275405,0.009846246],"genre_scores_gemma":[0.9824918,0.0037477752,0.00018814488,0.0011437197,0.00046067827,0.0013956014,0.00039576547,0.000040577303,0.010135933],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9943549,0.0011808164,0.0022649972,0.0005349353,0.0011623794,0.00050195376],"domain_scores_gemma":[0.9912833,0.0053159688,0.001221961,0.001013813,0.0008521396,0.00031280133],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002256635,0.0003037917,0.00045398687,0.00020508324,0.0011144808,0.000023800232,0.001738161,0.0008089188,0.0010428613],"category_scores_gemma":[0.005422469,0.00015152749,0.00020130262,0.000526369,0.0005276392,0.000039503553,0.0023302634,0.0033146883,0.000076299264],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088853174,0.0004395922,0.38440138,0.0077450266,0.00074230816,0.0000064338947,0.017839061,0.00032633852,0.0028643224,0.2451508,0.33172894,0.0078672785],"study_design_scores_gemma":[0.0019621293,0.0001191576,0.34942815,0.0130549185,0.00035092467,0.000045534573,0.03628953,0.007909067,0.0005172997,0.38294202,0.20645908,0.0009221683],"about_ca_topic_score_codex":0.0030869723,"about_ca_topic_score_gemma":0.0034161801,"teacher_disagreement_score":0.4015568,"about_ca_system_score_codex":0.00084010116,"about_ca_system_score_gemma":0.004059949,"threshold_uncertainty_score":0.9998703},"labels":[],"label_agreement":null},{"id":"W4391658544","doi":"10.32920/25193687.v1","title":"The Professional Integration of International Medical Graduates: Implications of Restricted Certificates During the COVID-19 Pandemic","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Certification; Pandemic; Certificate; Coronavirus disease 2019 (COVID-19); Political science; Corporate governance; Representation (politics); Public relations; Medicine; Law; Management; Computer science; Economics; Politics","score_opus":0.16018313960449998,"score_gpt":0.5098788321362401,"score_spread":0.3496956925317401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391658544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.580935,0.003152,0.0007188882,0.39092818,0.0082912585,0.004902184,0.0006986822,0.0005275405,0.009846246],"genre_scores_gemma":[0.9824918,0.0037477752,0.00018814488,0.0011437197,0.00046067827,0.0013956014,0.00039576547,0.000040577303,0.010135933],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9943549,0.0011808164,0.0022649972,0.0005349353,0.0011623794,0.00050195376],"domain_scores_gemma":[0.9912833,0.0053159688,0.001221961,0.001013813,0.0008521396,0.00031280133],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002256635,0.0003037917,0.00045398687,0.00020508324,0.0011144808,0.000023800232,0.001738161,0.0008089188,0.0010428613],"category_scores_gemma":[0.005422469,0.00015152749,0.00020130262,0.000526369,0.0005276392,0.000039503553,0.0023302634,0.0033146883,0.000076299264],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088853174,0.0004395922,0.38440138,0.0077450266,0.00074230816,0.0000064338947,0.017839061,0.00032633852,0.0028643224,0.2451508,0.33172894,0.0078672785],"study_design_scores_gemma":[0.0019621293,0.0001191576,0.34942815,0.0130549185,0.00035092467,0.000045534573,0.03628953,0.007909067,0.0005172997,0.38294202,0.20645908,0.0009221683],"about_ca_topic_score_codex":0.0030869723,"about_ca_topic_score_gemma":0.0034161801,"teacher_disagreement_score":0.4015568,"about_ca_system_score_codex":0.00084010116,"about_ca_system_score_gemma":0.004059949,"threshold_uncertainty_score":0.9998703},"labels":[],"label_agreement":null},{"id":"W4391690440","doi":"10.22605/rrh8341","title":"The landscape of non-psychotic psychiatric illness in rural Canada: a narrative review","year":2024,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health Sciences Centre; University of Alberta","funders":"","keywords":"CINAHL; Mental illness; Mental health; Indigenous; Psychiatry; Population; Medicine; Grey literature; MEDLINE; Rural area; Anxiety; Environmental health; Psychological intervention; Political science","score_opus":0.030717157179270888,"score_gpt":0.44125428150789203,"score_spread":0.41053712432862116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391690440","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00007328241,0.97829485,6.680047e-7,0.011507076,0.0031492189,0.0053774966,0.00010069861,0.00003633124,0.001460397],"genre_scores_gemma":[0.000050734117,0.9945977,0.000052309628,0.0020948662,0.0004119725,0.00008654098,0.000098202836,0.00006327961,0.0025444033],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931981,0.0017282818,0.0028254641,0.00044839756,0.00051104836,0.0012887005],"domain_scores_gemma":[0.996673,0.00075404975,0.0013844357,0.0006000717,0.00013476085,0.0004537157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017130134,0.0006195559,0.0032955343,0.0001841347,0.0011215932,0.00001135869,0.00045141607,0.00039804945,0.000053948344],"category_scores_gemma":[0.0001083812,0.00032012127,0.00024679265,0.001642028,0.00009424901,0.00004290277,0.00016234093,0.0022629092,0.00005059627],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001161335,0.0000101038795,0.000012816658,0.2707724,0.00003458011,0.000004799529,0.0006985836,3.764254e-8,1.1505377e-9,0.000110931716,0.0877181,0.640626],"study_design_scores_gemma":[0.0001716944,0.00009493427,0.000050514478,0.33958772,0.00015999227,0.000019156656,0.0031221847,0.000025634361,8.273083e-10,0.000106983265,0.6564428,0.00021834669],"about_ca_topic_score_codex":0.34458548,"about_ca_topic_score_gemma":0.5429538,"teacher_disagreement_score":0.6404077,"about_ca_system_score_codex":0.0008701792,"about_ca_system_score_gemma":0.010244953,"threshold_uncertainty_score":0.9999251},"labels":[],"label_agreement":null},{"id":"W4391774156","doi":"10.30770/2572-1852-109.4.41","title":"International Briefs","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.06798750961749148,"score_gpt":0.5082043178790581,"score_spread":0.4402168082615666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391774156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7532697,0.000178121,0.004108677,0.19946769,0.012447824,0.00030303388,0.000004382578,0.00014967803,0.03007094],"genre_scores_gemma":[0.98608035,0.0007578544,0.0005008811,0.0022246442,0.0042375196,0.0000048577467,0.00001986076,0.000016145785,0.0061579165],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996807,0.0002249805,0.0008181587,0.00007170931,0.0018297377,0.00024841866],"domain_scores_gemma":[0.99821806,0.0005276448,0.00049050414,0.00009137285,0.00037405101,0.00029836694],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031185232,0.000058259142,0.00016872701,0.00018421191,0.00015532342,0.0000056853105,0.00029276297,0.00023568698,0.0056682],"category_scores_gemma":[0.0026106292,0.000044733428,0.00006149185,0.00033931193,0.000036509144,0.00014792594,0.000074879004,0.00055764744,0.0005753538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017292197,0.00004472249,0.039670996,0.00009944803,0.000045556648,0.000081781094,0.0018076464,0.00014457479,0.000099514415,0.0217732,0.84514856,0.09091107],"study_design_scores_gemma":[0.0009758913,0.000055572305,0.16585185,0.00090858975,0.000007956213,0.000021717911,0.00084485323,0.0044700974,0.0000073912697,0.006713763,0.82009274,0.00004957468],"about_ca_topic_score_codex":0.000027969967,"about_ca_topic_score_gemma":0.000012636767,"teacher_disagreement_score":0.23281066,"about_ca_system_score_codex":0.00018258345,"about_ca_system_score_gemma":0.00037361993,"threshold_uncertainty_score":0.99524075},"labels":[],"label_agreement":null},{"id":"W4391839977","doi":"10.1227/neu.0000000000002697","title":"Belonging","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.05082194594733774,"score_gpt":0.42882138320134694,"score_spread":0.3779994372540092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391839977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81489813,0.0040287566,0.00018820859,0.009251929,0.020010691,0.00057697407,0.000020228641,0.0023106094,0.1487145],"genre_scores_gemma":[0.97200966,0.00021887205,0.000088188644,0.0053297523,0.00089679257,0.0000679448,0.000008181158,0.00004963335,0.02133099],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99823457,0.00022398414,0.000399177,0.00028981242,0.00020286268,0.00064960634],"domain_scores_gemma":[0.99824077,0.0012755006,0.000039522532,0.00024829112,0.000038069928,0.00015787261],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00047809677,0.00011727528,0.00017434731,0.00013259066,0.00042444543,0.000020533333,0.00009373427,0.00011576084,0.0014622863],"category_scores_gemma":[0.0001890912,0.00010374146,0.00007245463,0.0004505615,0.000026689542,0.0001292501,0.00007221765,0.00060746813,0.004803046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027266096,0.000023335002,0.11013824,0.001268168,0.000013265817,0.0005793547,0.0013309243,0.00003073127,0.0005252739,0.02669292,0.8323602,0.02701029],"study_design_scores_gemma":[0.000049323426,0.000011852448,0.008281077,0.0007790913,0.0000061200494,0.000007246787,0.00015773144,0.0007191929,0.000023639535,0.0007530537,0.98910666,0.00010503249],"about_ca_topic_score_codex":0.00006813948,"about_ca_topic_score_gemma":0.000010336655,"teacher_disagreement_score":0.15711154,"about_ca_system_score_codex":0.0000848929,"about_ca_system_score_gemma":0.00019460983,"threshold_uncertainty_score":0.9994505},"labels":[],"label_agreement":null},{"id":"W4391852945","doi":"10.4103/cjrm.cjrm_19_23","title":"Pan-Canadian licensure: Potential impact on the rural physician workforce","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University; Memorial University of Newfoundland; University of Toronto; York University; University of Alberta; Canadian Medical Association","funders":"","keywords":"Licensure; Workforce; Family medicine; Rural area; Medicine; Economic shortage; Work (physics); Flexibility (engineering); Nursing; Rural health; Political science; Government (linguistics); Management","score_opus":0.03393707183495506,"score_gpt":0.392919598351579,"score_spread":0.358982526516624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391852945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74880505,0.016073091,0.00001802469,0.19501472,0.01082932,0.0008811277,0.000107816115,0.000047645903,0.028223207],"genre_scores_gemma":[0.9740565,0.00029654,0.000010724601,0.0157458,0.006309444,0.000010188185,0.000020091715,0.000058770576,0.0034919379],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99615365,0.00050257426,0.0009805538,0.00014832392,0.0005567279,0.0016581708],"domain_scores_gemma":[0.9950223,0.00070045545,0.0003154973,0.00039199862,0.00040077878,0.003168958],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001425833,0.00036057402,0.00059914467,0.00066758617,0.0011953048,0.00005002662,0.0006302366,0.00026652325,0.0040524756],"category_scores_gemma":[0.00044069873,0.00019427513,0.00024260876,0.00094201794,0.00031560732,0.00020514504,0.000014927606,0.0022612633,0.00080162735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115378374,0.000006960423,0.006377048,0.00011418913,0.00016946575,0.0009965948,0.0069320537,0.00011159839,0.00007097863,0.00988398,0.9273631,0.04785864],"study_design_scores_gemma":[0.0014731309,0.0018517623,0.056914236,0.02469233,0.0002832977,0.0004103629,0.05676813,0.00046042638,0.000010330714,0.0043546003,0.85221994,0.0005614393],"about_ca_topic_score_codex":0.46967876,"about_ca_topic_score_gemma":0.44054732,"teacher_disagreement_score":0.22525145,"about_ca_system_score_codex":0.002146661,"about_ca_system_score_gemma":0.0069754208,"threshold_uncertainty_score":0.99997634},"labels":[],"label_agreement":null},{"id":"W4391852968","doi":"10.4103/cjrm.cjrm_95_22","title":"In situ clinical education of frontline healthcare providers in under-resourced areas: A rapid review","year":2024,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Health care; Rural area; Medicine; Nursing; Systematic review; Medical education; MEDLINE; Political science","score_opus":0.16543159993851675,"score_gpt":0.5424563121125882,"score_spread":0.3770247121740714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391852968","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009730991,0.92480475,0.0000010654397,0.06605285,0.005212329,0.0029457326,0.000036879996,0.000007788954,0.00084130815],"genre_scores_gemma":[0.00047819188,0.9860436,0.0000671753,0.010189586,0.0018692972,0.000086900494,0.00010684993,0.00007462467,0.0010838214],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98806053,0.0030385,0.0071573737,0.00030392545,0.00049230724,0.00094734743],"domain_scores_gemma":[0.99276936,0.0011094388,0.0030952636,0.0005088918,0.0006112575,0.0019058115],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0055243946,0.00051085814,0.0051950593,0.001704392,0.00009720396,0.0000052670644,0.000643473,0.00079190923,0.00065897725],"category_scores_gemma":[0.0032982174,0.0003498868,0.00044712174,0.0016117794,0.00025725405,0.00013812986,0.000038796363,0.0044670585,0.00007362608],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022543507,0.000026947162,0.0004556331,0.17904225,0.000055582055,0.00015271077,0.0010568203,2.4645175e-7,1.838312e-8,0.00026705622,0.280311,0.5386092],"study_design_scores_gemma":[0.00038871577,0.00027410247,0.00010761385,0.46177655,0.00038222692,0.00007406669,0.0033694033,3.7648664e-7,2.4577702e-9,0.00021629273,0.5332927,0.000117934345],"about_ca_topic_score_codex":0.070564605,"about_ca_topic_score_gemma":0.25854534,"teacher_disagreement_score":0.53849125,"about_ca_system_score_codex":0.0029531193,"about_ca_system_score_gemma":0.03783704,"threshold_uncertainty_score":0.99989533},"labels":[],"label_agreement":null},{"id":"W4391853130","doi":"10.4103/cjrm.cjrm_54_23","title":"Primary care reform in a rural context","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Primary care; Context (archaeology); Health care reform; Primary (astronomy); Political science; Nursing; Public administration; Medicine; Family medicine; Geography; Health policy; Public health","score_opus":0.03026813442279404,"score_gpt":0.3893489025876255,"score_spread":0.3590807681648315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391853130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.780762,0.11463061,0.0000051662996,0.041912466,0.007474987,0.000536811,0.000029907917,0.000030595776,0.054617457],"genre_scores_gemma":[0.99049103,0.0005182671,0.000035997964,0.0050105113,0.0016665823,0.000008649024,0.000024972782,0.000027114984,0.0022168453],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975812,0.00018724616,0.0010456829,0.00008638006,0.00030040523,0.00079909066],"domain_scores_gemma":[0.99782765,0.00021416484,0.00019417302,0.00016817231,0.00032939127,0.0012664592],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007310399,0.00017074229,0.0005302029,0.0006286586,0.00023198761,0.000008918759,0.00027185213,0.00018960114,0.0013482671],"category_scores_gemma":[0.00019418275,0.000116492236,0.00006797328,0.0005239789,0.0001637237,0.00020330396,0.000016040301,0.0013590284,0.00014249496],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003416244,0.0000120983,0.15613326,0.005250238,0.00010484855,0.0054018013,0.16486393,0.000008600593,0.000117971125,0.016816942,0.27782628,0.3731224],"study_design_scores_gemma":[0.0019494768,0.00066850166,0.03304486,0.044069517,0.000046970003,0.00027349163,0.37383902,0.00001967946,0.0000031126972,0.0008724787,0.54501927,0.00019366205],"about_ca_topic_score_codex":0.15487665,"about_ca_topic_score_gemma":0.32087082,"teacher_disagreement_score":0.37292874,"about_ca_system_score_codex":0.005466652,"about_ca_system_score_gemma":0.004626239,"threshold_uncertainty_score":0.99956465},"labels":[],"label_agreement":null},{"id":"W4391854483","doi":"10.4103/cjrm.cjrm_28_23","title":"A call to enhance rural medical education","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"Roll call; Call to action; Call control; Computer science; Business; Telecommunications; Political science; Marketing","score_opus":0.021436155892106654,"score_gpt":0.46242951458258325,"score_spread":0.44099335869047657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391854483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5292968,0.027374167,0.00021942779,0.40769014,0.019650752,0.00057428173,0.000010947909,0.00004380783,0.015139664],"genre_scores_gemma":[0.9585128,0.00032671468,0.00016897675,0.024720876,0.00556859,0.000018030129,0.000009935999,0.00002756418,0.010646513],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99738795,0.00023024042,0.0009648075,0.00010250813,0.00058277353,0.0007317479],"domain_scores_gemma":[0.994733,0.00032791836,0.00016016726,0.00018453607,0.0004830601,0.004111358],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013095398,0.0001581495,0.00039954414,0.0005067427,0.00029305732,0.000011122288,0.00037603485,0.00020782887,0.007889388],"category_scores_gemma":[0.0024442845,0.00011230518,0.000057776604,0.0006143759,0.00012888243,0.00014037853,0.00001789501,0.0011530308,0.0006035441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026494208,0.0000058624046,0.004471168,0.00023699662,0.000019423405,0.00019387153,0.007950244,0.0000015040935,0.000039366638,0.002728477,0.90006185,0.08426475],"study_design_scores_gemma":[0.00026465516,0.0004579035,0.0033372652,0.024799036,0.000040125964,0.00028564973,0.016196214,0.00003535728,0.000008413288,0.0010878234,0.9533494,0.00013816712],"about_ca_topic_score_codex":0.050213344,"about_ca_topic_score_gemma":0.09516786,"teacher_disagreement_score":0.42921597,"about_ca_system_score_codex":0.00100234,"about_ca_system_score_gemma":0.01681676,"threshold_uncertainty_score":0.99301755},"labels":[],"label_agreement":null},{"id":"W4391941874","doi":"10.4018/979-8-3693-1371-8.ch006","title":"From Diversity to Discovery","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in library and information science (ALIS) book series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cornerstone; Diversity (politics); Bridging (networking); Immigration; Political science; Asset (computer security); Public relations; Cultural diversity; Economic growth; Geography; Regional science; Economics; Computer science","score_opus":0.017160953512505017,"score_gpt":0.3391015782912968,"score_spread":0.32194062477879176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391941874","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011666301,0.0051919455,0.0000058934547,0.0029075632,0.0019812158,0.0007559033,0.00055693934,0.00026297924,0.98717093],"genre_scores_gemma":[0.005950687,0.74947447,0.00072451733,0.01212935,0.00058125297,0.00006840424,0.00026942024,0.00005125015,0.23075068],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977522,0.000024791092,0.00079614855,0.00038195285,0.0005396999,0.0005052031],"domain_scores_gemma":[0.9987966,0.00022785098,0.00030882648,0.00034732267,0.000055078337,0.0002643341],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002622518,0.00029920726,0.0003825557,0.00047120944,0.0012172898,0.00014678502,0.00049434614,0.00024550525,0.00076055166],"category_scores_gemma":[0.000052883326,0.00026188564,0.000044052344,0.0003063107,0.0006293587,0.66253495,0.0015817208,0.0006275578,0.0005091892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009810328,0.0000018395993,0.0011962013,0.00022239209,0.0000029315079,0.0000033368306,0.0076399436,0.000022489168,3.6804823e-7,0.9899797,0.00026862684,0.00056405657],"study_design_scores_gemma":[0.00011936637,0.00008550679,0.0003791268,0.0020612685,0.000007735341,0.0000011668731,0.0036069178,0.000007026357,0.0000137499965,0.014087704,0.97934943,0.0002810128],"about_ca_topic_score_codex":0.000044428038,"about_ca_topic_score_gemma":0.000041952113,"teacher_disagreement_score":0.9790808,"about_ca_system_score_codex":0.00013192443,"about_ca_system_score_gemma":0.00036485028,"threshold_uncertainty_score":0.9999833},"labels":[],"label_agreement":null},{"id":"W4391963406","doi":"10.51644/9781554586431-016","title":"Appendix B All Canadian Nurses Interned in China","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Political science; Law","score_opus":0.05373508402583252,"score_gpt":0.4115095852803918,"score_spread":0.35777450125455923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391963406","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006006181,0.002137629,0.000001938004,0.0025048957,0.0033931944,0.001902379,0.0001360052,0.0001632351,0.9891601],"genre_scores_gemma":[0.042032942,0.00069999794,0.00013980787,0.005400874,0.00077703065,0.00007436295,0.0005392,0.00014068767,0.9501951],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99621314,0.00013274912,0.0010268373,0.00049070973,0.00030878294,0.0018278054],"domain_scores_gemma":[0.9975001,0.00017435352,0.0003244557,0.000677601,0.00007871415,0.0012447746],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004978288,0.00052648794,0.0007715414,0.0005534851,0.00026171724,0.000009221848,0.00050170865,0.0014776933,0.103062734],"category_scores_gemma":[0.000046162324,0.00048043666,0.00011298308,0.000049673334,0.000073215844,0.00011547474,0.00015481234,0.0021444384,0.04819697],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050135946,0.000021311402,0.01215408,0.00049178646,0.000052824143,0.00010756614,0.0053819567,6.840392e-7,2.638599e-7,0.54571587,0.42463246,0.011391068],"study_design_scores_gemma":[0.00033359206,0.00003624552,0.0015855189,0.0022201817,0.000025294245,0.000004150841,0.00045316605,0.000005640494,3.3482607e-7,0.006382645,0.98852926,0.00042396327],"about_ca_topic_score_codex":0.63551426,"about_ca_topic_score_gemma":0.94066477,"teacher_disagreement_score":0.56389683,"about_ca_system_score_codex":0.0022023635,"about_ca_system_score_gemma":0.0011886202,"threshold_uncertainty_score":0.9998186},"labels":[],"label_agreement":null},{"id":"W4392062724","doi":"10.1177/08404704241232668","title":"Innovative nursing employment initiatives to strengthen and sustain the health workforce in Canada","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Workforce planning; Business; Pandemic; Nursing; Economic shortage; Human resources; Health human resources; Workforce development; Coronavirus disease 2019 (COVID-19); Economic growth; Public relations; Health care; Political science; Medicine; Economics; Government (linguistics)","score_opus":0.04964467147124031,"score_gpt":0.42232416869753747,"score_spread":0.3726794972262972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392062724","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15137734,0.014308314,0.0004014893,0.79465246,0.0025068794,0.009398132,0.0001371214,0.00030279616,0.026915457],"genre_scores_gemma":[0.94950944,0.0014341486,0.00041883392,0.045489386,0.00013169265,0.00070938014,0.00004345748,0.00005944525,0.0022042135],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99469453,0.00096184143,0.0011276163,0.00066704047,0.0005693679,0.0019795876],"domain_scores_gemma":[0.99816865,0.0006065757,0.00018473415,0.00046509557,0.00014679399,0.00042817346],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013566611,0.00033948975,0.00045287513,0.0003724909,0.0011102887,0.00004487985,0.00030681762,0.00011980109,0.0000688614],"category_scores_gemma":[0.000057841495,0.0002647718,0.000027166134,0.0022486204,0.00006669421,0.00017638768,0.00034614827,0.0012569865,0.000039590705],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012756667,0.00003516361,0.072550416,0.0024784328,0.000045320252,0.00009322001,0.025927335,0.00008789052,7.5609535e-8,0.38859874,0.12145167,0.3886042],"study_design_scores_gemma":[0.0005360664,0.00030572742,0.09077992,0.011589835,0.000009129172,0.0000024844155,0.3970281,0.00069883186,6.7818536e-7,0.003955035,0.4947316,0.00036259776],"about_ca_topic_score_codex":0.739634,"about_ca_topic_score_gemma":0.93120176,"teacher_disagreement_score":0.7981321,"about_ca_system_score_codex":0.0071385363,"about_ca_system_score_gemma":0.003127254,"threshold_uncertainty_score":0.99998045},"labels":[],"label_agreement":null},{"id":"W4392116706","doi":"10.15173/m.v1i39.3303","title":"Healthcare Disparities","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Health care; Population health; Medicine; Environmental health; Nursing; Public health; Economics; Economic growth","score_opus":0.06334797448050701,"score_gpt":0.4503038807464858,"score_spread":0.3869559062659788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392116706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74334,0.0042421166,0.0000033243007,0.22741033,0.006391561,0.0012385424,0.00008329003,0.00022782678,0.01706301],"genre_scores_gemma":[0.9416847,0.00006730774,0.00007442364,0.027511718,0.0006233855,0.0013005463,0.000023660687,0.000028641301,0.028685583],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969606,0.0013613522,0.0003579543,0.00019269249,0.00038772853,0.00073968427],"domain_scores_gemma":[0.9984684,0.0005850402,0.00014467195,0.00054785627,0.00005842868,0.00019562943],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010668114,0.00011477849,0.00018977888,0.000042979882,0.0045009903,0.0000051403003,0.0005087382,0.000043779073,0.0064074504],"category_scores_gemma":[0.00011115887,0.000080797356,0.00004828333,0.0003127942,0.00007751385,0.000036356298,0.00040865515,0.0010419327,0.000711934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009850771,0.00008875145,0.10174618,0.00028789652,0.000016377315,0.000004260764,0.030065535,0.000010630973,0.000010921433,0.12140513,0.744278,0.0019877746],"study_design_scores_gemma":[0.00018644678,0.000067512505,0.013290583,0.00004433365,0.000008380458,0.0000051164952,0.070435494,0.0000099104045,0.000003861975,0.005414311,0.9104321,0.00010195086],"about_ca_topic_score_codex":0.0047733947,"about_ca_topic_score_gemma":0.00036056305,"teacher_disagreement_score":0.19989862,"about_ca_system_score_codex":0.00052481267,"about_ca_system_score_gemma":0.00080610486,"threshold_uncertainty_score":0.996795},"labels":[],"label_agreement":null},{"id":"W4392172106","doi":"10.2139/ssrn.4699442","title":"Centering Racial Health Equity in Systematic Reviews Paper 5: A Methodological Overview of Methods and Interventions","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Toronto; University of Ottawa; Bruyère; Élisabeth Bruyère Hospital","funders":"","keywords":"Psychological intervention; Health equity; Equity (law); Systematic review; Actuarial science; Management science; Political science; Psychology; Business; Economics; Medicine; MEDLINE; Health care; Economic growth; Nursing; Law","score_opus":0.5175147565999588,"score_gpt":0.668731146748981,"score_spread":0.15121639014902222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392172106","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009694897,0.9235422,0.058696583,0.0034654639,0.0011142069,0.0026301877,0.000006307111,0.00006566057,0.00078449637],"genre_scores_gemma":[0.28387484,0.6884079,0.02462239,0.0011683345,0.00040885698,0.00031280972,0.0000053926406,0.00005490714,0.001144582],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","domain_scores_codex":[0.97966105,0.014665052,0.0027067454,0.00030136906,0.00021699863,0.002448808],"domain_scores_gemma":[0.9969105,0.0018554105,0.00074870005,0.00022187448,0.000070040725,0.0001934323],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06033921,0.00021294248,0.0013921271,0.00023771272,0.00036890467,0.000022489616,0.00026185007,0.00016825959,0.00019733746],"category_scores_gemma":[0.0022659,0.00014987797,0.000327937,0.00050975085,0.000049982624,0.00021797781,0.0002709126,0.0035408628,0.000027750457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010507169,0.00013647265,0.0012282105,0.29905686,0.00019693685,0.000008672571,0.005685114,0.0000044629146,0.0001464464,0.4731099,0.00047844683,0.2198434],"study_design_scores_gemma":[0.0015821762,0.0016727472,0.0021035315,0.47654855,0.00029096776,0.00056807685,0.018791664,0.00054520374,0.0000052590144,0.45505548,0.042312585,0.00052375067],"about_ca_topic_score_codex":0.0003540748,"about_ca_topic_score_gemma":0.0039135525,"teacher_disagreement_score":0.27417994,"about_ca_system_score_codex":0.002556834,"about_ca_system_score_gemma":0.002168803,"threshold_uncertainty_score":0.998758},"labels":[],"label_agreement":null},{"id":"W4392179931","doi":"10.1176/appi.pn.2024.03.3.28","title":"Assembly’s Resident-Fellow Members Move Ahead to Make a Difference","year":2024,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; History; Psychology","score_opus":0.04075111435714333,"score_gpt":0.42506992889255707,"score_spread":0.3843188145354137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392179931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64028317,0.013136904,0.0013217487,0.053456124,0.022879045,0.004045681,0.00008976859,0.0016651788,0.26312238],"genre_scores_gemma":[0.7368445,0.0015535365,0.0088678915,0.02249729,0.0047851973,0.00088247564,0.000041201187,0.00022559884,0.22430232],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954959,0.00047280546,0.0010430501,0.00089110044,0.0006522351,0.0014449204],"domain_scores_gemma":[0.99739945,0.0006850237,0.0001540917,0.00086908235,0.000118537566,0.0007737924],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00062653684,0.00039070172,0.0005014721,0.00044144964,0.00065137655,0.00006983957,0.00050308014,0.00035178984,0.0016102106],"category_scores_gemma":[0.000192625,0.00033765135,0.00017405844,0.0018927128,0.00003061241,0.000104237966,0.00022753132,0.0010864139,0.009056493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015162032,0.00006667452,0.040503964,0.0011453805,0.00004410761,0.000046089008,0.0055619148,0.000023911634,0.000078312914,0.013066035,0.9138359,0.025476098],"study_design_scores_gemma":[0.00059431524,0.00021131904,0.025597984,0.0011017947,0.00008028493,0.0000070679844,0.0046355193,0.00043073788,0.000009386514,0.0065908805,0.960219,0.0005216612],"about_ca_topic_score_codex":0.009116668,"about_ca_topic_score_gemma":0.010594147,"teacher_disagreement_score":0.09656132,"about_ca_system_score_codex":0.00048649247,"about_ca_system_score_gemma":0.00064336584,"threshold_uncertainty_score":0.99990755},"labels":[],"label_agreement":null},{"id":"W4392186671","doi":"10.1007/s12630-024-02708-2","title":"A survey of Canadian specialist anesthesiologists and family practice anesthetists: rural operating room use, a mixed model of care, and mentoring","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Interior Health; Victoria Hospital; Hamilton General Hospital","funders":"Canadian Anesthesiologists' Society","keywords":"Demographics; Medicine; American society of anesthesiologists; Family medicine; Rural area; Nursing; Anesthesia; Sociology; Demography","score_opus":0.05412959733502471,"score_gpt":0.3355276553014478,"score_spread":0.2813980579664231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392186671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9653372,0.03003761,0.00000922919,0.0024665562,0.00057709456,0.0005169926,0.00011560413,0.000014465059,0.0009252484],"genre_scores_gemma":[0.9940677,0.002927341,0.0019241372,0.00022498769,0.00038121265,0.00000761454,0.00002042618,0.0001002069,0.0003463624],"study_design_codex":"observational","study_design_gemma":"case_report","domain_scores_codex":[0.9935624,0.0014196975,0.0022990431,0.00040070407,0.00065193436,0.0016662102],"domain_scores_gemma":[0.9903042,0.0012599924,0.0013146363,0.0003623454,0.0025946614,0.0041641947],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0047356156,0.00053903484,0.001320612,0.0023303472,0.0012141796,0.00028229604,0.000603077,0.0005281397,0.000046346053],"category_scores_gemma":[0.0017443271,0.0004921205,0.00017007523,0.0013198262,0.0004705261,0.0011699254,0.000031165702,0.0017151043,0.0000036537708],"study_design_candidate":"case_report","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009497692,0.00007634183,0.48725823,0.0040483084,0.00060599024,0.36991847,0.08392111,0.004110782,0.00024713817,0.009918128,0.020803578,0.018142177],"study_design_scores_gemma":[0.0019733268,0.00318478,0.2197025,0.011970023,0.00054121413,0.64292765,0.054077607,0.0018282116,0.000030542793,0.0003301203,0.06211172,0.0013223301],"about_ca_topic_score_codex":0.86568743,"about_ca_topic_score_gemma":0.89592355,"teacher_disagreement_score":0.27300915,"about_ca_system_score_codex":0.0019537522,"about_ca_system_score_gemma":0.019220205,"threshold_uncertainty_score":0.99975306},"labels":[],"label_agreement":null},{"id":"W4392188057","doi":"10.7759/cureus.55074","title":"Draw to Practice: A Qualitative Study Examining Factors Attracting Physicians to Rural Northern Ontario","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Staffing; Qualitative research; Government (linguistics); Rural area; Psychological intervention; Incentive; Rural health; Economic shortage; Nursing; Workforce; Health care; Medicine; Public relations; Psychology; Political science; Sociology","score_opus":0.13135306834473365,"score_gpt":0.5342915237091929,"score_spread":0.4029384553644592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392188057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9767831,0.00026041505,0.00020120046,0.0026449722,0.0035858722,0.0027245728,0.000025252486,0.00044016368,0.013334462],"genre_scores_gemma":[0.985889,0.0000023992511,0.0008805784,0.0018723982,0.00057267095,0.00032355657,0.00001950402,0.00008064914,0.010359211],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9958534,0.0011757403,0.0007616285,0.00058050855,0.00056949124,0.00105923],"domain_scores_gemma":[0.99500555,0.0035495092,0.00020464855,0.0004876023,0.00033193166,0.00042073717],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014378345,0.00033724168,0.00046485712,0.000118582175,0.0009904196,0.00007938854,0.00031599184,0.00015490694,0.0004200738],"category_scores_gemma":[0.001350721,0.00030181164,0.00006546566,0.0006867784,0.000021861246,0.00053823175,0.00025221432,0.0012198783,0.002563003],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007782295,0.00019387271,0.08300993,0.00008570106,0.00010453334,0.000046396675,0.90775543,0.000045443026,0.000056863173,0.00021583702,0.0062343436,0.0021738391],"study_design_scores_gemma":[0.00019909888,0.0007682333,0.02415286,0.0010900866,0.00006668933,0.0000011321979,0.83732307,0.000004836452,0.0000064213236,0.00006205732,0.13604002,0.0002854961],"about_ca_topic_score_codex":0.17315935,"about_ca_topic_score_gemma":0.6921257,"teacher_disagreement_score":0.5189663,"about_ca_system_score_codex":0.0024351028,"about_ca_system_score_gemma":0.00074626517,"threshold_uncertainty_score":0.9999434},"labels":[],"label_agreement":null},{"id":"W4392190996","doi":"10.3138/ptc-2023-0025","title":"Community Engagement Integral to Reimagining Rural and Remote Physiotherapy in Saskatchewan: Findings from a World Café Multi-Stakeholder Event","year":2024,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Event (particle physics); Stakeholder; Stakeholder engagement; Community engagement; Physical therapy; Business; Nursing; Physical medicine and rehabilitation; Medicine; Computer science; Political science; Public relations","score_opus":0.07930805190470859,"score_gpt":0.4285444401242311,"score_spread":0.3492363882195225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392190996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853147,0.001978086,0.00031243262,0.008623951,0.0015011299,0.0014673934,0.00017091491,0.00018342932,0.00044796235],"genre_scores_gemma":[0.97494966,0.000231269,0.0031724444,0.013708231,0.0003195878,0.000113113754,0.00006455679,0.00011269682,0.0073284456],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605536,0.0012030116,0.0007466348,0.00048434164,0.0004742752,0.0010363974],"domain_scores_gemma":[0.99798155,0.00081995025,0.00010409694,0.00062443485,0.00007745927,0.00039252784],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00074745575,0.00043951403,0.0005973802,0.000276311,0.0008148347,0.0000583769,0.00040387452,0.00010404305,0.00079435005],"category_scores_gemma":[0.000031771127,0.00036742364,0.000066737564,0.000950953,0.00005837332,0.00017922564,0.00015946162,0.0022730122,0.000032286833],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012275495,0.00044107347,0.04128825,0.0022124927,0.00051053986,0.00018110691,0.3076626,0.00049157353,0.033105668,0.0005098353,0.2353496,0.37701973],"study_design_scores_gemma":[0.0054549305,0.00034251198,0.16310996,0.018709512,0.00003925131,0.0000022235586,0.19045354,0.01566971,0.0009647082,0.0025740354,0.60084933,0.0018302767],"about_ca_topic_score_codex":0.9843259,"about_ca_topic_score_gemma":0.99183583,"teacher_disagreement_score":0.37518945,"about_ca_system_score_codex":0.0022396701,"about_ca_system_score_gemma":0.0016934773,"threshold_uncertainty_score":0.99987775},"labels":[],"label_agreement":null},{"id":"W4392259061","doi":"10.33882/jida.15.27545","title":"Offerings for Foreign-Trained Dentists pursuing unrestricted licensure in the United States","year":2021,"lang":"en","type":"article","venue":"Journal of Indian Dental Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Licensure; Medical education; Medicine; Family medicine","score_opus":0.027605813116295324,"score_gpt":0.3882619564325014,"score_spread":0.36065614331620605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392259061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99476445,0.00019790715,0.000057201476,0.0033303588,0.0006564452,0.00053711585,0.00004164242,0.000014444364,0.00040045357],"genre_scores_gemma":[0.9962231,0.00018265113,0.00038065278,0.0019261435,0.0004243279,0.000024826239,0.00019109504,0.000018922994,0.00062826206],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99709123,0.00073010364,0.00096126064,0.00011475012,0.0005800897,0.00052253815],"domain_scores_gemma":[0.9958845,0.0017173286,0.0014035986,0.00010286003,0.00078240345,0.000109343884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020164489,0.00012236572,0.00029357956,0.00025507226,0.00040529127,0.00004903629,0.00022927165,0.00024938135,0.00006257672],"category_scores_gemma":[0.0020164936,0.00009754519,0.000121445446,0.0009636763,0.0000111113895,0.0002122104,0.00002791557,0.00071536883,0.0000147557475],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000124939,0.00012599542,0.9661344,0.0001962548,0.00007079334,0.00017211252,0.013647301,0.0001260818,0.0001519518,0.00041650038,0.018396348,0.00043729373],"study_design_scores_gemma":[0.003640665,0.0002339786,0.9070614,0.0012081219,0.00006472972,0.000074141884,0.067393035,0.00023964488,0.00019272242,0.0019914166,0.017724209,0.00017595738],"about_ca_topic_score_codex":0.00034094768,"about_ca_topic_score_gemma":0.0017428059,"teacher_disagreement_score":0.05907305,"about_ca_system_score_codex":0.0016731737,"about_ca_system_score_gemma":0.00031023088,"threshold_uncertainty_score":0.43752912},"labels":[],"label_agreement":null},{"id":"W4392284535","doi":"10.21203/rs.3.rs-3962120/v1","title":"Predictors for success and failure in international medical graduates: a systematic review of prognostic factor studies","year":2024,"lang":"en","type":"review","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Internal medicine","score_opus":0.2797681454517566,"score_gpt":0.62864247533533,"score_spread":0.3488743298835734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392284535","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000027948423,0.9729796,0.0000022433817,0.0018704041,0.00060958334,0.023607034,0.00074104546,0.00006405225,0.00009808993],"genre_scores_gemma":[0.00011293612,0.9840568,0.000046028348,0.00006283759,0.00028397026,0.0143630635,0.0002559083,0.00007795007,0.0007405488],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9891558,0.003926013,0.0029065637,0.0006762408,0.002334645,0.0010006821],"domain_scores_gemma":[0.9836635,0.013344488,0.00059003866,0.00048365997,0.0015452551,0.00037305674],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008142925,0.00043967398,0.0040008817,0.00083532825,0.00023422542,0.000022747012,0.00086337776,0.0006384145,0.0001901091],"category_scores_gemma":[0.040464304,0.00026905537,0.00032421405,0.0012882263,0.00026427623,0.00009764383,0.0008197468,0.0023627458,0.00010093578],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058818046,0.000041640003,0.00058849074,0.98083353,0.00034827835,0.000030546562,0.00091005466,5.895028e-9,1.6044975e-9,0.00070364104,0.012220013,0.0043179244],"study_design_scores_gemma":[0.00015551606,0.00012157019,0.000007913746,0.7835242,0.00042345806,0.0000054605266,0.0018495929,0.000010172751,5.407539e-9,0.00013307988,0.21363728,0.00013175167],"about_ca_topic_score_codex":0.00009649335,"about_ca_topic_score_gemma":0.0005327092,"teacher_disagreement_score":0.20141727,"about_ca_system_score_codex":0.0009662342,"about_ca_system_score_gemma":0.002494925,"threshold_uncertainty_score":0.99997616},"labels":[],"label_agreement":null},{"id":"W4392355789","doi":"10.1186/s12960-024-00900-5","title":"Global migration and factors influencing retention of Asian internationally educated nurses: a systematic review","year":2024,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National University of Singapore","keywords":"PsycINFO; CINAHL; Credentialing; Critical appraisal; Workforce; Scopus; Health services research; Medicine; Systematic review; Nursing; Political science; MEDLINE; Public health; Alternative medicine; Psychological intervention","score_opus":0.09792315898613788,"score_gpt":0.5069193677218621,"score_spread":0.4089962087357242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392355789","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010765857,0.98132116,0.000007696898,0.0004959725,0.0008366278,0.0149366455,0.00060258777,0.0001723048,0.00055039854],"genre_scores_gemma":[0.00022961426,0.9946019,0.00008541265,0.0005063586,0.00022797477,0.0014960335,0.0009885514,0.00008903934,0.0017751112],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99215066,0.0016426753,0.0041912543,0.00070706557,0.00056125905,0.0007470633],"domain_scores_gemma":[0.9943918,0.00044521774,0.0038548291,0.00058371207,0.00036016884,0.0003642818],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0021164767,0.00062050816,0.004014184,0.00036434663,0.0007352235,0.000037178743,0.00043878888,0.0004917394,0.00004517946],"category_scores_gemma":[0.00059892004,0.00045580737,0.00054272177,0.00069513504,0.000086455046,0.00010669447,0.00013501428,0.0006523232,0.00004263132],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004652218,0.000025701473,0.00010416824,0.98181075,0.00014856493,6.172468e-7,0.0031406588,5.2666696e-8,1.241312e-8,0.0018935027,0.008334679,0.0045366716],"study_design_scores_gemma":[0.00009552413,0.00015437462,0.00006604218,0.64327115,0.001306853,0.000006264293,0.0018240912,0.0000038043481,2.0620228e-9,0.00021843638,0.35287163,0.00018185191],"about_ca_topic_score_codex":0.0017956729,"about_ca_topic_score_gemma":0.0029157836,"teacher_disagreement_score":0.34453693,"about_ca_system_score_codex":0.0020046341,"about_ca_system_score_gemma":0.0013689582,"threshold_uncertainty_score":0.99978936},"labels":[],"label_agreement":null},{"id":"W4392381405","doi":"10.1097/nhh.0000000000001241","title":"New Graduate Nurse Transition into Rural Home","year":2024,"lang":"en","type":"article","venue":"Home Healthcare Now","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Island Health","funders":"","keywords":"Mentorship; Nursing; Attrition; Context (archaeology); Medicine; Acute care; Medical education; Political science; Health care","score_opus":0.05711169642072187,"score_gpt":0.4407593949219558,"score_spread":0.3836476985012339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392381405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59116715,0.030971956,0.0033743887,0.34035584,0.020840505,0.004167013,0.00021221595,0.0037758376,0.005135108],"genre_scores_gemma":[0.97754437,0.0021751372,0.0017186832,0.0067390446,0.0027965205,0.00024133347,0.00027530725,0.00014675049,0.008362877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949797,0.000798923,0.0011337812,0.00066992297,0.00073911686,0.0016785669],"domain_scores_gemma":[0.9972775,0.00042937658,0.00014663176,0.00063698884,0.00029102297,0.0012184968],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008327471,0.00043427516,0.0006384568,0.0003494433,0.0010750574,0.000052304364,0.00032278005,0.00057968224,0.0013732427],"category_scores_gemma":[0.000041346575,0.00040117878,0.00018898926,0.0011453741,0.00007543003,0.00040586566,0.00005515671,0.0018894463,0.008397237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005921639,0.000098362194,0.009366842,0.01580925,0.00008940561,0.000316276,0.0955233,0.000030929994,0.00009761574,0.044208586,0.5829425,0.2509248],"study_design_scores_gemma":[0.0031967035,0.0013880741,0.03854184,0.020613829,0.00014737158,0.00009621151,0.051400065,0.002174093,0.000047741814,0.108353384,0.77214557,0.0018951192],"about_ca_topic_score_codex":0.01368212,"about_ca_topic_score_gemma":0.006534537,"teacher_disagreement_score":0.38637722,"about_ca_system_score_codex":0.001200563,"about_ca_system_score_gemma":0.0019347328,"threshold_uncertainty_score":0.999844},"labels":[],"label_agreement":null},{"id":"W4392421844","doi":"10.5771/9781538165911","title":"Canada 2022–2023","year":2022,"lang":"en","type":"book","venue":"Rowman & Littlefield Publishers eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science","score_opus":0.02973556390420209,"score_gpt":0.3346847929327367,"score_spread":0.3049492290285346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392421844","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011044108,0.0015295403,0.0000032787614,0.005270925,0.01268906,0.0022336314,0.00056746084,0.00038036576,0.9772153],"genre_scores_gemma":[0.00067399535,0.000025575791,0.00005519175,0.02638589,0.0026886924,0.000743546,0.0013254986,0.0002490089,0.9678526],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919298,0.00082705054,0.0017782504,0.0012762708,0.0019003792,0.0022882097],"domain_scores_gemma":[0.99410814,0.0014981129,0.0010742614,0.0019480587,0.0004147781,0.00095664035],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0012367767,0.00090604625,0.0013011334,0.0003574018,0.0021633923,0.00015413495,0.0018348751,0.0015549088,0.07251365],"category_scores_gemma":[0.00037349825,0.0009772101,0.000314853,0.00020099974,0.0001242734,0.00022801096,0.0012854995,0.0070617315,0.0004336318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004959488,0.0000096119,0.00017699241,0.0006850224,0.00011743812,0.00015560232,0.0006769703,0.0000023166178,4.3067234e-7,0.028764961,0.9660154,0.0033456648],"study_design_scores_gemma":[0.00055706495,0.000099363,0.000073775,0.00058196654,0.00008887206,0.0000058150927,0.0024202075,0.0000050207245,7.802158e-7,0.0076530227,0.9877102,0.0008039449],"about_ca_topic_score_codex":0.717144,"about_ca_topic_score_gemma":0.8333073,"teacher_disagreement_score":0.116163336,"about_ca_system_score_codex":0.005687989,"about_ca_system_score_gemma":0.03292906,"threshold_uncertainty_score":0.99974126},"labels":[],"label_agreement":null},{"id":"W4392545100","doi":"10.1371/journal.pone.0294651","title":"Effectiveness of rural internships for veterinary students to combat veterinary workforce shortages in rural areas","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Internship; Workforce; Veterinary medicine; Rural area; Medicine; Work (physics); Economic shortage; Livestock; Animal welfare; Animal health; Public health; Medical education; Government (linguistics); Nursing; Economic growth; Geography; Engineering","score_opus":0.15783532172369774,"score_gpt":0.46619704880454244,"score_spread":0.3083617270808447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392545100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99219143,0.0017315834,0.000060919905,0.00028696688,0.00075567036,0.0041709435,0.00010767988,0.00020371463,0.00049109774],"genre_scores_gemma":[0.99617136,0.00011973927,0.00044974237,0.00015992556,0.00017903373,0.0017067048,0.0000767518,0.000075838485,0.0010609233],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996616,0.00087740837,0.00080302637,0.0003272575,0.00052426464,0.0008520221],"domain_scores_gemma":[0.9969148,0.0021716317,0.00010330465,0.0004126505,0.00014890061,0.00024873618],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013769978,0.0002941824,0.0007444319,0.00027221738,0.00017516887,0.00002455422,0.0005202149,0.00023395185,0.00010215222],"category_scores_gemma":[0.00022026163,0.00028115913,0.00010380714,0.000467818,0.000055670378,0.00018133332,0.0004861636,0.00057418674,0.00016680837],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008497794,0.0024528021,0.89162016,0.041296277,0.00047740276,0.00015221162,0.01114904,0.000034379245,0.036410198,0.001445521,0.0011232948,0.0053409007],"study_design_scores_gemma":[0.0041603106,0.010165533,0.7218643,0.2342609,0.00027505192,0.000012536518,0.0194725,0.0008195295,0.003427852,0.0018190964,0.0026242265,0.0010981482],"about_ca_topic_score_codex":0.00032752368,"about_ca_topic_score_gemma":0.000055148197,"teacher_disagreement_score":0.19296463,"about_ca_system_score_codex":0.0005250742,"about_ca_system_score_gemma":0.00010329733,"threshold_uncertainty_score":0.99996406},"labels":[],"label_agreement":null},{"id":"W4392561820","doi":"10.1503/cjs.007023","title":"Evaluating the scope of rural general surgery in British Columbia","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Specialty; Scope (computer science); General practice; Rural area; Scope of practice; Family medicine; Surgery; Health care","score_opus":0.1430221259986341,"score_gpt":0.43693337654410386,"score_spread":0.29391125054546974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392561820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96318084,0.028769143,0.0000014841191,0.0016735884,0.0052560954,0.00023511096,0.00004552764,0.000010368639,0.000827841],"genre_scores_gemma":[0.9953078,0.0010565417,0.00006359945,0.0008276857,0.0008425996,0.00001238161,0.0000073856804,0.00003324687,0.00184875],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99600875,0.00096704694,0.0016839828,0.00011320625,0.0003727136,0.00085429207],"domain_scores_gemma":[0.99445844,0.0039233225,0.00045313305,0.00019003967,0.00038514216,0.0005899405],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0069846534,0.000100173726,0.00060151855,0.00035188187,0.00042810402,0.00010956728,0.00020750162,0.00016389655,0.002094752],"category_scores_gemma":[0.0016872773,0.00011393582,0.00024229121,0.0008499921,0.00013607735,0.00023011818,0.000020729836,0.000921342,0.000026141815],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009553424,0.000005215673,0.6815554,0.0003656441,0.000024353134,0.0005383086,0.0006707463,0.000052599753,0.000016766648,0.00002490068,0.26805165,0.048684865],"study_design_scores_gemma":[0.00023373311,0.00006016712,0.8922985,0.027246097,0.00004721457,0.00039609626,0.0056889774,0.00025606423,0.0000058319574,0.0009851834,0.07249829,0.00028385094],"about_ca_topic_score_codex":0.55484927,"about_ca_topic_score_gemma":0.86301976,"teacher_disagreement_score":0.3081705,"about_ca_system_score_codex":0.0006183603,"about_ca_system_score_gemma":0.0146517055,"threshold_uncertainty_score":0.99881744},"labels":[],"label_agreement":null},{"id":"W4392739218","doi":"10.32920/25403671.v1","title":"The Midwifery Model of Care: Structural Support for Diversity in Health Care","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Health care; Nursing; Obstetrics; Medicine; Political science","score_opus":0.09250755326986024,"score_gpt":0.4689289210143979,"score_spread":0.3764213677445377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392739218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.793906,0.052951105,0.0005255161,0.029058132,0.020300811,0.029657247,0.009369051,0.00084747316,0.06338469],"genre_scores_gemma":[0.9866351,0.00080639136,0.0028657687,0.001375237,0.00023715926,0.0003414974,0.0004565605,0.00005228885,0.00723001],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99601066,0.00038612765,0.0013919416,0.0006442967,0.00045213106,0.0011148184],"domain_scores_gemma":[0.997244,0.0006054898,0.0005469949,0.00082711375,0.00053776905,0.00023860783],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008708924,0.0003597804,0.0008409238,0.00013984434,0.0015418486,0.000013465789,0.00077376823,0.0006923641,0.00008664694],"category_scores_gemma":[0.000107148226,0.00025479612,0.00025409166,0.00015994339,0.00010684539,0.000033001143,0.0055427,0.0021016381,0.000026729094],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001615816,0.000039522216,0.06439576,0.18732566,0.00020145252,0.000009547238,0.4026494,0.025696343,0.000002000133,0.12435855,0.17999962,0.013706329],"study_design_scores_gemma":[0.004554877,0.0011731335,0.008672149,0.02008408,0.0002940562,0.000002101751,0.5846597,0.0712789,0.000042310097,0.2325468,0.074542604,0.002149283],"about_ca_topic_score_codex":0.014996463,"about_ca_topic_score_gemma":0.03555989,"teacher_disagreement_score":0.19272912,"about_ca_system_score_codex":0.0021325953,"about_ca_system_score_gemma":0.0046444936,"threshold_uncertainty_score":0.9999904},"labels":[],"label_agreement":null},{"id":"W4392744814","doi":"10.32920/25403614.v1","title":"Diversity in Midwifery Care: Working toward Social Justice","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Social justice; Sociology; Political science; Criminology; Obstetrics; Nursing; Medicine; Anthropology","score_opus":0.1848900173445445,"score_gpt":0.47716512645081904,"score_spread":0.2922751091062745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392744814","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3956387,0.0073370747,0.00006106516,0.013150488,0.024712438,0.0027757937,0.00009158867,0.0010632544,0.5551696],"genre_scores_gemma":[0.9827473,0.0003819546,0.00062099576,0.003502169,0.0027389794,0.0001456193,0.00008141079,0.000056525012,0.009725053],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958182,0.0006888482,0.00087899383,0.0008710128,0.0005463551,0.0011965922],"domain_scores_gemma":[0.998463,0.00046274692,0.00025351613,0.0004174599,0.00018981943,0.00021347003],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00078058394,0.0004200254,0.0007463336,0.00027488335,0.0023818805,0.000023568115,0.00067175797,0.0016513023,0.00095216313],"category_scores_gemma":[0.00012933572,0.00041853223,0.00019526148,0.00042405745,0.00006959358,0.000035798297,0.022392605,0.0058345497,0.0014015067],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034034063,0.00010498399,0.15400012,0.05456065,0.00013093842,0.0003968713,0.44271663,0.00020988662,0.0000013212201,0.042287953,0.294655,0.0105953235],"study_design_scores_gemma":[0.0023115538,0.000084249856,0.061579015,0.030489122,0.0012979285,0.0000024066196,0.38428795,0.00061694754,0.000006216369,0.08946703,0.42723316,0.002624417],"about_ca_topic_score_codex":0.0093335705,"about_ca_topic_score_gemma":0.0063898303,"teacher_disagreement_score":0.5871086,"about_ca_system_score_codex":0.0025684377,"about_ca_system_score_gemma":0.0011326913,"threshold_uncertainty_score":0.9999611},"labels":[],"label_agreement":null},{"id":"W4392744836","doi":"10.32920/25403614","title":"Diversity in Midwifery Care: Working toward Social Justice","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Social justice; Nursing; Sociology; Obstetrics; Social care; Political science; Public relations; Medicine; Criminology; Law","score_opus":0.1848900173445445,"score_gpt":0.47716512645081904,"score_spread":0.2922751091062745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392744836","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3956387,0.0073370747,0.00006106516,0.013150488,0.024712438,0.0027757937,0.00009158867,0.0010632544,0.5551696],"genre_scores_gemma":[0.9827473,0.0003819546,0.00062099576,0.003502169,0.0027389794,0.0001456193,0.00008141079,0.000056525012,0.009725053],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958182,0.0006888482,0.00087899383,0.0008710128,0.0005463551,0.0011965922],"domain_scores_gemma":[0.998463,0.00046274692,0.00025351613,0.0004174599,0.00018981943,0.00021347003],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00078058394,0.0004200254,0.0007463336,0.00027488335,0.0023818805,0.000023568115,0.00067175797,0.0016513023,0.00095216313],"category_scores_gemma":[0.00012933572,0.00041853223,0.00019526148,0.00042405745,0.00006959358,0.000035798297,0.022392605,0.0058345497,0.0014015067],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034034063,0.00010498399,0.15400012,0.05456065,0.00013093842,0.0003968713,0.44271663,0.00020988662,0.0000013212201,0.042287953,0.294655,0.0105953235],"study_design_scores_gemma":[0.0023115538,0.000084249856,0.061579015,0.030489122,0.0012979285,0.0000024066196,0.38428795,0.00061694754,0.000006216369,0.08946703,0.42723316,0.002624417],"about_ca_topic_score_codex":0.0093335705,"about_ca_topic_score_gemma":0.0063898303,"teacher_disagreement_score":0.5871086,"about_ca_system_score_codex":0.0025684377,"about_ca_system_score_gemma":0.0011326913,"threshold_uncertainty_score":0.9999611},"labels":[],"label_agreement":null},{"id":"W4392744846","doi":"10.32920/25403671","title":"The Midwifery Model of Care: Structural Support for Diversity in Health Care","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Nursing; Health care; Obstetrics; Medicine; Sociology; Political science","score_opus":0.09250755326986024,"score_gpt":0.4689289210143979,"score_spread":0.3764213677445377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392744846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.793906,0.052951105,0.0005255161,0.029058132,0.020300811,0.029657247,0.009369051,0.00084747316,0.06338469],"genre_scores_gemma":[0.9866351,0.00080639136,0.0028657687,0.001375237,0.00023715926,0.0003414974,0.0004565605,0.00005228885,0.00723001],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99601066,0.00038612765,0.0013919416,0.0006442967,0.00045213106,0.0011148184],"domain_scores_gemma":[0.997244,0.0006054898,0.0005469949,0.00082711375,0.00053776905,0.00023860783],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008708924,0.0003597804,0.0008409238,0.00013984434,0.0015418486,0.000013465789,0.00077376823,0.0006923641,0.00008664694],"category_scores_gemma":[0.000107148226,0.00025479612,0.00025409166,0.00015994339,0.00010684539,0.000033001143,0.0055427,0.0021016381,0.000026729094],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001615816,0.000039522216,0.06439576,0.18732566,0.00020145252,0.000009547238,0.4026494,0.025696343,0.000002000133,0.12435855,0.17999962,0.013706329],"study_design_scores_gemma":[0.004554877,0.0011731335,0.008672149,0.02008408,0.0002940562,0.000002101751,0.5846597,0.0712789,0.000042310097,0.2325468,0.074542604,0.002149283],"about_ca_topic_score_codex":0.014996463,"about_ca_topic_score_gemma":0.03555989,"teacher_disagreement_score":0.19272912,"about_ca_system_score_codex":0.0021325953,"about_ca_system_score_gemma":0.0046444936,"threshold_uncertainty_score":0.9999904},"labels":[],"label_agreement":null},{"id":"W4392787284","doi":"10.1136/bmjopen-2023-075886","title":"Preparing occupational therapy students for practice in rural areas: a scoping review protocol","year":2024,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dynamic Systems Analysis (Canada)","funders":"Charles Sturt University","keywords":"CINAHL; Medicine; Occupational therapy; Workforce; Inclusion (mineral); Medical education; MEDLINE; Nursing; Rural area; Graduation (instrument); Psychology; Physical therapy","score_opus":0.43599689570566325,"score_gpt":0.7309908692032088,"score_spread":0.2949939734975455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392787284","genre_codex":"review","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.7243536e-8,0.5025905,0.0000021941757,0.00019412048,0.00029214463,0.4906051,0.000038851744,0.000045900626,0.006231187],"genre_scores_gemma":[6.938383e-9,0.4971419,0.00064522604,0.0014320818,0.000272065,0.49885002,0.00012123816,0.000064888285,0.0014725815],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916639,0.0027413163,0.003183457,0.0007568703,0.0007841774,0.00087030715],"domain_scores_gemma":[0.9940238,0.0025188478,0.0020324844,0.00091321015,0.00032359987,0.0001880681],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008798774,0.0005750916,0.0028804082,0.00016999741,0.0004263692,0.0001601272,0.0018105619,0.00046909356,0.00038432758],"category_scores_gemma":[0.0029815168,0.0004194512,0.00031312308,0.00072559825,0.000022455593,0.0005308806,0.0016425895,0.0009735049,0.00078903],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027962957,0.00009782427,0.00013860842,0.6832101,0.00008524643,0.000008528731,0.00025090046,1.2597638e-7,7.336923e-10,0.00014968906,0.052954845,0.2628245],"study_design_scores_gemma":[0.00056613627,0.000061692,0.000004046597,0.49387264,0.00011822629,0.0000069590224,0.00009331365,0.0000011365476,2.0243107e-9,0.000038780785,0.50502884,0.0002082269],"about_ca_topic_score_codex":0.00047324653,"about_ca_topic_score_gemma":0.00067088584,"teacher_disagreement_score":0.452074,"about_ca_system_score_codex":0.0009382409,"about_ca_system_score_gemma":0.0076465895,"threshold_uncertainty_score":0.999989},"labels":[],"label_agreement":null},{"id":"W4392920878","doi":"10.1177/00208728241235262","title":"Reconceptualizing transnational knowledge transfer in mental health services: Reflection upon the postcolonial era","year":2024,"lang":"en","type":"article","venue":"International Social Work","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Mental health; Reflection (computer programming); Knowledge transfer; Sociology; Political science; Psychology; Psychiatry; Knowledge management; Computer science","score_opus":0.047194632804964984,"score_gpt":0.4548254577052443,"score_spread":0.4076308249002793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392920878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51297766,0.0027514712,0.00027800485,0.43319032,0.017603658,0.0019637984,0.00023282894,0.00042275613,0.0305795],"genre_scores_gemma":[0.9908621,0.000106865395,0.00009352846,0.0037798993,0.0019926396,0.00021217098,0.00023886886,0.00003540941,0.0026785745],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99729395,0.00063275354,0.0007444471,0.0003466798,0.00045255644,0.00052962615],"domain_scores_gemma":[0.99923015,0.0004027013,0.00006963416,0.00008264104,0.00013084474,0.00008404591],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010212028,0.000180491,0.00021939752,0.00016043484,0.0019527468,0.000051927833,0.00033014145,0.00022645864,0.0017715188],"category_scores_gemma":[0.000011039187,0.00015179718,0.00012320011,0.0008871434,0.000057592468,0.00023831302,0.000042684165,0.0009657514,0.00029346437],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065224915,0.00022620831,0.010798027,0.00050352793,0.0001624321,0.000009548883,0.34895873,0.00005896844,0.000067331996,0.571399,0.030336205,0.03682782],"study_design_scores_gemma":[0.0008137392,0.000048308608,0.024925107,0.001157226,0.000008064504,0.000002898227,0.00942067,0.00053503504,0.0000072959915,0.0037481925,0.95915,0.00018346235],"about_ca_topic_score_codex":0.000553251,"about_ca_topic_score_gemma":0.007679581,"teacher_disagreement_score":0.9288138,"about_ca_system_score_codex":0.0019500486,"about_ca_system_score_gemma":0.0005367381,"threshold_uncertainty_score":0.99934655},"labels":[],"label_agreement":null},{"id":"W4392967655","doi":"10.32920/25418017","title":"Older Immigrant Access to Family Physicians in the Toronto CMA: A Mixed-methods Approach","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Statistics Canada","funders":"","keywords":"Immigration; Gerontology; Family medicine; Medicine; Psychology; Sociology; Political science","score_opus":0.07929916930283464,"score_gpt":0.5182833579207335,"score_spread":0.4389841886178989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392967655","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13743764,0.018018894,0.022241227,0.027307764,0.01626417,0.021696853,0.00029276885,0.0012186145,0.7555221],"genre_scores_gemma":[0.7298002,0.0012603295,0.115860246,0.09488717,0.0046178713,0.020641124,0.0003792354,0.00046791797,0.03208586],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99030006,0.0039924686,0.0015987876,0.0015430287,0.0007838984,0.0017817523],"domain_scores_gemma":[0.99583226,0.0012477892,0.00033419346,0.0020787732,0.00022485375,0.00028212834],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0044768807,0.0007866987,0.0012540948,0.0001864984,0.0005159986,0.00018010121,0.0027522184,0.0011540684,0.00035599325],"category_scores_gemma":[0.0001674374,0.00051763747,0.0003296191,0.00075721845,0.00007467587,0.00015008915,0.005441548,0.004222973,0.000740654],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012714548,0.0005619313,0.001066958,0.009098063,0.00013455961,0.000037667523,0.1425363,0.00049675175,0.000028307184,0.020823238,0.7256258,0.09946328],"study_design_scores_gemma":[0.001190244,0.00018137017,0.06835706,0.015023983,0.00030597427,0.0000051938678,0.50775456,0.005092714,0.000024399906,0.023188168,0.3766607,0.002215619],"about_ca_topic_score_codex":0.13724126,"about_ca_topic_score_gemma":0.05642871,"teacher_disagreement_score":0.72343624,"about_ca_system_score_codex":0.001563031,"about_ca_system_score_gemma":0.00081141916,"threshold_uncertainty_score":0.99972755},"labels":[],"label_agreement":null},{"id":"W4392967680","doi":"10.32920/25418017.v1","title":"Older Immigrant Access to Family Physicians in the Toronto CMA: A Mixed-methods Approach","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Statistics Canada","funders":"","keywords":"Immigration; Gerontology; Family medicine; Medicine; Psychology; Sociology; Political science","score_opus":0.07929916930283464,"score_gpt":0.5182833579207335,"score_spread":0.4389841886178989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392967680","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13743764,0.018018894,0.022241227,0.027307764,0.01626417,0.021696853,0.00029276885,0.0012186145,0.7555221],"genre_scores_gemma":[0.7298002,0.0012603295,0.115860246,0.09488717,0.0046178713,0.020641124,0.0003792354,0.00046791797,0.03208586],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99030006,0.0039924686,0.0015987876,0.0015430287,0.0007838984,0.0017817523],"domain_scores_gemma":[0.99583226,0.0012477892,0.00033419346,0.0020787732,0.00022485375,0.00028212834],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0044768807,0.0007866987,0.0012540948,0.0001864984,0.0005159986,0.00018010121,0.0027522184,0.0011540684,0.00035599325],"category_scores_gemma":[0.0001674374,0.00051763747,0.0003296191,0.00075721845,0.00007467587,0.00015008915,0.005441548,0.004222973,0.000740654],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012714548,0.0005619313,0.001066958,0.009098063,0.00013455961,0.000037667523,0.1425363,0.00049675175,0.000028307184,0.020823238,0.7256258,0.09946328],"study_design_scores_gemma":[0.001190244,0.00018137017,0.06835706,0.015023983,0.00030597427,0.0000051938678,0.50775456,0.005092714,0.000024399906,0.023188168,0.3766607,0.002215619],"about_ca_topic_score_codex":0.13724126,"about_ca_topic_score_gemma":0.05642871,"teacher_disagreement_score":0.72343624,"about_ca_system_score_codex":0.001563031,"about_ca_system_score_gemma":0.00081141916,"threshold_uncertainty_score":0.99972755},"labels":[],"label_agreement":null},{"id":"W4392972998","doi":"10.26443/mjgh.v11i1.1333","title":"Evidence for employing post-secondary educated youth as research assistants in global health disability research","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Participatory action research; Citizen journalism; Medical education; Public relations; Qualitative research; Perspective (graphical); Psychology; Community-based participatory research; Sociology; Pedagogy; Political science; Medicine; Social science","score_opus":0.45979195771668274,"score_gpt":0.6439819075054328,"score_spread":0.18418994978875008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392972998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8822331,0.017808517,0.00001479788,0.082806334,0.004044954,0.005639054,0.0045606648,0.00008755986,0.0028050204],"genre_scores_gemma":[0.9861358,0.001651026,0.00096354715,0.010053045,0.0005973807,0.00027796472,0.00006616824,0.00006218432,0.00019293153],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.96209055,0.022480525,0.0046466324,0.001118958,0.0045213727,0.0051419497],"domain_scores_gemma":[0.9865093,0.004622331,0.0019865904,0.0010688764,0.0034575798,0.0023552969],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.068425834,0.00046912028,0.0016642933,0.0004101072,0.010555487,0.00005406821,0.0019940145,0.00031198713,0.00065749924],"category_scores_gemma":[0.006915933,0.00045744356,0.00030240003,0.0054647,0.00053063297,0.00062595605,0.0013837776,0.0064886035,0.000084710206],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.020891799,0.0038589514,0.6017894,0.0063145957,0.00013532824,0.00018052163,0.014696554,0.00023739655,0.0000092470855,0.024611512,0.15747999,0.16979468],"study_design_scores_gemma":[0.0076303286,0.020101048,0.5386642,0.01133338,0.000025723677,0.00034439535,0.25864026,0.00006234686,0.0000024672397,0.03841737,0.124014415,0.0007640333],"about_ca_topic_score_codex":0.086407155,"about_ca_topic_score_gemma":0.032887142,"teacher_disagreement_score":0.24394372,"about_ca_system_score_codex":0.06746067,"about_ca_system_score_gemma":0.037498616,"threshold_uncertainty_score":0.99978775},"labels":[],"label_agreement":null},{"id":"W4392973023","doi":"10.26443/mjgh.v11i1.1335","title":"From concern to commitment","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Inclusion (mineral); Equity (law); Feeling; Representation (politics); Medical education; Population; Indigenous; Health equity; Health care; Public relations; Psychology; Medicine; Political science; Social psychology; Politics; Law","score_opus":0.08980653862420401,"score_gpt":0.4860153385098375,"score_spread":0.3962087998856335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392973023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7988605,0.006235596,0.0004146447,0.14131856,0.016619353,0.0029720906,0.0056557423,0.00017932933,0.027744228],"genre_scores_gemma":[0.9115861,0.00017770143,0.002982465,0.08373104,0.00092612527,0.000050910905,0.000022271093,0.000029597506,0.00049378496],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99383116,0.0018386297,0.0018324923,0.00027835718,0.0011291517,0.0010901834],"domain_scores_gemma":[0.99627304,0.00032846865,0.001416907,0.00039076273,0.00033927022,0.0012515412],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002102688,0.00022430012,0.0007718196,0.00007765194,0.0027879968,0.00000643128,0.00070618,0.00008096527,0.002462937],"category_scores_gemma":[0.000114976785,0.0002081939,0.00014868808,0.00065877003,0.000029983032,0.00009948649,0.00053883117,0.0011286336,0.00031888296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011594702,0.00034238276,0.043170027,0.00011425396,0.00009047462,0.00013540807,0.0024877645,0.0008501296,0.0000068920804,0.011450642,0.89854693,0.04164563],"study_design_scores_gemma":[0.0015567357,0.0017912274,0.011492165,0.0003243925,0.000015583324,0.000043889555,0.01047167,0.000018804278,0.0000017178223,0.0035659198,0.970565,0.00015290099],"about_ca_topic_score_codex":0.009658761,"about_ca_topic_score_gemma":0.0010489929,"teacher_disagreement_score":0.11272564,"about_ca_system_score_codex":0.00911463,"about_ca_system_score_gemma":0.0015239745,"threshold_uncertainty_score":0.99851024},"labels":[],"label_agreement":null},{"id":"W4393019618","doi":"10.7202/1108436ar","title":"Hamm, L. (2021). Turbulence: Leaders, Educators, and Students Responding to Rapid Change","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Turbulence; Pedagogy; Political science; Sociology; Psychology; Physics; Mechanics","score_opus":0.09791582067149289,"score_gpt":0.49231247272219747,"score_spread":0.39439665205070457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393019618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78215504,0.00077041105,6.4118746e-7,0.21351458,0.0011870243,0.0003456502,0.000056733556,0.000005152541,0.001964772],"genre_scores_gemma":[0.9761752,0.00038640687,0.00014825806,0.0075186207,0.0033839054,0.000042211057,0.00003517448,0.000014559005,0.012295674],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984351,0.0001859379,0.00049934967,0.00015840678,0.00023507659,0.00048613772],"domain_scores_gemma":[0.9973217,0.00037373783,0.0002164478,0.00010884112,0.00025229107,0.0017269453],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006912129,0.00012352866,0.00018296659,0.001463837,0.00075177517,0.00005710436,0.00016622948,0.00011162112,0.0010614451],"category_scores_gemma":[0.00092781766,0.00012231099,0.000026461337,0.0010730136,0.000090945745,0.00019999873,0.000020224266,0.0002972898,0.00017320178],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010975578,0.0000451615,0.47828436,0.00022268484,0.000040286526,0.000022597482,0.06450953,0.0000016975112,0.000020282852,0.07530301,0.37160945,0.00983117],"study_design_scores_gemma":[0.00029755215,0.0002460223,0.45863828,0.00051475223,0.000012175165,0.000054122855,0.022042153,0.0000024369663,0.000004513041,0.0016534987,0.51639485,0.00013967088],"about_ca_topic_score_codex":0.0038778363,"about_ca_topic_score_gemma":0.009350265,"teacher_disagreement_score":0.20599596,"about_ca_system_score_codex":0.0003337195,"about_ca_system_score_gemma":0.009629906,"threshold_uncertainty_score":0.9998517},"labels":[],"label_agreement":null},{"id":"W4393113613","doi":"10.33425/2639-9474.1259","title":"Increasing Awareness on Strategies for Rural Healthcare","year":2023,"lang":"en","type":"article","venue":"Nursing & Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Health care; Business; Economic growth; Economics","score_opus":0.07236120767558667,"score_gpt":0.4667281337652342,"score_spread":0.3943669260896475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393113613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9448508,0.0015020942,0.00009410114,0.008033072,0.004517542,0.0024541302,0.00027620097,0.0015339357,0.036738098],"genre_scores_gemma":[0.9915349,0.00011078943,0.0010869968,0.0039348,0.0008048887,0.00038265466,0.0012803859,0.00010928563,0.0007553016],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9962875,0.0006539629,0.000631467,0.00047799858,0.00046742577,0.0014816427],"domain_scores_gemma":[0.9971639,0.0012459087,0.00022973603,0.00054561964,0.00050271983,0.0003121124],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006088514,0.00032685715,0.0005258914,0.00023929504,0.0024755716,0.000043402903,0.00031194655,0.00040273444,0.000042104708],"category_scores_gemma":[0.00013963305,0.00032080332,0.00013176426,0.00064477016,0.00010639332,0.00023618343,0.00006279209,0.00066074386,0.00030364082],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005147757,0.00023088015,0.12731586,0.02420757,0.00007811588,0.000052877927,0.15077646,0.0008651099,0.0012935323,0.06663859,0.20173435,0.4216589],"study_design_scores_gemma":[0.003961007,0.0013136241,0.19164148,0.036673,0.000099259065,0.00001151232,0.6557767,0.0002857008,0.00009402793,0.023500292,0.085393034,0.0012503779],"about_ca_topic_score_codex":0.0014377488,"about_ca_topic_score_gemma":0.0002727164,"teacher_disagreement_score":0.50500023,"about_ca_system_score_codex":0.002447985,"about_ca_system_score_gemma":0.0020922024,"threshold_uncertainty_score":0.9999244},"labels":[],"label_agreement":null},{"id":"W4393218765","doi":"10.1371/journal.pone.0298757","title":"The motivations and experiences of specialists who provide outreach services in rural operating rooms: A survey study from British Columbia","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Outreach; Staffing; Nursing; Medicine; Teamwork; Specialty; Family medicine; Rural area; Work (physics); Medical education; Political science","score_opus":0.06570212696493576,"score_gpt":0.3703573603402662,"score_spread":0.3046552333753304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393218765","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99467045,0.0022713146,4.583393e-7,0.0002666015,0.00017878923,0.0019056498,0.00012332291,0.00006841831,0.00051499525],"genre_scores_gemma":[0.99700123,0.00015541451,0.00012601915,0.000111677306,0.00019312774,0.00056263513,0.000041507566,0.000019226733,0.0017891533],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973473,0.0009396798,0.0006981026,0.0002804931,0.00036464745,0.00036980296],"domain_scores_gemma":[0.9978458,0.0015703999,0.00011985715,0.00022029826,0.00015928963,0.000084319385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009688128,0.00009747823,0.00034446962,0.000030181393,0.00078976265,0.00026145356,0.000218334,0.00008600843,0.00017930672],"category_scores_gemma":[0.00038324457,0.00010218619,0.000015338346,0.00037700258,0.000082587314,0.00023210318,0.00016575017,0.00034493618,0.000010566596],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001041344,0.00032293986,0.879967,0.00028359628,0.00004108966,0.0000057806096,0.11820445,5.1026365e-7,0.000022564713,0.00000851211,0.0005243113,0.00060885516],"study_design_scores_gemma":[0.00028479283,0.00008250041,0.7527726,0.0037676278,0.000017402419,1.5367694e-7,0.2421919,0.00062140945,0.000006934133,0.000088378554,0.000084856394,0.00008140451],"about_ca_topic_score_codex":0.51535994,"about_ca_topic_score_gemma":0.89543676,"teacher_disagreement_score":0.3800769,"about_ca_system_score_codex":0.00010520048,"about_ca_system_score_gemma":0.00016329969,"threshold_uncertainty_score":0.60742956},"labels":[],"label_agreement":null},{"id":"W4393239021","doi":"10.12927/cjnl.2024.27291","title":"Creating a Dual Degree: Nursing Education Goes Global","year":2024,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Crandall University; University of Fredericton; University of New Brunswick","funders":"","keywords":"General partnership; Economic shortage; Dual (grammatical number); Nurse education; Nursing; Immigration; Human resources; Political science; Medical education; Medicine; Government (linguistics)","score_opus":0.34642658531614134,"score_gpt":0.5035618150177641,"score_spread":0.15713522970162275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393239021","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11302607,0.028757907,0.0011303137,0.053625755,0.017340243,0.0014965262,0.000032017982,0.0021125353,0.78247863],"genre_scores_gemma":[0.9817705,0.00002744505,0.0033871692,0.0021014335,0.0031494012,0.00008261738,0.000059630984,0.00006840002,0.00935337],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9962677,0.0005956991,0.0006569829,0.00060516666,0.00047258785,0.001401893],"domain_scores_gemma":[0.9983853,0.0005587027,0.00014071033,0.00038057545,0.0001665561,0.00036813546],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00067891245,0.00031152673,0.00032634087,0.00014926818,0.0012052025,0.00009974891,0.00020330452,0.00044066543,0.00047063298],"category_scores_gemma":[0.00033539545,0.00030668877,0.00010874218,0.00090829574,0.0002743324,0.0003547763,0.000017402206,0.001001801,0.0013647164],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010800501,0.00028041244,0.007134343,0.001521314,0.000027274495,0.00001965368,0.049097992,0.0000114969,0.00006818037,0.06849616,0.12018333,0.7530518],"study_design_scores_gemma":[0.0010353688,0.00036785423,0.05476672,0.18142824,0.00036127493,0.0002255264,0.6356203,0.0029021231,0.00008513512,0.05452642,0.0673553,0.0013257465],"about_ca_topic_score_codex":0.0003484911,"about_ca_topic_score_gemma":0.000079787416,"teacher_disagreement_score":0.86874443,"about_ca_system_score_codex":0.0033275273,"about_ca_system_score_gemma":0.0019027439,"threshold_uncertainty_score":0.99993855},"labels":[],"label_agreement":null},{"id":"W4393239032","doi":"10.12927/cjnl.2024.27288","title":"A Compendium of Clinical Nurse Specialist Roles in a Canadian Health Authority","year":2024,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Okanagan University College; Interior Health","funders":"","keywords":"Operationalization; Compendium; Nursing; Clinical nurse specialist; Health care; Medicine; Political science","score_opus":0.4212908077034803,"score_gpt":0.5485990606250065,"score_spread":0.1273082529215262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393239032","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30827406,0.027988242,0.000101450576,0.4399502,0.02747048,0.0040534083,0.00039123328,0.0007778454,0.19099309],"genre_scores_gemma":[0.99300075,0.000058229703,0.00055276375,0.0028745313,0.0014473321,0.00001993842,0.000058404206,0.00004609833,0.0019419788],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9937408,0.0018770382,0.0016908097,0.0005177221,0.000366325,0.0018073127],"domain_scores_gemma":[0.9972799,0.0009324044,0.0002389208,0.00040372467,0.00008820993,0.0010568603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043209316,0.00022158337,0.0007842624,0.00044855633,0.00040196948,0.000020129717,0.00030118486,0.0004919609,0.0005461549],"category_scores_gemma":[0.00047853866,0.00022598915,0.00013680711,0.0008003556,0.00035141697,0.00012166425,0.000011998385,0.0019230921,0.0004256311],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035657524,0.0004061421,0.33256263,0.0036653362,0.00003713116,0.0001459461,0.09673178,0.000017566035,0.0000041895305,0.14635788,0.30206287,0.11765196],"study_design_scores_gemma":[0.0016098695,0.00048745648,0.51081043,0.044182014,0.00004140474,0.000012936701,0.13303778,0.0018210048,0.000005350323,0.006015561,0.30141324,0.0005629315],"about_ca_topic_score_codex":0.3937773,"about_ca_topic_score_gemma":0.7567127,"teacher_disagreement_score":0.68472666,"about_ca_system_score_codex":0.0020623489,"about_ca_system_score_gemma":0.0063296896,"threshold_uncertainty_score":0.9993035},"labels":[],"label_agreement":null},{"id":"W4393260108","doi":"10.1503/cjs.002123","title":"Defining the Canadian rural general surgeon","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University; University of British Columbia; NOSM University","funders":"","keywords":"Rurality; Medicine; Workforce; Rural area; Population; Rural health; Metropolitan area; MEDLINE; Family medicine; Economic growth; Environmental health","score_opus":0.05727470905552036,"score_gpt":0.3743255882786389,"score_spread":0.31705087922311853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393260108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8582788,0.045015708,0.0000065518043,0.044098936,0.022061506,0.00032025797,0.00013151631,0.000045826866,0.030040875],"genre_scores_gemma":[0.9905909,0.00020357298,0.00004682391,0.004739425,0.0014136421,0.000008490556,0.000015613381,0.00004318975,0.0029383933],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99671054,0.0004829377,0.0009620285,0.0001287596,0.00028557164,0.0014301643],"domain_scores_gemma":[0.9951461,0.0016508187,0.00022058112,0.00023333394,0.00034016313,0.0024090107],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00312043,0.00017818932,0.00038857508,0.0008233105,0.0018049246,0.00011143802,0.00028651863,0.00023874716,0.0022874419],"category_scores_gemma":[0.00062380545,0.00012736816,0.00023343194,0.00067584246,0.0001261103,0.00022539213,0.000012447605,0.0013855083,0.0004572568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007589247,0.0000012085014,0.32373503,0.00010009101,0.00004663994,0.00126846,0.0018191045,0.000036397338,0.0000010498048,0.016681958,0.64742106,0.0088814],"study_design_scores_gemma":[0.000058261172,0.000011507968,0.068809435,0.0016475805,0.000026161986,0.00019567448,0.0021093069,0.00007471975,0.0000016689053,0.0007388025,0.9261789,0.00014800274],"about_ca_topic_score_codex":0.8752666,"about_ca_topic_score_gemma":0.9858345,"teacher_disagreement_score":0.2787578,"about_ca_system_score_codex":0.0019000174,"about_ca_system_score_gemma":0.037126172,"threshold_uncertainty_score":0.9994946},"labels":[],"label_agreement":null},{"id":"W4393273740","doi":"10.21203/rs.3.rs-4151956/v1","title":"How can equity, diversity, and inclusion (EDI) principles be incorporated into research excellence with industry and community partners? Lessons learnt from Canada andAustralia","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Mitacs","keywords":"Excellence; Equity (law); Inclusion (mineral); Diversity (politics); Business; Knowledge management; Political science; Sociology; Computer science; Social science","score_opus":0.48345856532384107,"score_gpt":0.5674109685135299,"score_spread":0.08395240318968883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393273740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9113628,0.0024863502,0.0000019485276,0.07909958,0.00035701322,0.0032744354,0.001421637,0.00014606799,0.0018501255],"genre_scores_gemma":[0.9898899,0.002056866,0.00017864071,0.00017983413,0.00038965038,0.0003286911,0.000672602,0.00009340863,0.006210374],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9759766,0.014194812,0.00068144436,0.0014020776,0.005057353,0.0026877339],"domain_scores_gemma":[0.98846835,0.004944121,0.00031997144,0.0017197396,0.0027147138,0.00183309],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01566051,0.0006298458,0.0009550771,0.0007068777,0.039206818,0.00035654122,0.0019856137,0.002227867,0.00013395326],"category_scores_gemma":[0.0020292841,0.00053864875,0.000045949157,0.0014923008,0.0020219178,0.00016347569,0.33746383,0.042193454,0.000007277745],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009100409,0.0002977525,0.76937205,0.024820177,0.0002550203,0.0011187856,0.1423866,0.00010930784,0.00008116874,0.002577638,0.054025695,0.0040457854],"study_design_scores_gemma":[0.0029999567,0.0021800506,0.18274836,0.06797268,0.00017730582,0.00001652313,0.53576887,0.0011526699,0.00027567867,0.13093609,0.07361165,0.0021601855],"about_ca_topic_score_codex":0.98517144,"about_ca_topic_score_gemma":0.98501307,"teacher_disagreement_score":0.58662367,"about_ca_system_score_codex":0.004859901,"about_ca_system_score_gemma":0.01258565,"threshold_uncertainty_score":0.9997065},"labels":[],"label_agreement":null},{"id":"W4393860528","doi":"10.32920/16862035","title":"At Canada's universities, institutional racism more than a case of a few bad apples","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Political science; Sociology; Law","score_opus":0.0359960885674345,"score_gpt":0.39855232786991,"score_spread":0.3625562393024755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393860528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8412828,0.0036905778,0.00003865836,0.0060641635,0.0038167515,0.0018823362,0.0036751556,0.00023954739,0.13931003],"genre_scores_gemma":[0.91224265,0.00018169172,0.0007827374,0.0010545385,0.00033057868,0.00010849079,0.0005577194,0.00003858092,0.08470301],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970005,0.00027209028,0.0008379414,0.0006191129,0.0005300494,0.00074029143],"domain_scores_gemma":[0.9978492,0.00038711022,0.0003597943,0.0006759743,0.00031994784,0.00040796967],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034614728,0.00039765102,0.00068073743,0.00019470032,0.00087530183,0.000007840725,0.0003770643,0.00072140916,0.0026371689],"category_scores_gemma":[0.000039038594,0.00036082495,0.0001415183,0.00025664855,0.00020522637,0.000032718362,0.0034317183,0.0018061363,0.0001401578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003016238,0.00009123095,0.0064332983,0.023335213,0.00045145777,0.015911318,0.015461902,0.0019471713,0.000007755072,0.2627869,0.6719482,0.0013239146],"study_design_scores_gemma":[0.0014459089,0.00006992104,0.0028312472,0.015583482,0.00043094464,0.0009176014,0.1143146,0.0027667582,0.000045778037,0.006735104,0.8535019,0.0013567163],"about_ca_topic_score_codex":0.9710002,"about_ca_topic_score_gemma":0.9850912,"teacher_disagreement_score":0.25605178,"about_ca_system_score_codex":0.0063467226,"about_ca_system_score_gemma":0.025147736,"threshold_uncertainty_score":0.99988437},"labels":[],"label_agreement":null},{"id":"W4393903051","doi":"10.32920/16862035.v1","title":"At Canada's universities, institutional racism more than a case of a few bad apples","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Political science; Business; Law","score_opus":0.0359960885674345,"score_gpt":0.39855232786991,"score_spread":0.3625562393024755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393903051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8412828,0.0036905778,0.00003865836,0.0060641635,0.0038167515,0.0018823362,0.0036751556,0.00023954739,0.13931003],"genre_scores_gemma":[0.91224265,0.00018169172,0.0007827374,0.0010545385,0.00033057868,0.00010849079,0.0005577194,0.00003858092,0.08470301],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970005,0.00027209028,0.0008379414,0.0006191129,0.0005300494,0.00074029143],"domain_scores_gemma":[0.9978492,0.00038711022,0.0003597943,0.0006759743,0.00031994784,0.00040796967],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034614728,0.00039765102,0.00068073743,0.00019470032,0.00087530183,0.000007840725,0.0003770643,0.00072140916,0.0026371689],"category_scores_gemma":[0.000039038594,0.00036082495,0.0001415183,0.00025664855,0.00020522637,0.000032718362,0.0034317183,0.0018061363,0.0001401578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003016238,0.00009123095,0.0064332983,0.023335213,0.00045145777,0.015911318,0.015461902,0.0019471713,0.000007755072,0.2627869,0.6719482,0.0013239146],"study_design_scores_gemma":[0.0014459089,0.00006992104,0.0028312472,0.015583482,0.00043094464,0.0009176014,0.1143146,0.0027667582,0.000045778037,0.006735104,0.8535019,0.0013567163],"about_ca_topic_score_codex":0.9710002,"about_ca_topic_score_gemma":0.9850912,"teacher_disagreement_score":0.25605178,"about_ca_system_score_codex":0.0063467226,"about_ca_system_score_gemma":0.025147736,"threshold_uncertainty_score":0.99988437},"labels":[],"label_agreement":null},{"id":"W4394131613","doi":"10.6084/m9.figshare.12365252","title":"Additional file 1 of Rural chronic disease research patterns in the United Kingdom, United States, Canada, Australia and New Zealand: a systematic integrative review","year":2020,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Geography; Genealogy; Political science; Gerontology; Medicine; History; Biology","score_opus":0.24514777783543,"score_gpt":0.4784556642586352,"score_spread":0.23330788642320524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394131613","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000031648606,0.001314586,3.905314e-9,0.0014929639,0.00004534206,0.0043738834,0.9927492,0.000014468237,0.0000063461216],"genre_scores_gemma":[0.000006967334,0.00045799333,0.0000019555732,0.0032291815,0.00024552376,0.006280716,0.9885189,0.000023846867,0.001234919],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928383,0.003774334,0.0011404002,0.0003332047,0.0010968808,0.0008168609],"domain_scores_gemma":[0.98596275,0.011345112,0.0008026717,0.0006725292,0.0006347875,0.00058216334],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003153449,0.00039506986,0.00091183314,0.00032604515,0.00031725335,0.000023116267,0.00085204863,0.00026119145,0.9586689],"category_scores_gemma":[0.014355882,0.00026124515,0.00006620166,0.0017154801,0.000029508801,0.00005900701,0.00033767536,0.0026652098,0.0020335044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020241694,0.000013068824,0.0000021974872,0.18972586,0.000022779805,0.00007990405,0.00014120176,0.0000014007859,5.882896e-10,0.000001806905,0.8099893,0.0000022501638],"study_design_scores_gemma":[0.00012258037,0.00004649582,0.00015721461,0.46287245,0.000025602949,0.0000014894523,0.0006434599,0.000017941493,2.6037517e-9,0.0000066714074,0.53599405,0.00011203168],"about_ca_topic_score_codex":0.7407039,"about_ca_topic_score_gemma":0.7614724,"teacher_disagreement_score":0.95663536,"about_ca_system_score_codex":0.0011221939,"about_ca_system_score_gemma":0.0060708895,"threshold_uncertainty_score":0.99998397},"labels":[],"label_agreement":null},{"id":"W4394208395","doi":"10.6084/m9.figshare.22621934","title":"Additional file 2 of Mental health challenges, treatment experiences, and care needs of post-secondary students: a cross-sectional mixed-methods study","year":2023,"lang":"en","type":"dataset","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Lawrence College; Waypoint Centre for Mental Health Care; Queen's University","funders":"","keywords":"Cross-sectional study; Mental health; Psychology; Mental health care; Family medicine; Medicine; Nursing; Psychiatry","score_opus":0.09614230823450123,"score_gpt":0.5270390038487021,"score_spread":0.43089669561420085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394208395","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0077633513,0.0024406095,3.7978282e-8,0.00007152409,0.0011135804,0.0048454795,0.9832589,0.0000059360036,0.0005005655],"genre_scores_gemma":[0.00004551598,0.0010146488,0.0018131054,0.000075355456,0.00021840385,0.0049654106,0.9889511,0.000039460214,0.0028770342],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.994229,0.0017566824,0.0017619258,0.0007302505,0.00083852804,0.00068357604],"domain_scores_gemma":[0.9941814,0.0027844026,0.0015227407,0.00072197744,0.00042520397,0.0003643097],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010150726,0.00048688008,0.0012723051,0.00036250058,0.00093602826,0.000046478854,0.0010151963,0.00047553206,0.6484552],"category_scores_gemma":[0.0003566038,0.00043881006,0.000120663055,0.00036219307,0.00025413773,0.00018314026,0.001491299,0.0006395253,0.00079273485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022138513,0.000795044,0.00045000398,0.0005851471,0.00018341278,0.000007001335,0.044028994,2.1048099e-7,7.111967e-8,4.023488e-7,0.93226486,0.021463476],"study_design_scores_gemma":[0.00111133,0.0021695863,0.019466948,0.0011503366,0.000017345488,0.0000038684557,0.3419158,1.7849527e-7,3.9701365e-7,0.000001563726,0.6339914,0.00017121051],"about_ca_topic_score_codex":0.009764389,"about_ca_topic_score_gemma":0.013345243,"teacher_disagreement_score":0.64766246,"about_ca_system_score_codex":0.0008760747,"about_ca_system_score_gemma":0.003356993,"threshold_uncertainty_score":0.9999853},"labels":[],"label_agreement":null},{"id":"W4394287313","doi":"10.6084/m9.figshare.20138339.v2","title":"Alternative career pathway decision-support database for international medical graduates in Canada","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Career Pathways; Database; Decision support system; Medical education; Computer science; Medicine; Data mining","score_opus":0.1145811092830206,"score_gpt":0.4316700674202475,"score_spread":0.31708895813722693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394287313","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014027467,0.00026916896,7.1639914e-7,0.00060376246,0.0066945227,0.0018625407,0.9902565,0.00003180167,0.00026695043],"genre_scores_gemma":[0.000021565855,0.00012002842,0.00006620753,0.0050452854,0.0011001395,0.0061679743,0.9869473,0.00005501336,0.00047647694],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99425447,0.0003580657,0.0013203132,0.0008076253,0.002214576,0.0010449585],"domain_scores_gemma":[0.9915527,0.0057381177,0.0006976279,0.0008089409,0.00062941585,0.00057317514],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00052134815,0.00040674696,0.0006678008,0.0002124844,0.0004930905,0.000021139605,0.0021265368,0.0004130976,0.95998305],"category_scores_gemma":[0.021186206,0.00042406542,0.0001035674,0.00028596996,0.000009705962,0.0001291834,0.0017937891,0.0023313316,0.001094721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00006824136,0.000039941366,0.00017180678,0.0008742331,0.000033838198,0.0005430071,0.00006130092,0.000011919034,6.736254e-9,0.0000033733274,0.9965998,0.0015925309],"study_design_scores_gemma":[0.0009762336,0.000047827107,0.00009613327,0.0077895704,0.000009255648,0.0000048442857,0.0005882261,0.00014430044,3.6976513e-7,0.00006451948,0.9899173,0.00036144612],"about_ca_topic_score_codex":0.9175357,"about_ca_topic_score_gemma":0.99451655,"teacher_disagreement_score":0.95888835,"about_ca_system_score_codex":0.004276333,"about_ca_system_score_gemma":0.020270618,"threshold_uncertainty_score":0.9999703},"labels":[],"label_agreement":null},{"id":"W4394302996","doi":"10.6084/m9.figshare.21517003","title":"Evaluating recovery colleges: a co-created scoping review","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Computer science; Data science; Environmental science","score_opus":0.30806678998875114,"score_gpt":0.5818514154333528,"score_spread":0.2737846254446017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394302996","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.8921646e-7,0.07499646,5.4903024e-9,0.00018824308,0.0007108839,0.009238928,0.9117506,0.00023508364,0.002879281],"genre_scores_gemma":[4.064437e-8,0.013677026,0.000027827302,0.012359956,0.0005342896,0.012245655,0.95883125,0.00008871103,0.0022352336],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99179506,0.0028945943,0.0018327702,0.0009429644,0.0011951427,0.0013394685],"domain_scores_gemma":[0.9930739,0.0025756992,0.0018945084,0.0015371785,0.0005484879,0.00037026865],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012243659,0.0006175945,0.0014944252,0.00020782402,0.0022051684,0.000028824357,0.0010738755,0.00075245457,0.98922133],"category_scores_gemma":[0.0149800815,0.0006300728,0.00024304012,0.00091848505,0.000009419417,0.00015472017,0.0010151605,0.0030114239,0.031981368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028952778,0.00002123462,0.0000010994577,0.15698531,0.000027699278,0.000050475843,0.000025038886,0.000003915445,2.5485434e-8,1.4148856e-7,0.84241766,0.0004384309],"study_design_scores_gemma":[0.00022296564,0.00011448449,0.0000013054389,0.47336844,0.000055092023,0.000004111355,0.000076795746,0.0000033329145,7.956399e-8,0.000002038395,0.5258717,0.0002797],"about_ca_topic_score_codex":0.00047505123,"about_ca_topic_score_gemma":0.0004313395,"teacher_disagreement_score":0.9572399,"about_ca_system_score_codex":0.001365112,"about_ca_system_score_gemma":0.0047106124,"threshold_uncertainty_score":0.9996151},"labels":[],"label_agreement":null},{"id":"W4394315675","doi":"10.6084/m9.figshare.c.3786344_d5","title":"Additional file 5: Table S4a. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Table (database); Work (physics); Database; Geography; Computer science; Engineering","score_opus":0.1155828002259162,"score_gpt":0.4156052118151575,"score_spread":0.3000224115892413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394315675","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000029160581,0.00044026627,6.1004257e-10,0.000042716016,0.00016114792,0.0006246883,0.9974454,0.00000801435,0.0012485805],"genre_scores_gemma":[0.00003465859,0.000060205308,0.00002897236,0.00038728633,0.00013016096,0.0005843235,0.9968298,0.000019741276,0.001924829],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99706733,0.00084486144,0.0007314132,0.00019848507,0.00055170764,0.0006062147],"domain_scores_gemma":[0.98890924,0.009196393,0.00076778,0.0004948219,0.00049504027,0.00013671472],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025970125,0.0002673304,0.00064478023,0.00019755628,0.0004284367,0.000016171294,0.0006213712,0.00043863172,0.95154476],"category_scores_gemma":[0.009431747,0.00028315317,0.000024528063,0.00026431674,0.00003486641,0.00012589927,0.00039642304,0.0013852672,0.0005403881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053208118,0.000014791088,0.00049725285,0.0010206641,0.0000074011555,0.000010631421,0.00008017762,0.000004329492,3.9770245e-10,2.9524796e-7,0.9980996,0.00021164754],"study_design_scores_gemma":[0.00022747448,0.000011371278,0.104205266,0.07266202,0.0000016499613,0.0000010584284,0.00067780964,0.00002455816,9.456436e-9,0.000018829744,0.82199067,0.00017931382],"about_ca_topic_score_codex":0.9693408,"about_ca_topic_score_gemma":0.99858946,"teacher_disagreement_score":0.9510043,"about_ca_system_score_codex":0.0012478719,"about_ca_system_score_gemma":0.010206057,"threshold_uncertainty_score":0.9999621},"labels":[],"label_agreement":null},{"id":"W4394428946","doi":"10.6084/m9.figshare.20138339.v1","title":"Data file 1: Alternative career pathway decision-support database for international medical graduates in Canada","year":2022,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Database; Data file; Computer science; Career Pathways; Medical education; Medicine","score_opus":0.19003612117453503,"score_gpt":0.4494017563947579,"score_spread":0.2593656352202228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394428946","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000028508969,0.0002696014,5.652928e-7,0.00059703534,0.0054031443,0.001895142,0.99155784,0.00003458562,0.0002392155],"genre_scores_gemma":[0.0000030283836,0.00012361613,0.00015446721,0.0042586145,0.001262021,0.0051542283,0.9883517,0.000061571474,0.00063072995],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99356735,0.00039210264,0.0014232699,0.0011853265,0.0023446674,0.0010872578],"domain_scores_gemma":[0.9862799,0.009570475,0.0008173439,0.0021635024,0.00056554325,0.00060324534],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006547124,0.00043639936,0.0007081606,0.00019663745,0.00053441635,0.000029407984,0.0052488055,0.00041170168,0.9897423],"category_scores_gemma":[0.04096822,0.0004555866,0.00006917133,0.0003099946,0.000011988373,0.00025406873,0.00612886,0.0024327238,0.0014598045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059407408,0.00004685192,0.00005892439,0.0008518969,0.0000410474,0.0005298461,0.00003627905,0.0000069134653,3.4767613e-9,8.5077266e-7,0.996525,0.0018429903],"study_design_scores_gemma":[0.0008337103,0.00003842035,0.0000851734,0.008643459,0.000012028336,0.0000054605075,0.00063065416,0.00054099126,1.1474405e-7,0.00002508489,0.9887928,0.00039210598],"about_ca_topic_score_codex":0.8933134,"about_ca_topic_score_gemma":0.9957899,"teacher_disagreement_score":0.9882825,"about_ca_system_score_codex":0.0029757076,"about_ca_system_score_gemma":0.023684587,"threshold_uncertainty_score":0.9998687},"labels":[],"label_agreement":null},{"id":"W4394501997","doi":"10.6084/m9.figshare.c.3786344_d4","title":"Additional file 4: Table S3a. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"dataset","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Geography; Database; Computer science; Engineering","score_opus":0.11546176503121801,"score_gpt":0.41558269954733906,"score_spread":0.30012093451612104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394501997","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000027105478,0.0003819744,5.846518e-10,0.000050012943,0.00015998034,0.0006217488,0.9973795,0.000007980275,0.0013717242],"genre_scores_gemma":[0.00003434385,0.00005995802,0.000027263759,0.00043717577,0.00012943464,0.0005835656,0.99682224,0.000019698755,0.0018863479],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99707323,0.00084445265,0.00072969927,0.00019780929,0.0005504716,0.00060433947],"domain_scores_gemma":[0.98894644,0.009165011,0.00076620904,0.00049659633,0.0004891539,0.00013659164],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025912584,0.00026658757,0.00064243336,0.00019726832,0.00042772022,0.00001628696,0.0006220458,0.00043758136,0.9587623],"category_scores_gemma":[0.009317312,0.0002826217,0.000024474844,0.00026143462,0.000034865923,0.00012513057,0.00039518287,0.001381613,0.00054444914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049166603,0.000014743295,0.0005255194,0.001016683,0.0000073863775,0.000010615123,0.00008188425,0.000005281175,2.771761e-10,3.1682086e-7,0.9981001,0.00018831875],"study_design_scores_gemma":[0.00022521515,0.000010850914,0.111950144,0.07133015,0.0000016333613,0.000001042949,0.00068305887,0.000033122837,7.529703e-9,0.00001854262,0.81556875,0.00017749895],"about_ca_topic_score_codex":0.9696993,"about_ca_topic_score_gemma":0.99851984,"teacher_disagreement_score":0.95821786,"about_ca_system_score_codex":0.0012700091,"about_ca_system_score_gemma":0.0101772705,"threshold_uncertainty_score":0.99996257},"labels":[],"label_agreement":null},{"id":"W4394545355","doi":"10.6084/m9.figshare.21400376","title":"Additional file 2 of Perspectives on mental health services for medical students at a Ugandan medical school","year":2022,"lang":"en","type":"dataset","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Mental health; Medical education; Medical school; Psychology; Computer science; Medicine; Psychiatry","score_opus":0.036540171975084676,"score_gpt":0.49005168063581106,"score_spread":0.45351150866072637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394545355","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008310873,0.00023207442,4.7608218e-8,0.0039231116,0.00068709493,0.004345634,0.98899084,0.00000525208,0.0017328246],"genre_scores_gemma":[0.0000011985757,0.00040542718,0.00040813524,0.0053382292,0.0006156377,0.004218074,0.9788626,0.00003984664,0.010110841],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9913248,0.0010722505,0.0014015964,0.0009448365,0.0043258616,0.0009306698],"domain_scores_gemma":[0.99151963,0.0047023348,0.0012538199,0.00069356227,0.0001814295,0.0016492498],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0020080043,0.00041360917,0.0010796548,0.00017840593,0.001919591,0.000036062018,0.0035412281,0.0007512723,0.9994311],"category_scores_gemma":[0.0025267955,0.0003731819,0.00015763816,0.00024649448,0.00016443206,0.00010592098,0.0038481657,0.0017900978,0.0037163594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006676946,0.0006847037,0.000018417855,0.00081943243,0.000112800095,0.00001918924,0.0015173546,1.0964107e-7,7.556142e-9,0.0000031212223,0.9951101,0.0010470499],"study_design_scores_gemma":[0.0018237496,0.00083189266,0.00010291764,0.009740162,0.000019608962,0.000009076415,0.019002415,0.000006974196,7.745838e-8,0.00000770359,0.96820825,0.00024718491],"about_ca_topic_score_codex":0.0016895423,"about_ca_topic_score_gemma":0.01135226,"teacher_disagreement_score":0.9957147,"about_ca_system_score_codex":0.0019951467,"about_ca_system_score_gemma":0.0083568655,"threshold_uncertainty_score":0.999872},"labels":[],"label_agreement":null},{"id":"W4394580644","doi":"10.32920/25537264","title":"Marginalized graduate students navigating the academy during the COVID-19 pandemic: A phenomenological approach","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Victoria; University of Saskatchewan","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Interpretative phenomenological analysis; Sociology; Psychology; Virology; Medicine; Social science; Qualitative research; Outbreak; Infectious disease (medical specialty)","score_opus":0.34965407162131634,"score_gpt":0.5451388118335243,"score_spread":0.19548474021220796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394580644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8688407,0.0057604876,0.00039759133,0.07950326,0.0020037144,0.010069754,0.00012239999,0.0019746441,0.031327434],"genre_scores_gemma":[0.9244915,0.0022825827,0.0008569811,0.04347827,0.0017125647,0.005585808,0.00009757369,0.0001468784,0.021347841],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889713,0.004175719,0.0018201373,0.0014699891,0.0016312368,0.0019316511],"domain_scores_gemma":[0.9947652,0.002424956,0.00084592396,0.0012172214,0.00012666271,0.0006199949],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.006807332,0.00081954664,0.0010303125,0.00008017702,0.0038833981,0.00018583762,0.003336171,0.0014878487,0.0010049624],"category_scores_gemma":[0.00083515345,0.00038801163,0.00032931147,0.0005770479,0.00049815857,0.000047405738,0.012869612,0.020441541,0.00090385776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014795219,0.00067750545,0.46847513,0.04378979,0.0021853265,0.00017610601,0.21776648,0.0043543046,0.00004809907,0.073788084,0.18303089,0.004228786],"study_design_scores_gemma":[0.005246722,0.00013335761,0.022006169,0.008107153,0.0009181024,0.00021558294,0.13606928,0.0032284993,0.0000030030183,0.3577301,0.46371895,0.0026230786],"about_ca_topic_score_codex":0.003114084,"about_ca_topic_score_gemma":0.00012453295,"teacher_disagreement_score":0.44646895,"about_ca_system_score_codex":0.0021306942,"about_ca_system_score_gemma":0.0008647763,"threshold_uncertainty_score":0.99990827},"labels":[],"label_agreement":null},{"id":"W4394580981","doi":"10.32920/25537264.v1","title":"Marginalized graduate students navigating the academy during the COVID-19 pandemic: A phenomenological approach","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Victoria; University of Saskatchewan","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Graduate students; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Interpretative phenomenological analysis; Sociology; Psychology; Medical education; Virology; Pedagogy; Medicine; Social science; Qualitative research; Outbreak; Infectious disease (medical specialty)","score_opus":0.34965407162131634,"score_gpt":0.5451388118335243,"score_spread":0.19548474021220796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394580981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8688407,0.0057604876,0.00039759133,0.07950326,0.0020037144,0.010069754,0.00012239999,0.0019746441,0.031327434],"genre_scores_gemma":[0.9244915,0.0022825827,0.0008569811,0.04347827,0.0017125647,0.005585808,0.00009757369,0.0001468784,0.021347841],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9889713,0.004175719,0.0018201373,0.0014699891,0.0016312368,0.0019316511],"domain_scores_gemma":[0.9947652,0.002424956,0.00084592396,0.0012172214,0.00012666271,0.0006199949],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.006807332,0.00081954664,0.0010303125,0.00008017702,0.0038833981,0.00018583762,0.003336171,0.0014878487,0.0010049624],"category_scores_gemma":[0.00083515345,0.00038801163,0.00032931147,0.0005770479,0.00049815857,0.000047405738,0.012869612,0.020441541,0.00090385776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014795219,0.00067750545,0.46847513,0.04378979,0.0021853265,0.00017610601,0.21776648,0.0043543046,0.00004809907,0.073788084,0.18303089,0.004228786],"study_design_scores_gemma":[0.005246722,0.00013335761,0.022006169,0.008107153,0.0009181024,0.00021558294,0.13606928,0.0032284993,0.0000030030183,0.3577301,0.46371895,0.0026230786],"about_ca_topic_score_codex":0.003114084,"about_ca_topic_score_gemma":0.00012453295,"teacher_disagreement_score":0.44646895,"about_ca_system_score_codex":0.0021306942,"about_ca_system_score_gemma":0.0008647763,"threshold_uncertainty_score":0.99990827},"labels":[],"label_agreement":null},{"id":"W4394785593","doi":"10.33137/jrmh.v7i2.43069","title":"Who Care for our Caregivers? Building the Evidence For Change","year":2024,"lang":"en","type":"article","venue":"Journal of Recovery in Mental Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Non profit; Distress; Nursing; Psychology; Health care; Family caregivers; Public relations; Political science; Business; Medicine; Public administration; Psychotherapist; Law","score_opus":0.17523713732126261,"score_gpt":0.5397943195309844,"score_spread":0.36455718220972183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394785593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4801145,0.2671041,0.0017562185,0.19939737,0.034443624,0.015861599,0.00081016764,0.00010301736,0.00040941592],"genre_scores_gemma":[0.9545461,0.023362277,0.0067499285,0.008685969,0.004790442,0.0005094583,0.00002745689,0.00008577887,0.001242613],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970485,0.00043007507,0.001090918,0.00024061682,0.0003642435,0.0008256586],"domain_scores_gemma":[0.9972785,0.0014312244,0.0006103558,0.00018779356,0.00026105484,0.00023104786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002968605,0.00018313646,0.0005144447,0.000253894,0.00086894137,0.000033557302,0.0003466107,0.00014895058,0.000018885798],"category_scores_gemma":[0.00023451133,0.00012724318,0.00025066972,0.0003393724,0.000019765457,0.0005671598,0.00006921652,0.0007382734,0.000009622299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029813235,0.0000738432,0.011462624,0.020942286,0.00010633284,0.000027548469,0.1588631,0.000100065445,0.00003889637,0.0031037899,0.49144417,0.310856],"study_design_scores_gemma":[0.0017169769,0.0027653754,0.0017098093,0.042065095,0.000039996135,0.00004243904,0.21209942,0.0005631118,0.000028068745,0.0012034539,0.7375453,0.00022096207],"about_ca_topic_score_codex":0.0009169727,"about_ca_topic_score_gemma":0.0015728422,"teacher_disagreement_score":0.4744316,"about_ca_system_score_codex":0.0034106763,"about_ca_system_score_gemma":0.001145825,"threshold_uncertainty_score":0.89188004},"labels":[],"label_agreement":null},{"id":"W4394793447","doi":"10.5861/ijrsm.2024.1016","title":"The caring attributes of Filipino nurses working abroad utilizing the CASAGRA Transformative Model","year":2024,"lang":"en","type":"article","venue":"International Journal of Research Studies in Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Psychology; Sociology; Developmental psychology","score_opus":0.325598455176446,"score_gpt":0.6227906949553982,"score_spread":0.2971922397789522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394793447","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46962258,0.1827699,0.0032821351,0.119265385,0.024243256,0.0056552333,0.00007254626,0.00011998801,0.194969],"genre_scores_gemma":[0.94901353,0.04769653,0.00035215702,0.000083293584,0.00025765933,0.00008060266,9.4573534e-7,0.00001144173,0.0025038472],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9958136,0.00069641724,0.0010624266,0.0001446343,0.0017268392,0.0005560965],"domain_scores_gemma":[0.9938471,0.0044535277,0.00022398209,0.00017339407,0.0012513908,0.000050652674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0059298663,0.000120475146,0.000245852,0.00044336732,0.00075623725,0.000055280554,0.0010475161,0.000044891334,0.000022112277],"category_scores_gemma":[0.0006131103,0.00006419316,0.00011529145,0.0005678702,0.00042646666,0.00019257626,0.0005502298,0.0012880919,0.000011588324],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010841304,0.00018927192,0.020672811,0.0037010843,0.0050758766,0.0007459927,0.26353133,0.028875364,0.0000319373,0.32587963,0.15939896,0.19081362],"study_design_scores_gemma":[0.00093118113,0.00014076283,0.0034515155,0.02609136,0.00005860101,0.000014834338,0.7049057,0.02476854,0.000055025936,0.03134664,0.20808953,0.00014631866],"about_ca_topic_score_codex":0.00014288822,"about_ca_topic_score_gemma":0.00031056037,"teacher_disagreement_score":0.47939095,"about_ca_system_score_codex":0.0010245409,"about_ca_system_score_gemma":0.00015772671,"threshold_uncertainty_score":0.58164424},"labels":[],"label_agreement":null},{"id":"W4394837291","doi":"10.1186/s12960-024-00906-z","title":"Approaches to locum physician recruitment and retention: a systematic review","year":2024,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University; University of Ottawa","funders":"Northern Ontario Academic Medicine Association","keywords":"Mentorship; Operationalization; Workforce; Incentive; Health administration; Licensure; Medical education; License; Nursing research; Career development; Medicine; Nursing; Psychology; Public health; Political science","score_opus":0.5645709375597855,"score_gpt":0.5434823930154399,"score_spread":0.02108854454434561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394837291","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016173873,0.93046945,0.000017523758,0.0034939037,0.00055090553,0.06277407,0.00030070575,0.00034616832,0.00204567],"genre_scores_gemma":[8.0951986e-7,0.9425238,0.00031184906,0.009276182,0.00089324,0.031475842,0.00037000902,0.0002404502,0.01490782],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.98967576,0.0027309537,0.003987901,0.001365481,0.0006025517,0.0016373371],"domain_scores_gemma":[0.99484605,0.0006734023,0.0020743264,0.0013510888,0.000105633866,0.0009495304],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0047093933,0.0009770525,0.006893835,0.00040233022,0.0019146858,0.00006658381,0.00062728167,0.00052276737,0.000051018218],"category_scores_gemma":[0.00018834203,0.0006978602,0.0007607117,0.00079708797,0.00007802258,0.00006112735,0.00042226372,0.0013262772,0.0008911966],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045531456,0.000027899305,2.1707653e-7,0.8769949,0.00013976257,0.0000025452757,0.0015928565,3.3153977e-8,1.2991274e-9,0.0035378132,0.08208377,0.03561566],"study_design_scores_gemma":[0.000079508165,0.0002234749,1.8349614e-7,0.4926119,0.0013578461,0.0000049594814,0.00038566682,0.000001378016,8.3488444e-10,0.00018560413,0.50489634,0.0002531371],"about_ca_topic_score_codex":0.00014303761,"about_ca_topic_score_gemma":0.00024658296,"teacher_disagreement_score":0.42281255,"about_ca_system_score_codex":0.0015966446,"about_ca_system_score_gemma":0.00070886593,"threshold_uncertainty_score":0.99988675},"labels":[],"label_agreement":null},{"id":"W4394877258","doi":"10.1186/s12960-024-00895-z","title":"Methods for health workforce projection model: systematic review and recommended good practice reporting guideline","year":2024,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health services research; Guideline; Health administration; Medicine; Workforce; Public health; Systematic review; Health informatics; MEDLINE; Nursing; Political science","score_opus":0.3325112125193515,"score_gpt":0.660396885021213,"score_spread":0.32788567250186146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394877258","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.12403e-8,0.8975986,0.01915656,0.016607832,0.00084230874,0.063635185,0.00035825002,0.00075260014,0.0010485481],"genre_scores_gemma":[5.895229e-8,0.80352855,0.14182185,0.02356538,0.00077793177,0.019128965,0.00091379957,0.00044550773,0.00981797],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.96538556,0.009120208,0.020122152,0.002090487,0.0005856577,0.0026959197],"domain_scores_gemma":[0.9585977,0.0063009127,0.03135531,0.0017490949,0.0009411604,0.0010558174],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.06272117,0.001425065,0.011728406,0.0006274917,0.0043073287,0.00011656245,0.000670002,0.0010166474,0.000022840542],"category_scores_gemma":[0.0150745725,0.0010911387,0.0011609782,0.0010785728,0.000071527546,0.00024887404,0.00040804496,0.0027038318,0.000032240376],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022071727,0.000047234513,1.7836052e-7,0.7621078,0.00021225816,0.0000010095746,0.001621137,0.0000014958108,3.725399e-9,0.001995029,0.12606655,0.10792523],"study_design_scores_gemma":[0.00023334904,0.00042842553,1.5001193e-8,0.45903286,0.0031341764,0.00006699394,0.0008029063,0.00071036356,2.5235407e-9,0.0004920216,0.5347115,0.0003873944],"about_ca_topic_score_codex":0.000584589,"about_ca_topic_score_gemma":0.00028693423,"teacher_disagreement_score":0.4086449,"about_ca_system_score_codex":0.0036840276,"about_ca_system_score_gemma":0.0044526733,"threshold_uncertainty_score":0.9998499},"labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W4394939219","doi":"10.1007/978-3-031-39740-0_1","title":"Global Health and Global Nursing: Setting the Context","year":2024,"lang":"en","type":"book-chapter","venue":"Advanced practice in nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Nursing; Global health; Context (archaeology); Medicine; Geography; Public health","score_opus":0.03148421893769569,"score_gpt":0.4935235841259712,"score_spread":0.4620393651882755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394939219","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012695075,0.13304615,0.000091365786,0.08685918,0.0050731073,0.0024131704,0.00016469011,0.0002938213,0.7719316],"genre_scores_gemma":[0.14966325,0.07582094,0.034359835,0.14170615,0.008505133,0.0006855711,0.0007102493,0.0012718198,0.58727705],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99397886,0.000690176,0.0017173127,0.0011718178,0.0007548189,0.0016869954],"domain_scores_gemma":[0.9932439,0.0035241842,0.0015421691,0.0008184994,0.00029832707,0.00057294854],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016847467,0.0007736801,0.0010146541,0.00010825715,0.0014849675,0.000090537564,0.00041796168,0.00082777976,0.000102679565],"category_scores_gemma":[0.001372924,0.00067083654,0.00012840026,0.0003529676,0.0005431954,0.00067208934,0.00015838331,0.0031789246,0.00041056031],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036312352,0.00003947567,0.00011203887,0.00040968932,0.000033205702,0.00006268658,0.006593673,0.000026399659,1.0809125e-7,0.49447182,0.017055966,0.4808318],"study_design_scores_gemma":[0.0006537233,0.00019256359,0.00006836699,0.047847617,0.000118635784,0.00018814574,0.036049124,0.00008541673,6.6031696e-8,0.26396435,0.6504166,0.0004153893],"about_ca_topic_score_codex":0.00047010876,"about_ca_topic_score_gemma":0.00087200524,"teacher_disagreement_score":0.6333606,"about_ca_system_score_codex":0.008547549,"about_ca_system_score_gemma":0.0020423816,"threshold_uncertainty_score":0.999815},"labels":[],"label_agreement":null},{"id":"W4395028894","doi":"10.1002/jcop.23089/v2/review2","title":"Review for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Genealogy; Geography; Psychology; History; Social psychology; Engineering; Archaeology","score_opus":0.5965907097981284,"score_gpt":0.5980526387428088,"score_spread":0.0014619289446803352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395028894","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34628817,0.53057116,0.00032107037,0.049837437,0.00980763,0.023718847,0.039217386,0.00011836051,0.00011992088],"genre_scores_gemma":[0.15686053,0.7427141,0.0017532136,0.0680936,0.0012545397,0.00029137707,0.0053997976,0.00051446154,0.0231184],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9856205,0.007550419,0.004724006,0.00048084857,0.0009098968,0.00071433943],"domain_scores_gemma":[0.9757298,0.010657058,0.007014283,0.0044753016,0.0019445723,0.00017894719],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012426961,0.0005894086,0.003902839,0.00008914752,0.00084710494,0.000010287866,0.0018765152,0.00039669147,0.0001524464],"category_scores_gemma":[0.011208933,0.00032167288,0.00036792437,0.0005948416,0.0004998317,0.00011687904,0.0037358666,0.0017470205,0.000009725469],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007411613,0.00010852677,0.008546859,0.5207973,0.00011617818,3.6940963e-7,0.00045791105,0.0000023145426,0.000028287961,0.000047259484,0.46879178,0.0010290699],"study_design_scores_gemma":[0.0015409086,0.000076306176,0.0507602,0.91278565,0.0019388552,0.000006841106,0.005083722,0.00024454657,0.00008516952,0.00021864667,0.026583655,0.0006754872],"about_ca_topic_score_codex":0.10566561,"about_ca_topic_score_gemma":0.13632824,"teacher_disagreement_score":0.4422081,"about_ca_system_score_codex":0.0001329224,"about_ca_system_score_gemma":0.0008723068,"threshold_uncertainty_score":0.9999235},"labels":[],"label_agreement":null},{"id":"W4395028931","doi":"10.1002/jcop.23089/v2/decision1","title":"Decision letter for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Loneliness; Nova scotia; Nova (rocket); Quality (philosophy); Psychology; Computer science; Social psychology; Genealogy; Sociology; History; Engineering; Epistemology; Ethnology; Philosophy","score_opus":0.526225975443672,"score_gpt":0.5809343092532044,"score_spread":0.05470833380953244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395028931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94739395,0.008305587,0.0009751016,0.017515041,0.0076590013,0.005999914,0.012082368,0.000043102318,0.000025946803],"genre_scores_gemma":[0.92547685,0.011373353,0.003397219,0.03913266,0.0014707198,0.0001103575,0.0025321753,0.00037756565,0.016129114],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9891596,0.004737186,0.003863054,0.00047260625,0.0010865738,0.0006810043],"domain_scores_gemma":[0.97332835,0.016384266,0.00482183,0.0038409352,0.0014758678,0.00014873665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008680072,0.00052748923,0.0026526377,0.00012770026,0.00091102574,0.000015378813,0.0016907289,0.0004748915,0.000116749135],"category_scores_gemma":[0.0076786717,0.00028543745,0.00029089345,0.00044676586,0.00046038956,0.00012920173,0.0040113176,0.0016512758,0.000009478808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041579528,0.00019985896,0.038639974,0.108528405,0.00015774813,0.0000010764279,0.0013974789,0.000022850369,0.00023247243,0.000047128968,0.8479731,0.0023841038],"study_design_scores_gemma":[0.006434391,0.00021365883,0.47570172,0.45933598,0.0023053465,0.000013569057,0.015073846,0.0021785188,0.0008339917,0.001275608,0.034942456,0.0016909142],"about_ca_topic_score_codex":0.09003239,"about_ca_topic_score_gemma":0.17939225,"teacher_disagreement_score":0.81303066,"about_ca_system_score_codex":0.00013037506,"about_ca_system_score_gemma":0.0005213859,"threshold_uncertainty_score":0.99995977},"labels":[],"label_agreement":null},{"id":"W4395028991","doi":"10.1002/jcop.23089/v3/response1","title":"Author response for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Psychology; Geography; Social psychology; Engineering; Archaeology; Aeronautics","score_opus":0.6040299311310448,"score_gpt":0.6031659398513517,"score_spread":0.0008639912796930549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395028991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9312612,0.007652713,0.00020790631,0.029097257,0.0045755897,0.006219173,0.020915326,0.0000557557,0.000015095296],"genre_scores_gemma":[0.93767506,0.0031332995,0.0013344153,0.008290187,0.0005753827,0.00011316875,0.0013991793,0.00028584508,0.04719345],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9791751,0.014380239,0.0041227485,0.0005015257,0.0010386205,0.00078177545],"domain_scores_gemma":[0.96319526,0.024693629,0.005795967,0.0043251147,0.0017838989,0.0002061543],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01988729,0.0005761142,0.0029327075,0.0001598265,0.0011194906,0.000015354017,0.001807503,0.00055129256,0.000102290054],"category_scores_gemma":[0.02075238,0.00032758786,0.0003058747,0.0005921522,0.0006364526,0.00011882606,0.0038868976,0.0018712857,0.000007811808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036750548,0.0003698091,0.03835324,0.21748684,0.000319955,0.0000022910203,0.0051846737,0.000024575615,0.0006935373,0.00013529576,0.7327581,0.0009966284],"study_design_scores_gemma":[0.004877439,0.0002985419,0.63632035,0.28944746,0.0021781083,0.00001429626,0.040946912,0.0017413367,0.0008327641,0.00060295913,0.021321468,0.0014183756],"about_ca_topic_score_codex":0.10299252,"about_ca_topic_score_gemma":0.13706453,"teacher_disagreement_score":0.7114366,"about_ca_system_score_codex":0.00017580988,"about_ca_system_score_gemma":0.0013156651,"threshold_uncertainty_score":0.9999176},"labels":[],"label_agreement":null},{"id":"W4395029005","doi":"10.1002/jcop.23089/v1/review2","title":"Review for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Genealogy; Geography; History; Psychology; Social psychology; Ethnology; Engineering","score_opus":0.5965907097981284,"score_gpt":0.5980526387428088,"score_spread":0.0014619289446803352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395029005","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34628817,0.53057116,0.00032107037,0.049837437,0.00980763,0.023718847,0.039217386,0.00011836051,0.00011992088],"genre_scores_gemma":[0.15686053,0.7427141,0.0017532136,0.0680936,0.0012545397,0.00029137707,0.0053997976,0.00051446154,0.0231184],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9856205,0.007550419,0.004724006,0.00048084857,0.0009098968,0.00071433943],"domain_scores_gemma":[0.9757298,0.010657058,0.007014283,0.0044753016,0.0019445723,0.00017894719],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012426961,0.0005894086,0.003902839,0.00008914752,0.00084710494,0.000010287866,0.0018765152,0.00039669147,0.0001524464],"category_scores_gemma":[0.011208933,0.00032167288,0.00036792437,0.0005948416,0.0004998317,0.00011687904,0.0037358666,0.0017470205,0.000009725469],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007411613,0.00010852677,0.008546859,0.5207973,0.00011617818,3.6940963e-7,0.00045791105,0.0000023145426,0.000028287961,0.000047259484,0.46879178,0.0010290699],"study_design_scores_gemma":[0.0015409086,0.000076306176,0.0507602,0.91278565,0.0019388552,0.000006841106,0.005083722,0.00024454657,0.00008516952,0.00021864667,0.026583655,0.0006754872],"about_ca_topic_score_codex":0.10566561,"about_ca_topic_score_gemma":0.13632824,"teacher_disagreement_score":0.4422081,"about_ca_system_score_codex":0.0001329224,"about_ca_system_score_gemma":0.0008723068,"threshold_uncertainty_score":0.9999235},"labels":[],"label_agreement":null},{"id":"W4395029018","doi":"10.1002/jcop.23089/v3/decision1","title":"Decision letter for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Psychology; Social psychology; Sociology; Engineering; Ethnology","score_opus":0.526225975443672,"score_gpt":0.5809343092532044,"score_spread":0.05470833380953244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395029018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94739395,0.008305587,0.0009751016,0.017515041,0.0076590013,0.005999914,0.012082368,0.000043102318,0.000025946803],"genre_scores_gemma":[0.92547685,0.011373353,0.003397219,0.03913266,0.0014707198,0.0001103575,0.0025321753,0.00037756565,0.016129114],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9891596,0.004737186,0.003863054,0.00047260625,0.0010865738,0.0006810043],"domain_scores_gemma":[0.97332835,0.016384266,0.00482183,0.0038409352,0.0014758678,0.00014873665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008680072,0.00052748923,0.0026526377,0.00012770026,0.00091102574,0.000015378813,0.0016907289,0.0004748915,0.000116749135],"category_scores_gemma":[0.0076786717,0.00028543745,0.00029089345,0.00044676586,0.00046038956,0.00012920173,0.0040113176,0.0016512758,0.000009478808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041579528,0.00019985896,0.038639974,0.108528405,0.00015774813,0.0000010764279,0.0013974789,0.000022850369,0.00023247243,0.000047128968,0.8479731,0.0023841038],"study_design_scores_gemma":[0.006434391,0.00021365883,0.47570172,0.45933598,0.0023053465,0.000013569057,0.015073846,0.0021785188,0.0008339917,0.001275608,0.034942456,0.0016909142],"about_ca_topic_score_codex":0.09003239,"about_ca_topic_score_gemma":0.17939225,"teacher_disagreement_score":0.81303066,"about_ca_system_score_codex":0.00013037506,"about_ca_system_score_gemma":0.0005213859,"threshold_uncertainty_score":0.99995977},"labels":[],"label_agreement":null},{"id":"W4395029144","doi":"10.1002/jcop.23089/v1/decision1","title":"Decision letter for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Geography; Psychology; Social psychology; Engineering; Archaeology","score_opus":0.526225975443672,"score_gpt":0.5809343092532044,"score_spread":0.05470833380953244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395029144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94739395,0.008305587,0.0009751016,0.017515041,0.0076590013,0.005999914,0.012082368,0.000043102318,0.000025946803],"genre_scores_gemma":[0.92547685,0.011373353,0.003397219,0.03913266,0.0014707198,0.0001103575,0.0025321753,0.00037756565,0.016129114],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9891596,0.004737186,0.003863054,0.00047260625,0.0010865738,0.0006810043],"domain_scores_gemma":[0.97332835,0.016384266,0.00482183,0.0038409352,0.0014758678,0.00014873665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008680072,0.00052748923,0.0026526377,0.00012770026,0.00091102574,0.000015378813,0.0016907289,0.0004748915,0.000116749135],"category_scores_gemma":[0.0076786717,0.00028543745,0.00029089345,0.00044676586,0.00046038956,0.00012920173,0.0040113176,0.0016512758,0.000009478808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041579528,0.00019985896,0.038639974,0.108528405,0.00015774813,0.0000010764279,0.0013974789,0.000022850369,0.00023247243,0.000047128968,0.8479731,0.0023841038],"study_design_scores_gemma":[0.006434391,0.00021365883,0.47570172,0.45933598,0.0023053465,0.000013569057,0.015073846,0.0021785188,0.0008339917,0.001275608,0.034942456,0.0016909142],"about_ca_topic_score_codex":0.09003239,"about_ca_topic_score_gemma":0.17939225,"teacher_disagreement_score":0.81303066,"about_ca_system_score_codex":0.00013037506,"about_ca_system_score_gemma":0.0005213859,"threshold_uncertainty_score":0.99995977},"labels":[],"label_agreement":null},{"id":"W4395029154","doi":"10.1002/jcop.23089/v2/response1","title":"Author response for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Quality (philosophy); Psychology; Genealogy; Social psychology; Geography; History; Epistemology; Engineering; Philosophy; Archaeology; Aeronautics","score_opus":0.6040299311310448,"score_gpt":0.6031659398513517,"score_spread":0.0008639912796930549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395029154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9312612,0.007652713,0.00020790631,0.029097257,0.0045755897,0.006219173,0.020915326,0.0000557557,0.000015095296],"genre_scores_gemma":[0.93767506,0.0031332995,0.0013344153,0.008290187,0.0005753827,0.00011316875,0.0013991793,0.00028584508,0.04719345],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9791751,0.014380239,0.0041227485,0.0005015257,0.0010386205,0.00078177545],"domain_scores_gemma":[0.96319526,0.024693629,0.005795967,0.0043251147,0.0017838989,0.0002061543],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01988729,0.0005761142,0.0029327075,0.0001598265,0.0011194906,0.000015354017,0.001807503,0.00055129256,0.000102290054],"category_scores_gemma":[0.02075238,0.00032758786,0.0003058747,0.0005921522,0.0006364526,0.00011882606,0.0038868976,0.0018712857,0.000007811808],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036750548,0.0003698091,0.03835324,0.21748684,0.000319955,0.0000022910203,0.0051846737,0.000024575615,0.0006935373,0.00013529576,0.7327581,0.0009966284],"study_design_scores_gemma":[0.004877439,0.0002985419,0.63632035,0.28944746,0.0021781083,0.00001429626,0.040946912,0.0017413367,0.0008327641,0.00060295913,0.021321468,0.0014183756],"about_ca_topic_score_codex":0.10299252,"about_ca_topic_score_gemma":0.13706453,"teacher_disagreement_score":0.7114366,"about_ca_system_score_codex":0.00017580988,"about_ca_system_score_gemma":0.0013156651,"threshold_uncertainty_score":0.9999176},"labels":[],"label_agreement":null},{"id":"W4395029164","doi":"10.1002/jcop.23089/v2/review1","title":"Review for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Quality (philosophy); Psychology; Geography; Physics; Engineering; Social psychology; Archaeology; Aeronautics","score_opus":0.5965907097981284,"score_gpt":0.5980526387428088,"score_spread":0.0014619289446803352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395029164","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34628817,0.53057116,0.00032107037,0.049837437,0.00980763,0.023718847,0.039217386,0.00011836051,0.00011992088],"genre_scores_gemma":[0.15686053,0.7427141,0.0017532136,0.0680936,0.0012545397,0.00029137707,0.0053997976,0.00051446154,0.0231184],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9856205,0.007550419,0.004724006,0.00048084857,0.0009098968,0.00071433943],"domain_scores_gemma":[0.9757298,0.010657058,0.007014283,0.0044753016,0.0019445723,0.00017894719],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012426961,0.0005894086,0.003902839,0.00008914752,0.00084710494,0.000010287866,0.0018765152,0.00039669147,0.0001524464],"category_scores_gemma":[0.011208933,0.00032167288,0.00036792437,0.0005948416,0.0004998317,0.00011687904,0.0037358666,0.0017470205,0.000009725469],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007411613,0.00010852677,0.008546859,0.5207973,0.00011617818,3.6940963e-7,0.00045791105,0.0000023145426,0.000028287961,0.000047259484,0.46879178,0.0010290699],"study_design_scores_gemma":[0.0015409086,0.000076306176,0.0507602,0.91278565,0.0019388552,0.000006841106,0.005083722,0.00024454657,0.00008516952,0.00021864667,0.026583655,0.0006754872],"about_ca_topic_score_codex":0.10566561,"about_ca_topic_score_gemma":0.13632824,"teacher_disagreement_score":0.4422081,"about_ca_system_score_codex":0.0001329224,"about_ca_system_score_gemma":0.0008723068,"threshold_uncertainty_score":0.9999235},"labels":[],"label_agreement":null},{"id":"W4395048605","doi":"10.1177/12034754241247521","title":"Solutions for Addressing the Dermatologist Shortage in Rural Canada: A Review of the Literature","year":2024,"lang":"en","type":"review","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; McMaster University","funders":"","keywords":"Medicine; Incentive; Economic shortage; Rural area; Rural population; Dermatology; Population; Family medicine; Environmental health; Pathology","score_opus":0.18230523150526137,"score_gpt":0.4748256207425791,"score_spread":0.2925203892373177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395048605","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003299381,0.9758888,0.0000012741059,0.019830046,0.0027188782,0.0012037015,0.00007753048,0.0000048331945,0.0002419729],"genre_scores_gemma":[0.0001496917,0.99403393,0.000008222219,0.004487198,0.0007833208,0.000044309447,0.00002060142,0.00002752252,0.000445202],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947184,0.0011428822,0.0029531294,0.00013451076,0.0004926593,0.0005584179],"domain_scores_gemma":[0.98976463,0.007343281,0.0020576112,0.00030269023,0.00038537983,0.00014639771],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030048613,0.0003010753,0.002938322,0.00018949622,0.00041393779,0.0000076006336,0.00031923625,0.00028768732,0.000040669034],"category_scores_gemma":[0.0030985556,0.000117322415,0.00047882146,0.000727756,0.0001844758,0.00003781241,0.00009578385,0.0020531376,5.6687395e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011053598,0.000006899063,0.000080177924,0.30049193,0.000074256255,0.00040742496,0.000378557,1.3127391e-7,2.0622304e-8,0.000099984834,0.6177335,0.08071606],"study_design_scores_gemma":[0.000031952914,0.000011961657,0.0000025366621,0.46988457,0.00058224355,0.0024335075,0.0005449694,0.0000014597489,3.775511e-9,0.000047072983,0.5264094,0.00005030878],"about_ca_topic_score_codex":0.0075150877,"about_ca_topic_score_gemma":0.03697465,"teacher_disagreement_score":0.16939265,"about_ca_system_score_codex":0.00034858688,"about_ca_system_score_gemma":0.006187181,"threshold_uncertainty_score":0.9994468},"labels":[],"label_agreement":null},{"id":"W4395058515","doi":"10.1002/jcop.23089/v1/review1","title":"Review for \"Loneliness and sense of community are not two sides of the same coin: Identifying different determinants using the 2019 Nova Scotia Quality of Life data\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Loneliness; Nova (rocket); Computer science; Psychology; Geography; Social psychology; Engineering; Archaeology","score_opus":0.5965907097981284,"score_gpt":0.5980526387428088,"score_spread":0.0014619289446803352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395058515","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34628817,0.53057116,0.00032107037,0.049837437,0.00980763,0.023718847,0.039217386,0.00011836051,0.00011992088],"genre_scores_gemma":[0.15686053,0.7427141,0.0017532136,0.0680936,0.0012545397,0.00029137707,0.0053997976,0.00051446154,0.0231184],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9856205,0.007550419,0.004724006,0.00048084857,0.0009098968,0.00071433943],"domain_scores_gemma":[0.9757298,0.010657058,0.007014283,0.0044753016,0.0019445723,0.00017894719],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012426961,0.0005894086,0.003902839,0.00008914752,0.00084710494,0.000010287866,0.0018765152,0.00039669147,0.0001524464],"category_scores_gemma":[0.011208933,0.00032167288,0.00036792437,0.0005948416,0.0004998317,0.00011687904,0.0037358666,0.0017470205,0.000009725469],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007411613,0.00010852677,0.008546859,0.5207973,0.00011617818,3.6940963e-7,0.00045791105,0.0000023145426,0.000028287961,0.000047259484,0.46879178,0.0010290699],"study_design_scores_gemma":[0.0015409086,0.000076306176,0.0507602,0.91278565,0.0019388552,0.000006841106,0.005083722,0.00024454657,0.00008516952,0.00021864667,0.026583655,0.0006754872],"about_ca_topic_score_codex":0.10566561,"about_ca_topic_score_gemma":0.13632824,"teacher_disagreement_score":0.4422081,"about_ca_system_score_codex":0.0001329224,"about_ca_system_score_gemma":0.0008723068,"threshold_uncertainty_score":0.9999235},"labels":[],"label_agreement":null},{"id":"W4395117512","doi":"10.1016/j.socscimed.2024.116884","title":"Migration and professional mobility: Rural attraction and retention of South African educated physicians","year":2024,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; University of Alberta","keywords":"Prestige; Thematic analysis; Geographic mobility; Work (physics); Qualitative research; Rural area; Sociology; Medicine; Economic growth; Nursing; Population; Social science; Environmental health","score_opus":0.048354493747677564,"score_gpt":0.4490758627320413,"score_spread":0.4007213689843637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395117512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98402804,0.0005131952,0.000025211644,0.0108799655,0.001705606,0.0005425649,0.000008747199,0.00006855445,0.002228108],"genre_scores_gemma":[0.9983007,0.000049883787,0.000016534168,0.00028258946,0.0006464778,0.000035115827,0.000012267061,0.0000066160496,0.00064984505],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99840516,0.00016953709,0.00035261214,0.0002602382,0.0004776403,0.0003347868],"domain_scores_gemma":[0.9993028,0.00014779648,0.00015984524,0.00007909656,0.00020792808,0.000102529826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428103,0.000092714436,0.00020307081,0.00012351958,0.00094832917,0.000008347737,0.000071120485,0.000097158525,0.00007185233],"category_scores_gemma":[0.00022771837,0.00006895972,0.0000173807,0.0008899716,0.0011352365,0.00027887835,0.000038126356,0.00031173934,0.0000049377472],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018978877,0.00013784326,0.21806507,0.0018898179,0.000020495585,0.0000025561092,0.5619039,6.381825e-7,0.07982227,0.017636573,0.0083676195,0.111963436],"study_design_scores_gemma":[0.0006602982,0.00035002572,0.66823274,0.003938103,0.000087548615,0.000002803519,0.31254572,0.0010916307,0.00018792061,0.006036024,0.0066645024,0.0002026735],"about_ca_topic_score_codex":0.0016752036,"about_ca_topic_score_gemma":0.00016594632,"teacher_disagreement_score":0.4501677,"about_ca_system_score_codex":0.00018886937,"about_ca_system_score_gemma":0.0003888412,"threshold_uncertainty_score":0.7293877},"labels":[],"label_agreement":null},{"id":"W4395463590","doi":"10.5430/jnep.v14n8p30","title":"Role development and utilization of master’s-prepared omani nurses working in clinical settings: A multiple case study","year":2024,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Strong","keywords":"Nursing; Psychology; Medicine","score_opus":0.3033252843323137,"score_gpt":0.5949515634673953,"score_spread":0.2916262791350816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395463590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987191,0.005560446,0.000051995612,0.0022750504,0.002349319,0.00046392818,4.002731e-7,0.000012984416,0.0020948441],"genre_scores_gemma":[0.9919288,0.00023269757,0.0070765624,0.00028994866,0.00024759152,0.00000866663,0.0000013232876,0.000012050657,0.00020233906],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.997097,0.001222895,0.0011772788,0.00015385658,0.000187559,0.00016138608],"domain_scores_gemma":[0.9954612,0.0032672824,0.00074888725,0.0000872617,0.0003105968,0.00012473251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033516116,0.00008837136,0.00023054428,0.00021419843,0.0002916069,0.000032637436,0.000046440517,0.00009495316,0.000013959365],"category_scores_gemma":[0.002576759,0.00007862456,0.000019344629,0.00026965636,0.000035140492,0.0004348012,0.000024417155,0.000488877,0.0000017792908],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038814868,0.0015606416,0.14701284,0.00022212826,0.00003488979,0.00009219315,0.3626758,0.0000035565172,0.000013147922,0.00007075561,0.0017247058,0.4862012],"study_design_scores_gemma":[0.0007395323,0.00027820247,0.04236391,0.007970576,0.00011677923,0.0025181726,0.8516018,0.0005118875,0.0000051844568,0.0001398044,0.093664594,0.00008957353],"about_ca_topic_score_codex":0.00014115145,"about_ca_topic_score_gemma":0.0001739699,"teacher_disagreement_score":0.48892602,"about_ca_system_score_codex":0.00020324806,"about_ca_system_score_gemma":0.0009741424,"threshold_uncertainty_score":0.32062164},"labels":[],"label_agreement":null},{"id":"W4396223873","doi":"10.1503/cmaj.231272","title":"Ensuring incoming cohorts of medical students better represent the diversity of Indigenous communities in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Alberta","funders":"","keywords":"Indigenous; Diversity (politics); Key (lock); Geography; Rural area; Socioeconomics; Medicine; Sociology; Ecology; Biology; Anthropology; Pathology","score_opus":0.0269767751501254,"score_gpt":0.366125259699367,"score_spread":0.33914848454924157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396223873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685892,0.00074676494,0.000003955904,0.027973177,0.0016004026,0.00023192597,0.000038642047,0.0000062970553,0.00080965244],"genre_scores_gemma":[0.9930679,0.00044154492,0.000006868676,0.0059659528,0.00039781135,0.0000057527527,0.0000059284903,0.000008970674,0.000099271776],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.992615,0.0013763984,0.000985137,0.000090546935,0.004297537,0.00063541153],"domain_scores_gemma":[0.996269,0.002099173,0.0003274872,0.00015912073,0.0002560701,0.0008891903],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008747189,0.000093460345,0.00033633152,0.00016818783,0.0008499758,0.000016982041,0.0009585178,0.00033391482,0.0029835838],"category_scores_gemma":[0.001362896,0.00007230857,0.00005037688,0.00031070242,0.00006513635,0.00006570327,0.00037986963,0.002625238,0.000008753085],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000004087577,0.000009500173,0.95036894,0.000103628685,0.000066260465,0.000321977,0.015311559,0.000008695116,7.0906026e-8,0.000053620668,0.029428262,0.004323426],"study_design_scores_gemma":[0.0005749865,0.000021533278,0.8789857,0.0036008134,0.000025694731,0.000034417502,0.046643954,0.00040301506,0.00000150418,0.00020707097,0.06939489,0.000106413],"about_ca_topic_score_codex":0.99492824,"about_ca_topic_score_gemma":0.99932927,"teacher_disagreement_score":0.0713832,"about_ca_system_score_codex":0.005804987,"about_ca_system_score_gemma":0.021557206,"threshold_uncertainty_score":0.99967575},"labels":[],"label_agreement":null},{"id":"W4396530933","doi":"10.36834/cmej.77409","title":"How early clinical experiences in rural communities influence student learning about rural generalism considered through the lens of educational theory","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"NOSM University; University of Winnipeg; Lakehead University","funders":"","keywords":"Sociocultural evolution; Rural area; Work (physics); Medical education; Rural population; Rural management; Rural health; Medicine; Psychology; Sociology; Geography; Rural development","score_opus":0.06044943238545584,"score_gpt":0.47611373353245673,"score_spread":0.41566430114700087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396530933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8646751,0.0076640714,0.0000059253375,0.12018598,0.0050856704,0.0003296603,0.000005478386,0.000014372568,0.0020337238],"genre_scores_gemma":[0.97637194,0.0016024724,0.00009331776,0.01773408,0.0016321596,0.00015329492,0.000016805272,0.00001945867,0.0023764446],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99335593,0.0039032998,0.0011659026,0.00012323394,0.000765622,0.00068601506],"domain_scores_gemma":[0.9937785,0.0034332527,0.00031157632,0.0002564192,0.00048720808,0.0017330168],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0036560697,0.0001738528,0.00032489817,0.00021280175,0.001379437,0.00014113735,0.0006702813,0.00031020396,0.011116153],"category_scores_gemma":[0.00979151,0.0001241167,0.00009980108,0.00038666005,0.00090441265,0.0004824619,0.000061087245,0.0037207783,0.00005476116],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027750417,0.00010370839,0.26924977,0.0001290404,0.000060974016,0.000011698475,0.58174515,0.0000351165,0.0000015037381,0.09086676,0.045094486,0.0126740765],"study_design_scores_gemma":[0.00025999328,0.00006624734,0.118623875,0.0029120897,0.000014996499,0.0000681392,0.7688842,0.000048028356,3.198213e-7,0.005387629,0.10360485,0.00012962437],"about_ca_topic_score_codex":0.06829059,"about_ca_topic_score_gemma":0.07678491,"teacher_disagreement_score":0.18713908,"about_ca_system_score_codex":0.0005907899,"about_ca_system_score_gemma":0.05131959,"threshold_uncertainty_score":0.9999206},"labels":[],"label_agreement":null},{"id":"W4396531030","doi":"10.36834/cmej.76441","title":"Selection of international medical graduates into postgraduate training positions in Canada. Who applies? Who is selected?","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Selection (genetic algorithm); Medical education; Training (meteorology); Personnel selection; Medicine; Computer science; Family medicine; Political science; Statistics; Artificial intelligence; Geography; Mathematics","score_opus":0.020941665681337828,"score_gpt":0.3937817829266897,"score_spread":0.3728401172453519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396531030","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45582,0.002313164,0.0001399539,0.52037346,0.009676201,0.0006098222,0.000076013675,0.00005737304,0.010934038],"genre_scores_gemma":[0.96304137,0.0011679368,0.0003071431,0.032193843,0.0017405769,0.00007437849,0.00009191173,0.000037880745,0.0013449859],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957061,0.00039456738,0.001235294,0.00029584297,0.0015503622,0.00081787794],"domain_scores_gemma":[0.9927626,0.0003718838,0.0002024803,0.00012198453,0.00082739146,0.005713616],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014285418,0.00019219739,0.00034954157,0.0007529607,0.00055534113,0.000039716517,0.00046656173,0.00036299115,0.038377244],"category_scores_gemma":[0.006194652,0.00018701752,0.00005555206,0.0013507013,0.0001023871,0.00020472288,0.00002977085,0.0025250923,0.00005834481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000020535816,0.000048850823,0.040288765,0.00026013263,0.000082327846,0.00010801162,0.016047532,0.000007092759,0.000007930894,0.0054397075,0.8517516,0.085937515],"study_design_scores_gemma":[0.00083870144,0.00009200333,0.04485889,0.012675532,0.000046559915,0.0007662092,0.028985796,0.014533873,0.00002641554,0.0040588942,0.89265245,0.0004646907],"about_ca_topic_score_codex":0.95165414,"about_ca_topic_score_gemma":0.9955564,"teacher_disagreement_score":0.50722134,"about_ca_system_score_codex":0.0058607566,"about_ca_system_score_gemma":0.34441477,"threshold_uncertainty_score":0.9997761},"labels":[],"label_agreement":null},{"id":"W4396612837","doi":"10.4103/cjrm.cjrm_29_24","title":"Diversité","year":2024,"lang":"fr","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.026235170783173,"score_gpt":0.37693241435834474,"score_spread":0.35069724357517174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396612837","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0029542018,0.12188248,0.000008404667,0.08695694,0.7740968,0.00048077304,0.00038570378,0.00001828387,0.013216419],"genre_scores_gemma":[0.016263025,0.005943621,0.00009504947,0.0022384068,0.89814407,0.000003995524,0.0001396214,0.0001206725,0.07705156],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.992736,0.00096320943,0.002568959,0.00027870506,0.0014129686,0.002040187],"domain_scores_gemma":[0.98617333,0.002854067,0.0015504694,0.00046465642,0.0022289068,0.006728561],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002774123,0.00069831015,0.00192867,0.0013345577,0.0010014076,0.000038093436,0.0012194094,0.0024375797,0.02291031],"category_scores_gemma":[0.006746422,0.0005485448,0.00035023113,0.00094084523,0.001051247,0.00024759263,0.00009131405,0.00896346,0.002676756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000092228045,0.000006920508,0.0010711696,0.0020946718,0.00021982819,0.0033412473,0.013156862,0.000004503218,0.0000020320808,0.0015110079,0.97087723,0.007622287],"study_design_scores_gemma":[0.0014880243,0.0014136632,0.0002955482,0.06279868,0.0008764935,0.00021048602,0.029960707,0.0000064566093,4.7210128e-7,0.0023368092,0.90026563,0.000347016],"about_ca_topic_score_codex":0.21927696,"about_ca_topic_score_gemma":0.21933995,"teacher_disagreement_score":0.12404726,"about_ca_system_score_codex":0.005585718,"about_ca_system_score_gemma":0.022505634,"threshold_uncertainty_score":0.9996966},"labels":[],"label_agreement":null},{"id":"W4396612870","doi":"10.4103/cjrm.cjrm_27_23","title":"Lessons learned from the COVID-19 pandemic: The importance of physician leadership in responding to rural community ecosystem disruptions","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Ecosystem; Environmental resource management; Geography; Public relations; Environmental planning; Political science; Medicine; Virology; Ecology; Environmental science; Biology; Infectious disease (medical specialty); Outbreak","score_opus":0.40449203887059637,"score_gpt":0.493316865814831,"score_spread":0.0888248269442346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396612870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64392155,0.0057263295,0.000036293746,0.34816188,0.0011211984,0.0004255844,0.00014447812,0.000014639723,0.00044808],"genre_scores_gemma":[0.97380954,0.0001985249,0.000014622425,0.024445362,0.00091596576,0.000018678345,0.000019667961,0.000023880259,0.00055373536],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99508387,0.002560251,0.0011606574,0.0000985114,0.00035092287,0.0007457862],"domain_scores_gemma":[0.9922233,0.005565356,0.0004395234,0.00049108075,0.0001746729,0.0011060642],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0052564377,0.0001845646,0.00053308,0.00047066534,0.0011541046,0.000017184635,0.00084083126,0.00014339447,0.00035292137],"category_scores_gemma":[0.003095278,0.000100462734,0.00009408242,0.0015029552,0.00028311735,0.00013393504,0.000043928274,0.0025749467,0.000032991502],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002682833,0.000015417965,0.663639,0.00066554657,0.00011078319,0.00016620627,0.19502993,0.00026318964,0.00037785945,0.013242342,0.11772763,0.008493813],"study_design_scores_gemma":[0.0009868703,0.00029290855,0.06538094,0.016082514,0.00009753836,0.00006668185,0.70539224,0.00008096927,0.0000025783413,0.005805943,0.20564489,0.0001659338],"about_ca_topic_score_codex":0.13597408,"about_ca_topic_score_gemma":0.7405626,"teacher_disagreement_score":0.60458857,"about_ca_system_score_codex":0.0016203716,"about_ca_system_score_gemma":0.002977062,"threshold_uncertainty_score":0.9997262},"labels":[],"label_agreement":null},{"id":"W4396612954","doi":"10.4103/cjrm.cjrm_31_24","title":"Erratum: Pan-Canadian licensure: Potential impact on the rural physician workforce","year":2024,"lang":"en","type":"erratum","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Workforce; Business; Medical education; Medicine; Political science; Law","score_opus":0.03259456717947937,"score_gpt":0.37896572656677996,"score_spread":0.34637115938730056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396612954","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017747484,0.07850536,0.0000038492126,0.26503435,0.28316042,0.0026975523,0.00096088153,0.00009202896,0.3517981],"genre_scores_gemma":[0.5137643,0.0030876452,0.0000106280095,0.03875829,0.063597664,0.000046935584,0.00055812055,0.0003736276,0.37980273],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9914891,0.0010944158,0.0022874982,0.00037027377,0.0013696766,0.0033890398],"domain_scores_gemma":[0.9894438,0.00063979055,0.0016059127,0.0010346959,0.0011703037,0.0061054965],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0021435786,0.0011473761,0.0020116435,0.0016832342,0.0020807514,0.000101107194,0.0018012257,0.0016855459,0.00506603],"category_scores_gemma":[0.0009623404,0.0006493286,0.0007096643,0.0015439143,0.000689969,0.00020294703,0.00005502663,0.013205751,0.0017472794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00009274954,0.0000068187464,0.0003471388,0.00026628698,0.00028456966,0.0011134377,0.0030132025,0.000019258217,0.0000030662397,0.0012095736,0.9878217,0.005822199],"study_design_scores_gemma":[0.0007152369,0.0011184039,0.003727822,0.037594397,0.0004899254,0.00021903208,0.020069536,0.000046026424,2.8086933e-7,0.002435561,0.93302214,0.00056162174],"about_ca_topic_score_codex":0.6221353,"about_ca_topic_score_gemma":0.7556477,"teacher_disagreement_score":0.49601686,"about_ca_system_score_codex":0.005885498,"about_ca_system_score_gemma":0.030227307,"threshold_uncertainty_score":0.9996105},"labels":[],"label_agreement":null},{"id":"W4396694714","doi":"10.1177/0092055x241248183","title":"Teaching Family? Care/Work Policy in Selected Family Courses in Canada’s Research-Intensive Universities","year":2024,"lang":"en","type":"article","venue":"Teaching Sociology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Thompson Rivers University; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Work (physics); Sociology; Higher education; Pedagogy; Family studies; Political science; Engineering","score_opus":0.07335528900441336,"score_gpt":0.4763456101369925,"score_spread":0.40299032113257915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396694714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94500124,0.0062254304,0.000014327468,0.012862074,0.0012810178,0.00073527795,0.000045402237,0.00025382935,0.033581406],"genre_scores_gemma":[0.9910435,0.00015783303,0.00016216726,0.0044295313,0.0005808437,0.000056602716,0.00007553735,0.000058520505,0.0034354755],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9863507,0.009832284,0.0007090822,0.000628101,0.00040884828,0.0020709664],"domain_scores_gemma":[0.9934229,0.005556755,0.000103538856,0.00034362116,0.0003577734,0.00021537703],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0035468333,0.00029373422,0.0006398312,0.00093801104,0.001406068,0.000014236071,0.00048240813,0.0005302728,0.000040060248],"category_scores_gemma":[0.0016937448,0.00029427858,0.000052733914,0.000721717,0.00035211054,0.00014624483,0.0003136989,0.008691436,0.00012176488],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00018638503,0.000033924127,0.21594706,0.0007968521,0.00006153383,0.00065818353,0.53651315,0.00031287517,0.00016812727,0.11986503,0.12051736,0.0049395333],"study_design_scores_gemma":[0.00048626645,0.000089709065,0.110767856,0.002023755,0.000008947427,0.0000030173148,0.80756646,0.0002618868,6.58494e-7,0.002217252,0.07630831,0.0002658702],"about_ca_topic_score_codex":0.9918044,"about_ca_topic_score_gemma":0.92214036,"teacher_disagreement_score":0.27105334,"about_ca_system_score_codex":0.0186324,"about_ca_system_score_gemma":0.023868592,"threshold_uncertainty_score":0.99995095},"labels":[],"label_agreement":null},{"id":"W4396706124","doi":"10.1002/hcs2.94","title":"Evaluating rural health outcomes: A methodological approach using population‐level data","year":2024,"lang":"en","type":"article","venue":"Health care science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Doctors of BC","keywords":"Population health; Rural population; Environmental health; Computer science; Statistics; Population; Psychology; Medicine; Mathematics","score_opus":0.826661952756357,"score_gpt":0.7150187660188371,"score_spread":0.11164318673751994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396706124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6103279,0.079478614,0.16794848,0.07440803,0.030739473,0.0207501,0.002896238,0.004688091,0.008763052],"genre_scores_gemma":[0.55823386,0.00016147067,0.42594025,0.014249157,0.0005278602,0.00009676617,0.00043456352,0.000053417552,0.00030263758],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9878899,0.004193312,0.0018179043,0.0015342765,0.0019366301,0.002627967],"domain_scores_gemma":[0.9942231,0.0018905764,0.00057422917,0.0017756606,0.00043472828,0.0011017106],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.03041734,0.000368197,0.0009240035,0.00042664757,0.0054806857,0.00011730612,0.0016572162,0.00020767207,0.00014040331],"category_scores_gemma":[0.00392465,0.0002850939,0.000081755614,0.0028195423,0.0003635502,0.0009275584,0.0013564178,0.00133632,0.00014574725],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001440164,0.0002113461,0.17947002,0.02356977,0.000054275955,0.000022397739,0.111966096,0.0032583394,0.000102421865,0.043228358,0.025977286,0.6119957],"study_design_scores_gemma":[0.0015376082,0.000980941,0.25610757,0.009285929,0.000057125202,0.00009961679,0.1457806,0.55649877,0.0000020604175,0.002461884,0.025753384,0.0014345289],"about_ca_topic_score_codex":0.019013528,"about_ca_topic_score_gemma":0.00062659796,"teacher_disagreement_score":0.61056113,"about_ca_system_score_codex":0.00434589,"about_ca_system_score_gemma":0.012544663,"threshold_uncertainty_score":0.9999601},"labels":[],"label_agreement":null},{"id":"W4396836044","doi":"10.1245/s10434-024-15376-9","title":"ASO Visual Abstract: Immigration Status and Breast Cancer Surgery Quality of Care Metrics: A Population-Level Analysis","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Surgical oncology; Medicine; Breast cancer; Immigration; General surgery; Quality (philosophy); Cancer; Oncology; Internal medicine","score_opus":0.18859502188196572,"score_gpt":0.5628296779598302,"score_spread":0.37423465607786444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396836044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97951645,0.011500842,0.00001332989,0.0058978586,0.0004494843,0.0003128989,0.0008306292,0.000047933318,0.0014305533],"genre_scores_gemma":[0.9824561,0.016599732,0.00005991323,0.00023022543,0.00016495556,0.000045692388,0.000280789,0.000013957999,0.00014864233],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963981,0.0007296567,0.0015694452,0.0003516173,0.0004002476,0.0005509152],"domain_scores_gemma":[0.99281317,0.005342293,0.0006068713,0.00017238426,0.0008048883,0.00026038286],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017513977,0.00016462072,0.0011383395,0.000639926,0.00015622337,0.0000068039735,0.00007282961,0.00042976174,0.0010947706],"category_scores_gemma":[0.00013216241,0.0001389879,0.0002740296,0.0018464111,0.00011308025,0.00016123625,0.000070602095,0.0003761679,0.000012830525],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005153487,0.00012986604,0.887718,0.0016978885,0.00038658114,0.000020045787,0.0019365745,0.000064191685,0.000012050082,0.0023297,0.002478479,0.102711275],"study_design_scores_gemma":[0.00023306679,0.0000938729,0.95293134,0.00030807586,0.00017365062,0.0000014673114,0.0029568376,0.00018814442,0.000016224361,0.00022241964,0.042742945,0.00013193212],"about_ca_topic_score_codex":0.049183313,"about_ca_topic_score_gemma":0.011486385,"teacher_disagreement_score":0.10257935,"about_ca_system_score_codex":0.00020484693,"about_ca_system_score_gemma":0.000695411,"threshold_uncertainty_score":0.9998184},"labels":[],"label_agreement":null},{"id":"W4396899825","doi":"10.1016/j.jsurg.2024.03.013","title":"The Need for Health Policy Training for Surgeons","year":2024,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital; University of Toronto; Western University","funders":"","keywords":"Pandemic; Health care; Health policy; Medicine; Policy development; Training (meteorology); Coronavirus disease 2019 (COVID-19); Nursing; Public relations; Medical education; Political science; Public health; Public administration","score_opus":0.09951378080211293,"score_gpt":0.5404769605528379,"score_spread":0.44096317975072497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396899825","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050585363,0.016041087,0.002280026,0.9084914,0.015543066,0.0026076727,0.000055226337,0.000082626495,0.0043135677],"genre_scores_gemma":[0.9569529,0.004629609,0.003397498,0.006451168,0.012099112,0.00046416934,0.000038031445,0.00007075301,0.01589674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977377,0.00026736467,0.0010702999,0.00011742331,0.00021840505,0.0005888106],"domain_scores_gemma":[0.9934833,0.005081571,0.0004811852,0.00012076969,0.000506958,0.00032618898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00365549,0.00010371713,0.00029753573,0.00017286281,0.0010787741,0.000042071915,0.00015936131,0.00011212003,0.000043337022],"category_scores_gemma":[0.0008865624,0.00006478333,0.0002133082,0.0003651218,0.00003854295,0.00013983669,0.000013561279,0.00043498442,0.000012926254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043174485,0.00008222088,0.00036968171,0.0007962211,0.000043796063,0.0000011797939,0.008729137,0.000015382837,0.0000036452197,0.18792544,0.5140287,0.2875728],"study_design_scores_gemma":[0.00042923802,0.00021214501,0.0004231055,0.001021599,0.00001407703,0.00002968211,0.01215046,0.0001887968,0.0000010498518,0.013471127,0.97200227,0.00005647703],"about_ca_topic_score_codex":0.00026456724,"about_ca_topic_score_gemma":0.000083040184,"teacher_disagreement_score":0.90636754,"about_ca_system_score_codex":0.0006332517,"about_ca_system_score_gemma":0.01033844,"threshold_uncertainty_score":0.99527204},"labels":[],"label_agreement":null},{"id":"W4396937974","doi":"10.3899/jrheum.2024-0391","title":"Health Equity: A Challenging Outcome Measure in Rheumatic Global Health","year":2024,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Equity (law); Cohort; Rheumatoid arthritis; Medicine; Health equity; Rheumatology; Family medicine; Health care; Physical therapy; Geography; Nursing; Political science; Internal medicine; Public health; Economic growth; Economics","score_opus":0.09604558886548743,"score_gpt":0.4988768903732729,"score_spread":0.40283130150778546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396937974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5285014,0.14258781,0.004711987,0.31049445,0.00846154,0.0016291082,0.000027850923,0.0002389686,0.003346869],"genre_scores_gemma":[0.98355633,0.012432224,0.00037528598,0.0034365747,0.000045596986,0.000012562688,0.000002042235,0.00003525579,0.00010413501],"study_design_codex":"observational","study_design_gemma":"systematic_review","domain_scores_codex":[0.9906593,0.0035293077,0.0033967837,0.00022320592,0.00065346423,0.0015379235],"domain_scores_gemma":[0.9959709,0.001599389,0.0013976211,0.00040999573,0.00017600304,0.00044608174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012512511,0.0002878216,0.0015181719,0.00029834826,0.00066662667,0.00001834691,0.0007337116,0.00023927074,0.00017180076],"category_scores_gemma":[0.00060079637,0.00018792534,0.00015736694,0.0008360896,0.00012139609,0.00019383432,0.00028736636,0.0020791127,0.000286601],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052661326,0.0002013723,0.59822786,0.011712972,0.00028347067,0.000083391664,0.046909362,0.0005387018,9.562051e-7,0.1276678,0.071521595,0.1423259],"study_design_scores_gemma":[0.016525147,0.0064172717,0.17151727,0.20803852,0.00028011153,0.038928024,0.17866239,0.016316542,0.0000010004047,0.18920045,0.17171569,0.0023975805],"about_ca_topic_score_codex":0.0064354464,"about_ca_topic_score_gemma":0.008672777,"teacher_disagreement_score":0.4550549,"about_ca_system_score_codex":0.0027997824,"about_ca_system_score_gemma":0.0036958193,"threshold_uncertainty_score":0.9728513},"labels":[],"label_agreement":null},{"id":"W4396972332","doi":"10.1177/08445621241254883","title":"Research with Black Communities to Inform Co-Development of a Framework for Anti-Racist Health and Community Programming","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Racism; Institutional racism; Sociology; Public relations; Harm; Inclusion (mineral); Psychological intervention; Community development; Political science; Gender studies; Medicine; Psychology; Social psychology; Nursing","score_opus":0.45358877510826084,"score_gpt":0.6188368135344181,"score_spread":0.16524803842615726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396972332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9714713,0.0035569177,0.001186678,0.017495781,0.00026242156,0.002478883,0.000041064955,0.00002259794,0.003484344],"genre_scores_gemma":[0.97448236,0.000092283466,0.024559796,0.00021032353,0.00017507075,0.000059900358,0.000017055037,0.000049257786,0.0003539511],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99289036,0.002993836,0.0010322538,0.00013539132,0.0010567736,0.0018913585],"domain_scores_gemma":[0.9881733,0.006128523,0.00018506193,0.00043195466,0.0027373072,0.0023438463],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.023491783,0.00015994607,0.00051454955,0.001972064,0.0072660916,0.00017099336,0.00067198946,0.00021551222,0.00004692541],"category_scores_gemma":[0.0013775901,0.00013458611,0.00004174241,0.0018899345,0.001334654,0.00020009441,0.00006974822,0.006497721,0.000018731262],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040328706,0.000096475844,0.008545197,0.0042433417,0.000054264732,0.000025013867,0.7465327,0.000019587267,0.0000037841035,0.009904992,0.04260852,0.18756288],"study_design_scores_gemma":[0.00040908327,0.0029286332,0.0041105323,0.06938768,0.0000061209607,0.000036225087,0.72040874,0.0000637427,0.000018785839,0.0049783336,0.19750653,0.00014561893],"about_ca_topic_score_codex":0.015480728,"about_ca_topic_score_gemma":0.051934145,"teacher_disagreement_score":0.18741727,"about_ca_system_score_codex":0.0035802533,"about_ca_system_score_gemma":0.022190465,"threshold_uncertainty_score":0.99579436},"labels":[],"label_agreement":null},{"id":"W4397024565","doi":"10.1681/asn.20223311s1253c","title":"Addressing Disparities in Kidney Health Outcomes for First Nations Peoples of the United States, Canada, Australia, and New Zealand: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Journal of the American Society of Nephrology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Medicine; Geography; Economic growth; Development economics; Gerontology; Environmental health; Economics","score_opus":0.15451811692654518,"score_gpt":0.46242035757686656,"score_spread":0.30790224065032135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4397024565","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00058050745,0.9267276,0.0000049433775,0.068153016,0.00036360553,0.003570868,0.0005920335,0.000004273102,0.000003132599],"genre_scores_gemma":[0.000051095798,0.96687466,0.00034374296,0.03163565,0.00006655887,0.000132808,0.00003767628,0.000029733537,0.00082805526],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926702,0.0029496397,0.003132385,0.00017582646,0.00051210856,0.0005598557],"domain_scores_gemma":[0.97812164,0.009120891,0.01177902,0.00047955717,0.00020962684,0.0002892506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019907497,0.00031395772,0.004623131,0.00013042075,0.000742059,0.000004839834,0.00088212243,0.000121432364,0.00004823658],"category_scores_gemma":[0.0029095635,0.00017175889,0.0008181285,0.0011635618,0.00037085227,0.00004008273,0.00028621528,0.0011991194,1.7539239e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009962359,0.00002225841,0.00137147,0.59621143,0.000276307,3.320847e-7,0.001110657,0.000012674742,1.4196512e-8,0.000050668652,0.40067476,0.00025946184],"study_design_scores_gemma":[0.00027282958,0.00010843239,0.0008959999,0.34708,0.0007267687,0.00002697684,0.0022625234,0.0000053191598,3.7370973e-9,0.000042606905,0.64849,0.00008852074],"about_ca_topic_score_codex":0.5607949,"about_ca_topic_score_gemma":0.5012523,"teacher_disagreement_score":0.24913144,"about_ca_system_score_codex":0.0011670967,"about_ca_system_score_gemma":0.01196119,"threshold_uncertainty_score":0.99364007},"labels":[],"label_agreement":null},{"id":"W4398173631","doi":"10.1503/cmaj.240641","title":"Correction to “Ensuring incoming cohorts of medical students better represent the diversity of Indigenous communities in Canada”","year":2024,"lang":"en","type":"erratum","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Diversity (politics); Geography; Library science; Medical education; Data science; Political science; Medicine; Computer science; Ecology; Biology; Law","score_opus":0.02415764520910387,"score_gpt":0.3616835268116601,"score_spread":0.33752588160255625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398173631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7643158,0.002127089,0.000007020097,0.06760794,0.15288468,0.00137456,0.00031010894,0.000021749116,0.01135105],"genre_scores_gemma":[0.9326913,0.0028032113,0.000013290381,0.030238578,0.007129898,0.000052818265,0.00015841624,0.00007856995,0.026833914],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9870893,0.0021777109,0.0017694792,0.00019484144,0.0077500152,0.0010186686],"domain_scores_gemma":[0.99422264,0.0019932422,0.0010561716,0.00031304228,0.00070075213,0.0017141314],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010639191,0.00022908795,0.0008316729,0.0004770906,0.0012692818,0.000028689044,0.0017738577,0.0011965429,0.0028389648],"category_scores_gemma":[0.004303545,0.00019025082,0.00010887198,0.000566444,0.00006937698,0.000052563348,0.00094619836,0.010142701,0.000027257345],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000005830245,0.000009328569,0.44358563,0.00014344063,0.000081174585,0.00018228868,0.00908754,0.0000063835087,6.7326105e-9,0.0000031132163,0.5451612,0.0017340973],"study_design_scores_gemma":[0.00041568125,0.000041973457,0.31100303,0.013319471,0.000067398025,0.000035799883,0.035365675,0.00018276721,2.3820623e-7,0.000056607998,0.63931936,0.00019199826],"about_ca_topic_score_codex":0.99733955,"about_ca_topic_score_gemma":0.99984336,"teacher_disagreement_score":0.16837549,"about_ca_system_score_codex":0.017197743,"about_ca_system_score_gemma":0.054557566,"threshold_uncertainty_score":0.99807256},"labels":[],"label_agreement":null},{"id":"W4398217449","doi":"10.1002/nop2.2170","title":"Investigating the emigration intention of health care workers: A cross‐sectional study","year":2024,"lang":"en","type":"article","venue":"Nursing Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Medicine; Logistic regression; Cross-sectional study; Health care; Multivariate analysis; Government (linguistics); Nursing; Environmental health; Geography; Economic growth","score_opus":0.15181303771205876,"score_gpt":0.551212698986735,"score_spread":0.3993996612746762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398217449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9763509,0.0026171315,0.00023828226,0.0044051553,0.0030742788,0.0039742813,0.000017224898,0.00014460365,0.009178124],"genre_scores_gemma":[0.99706805,0.0000071872096,0.0006265877,0.0004781924,0.00021771871,0.00020267161,0.000055283854,0.000024942918,0.0013193429],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996842,0.0011532882,0.00091614405,0.00033144193,0.0003661534,0.00039094247],"domain_scores_gemma":[0.99868894,0.00034106468,0.00030876583,0.0003101092,0.0002634835,0.000087627486],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024844853,0.00012567779,0.00023482066,0.000078976525,0.0016268347,0.00015168164,0.00038299066,0.0001070827,0.00012996777],"category_scores_gemma":[0.00021903221,0.000091577785,0.00004909166,0.0005511895,0.00012461605,0.0003158679,0.0001241136,0.0006066724,0.00007542282],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032398264,0.000068396315,0.8555139,0.0003749249,0.000020051168,5.1922694e-7,0.11052448,0.000055013825,0.000011061027,0.001792045,0.013550053,0.018057184],"study_design_scores_gemma":[0.00042757642,0.00030138053,0.75964576,0.007461478,0.00001727973,0.0000018721242,0.226779,0.00039588189,0.0000061110186,0.0012566003,0.0036093278,0.00009770803],"about_ca_topic_score_codex":0.011460652,"about_ca_topic_score_gemma":0.0023313363,"teacher_disagreement_score":0.11625452,"about_ca_system_score_codex":0.00094491924,"about_ca_system_score_gemma":0.00096687203,"threshold_uncertainty_score":0.9996729},"labels":[],"label_agreement":null},{"id":"W4399103830","doi":"10.1201/9781003525486-9","title":"International Medical Graduates","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Medicine","score_opus":0.07065780745733029,"score_gpt":0.4618246232022611,"score_spread":0.3911668157449308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399103830","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000064519504,0.001311835,0.000015141758,0.031326693,0.009546219,0.00049561093,0.00006941786,0.0005537745,0.9566749],"genre_scores_gemma":[0.00031328443,0.0029021122,0.0001985016,0.0057932665,0.003175416,0.00004539551,0.0002335999,0.00009950426,0.98723894],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99707866,0.000030239538,0.00085038505,0.00045471787,0.0011044639,0.00048154843],"domain_scores_gemma":[0.99844414,0.00045064313,0.00016572648,0.00032923036,0.00020206257,0.00040822153],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004715595,0.00031386354,0.00040891435,0.0001739295,0.00020930285,0.000012062155,0.0005131286,0.0012259339,0.22407489],"category_scores_gemma":[0.00012440218,0.00024402674,0.00014359374,0.000026711674,0.00009531389,0.00004140527,0.0004926337,0.0022299518,0.06736648],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000677374,0.0000028832621,0.000041676132,0.00018349513,0.000046427867,0.00006338525,0.000092105685,3.9821625e-8,5.290183e-8,0.5920442,0.40458363,0.002935342],"study_design_scores_gemma":[0.00012668138,0.000018013256,0.0000051282645,0.0033778271,0.000024223093,0.000004992766,0.00008705039,0.00006203233,1.7745771e-7,0.15243986,0.84367925,0.00017473949],"about_ca_topic_score_codex":0.00018930445,"about_ca_topic_score_gemma":0.000373871,"teacher_disagreement_score":0.43960434,"about_ca_system_score_codex":0.00039046686,"about_ca_system_score_gemma":0.00053527195,"threshold_uncertainty_score":0.9951122},"labels":[],"label_agreement":null},{"id":"W4399199681","doi":"10.9745/ghsp-d-23-00312","title":"Learnings From the Implementation of an Electronic Human Resource Management System for the Health Workforce in Uttar Pradesh, India","year":2024,"lang":"en","type":"article","venue":"Global Health Science and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Uttar pradesh; Workforce; Human resource management; Business; Developing country; Economic growth; Environmental health; Medicine; Socioeconomics; Knowledge management; Computer science; Sociology; Economics","score_opus":0.04920791263993909,"score_gpt":0.51620488217974,"score_spread":0.46699696953980097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399199681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5359939,0.07149599,0.0019011857,0.3440108,0.003004064,0.02588273,0.0005377305,0.00062386814,0.016549744],"genre_scores_gemma":[0.98390955,0.0016006284,0.0011463827,0.012566183,0.0002478842,0.00036101235,0.00004709376,0.000017952574,0.00010332457],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99466336,0.001230571,0.0010505369,0.000652426,0.000894079,0.0015090213],"domain_scores_gemma":[0.9959671,0.0022587953,0.0007703859,0.00051104964,0.0002025664,0.00029011728],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.018861428,0.00019647596,0.00031648306,0.00009742701,0.0035551114,0.00012344583,0.00066513696,0.00008571442,0.000019979227],"category_scores_gemma":[0.00021009224,0.00012869174,0.000034266384,0.0019547397,0.00028800982,0.0008499143,0.0001989903,0.00070910476,0.000016060203],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059145415,0.000084310195,0.012320584,0.0029189512,0.000050668026,0.00000685964,0.035547182,0.00007657833,0.000004988148,0.4666363,0.022653136,0.459109],"study_design_scores_gemma":[0.00067939097,0.00078825955,0.04889918,0.0014398011,0.000035736477,0.000015627336,0.31616494,0.00064971036,0.0000014177817,0.0010960909,0.6301023,0.00012759869],"about_ca_topic_score_codex":0.040705685,"about_ca_topic_score_gemma":0.009856183,"teacher_disagreement_score":0.6074491,"about_ca_system_score_codex":0.0028001866,"about_ca_system_score_gemma":0.0035717317,"threshold_uncertainty_score":0.9977421},"labels":[],"label_agreement":null},{"id":"W4399358966","doi":"10.21203/rs.3.rs-4456677/v1","title":"Accessibility of Ontario pharmacies offering COVID-19 vaccination by rurality, community material deprivation, and ethnic concentration : A repeated cross-sectional geospatial analysis","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Rurality; Geospatial analysis; Cross-sectional study; Ethnic group; Coronavirus disease 2019 (COVID-19); Pharmacy; Environmental health; Geography; Social deprivation; Pandemic; Medicine; Family medicine; Rural area; Economic growth; Sociology; Cartography","score_opus":0.26022460858940183,"score_gpt":0.5940949859102648,"score_spread":0.33387037732086294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399358966","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915635,0.0006207846,0.0003012674,0.00062727265,0.00079934835,0.0032615708,0.0020341508,0.00021722348,0.0005748858],"genre_scores_gemma":[0.9912226,0.00030162162,0.00009868147,0.000097331926,0.00021696773,0.00055695436,0.006541175,0.000033555607,0.0009311136],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98740464,0.007384096,0.0018742399,0.0008767174,0.0015836213,0.00087667606],"domain_scores_gemma":[0.9935445,0.0018157247,0.00073930796,0.0010120217,0.0023889611,0.000499478],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011660967,0.00036036,0.0007920281,0.0005188715,0.0022634594,0.00023983233,0.00064574054,0.00095181295,0.0038778605],"category_scores_gemma":[0.002545771,0.00035678805,0.00019544778,0.0014586226,0.00029764583,0.00025313368,0.0034047153,0.0054593934,0.000017539232],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007732673,0.0001419986,0.96808153,0.011462998,0.00034369936,0.0000031680256,0.016429374,0.00059847225,0.00047693128,0.00019737484,0.0011390568,0.00035214954],"study_design_scores_gemma":[0.00084560405,0.00010337349,0.9862506,0.00054674316,0.00014834701,8.8937753e-7,0.0013376947,0.002280098,0.0004509367,0.007127576,0.0006548258,0.00025333953],"about_ca_topic_score_codex":0.49604806,"about_ca_topic_score_gemma":0.26549777,"teacher_disagreement_score":0.2305503,"about_ca_system_score_codex":0.00795111,"about_ca_system_score_gemma":0.0056504984,"threshold_uncertainty_score":0.9999865},"labels":[],"label_agreement":null},{"id":"W4399393272","doi":"10.1371/journal.pone.0304780","title":"Exploring the pharmacist’s role in supporting newcomer international students and their families with the transition to the Canadian healthcare system including medication use: Protocol for a qualitative study","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Michael's Hospital; Trillium Health Centre; Public Health Ontario; University of Toronto","funders":"Leslie Dan Faculty of Pharmacy, University of Toronto; University of Toronto","keywords":"Health care; Pharmacist; Pharmacy; Nursing; Population; Medicine; Qualitative research; Medical education; Political science; Sociology; Environmental health","score_opus":0.4551715179754816,"score_gpt":0.5413605988420082,"score_spread":0.08618908086652655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399393272","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8133277,0.000029532988,0.00006850877,0.04991789,0.00012629994,0.13630858,0.000073933574,0.00006836298,0.000079185396],"genre_scores_gemma":[0.6881474,0.000004059052,0.00004744355,0.0009209312,0.00016873454,0.31062138,0.0000118317,0.000019715777,0.00005849334],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9970346,0.0011356337,0.0005203581,0.00028591734,0.0005745079,0.00044895892],"domain_scores_gemma":[0.99802655,0.0012556843,0.000135197,0.00020061996,0.00023263012,0.00014931746],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0035651913,0.00015392811,0.00021175269,0.00014529782,0.0015328393,0.00010317407,0.0003358434,0.000039796254,0.000007593235],"category_scores_gemma":[0.00013134348,0.000072435476,0.000019040917,0.0003727993,0.000040911007,0.00027480922,0.000081207036,0.00050902413,0.000010471943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025237762,0.00015413453,0.017588602,0.0011609864,0.00016571108,0.0000029395228,0.97846186,0.00002085465,0.000017405422,0.00062048325,0.00024188473,0.0013127653],"study_design_scores_gemma":[0.00086671236,0.00023780281,0.008793125,0.00426346,0.000038301503,9.817094e-7,0.9791577,0.0026069127,0.00002359243,0.000047467965,0.0038623656,0.00010156461],"about_ca_topic_score_codex":0.100888185,"about_ca_topic_score_gemma":0.52104664,"teacher_disagreement_score":0.42015845,"about_ca_system_score_codex":0.00091811205,"about_ca_system_score_gemma":0.00039292945,"threshold_uncertainty_score":0.999767},"labels":[],"label_agreement":null},{"id":"W4399394138","doi":"10.1371/journal.pone.0300977","title":"A mixed-methods descriptive study on the role of continuous quality improvement in rural surgical and obstetrical stability: Considering enablers, challenges and impact","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Quality management; Psychological intervention; Nursing; Qualitative research; Medicine; Health care; Service provider; Business; Process management; Service (business); Marketing; Political science","score_opus":0.21240998786834372,"score_gpt":0.44595940203506634,"score_spread":0.23354941416672262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399394138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95686775,0.038765088,0.000001077303,0.0009896439,0.000091653164,0.0023028348,0.00002779094,0.0000626713,0.00089149387],"genre_scores_gemma":[0.9979303,0.001326376,0.00038534132,0.00003622601,0.000047477413,0.00021588,0.0000013804374,0.000019430077,0.00003761328],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9951495,0.0027991533,0.00075490365,0.00038055435,0.00037525306,0.00054063014],"domain_scores_gemma":[0.99102,0.008250389,0.00012846453,0.0003122341,0.00011257386,0.00017630387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031273,0.00020465783,0.0006942883,0.000109735396,0.00016811387,0.000018382456,0.00009328928,0.00014566052,0.00006727226],"category_scores_gemma":[0.001344397,0.00013305707,0.000041842817,0.00022646034,0.00014367099,0.000080419355,0.00023899127,0.00075613026,0.0000045308484],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014415231,0.006169473,0.50630116,0.0040004966,0.0009039289,0.00008517704,0.28097612,9.547056e-7,0.0089933155,0.019685775,0.000037888898,0.1714042],"study_design_scores_gemma":[0.0016580567,0.002512797,0.15261288,0.002720253,0.00010506582,0.000001654545,0.83336884,0.00048957753,0.0016024319,0.0044308114,0.0002443081,0.00025330388],"about_ca_topic_score_codex":0.0020579223,"about_ca_topic_score_gemma":0.00047535176,"teacher_disagreement_score":0.5523927,"about_ca_system_score_codex":0.0003569639,"about_ca_system_score_gemma":0.00014509013,"threshold_uncertainty_score":0.542591},"labels":[],"label_agreement":null},{"id":"W4399402016","doi":"10.7202/1111729ar","title":"Enjeux au coeur des stages de professionnelles et professionnels formés à l’étranger : les savoirs de référence et le rapport de places en droit, en enseignement et en physiothérapie","year":2024,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Internship; Medicine; Medical education; Physical therapy","score_opus":0.048146818565568864,"score_gpt":0.40874679767926,"score_spread":0.3605999791136911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399402016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77407694,0.030458452,0.012237345,0.15941988,0.008480198,0.0041923597,0.0004389307,0.00078984274,0.009906041],"genre_scores_gemma":[0.9201388,0.018814588,0.018243559,0.007702825,0.0011637389,0.001835483,0.00034707974,0.00027793666,0.031476032],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9819956,0.011242912,0.0017551408,0.0013223866,0.00094990287,0.0027340865],"domain_scores_gemma":[0.98943615,0.0074484986,0.00068290596,0.00096682826,0.0004928852,0.0009727425],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.012548387,0.0010172575,0.000996133,0.00047294918,0.0020121294,0.0002012338,0.0009087729,0.0015948422,0.002410357],"category_scores_gemma":[0.0017543724,0.0009975435,0.0003374733,0.0011233365,0.00049557217,0.001384757,0.0004414991,0.0036297766,0.0006417851],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00031099096,0.0016796403,0.007628418,0.012992798,0.00024077899,0.00006755822,0.73197675,0.0014990403,0.0040439316,0.034196373,0.1772416,0.028122127],"study_design_scores_gemma":[0.003444294,0.00072000275,0.14862427,0.04162824,0.00029262085,0.00009727768,0.5417998,0.0029653192,0.0039619855,0.066676766,0.18777263,0.0020167958],"about_ca_topic_score_codex":0.017368253,"about_ca_topic_score_gemma":0.013690488,"teacher_disagreement_score":0.19017695,"about_ca_system_score_codex":0.004426604,"about_ca_system_score_gemma":0.03471445,"threshold_uncertainty_score":0.9997013},"labels":[],"label_agreement":null},{"id":"W4399597431","doi":"10.1093/aje/kwae104","title":"Representation and inclusion among members and affiliates of the Society for Epidemiologic Research: findings from the 2021 diversity and inclusion survey","year":2024,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Intramural Research Program; National Institute of Child Health and Human Development; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Drug Abuse; National Institute of Mental Health; National Heart, Lung, and Blood Institute; National Institutes of Health; University of California; Ford Foundation","keywords":"Inclusion (mineral); Diversity (politics); Representation (politics); Gerontology; Medicine; Political science; Sociology; Gender studies; Anthropology; Law","score_opus":0.23110135721652358,"score_gpt":0.5130956929656136,"score_spread":0.28199433574909005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399597431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96050906,0.011285056,0.00029906761,0.02687124,0.000414174,0.0005068966,0.000080448786,0.000006836606,0.000027197708],"genre_scores_gemma":[0.9845782,0.011315941,0.0018026022,0.002046647,0.00017557705,0.00001104103,0.000011620795,0.000010429751,0.000047968417],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9860172,0.011860237,0.0010396815,0.00033722678,0.0002543108,0.00049128773],"domain_scores_gemma":[0.89336556,0.10501719,0.0008809068,0.00022311625,0.00034495196,0.00016829182],"candidate_categories":["metaresearch","sts","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.041914504,0.00014016274,0.00082038477,0.00006874791,0.008702142,0.000003568072,0.0003842563,0.00018969795,0.000035509765],"category_scores_gemma":[0.028842553,0.00007330366,0.00017985872,0.0004757852,0.0021590872,0.00012906968,0.021107115,0.0010716412,4.0602987e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023414113,0.000008609172,0.9460818,0.000067823894,0.000085387874,0.000001157253,0.029372502,0.000020248872,0.00005228624,0.00047657717,0.01708908,0.006510358],"study_design_scores_gemma":[0.00036821832,0.00043094993,0.9233819,0.00075603864,0.00007257357,0.000006480305,0.012622066,0.002021253,0.000007286317,0.057303756,0.0029535107,0.00007592846],"about_ca_topic_score_codex":0.028702013,"about_ca_topic_score_gemma":0.0017413207,"teacher_disagreement_score":0.093156956,"about_ca_system_score_codex":0.00014972923,"about_ca_system_score_gemma":0.00013145931,"threshold_uncertainty_score":0.9925884},"labels":[],"label_agreement":null},{"id":"W4399616790","doi":"10.21203/rs.3.rs-4511215/v1","title":"Phenomenological Study of International Medical Graduates (IMGs) and the Supervisory Relationship: Implications for Enhancing Successful Transitions to Practice in Canada","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"IMG; Supervisor; Coaching; Licensure; Credentialing; Medical education; Psychology; Clinical supervision; Perception; Nursing; Medicine; Political science; Psychotherapist","score_opus":0.1672919445595146,"score_gpt":0.5343612245129004,"score_spread":0.3670692799533858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399616790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76303154,0.0022108231,0.00015987539,0.22227806,0.0006178208,0.008946014,0.0006041404,0.00003840759,0.002113308],"genre_scores_gemma":[0.99043053,0.0006511525,0.00025471768,0.00047496712,0.00023889706,0.007504494,0.00016349599,0.000031468295,0.00025027624],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9927098,0.0033289732,0.0012362831,0.0006595842,0.0013189055,0.00074643095],"domain_scores_gemma":[0.9754521,0.022103017,0.00016230851,0.00057374354,0.0013833322,0.00032544593],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0071779657,0.00020414848,0.00049971754,0.0004333759,0.0008378498,0.00003892468,0.00073305407,0.00032966887,0.00020298472],"category_scores_gemma":[0.013921997,0.0001507119,0.000050443152,0.00079333584,0.00018505147,0.0000711688,0.0015353841,0.0039565368,0.000016006294],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028571065,0.0020223537,0.415258,0.010990287,0.0005905922,0.000075557204,0.2764926,0.0015500772,0.000023862898,0.25667995,0.02659813,0.0068614893],"study_design_scores_gemma":[0.003820159,0.00046077312,0.18898411,0.006905313,0.00011061511,0.0000066515167,0.7056061,0.001125783,0.0000032183143,0.07765637,0.014926395,0.00039451572],"about_ca_topic_score_codex":0.7427786,"about_ca_topic_score_gemma":0.9747529,"teacher_disagreement_score":0.4291135,"about_ca_system_score_codex":0.0016435994,"about_ca_system_score_gemma":0.007300077,"threshold_uncertainty_score":0.9983414},"labels":[],"label_agreement":null},{"id":"W4399649110","doi":"10.69723/njms.02.03.0346","title":"BRAIN DRAIN: INTENTIONS OF HOUSE OFFICERS IN SPECIALIZING FROM PAKISTAN OR ABROAD AND ITS’ VARIOUS INFLUENCING FACTORS AMONGST MEDICAL GRADUATES FROM PESHAWAR, PAKISTAN","year":2023,"lang":"en","type":"article","venue":"Northwest journal of medical sciences.","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Medical education; Psychology; Medicine; Business; Economic growth; Economics","score_opus":0.08252560642565918,"score_gpt":0.4549894302280438,"score_spread":0.37246382380238463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399649110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9840853,0.0008889768,0.00006877251,0.012668988,0.0014795201,0.00034251646,0.000108410546,0.00008584425,0.00027165285],"genre_scores_gemma":[0.9963651,0.0016717346,0.00022014059,0.0010941803,0.000538788,0.0000073080078,0.000022033768,0.00003072954,0.000050027124],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9900988,0.000883415,0.0027069754,0.00048235746,0.004780367,0.0010481159],"domain_scores_gemma":[0.99075353,0.0058704996,0.0012659684,0.00022631101,0.0003061157,0.0015775987],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0070977462,0.0003011875,0.0009375162,0.000560128,0.00075699785,0.000050948693,0.0012492973,0.0005694806,0.0024546282],"category_scores_gemma":[0.0077254777,0.00020802692,0.00014090308,0.0021840315,0.0009888012,0.00042505396,0.00039946145,0.0019820814,0.000032201893],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012661151,0.00014849445,0.96961236,0.00013334757,0.000051837276,0.0007925864,0.020528082,0.00003968423,0.000070949674,0.00085427426,0.0032827652,0.00435903],"study_design_scores_gemma":[0.0033246272,0.00048422287,0.91347593,0.007726456,0.000056582714,0.000023267487,0.06176581,0.0014831093,0.000030116276,0.0021590851,0.009096876,0.00037392447],"about_ca_topic_score_codex":0.06759188,"about_ca_topic_score_gemma":0.20940489,"teacher_disagreement_score":0.14181301,"about_ca_system_score_codex":0.00043011922,"about_ca_system_score_gemma":0.004726,"threshold_uncertainty_score":0.99845725},"labels":[],"label_agreement":null},{"id":"W4399665889","doi":"10.1101/2024.06.13.24308817","title":"What is the effectiveness of antiracist interventions for ethnic minority healthcare staff? A systematic review","year":2024,"lang":"en","type":"review","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethnic group; Psychological intervention; Health care; Systematic review; Medicine; Nursing; Political science; MEDLINE","score_opus":0.2381892202935001,"score_gpt":0.5700337597350732,"score_spread":0.3318445394415731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399665889","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007956136,0.95516497,0.000034340494,0.00095931697,0.0043433276,0.038516834,0.0006975791,0.00012699013,0.00014867661],"genre_scores_gemma":[0.00002738398,0.9808885,0.000033712186,0.00046520343,0.00021049492,0.01538241,0.0002067805,0.00011611501,0.0026694324],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9796087,0.013855835,0.004221627,0.0008209736,0.0005679176,0.00092492026],"domain_scores_gemma":[0.98474324,0.010026419,0.002353824,0.001930615,0.0007091785,0.00023672858],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.015128222,0.0007409919,0.0068071913,0.00022737552,0.00058814354,0.000035116736,0.001165198,0.00069951045,0.000107045125],"category_scores_gemma":[0.0021572036,0.00041323653,0.0028950197,0.0014643704,0.0001411563,0.00016461883,0.00039453575,0.0017881498,0.0006187974],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010479035,0.00005704279,0.00001077386,0.97955894,0.00033277567,0.000003916424,0.0003505492,8.136711e-9,1.1509871e-8,0.0020095026,0.0033602924,0.014305683],"study_design_scores_gemma":[0.00009660708,0.00013140918,0.0000048895627,0.76043487,0.0069059953,0.000007652757,0.0005500942,0.0000014324495,6.988593e-8,0.00033538195,0.23131365,0.0002179244],"about_ca_topic_score_codex":0.00019527266,"about_ca_topic_score_gemma":0.00029660822,"teacher_disagreement_score":0.22795336,"about_ca_system_score_codex":0.0006766261,"about_ca_system_score_gemma":0.0010194699,"threshold_uncertainty_score":0.999832},"labels":[],"label_agreement":null},{"id":"W4399726058","doi":"10.46747/cfp.7006432","title":"Retreat builds on CFPC commitments to advance work on Indigenous health","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Work (physics); Geography; Engineering; Biology; Mechanical engineering","score_opus":0.040942436504995836,"score_gpt":0.3967017462553778,"score_spread":0.35575930975038195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399726058","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36385465,0.006325895,0.000025739448,0.028855288,0.008101713,0.0057560015,0.001117914,0.0008043036,0.5851585],"genre_scores_gemma":[0.45911142,0.00015001584,0.00017422806,0.531579,0.00095875096,0.00028340664,0.00012748237,0.00012519561,0.00749048],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956033,0.00038616982,0.0005741821,0.000764176,0.0004372487,0.002234899],"domain_scores_gemma":[0.99629253,0.00040397825,0.00010806295,0.00090012624,0.00008551522,0.002209808],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000345811,0.00042121313,0.00052733655,0.00048602308,0.0016092688,0.000045340526,0.0004577402,0.00023421009,0.000028953014],"category_scores_gemma":[0.00003437726,0.00041682442,0.00009890805,0.0015367763,0.000046467554,0.00010455645,0.000049436367,0.0011306414,0.011575454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009281026,0.00007237781,0.0011563322,0.00037193848,0.0000433383,0.0001340298,0.00499709,0.00018798733,0.0000067292467,0.008213667,0.7807396,0.2039841],"study_design_scores_gemma":[0.00025757277,0.000704843,0.013578585,0.005821998,0.000008677669,1.5196221e-7,0.0020109673,0.000010597897,0.0000063055277,0.0007080963,0.9765369,0.0003552733],"about_ca_topic_score_codex":0.060764194,"about_ca_topic_score_gemma":0.09330047,"teacher_disagreement_score":0.577668,"about_ca_system_score_codex":0.006220301,"about_ca_system_score_gemma":0.0033355334,"threshold_uncertainty_score":0.99982834},"labels":[],"label_agreement":null},{"id":"W4399742070","doi":"10.17483/2368-6669.1429","title":"Canadian Post-licensure Education for Primary Care Nurses Addressing the Patient’s Medical Home Model and Canadian Competencies for Registered Nurses in Primary Care: An Environmental Scan","year":2024,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke; Memorial University of Newfoundland","funders":"","keywords":"Licensure; Primary care; Nursing; Medicine; Family medicine; Medical education","score_opus":0.06691939988144387,"score_gpt":0.4445553340916474,"score_spread":0.3776359342102035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399742070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9439822,0.014846399,0.0001922787,0.016571036,0.008300181,0.008151056,0.0019414836,0.000112245434,0.005903136],"genre_scores_gemma":[0.97760725,0.00041272052,0.0028959638,0.0045703514,0.00029684702,0.0022276135,0.011398068,0.00005766161,0.0005335184],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99645907,0.00048803532,0.0012186535,0.000504259,0.00047923732,0.000850763],"domain_scores_gemma":[0.99792093,0.00047448592,0.00032925868,0.0004316459,0.00028693193,0.0005567328],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007202121,0.0003176795,0.0003691962,0.0005873713,0.0011908613,0.00010370938,0.00027955082,0.0003181306,0.00003965889],"category_scores_gemma":[0.00015852692,0.00030564875,0.000061019517,0.00026982385,0.00016884052,0.0012826553,0.000024057981,0.00048026186,0.0000071739405],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00020912192,0.00030380732,0.014845925,0.0077534025,0.000013081743,5.5528255e-7,0.31777987,0.0009735674,0.00004403125,0.01235566,0.00413077,0.6415902],"study_design_scores_gemma":[0.0012022901,0.00029035052,0.05647866,0.015924124,0.000058272177,0.000011081107,0.58115333,0.004499585,0.000013782205,0.0028304805,0.33681515,0.0007229133],"about_ca_topic_score_codex":0.1361589,"about_ca_topic_score_gemma":0.66748506,"teacher_disagreement_score":0.6408673,"about_ca_system_score_codex":0.014414689,"about_ca_system_score_gemma":0.01151114,"threshold_uncertainty_score":0.99993956},"labels":[],"label_agreement":null},{"id":"W4399754774","doi":"10.1503/cmaj.231272-f","title":"Pour une représentation fidèle de la diversité des communautés autochtones au Canada dans les nouvelles cohortes d’étudiantes et d’étudiants en médecine","year":2024,"lang":"fr","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Alberta","funders":"","keywords":"Political science; Humanities; Art","score_opus":0.022967942002555416,"score_gpt":0.36592210357640875,"score_spread":0.34295416157385333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399754774","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.435126,0.011526084,0.0005586816,0.52726793,0.007353938,0.0005463979,0.00083790015,0.00010363064,0.016679429],"genre_scores_gemma":[0.9653073,0.009727708,0.00071427913,0.008543146,0.0037199957,0.000025389376,0.00010639676,0.000080117396,0.011775649],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98930556,0.0054276083,0.0012514441,0.00040158545,0.0017263298,0.0018874833],"domain_scores_gemma":[0.98713386,0.008071541,0.0004567812,0.00023553286,0.0006259538,0.0034763159],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.007412163,0.00040937704,0.00060210854,0.00030107447,0.0028624819,0.0002030156,0.0005753046,0.001581206,0.0066402964],"category_scores_gemma":[0.007467445,0.0003819707,0.00017537922,0.0010198954,0.00030919182,0.0004398253,0.0001163855,0.0046487716,0.00024333925],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000012066072,0.000062610125,0.52468264,0.00037984573,0.00028986734,0.0015004217,0.02472688,0.00011365369,0.0000065947393,0.0045626354,0.4291716,0.01449118],"study_design_scores_gemma":[0.0012330149,0.000069162255,0.5220269,0.0063523473,0.0001912667,0.0005086799,0.09616237,0.0029434154,0.0000071592394,0.0024660067,0.36765772,0.0003819477],"about_ca_topic_score_codex":0.98243445,"about_ca_topic_score_gemma":0.9987983,"teacher_disagreement_score":0.5301813,"about_ca_system_score_codex":0.027195785,"about_ca_system_score_gemma":0.0912688,"threshold_uncertainty_score":0.9998632},"labels":[],"label_agreement":null},{"id":"W4399850184","doi":"10.61959/c3876856s","title":"Document d’information : Évolution et diversité des familles au Canada","year":2024,"lang":"fr","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"McGill University","keywords":"Geography","score_opus":0.041004979933170864,"score_gpt":0.378406969103983,"score_spread":0.33740198917081216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399850184","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041525993,0.009115247,0.0005828855,0.00926207,0.026615886,0.0026511413,0.0008427026,0.0003445884,0.90905946],"genre_scores_gemma":[0.4704505,0.023288757,0.0018699869,0.0069655753,0.001899517,0.000260213,0.0033952415,0.00011539091,0.49175483],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99295294,0.00076752657,0.0020521733,0.0005420297,0.0018531636,0.0018321557],"domain_scores_gemma":[0.995868,0.00074785185,0.00084050675,0.0006068419,0.0011362109,0.00080056576],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0019500379,0.00072241534,0.0008420853,0.00028646435,0.0016570638,0.000081762795,0.00040723922,0.0012903571,0.0037683765],"category_scores_gemma":[0.0005560413,0.0006582101,0.00020809064,0.0006153614,0.00022028803,0.0009315624,0.00073591305,0.0021342621,0.003337237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000051193965,0.00003365716,0.02185373,0.01986617,0.00024306859,0.000117946816,0.011594605,0.0002911788,7.484442e-7,0.10206367,0.7875544,0.056329638],"study_design_scores_gemma":[0.00028799876,0.0000976934,0.022854805,0.009402777,0.00026204262,0.00003297313,0.026856834,0.00013266457,0.000004055062,0.0031799946,0.9363195,0.0005686958],"about_ca_topic_score_codex":0.99707025,"about_ca_topic_score_gemma":0.9957943,"teacher_disagreement_score":0.4289245,"about_ca_system_score_codex":0.03783629,"about_ca_system_score_gemma":0.047835715,"threshold_uncertainty_score":0.99964267},"labels":[],"label_agreement":null},{"id":"W4399898796","doi":"10.21037/gpm-23-48","title":"Healthcare disparities and pelvic organ prolapse operative complications: a nationwide analysis","year":2024,"lang":"en","type":"article","venue":"Gynecology and Pelvic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Université de Montréal","funders":"","keywords":"Medicine; Health care; Healthcare system; General surgery; Political science","score_opus":0.03955238014287667,"score_gpt":0.4430286171888243,"score_spread":0.40347623704594765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399898796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5280221,0.06562983,0.00071842375,0.38772288,0.0016043395,0.002641336,0.00013562989,0.00042761725,0.013097866],"genre_scores_gemma":[0.97837335,0.0041133827,0.00025440016,0.0115535,0.00028846128,0.000358288,0.00024673244,0.000019147219,0.004792767],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973595,0.00071797485,0.0006783502,0.00052769005,0.00018931429,0.00052715687],"domain_scores_gemma":[0.9954348,0.0035672036,0.00012346137,0.0002712111,0.0002793123,0.00032396184],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009851339,0.00021859881,0.0006171205,0.00039109736,0.0011629651,0.000014304005,0.000112848305,0.0002982555,0.0015951045],"category_scores_gemma":[0.0008737876,0.00016424347,0.000031966756,0.0009567311,0.00044988337,0.00012687838,0.00010069309,0.00072226685,0.00010927465],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009288326,0.00005942585,0.7270636,0.0032214269,0.0006545573,0.000048793263,0.037790358,0.000007997895,0.000029883047,0.18550102,0.033074424,0.01245562],"study_design_scores_gemma":[0.0014411467,0.0005970174,0.84106827,0.0012493086,0.0007953504,0.00003122492,0.016507024,0.0038761327,0.0000021322332,0.013268609,0.12085213,0.0003116641],"about_ca_topic_score_codex":0.002168417,"about_ca_topic_score_gemma":0.01119533,"teacher_disagreement_score":0.45035124,"about_ca_system_score_codex":0.00012710926,"about_ca_system_score_gemma":0.00032075893,"threshold_uncertainty_score":0.9993176},"labels":[],"label_agreement":null},{"id":"W4399928947","doi":"10.22605/rrh8725","title":"The role, the risk, and the reciprocity: creating positive early rural placements in medical education","year":2024,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; University of Winnipeg; Lakehead University","funders":"","keywords":"Reciprocity (cultural anthropology); Medicine; Psychology; Medical education; Pedagogy; Social psychology","score_opus":0.011166561693144547,"score_gpt":0.3943430124196366,"score_spread":0.38317645072649203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399928947","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7956455,0.042860642,0.000016252985,0.15153614,0.0011020538,0.00214914,0.000012701096,0.00006955706,0.006608021],"genre_scores_gemma":[0.949643,0.03787573,0.00010013715,0.008438565,0.0006245342,0.00005028156,0.000013385031,0.000021083004,0.0032332668],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9958578,0.002236049,0.0006220676,0.00020835418,0.0004069674,0.0006687798],"domain_scores_gemma":[0.9966113,0.0026553667,0.00020003298,0.00020407795,0.00006319275,0.0002660057],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0043127732,0.00016350298,0.00025339966,0.000040758256,0.0035782468,0.000070291404,0.00018000862,0.00015865562,0.000028460485],"category_scores_gemma":[0.0005575244,0.00006651521,0.000036556237,0.0003045223,0.00031221315,0.00009450661,0.00016532239,0.0014883649,0.00003122441],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040309314,0.000019138182,0.022453105,0.00031200566,0.000026093201,0.0000019160004,0.03300283,5.508213e-7,4.8826655e-7,0.019124577,0.00259235,0.9220638],"study_design_scores_gemma":[0.0038402043,0.0005549791,0.5102199,0.022642337,0.00007909835,0.000090768386,0.2223895,0.02961169,0.0000021955966,0.07569957,0.13441184,0.00045796458],"about_ca_topic_score_codex":0.06267001,"about_ca_topic_score_gemma":0.0062859124,"teacher_disagreement_score":0.9216059,"about_ca_system_score_codex":0.00024300549,"about_ca_system_score_gemma":0.0012099913,"threshold_uncertainty_score":0.99771893},"labels":[],"label_agreement":null},{"id":"W4399976424","doi":"10.1111/ajr.13154","title":"Rural physician–community engagement: Building, supporting and maintaining resilient health care strategies in three rural Canadian communities","year":2024,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; University of British Columbia","funders":"Canadian Medical Association; College of Family Physicians of Canada","keywords":"Community engagement; Rural community; Rural health; Nursing; Community health; Rural area; Medicine; Sociology; Public relations; Socioeconomics; Public health; Political science","score_opus":0.08800653681288909,"score_gpt":0.4530653254737965,"score_spread":0.36505878866090746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399976424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9604829,0.008910525,0.000032623877,0.026986122,0.0013812943,0.0010756503,0.00010645981,0.0000950612,0.00092934293],"genre_scores_gemma":[0.9933902,0.0013710771,0.00081044825,0.003598103,0.00048141033,0.000022426731,0.00008106495,0.00007012314,0.00017511989],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98971844,0.004261077,0.0026637425,0.0001547334,0.00058051554,0.0026215115],"domain_scores_gemma":[0.9957386,0.0007634537,0.0012124244,0.00048179916,0.00029982848,0.001503859],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006844966,0.00048737464,0.0011158386,0.00084219564,0.0033896877,0.00018607965,0.00067355385,0.00023830256,0.00017179686],"category_scores_gemma":[0.0000794953,0.00044795952,0.00016241423,0.00070575,0.00025230358,0.0009273516,0.00019729313,0.006112622,0.00002222133],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030093844,0.000110317975,0.3301284,0.009213911,0.00016796187,0.00021703982,0.5406136,0.0007773172,0.000018096043,0.038688276,0.025713393,0.05405075],"study_design_scores_gemma":[0.0008583818,0.0012226637,0.0693188,0.017341543,0.00001726167,0.000077573066,0.89812636,0.00006402552,0.000003159059,0.0038947382,0.008755909,0.00031959184],"about_ca_topic_score_codex":0.559354,"about_ca_topic_score_gemma":0.6371756,"teacher_disagreement_score":0.35751277,"about_ca_system_score_codex":0.0035126987,"about_ca_system_score_gemma":0.0077510444,"threshold_uncertainty_score":0.9997972},"labels":[],"label_agreement":null},{"id":"W4400008737","doi":"10.3280/ses2024-002002","title":"Redefining work engagement: identity crisis and the quest for meaning at work of family physicians in Québec","year":2024,"lang":"en","type":"article","venue":"SALUTE E SOCIETÀ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social care; Health care; Sociology; Medicine; Nursing; Economic growth; Economics","score_opus":0.06495951658679268,"score_gpt":0.42187856174458643,"score_spread":0.35691904515779377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400008737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9100344,0.04017534,0.0010976592,0.017842561,0.0027407713,0.0031325163,0.00006819564,0.00039104105,0.02451748],"genre_scores_gemma":[0.9900661,0.0010485231,0.0017969161,0.0028021787,0.00036841282,0.00033758045,0.00001349113,0.00005409547,0.003512674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973969,0.00063020684,0.0006670738,0.00037598598,0.00029418277,0.0006356648],"domain_scores_gemma":[0.9969074,0.0024351953,0.00020458056,0.00030052688,0.00008712966,0.00006517977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003089787,0.00018540319,0.00042774543,0.000055426706,0.0008221463,0.00003079277,0.00023361835,0.00017967055,0.000054487544],"category_scores_gemma":[0.00027355342,0.00014620564,0.00016107284,0.00077029795,0.00018763254,0.00017940848,0.0003046291,0.000714638,0.00006832872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006142523,0.00006275274,0.07819464,0.0027048236,0.00020623111,0.000007870554,0.3359788,0.00016107177,0.000048991555,0.1029666,0.46839193,0.0106620155],"study_design_scores_gemma":[0.0074549825,0.00020658768,0.072728425,0.024310047,0.0005312934,0.0000011175056,0.32314393,0.0013677417,0.000029458412,0.077124,0.49201435,0.0010880671],"about_ca_topic_score_codex":0.00833513,"about_ca_topic_score_gemma":0.008897293,"teacher_disagreement_score":0.08003169,"about_ca_system_score_codex":0.0005383225,"about_ca_system_score_gemma":0.0002603321,"threshold_uncertainty_score":0.9982684},"labels":[],"label_agreement":null},{"id":"W4400100476","doi":"10.2139/ssrn.4874331","title":"Centering Racial Health Equity in Systematic Reviews Paper 3 a Systematic Review of Definitions for \"Racial Health Equity\" and Related Terms","year":2024,"lang":"en","type":"review","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Élisabeth Bruyère Hospital; University of Ottawa","funders":"","keywords":"Systematic review; Health equity; Equity (law); Actuarial science; Public economics; Economics; Psychology; Business; Political science; MEDLINE; Health care; Economic growth; Law","score_opus":0.19322788960492235,"score_gpt":0.5447980169392029,"score_spread":0.3515701273342806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400100476","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[7.3398206e-7,0.9594774,0.00016404653,0.001966769,0.001459618,0.035925496,0.0002006303,0.00008783654,0.0007174492],"genre_scores_gemma":[0.000049960396,0.9922441,0.00013121143,0.0017779476,0.00040067127,0.0043819235,0.00018285788,0.00019210378,0.0006392253],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9668202,0.010932533,0.01420493,0.0008751468,0.0009600361,0.0062071905],"domain_scores_gemma":[0.98591316,0.0016471976,0.010633044,0.0008940154,0.00026750428,0.0006450845],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.054201715,0.001119653,0.014170027,0.0007463027,0.0013315643,0.00006818943,0.0010408789,0.00071273133,0.000059223126],"category_scores_gemma":[0.004141462,0.000780442,0.0015141197,0.0013426003,0.00009391313,0.0002858588,0.00089225225,0.008263923,0.00017977622],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000013065498,0.00006938975,8.01897e-7,0.93296117,0.0003186972,0.0000049086407,0.000987728,6.217244e-8,1.9702519e-8,0.036354527,0.0007828568,0.028506765],"study_design_scores_gemma":[0.00052489917,0.00052151474,2.1520098e-7,0.9105699,0.00233717,0.0006027199,0.00079061626,0.0000052542655,1.498174e-9,0.022407886,0.06182103,0.0004187975],"about_ca_topic_score_codex":0.00024334408,"about_ca_topic_score_gemma":0.0043906015,"teacher_disagreement_score":0.061038174,"about_ca_system_score_codex":0.016526284,"about_ca_system_score_gemma":0.025624352,"threshold_uncertainty_score":0.9999686},"labels":[],"label_agreement":null},{"id":"W4400118608","doi":"10.3390/disabilities4030028","title":"Strategies for Increasing Accessibility and Equity in Health and Human Service Educational Programs: Protocol for a National, Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"Disabilities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Université du Québec à Trois-Rivières; University of Toronto; The King's University; York University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Equity (law); Protocol (science); Human services; Health equity; Computer science; Business; Economic growth; Political science; Medicine; Economics; Health care","score_opus":0.309496580691338,"score_gpt":0.6657251845161171,"score_spread":0.35622860382477906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400118608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7411407,0.00022832413,0.00016780294,0.004405015,0.00018444676,0.2524885,0.00010700167,0.00014330611,0.0011348787],"genre_scores_gemma":[0.50500447,8.797115e-7,0.010360691,0.00034059343,0.00016844786,0.48381928,0.000061188635,0.00002262772,0.00022184],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9961286,0.0015346967,0.00094513176,0.0005837045,0.00024026052,0.00056759705],"domain_scores_gemma":[0.99308705,0.006000957,0.00015098853,0.0001951651,0.00038374975,0.00018209135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0072634635,0.00020879433,0.00039266987,0.00010150078,0.0009257949,0.00016810324,0.00014391298,0.00011595323,0.00006805029],"category_scores_gemma":[0.0012701363,0.00018072902,0.00003660434,0.0002818289,0.00016905503,0.00047922193,0.00021382183,0.00025521163,0.0000011239714],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007408449,0.0013492657,0.46036446,0.09477011,0.000048391583,1.1066279e-7,0.1100662,0.0000027649567,0.000016023094,0.31279036,0.0024810962,0.017370358],"study_design_scores_gemma":[0.0015705453,0.0007841921,0.09738396,0.0021979904,0.00000935168,0.0000010068599,0.45357564,0.0006263948,0.0000014235595,0.42172828,0.021900438,0.0002207485],"about_ca_topic_score_codex":0.00381091,"about_ca_topic_score_gemma":0.016223239,"teacher_disagreement_score":0.3629805,"about_ca_system_score_codex":0.0006678005,"about_ca_system_score_gemma":0.002568523,"threshold_uncertainty_score":0.90529484},"labels":[],"label_agreement":null},{"id":"W4400137412","doi":"10.1136/bmjgh-2023-014840","title":"An opportunity to be grateful for? Exploring discourses about international medical graduates from India and Pakistan to the UK between 1960 and 1980","year":2024,"lang":"en","type":"article","venue":"BMJ Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; The Wilson Centre","funders":"","keywords":"Colonialism; Power (physics); Gender studies; Racism; Sociology; Face (sociological concept); Independence (probability theory); Postcolonialism (international relations); Critical discourse analysis; Political science; Media studies; Politics; Law; Social science","score_opus":0.16195805678902095,"score_gpt":0.5424022184303549,"score_spread":0.3804441616413339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400137412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8198709,0.0016408627,0.0008047085,0.16729818,0.0026097076,0.002905396,0.0039916052,0.00020937306,0.00066927366],"genre_scores_gemma":[0.9708066,0.00092468085,0.001342056,0.023403814,0.0021438713,0.0007366618,0.0004750377,0.000035781486,0.00013150115],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995875,0.0005565092,0.0010134652,0.0007165226,0.00078876916,0.0010497217],"domain_scores_gemma":[0.9953137,0.00097429845,0.00015320638,0.00042717133,0.00014077323,0.0029908377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024432754,0.0003083667,0.00050710916,0.00009979485,0.0011236155,0.0001232216,0.000494421,0.00019790628,0.00013932682],"category_scores_gemma":[0.0006158064,0.00022721227,0.000049626004,0.00039878066,0.000109192246,0.00023874668,0.00036456436,0.00054686,0.00004624815],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035618327,0.00008241852,0.52220744,0.00083043467,0.00013235169,0.000063133564,0.022029763,0.0000073496412,0.0000015858669,0.08013285,0.11610045,0.25805607],"study_design_scores_gemma":[0.0008412475,0.00077707507,0.5712984,0.0041005225,0.000049560284,0.0000133799595,0.024373788,0.0004829332,0.0000034425645,0.009614052,0.3879607,0.00048488824],"about_ca_topic_score_codex":0.01433709,"about_ca_topic_score_gemma":0.020755894,"teacher_disagreement_score":0.27186027,"about_ca_system_score_codex":0.00069951,"about_ca_system_score_gemma":0.0021644828,"threshold_uncertainty_score":0.99711275},"labels":[],"label_agreement":null},{"id":"W4400333675","doi":"10.1016/j.echu.2024.04.001","title":"South African Chiropractic Students’ Intentions, Motivations, and Considerations for Emigration: A Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"Journal of Chiropractic Humanities","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Johannesburg","keywords":"Emigration; Chiropractic; Psychological intervention; Destinations; Medicine; Political science; Alternative medicine; Nursing","score_opus":0.1707350647887809,"score_gpt":0.4781094254433301,"score_spread":0.30737436065454926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400333675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9889051,0.0014156869,0.0007296989,0.0015922305,0.0028674412,0.0016563117,0.0000683313,0.00010303814,0.0026621944],"genre_scores_gemma":[0.99142325,0.0001341882,0.0017036628,0.00053640216,0.0015802606,0.00019110211,0.000011177603,0.000045747875,0.0043742144],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99594784,0.0005108577,0.0018454101,0.00030028756,0.0009841165,0.00041147994],"domain_scores_gemma":[0.9934586,0.0033412606,0.0010773902,0.00022471219,0.0017341948,0.0001638261],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0028307138,0.0002508508,0.0004456976,0.0005028986,0.0023889812,0.0006502817,0.0001822971,0.00014607054,0.00084583],"category_scores_gemma":[0.0048006647,0.0002113681,0.00014192953,0.00027145966,0.00016151949,0.0014261942,0.0000957639,0.001210137,0.00004236189],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037721655,0.00075559085,0.8852367,0.0007068191,0.0006880859,0.0000842265,0.059550382,0.000052192892,0.00004447032,0.04034657,0.012007741,0.00015000594],"study_design_scores_gemma":[0.0022067428,0.0012907948,0.8018062,0.000728796,0.00040346678,0.0003660783,0.12210976,0.00011756871,0.0000045973893,0.012261752,0.058390435,0.00031381933],"about_ca_topic_score_codex":0.00010061895,"about_ca_topic_score_gemma":0.00041000315,"teacher_disagreement_score":0.08343052,"about_ca_system_score_codex":0.00039811502,"about_ca_system_score_gemma":0.0010165767,"threshold_uncertainty_score":0.9989098},"labels":[],"label_agreement":null},{"id":"W4400353226","doi":"10.1186/s12909-024-05702-w","title":"International medical learners and their adjustment after returning to their countries of origin: a qualitative study","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; Toronto General Hospital; University Health Network","funders":"Nature; Mahidol University","keywords":"Medical education; Qualitative research; Psychology; MEDLINE; Medicine; Political science; Sociology; Social science","score_opus":0.053870985296782185,"score_gpt":0.5160156925300384,"score_spread":0.46214470723325624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400353226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97106373,0.0025058326,0.00055822043,0.01819217,0.004559596,0.0010369939,0.000019846271,0.00008282098,0.0019807671],"genre_scores_gemma":[0.99284786,0.0003915457,0.00034629664,0.0036405295,0.0009765341,0.00042933904,0.000035031546,0.000019693362,0.0013131441],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9966563,0.001059239,0.0006863033,0.00034357503,0.00094426464,0.00031030388],"domain_scores_gemma":[0.996569,0.0023475704,0.00010730391,0.0001837177,0.00022489767,0.00056754524],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029802467,0.0001589098,0.0002773023,0.00015910668,0.0001281801,0.000013985373,0.00022181036,0.00020738004,0.0052890345],"category_scores_gemma":[0.0035713287,0.00010618643,0.00003715389,0.00026128086,0.00013505167,0.000103303944,0.00015177861,0.00056113186,0.0001264369],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033497377,0.00043675952,0.039368644,0.0012868,0.00009494357,0.000004316845,0.8831936,0.0000011796078,0.0000023106586,0.009446796,0.033773415,0.032056242],"study_design_scores_gemma":[0.00047600927,0.00024798882,0.008931114,0.004975954,0.00001932396,0.0000048135794,0.78186077,0.00072512747,0.0000035621044,0.0007883232,0.2018234,0.00014363315],"about_ca_topic_score_codex":0.0005376576,"about_ca_topic_score_gemma":0.0009735566,"teacher_disagreement_score":0.16804998,"about_ca_system_score_codex":0.00030619328,"about_ca_system_score_gemma":0.005492296,"threshold_uncertainty_score":0.99562025},"labels":[],"label_agreement":null},{"id":"W4400406983","doi":"10.32920/ihtp.v4i1.1958","title":"Integration trends of internationally educated nurses in Canada and Australia: A scoping review","year":2024,"lang":"en","type":"review","venue":"International Health Trends and Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University; McMaster University","funders":"","keywords":"Geography; Political science","score_opus":0.15230780459553928,"score_gpt":0.5555211958276963,"score_spread":0.40321339123215705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400406983","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000074481446,0.9812873,8.5414194e-7,0.011975232,0.0025022489,0.00079455256,0.00064563623,0.000027830343,0.0026918722],"genre_scores_gemma":[0.0018486007,0.98812944,0.00008543744,0.00033717885,0.00028612238,0.00033281592,0.0004982339,0.00004064163,0.0084415395],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9958226,0.0005550524,0.0019914578,0.0006814023,0.00047253357,0.00047696472],"domain_scores_gemma":[0.99774635,0.00051693706,0.0010296379,0.00020063538,0.00027713185,0.00022931823],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00062609697,0.00045678613,0.0018001018,0.0010673137,0.00013999714,0.00001952497,0.0002736529,0.00020175094,0.0008522787],"category_scores_gemma":[0.00016634302,0.0003649267,0.00014036098,0.0008729719,0.00009513808,0.00014446599,0.00013534553,0.0010641891,0.000010135768],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013341883,0.00003871372,0.00047325325,0.08117136,0.00009511659,0.000007910869,0.0018666869,1.15731076e-7,1.885815e-8,0.0036683793,0.008742487,0.9039226],"study_design_scores_gemma":[0.00021058983,0.00007002981,0.0038340457,0.6851907,0.00012851821,0.000026621694,0.00132749,0.000012761582,1.3339029e-8,0.000077205084,0.3088776,0.00024447142],"about_ca_topic_score_codex":0.75125945,"about_ca_topic_score_gemma":0.9331453,"teacher_disagreement_score":0.9036781,"about_ca_system_score_codex":0.0032577822,"about_ca_system_score_gemma":0.0054393183,"threshold_uncertainty_score":0.99988025},"labels":[],"label_agreement":null},{"id":"W4400406997","doi":"10.32920/ihtp.v4i1.2094","title":"Navigating the nexus of LMIC healthcare facilities, nurses' welfare, nurse shortage and migration to greener pastures: A narrative literature review","year":2024,"lang":"en","type":"article","venue":"International Health Trends and Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nexus (standard); Narrative; Economic shortage; Narrative review; Health care; Nursing; Welfare; Business; Political science; Medicine; Engineering; Economic growth; Economics; Art; Government (linguistics); Philosophy; Literature","score_opus":0.03218774821706643,"score_gpt":0.45833259417093736,"score_spread":0.4261448459538709,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400406997","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041837737,0.3503801,0.000018215513,0.60286444,0.0011277869,0.0009205983,0.0009235224,0.00008410457,0.0018434831],"genre_scores_gemma":[0.9398365,0.051132195,0.00020047826,0.0041774563,0.00046991496,0.00026275907,0.00018281923,0.000025774409,0.0037121165],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972113,0.0005807048,0.0007824351,0.0005488092,0.00042659612,0.0004502057],"domain_scores_gemma":[0.9984448,0.00037573447,0.00023501062,0.00022832218,0.00044323533,0.0002729233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006990276,0.00026568232,0.00043363802,0.00014129966,0.0008711413,0.000051113308,0.00018421127,0.00013679771,0.0002790834],"category_scores_gemma":[0.00014385677,0.00018038493,0.000078452365,0.00061462313,0.0001432338,0.00023453242,0.00006603891,0.0010838538,0.0000057421157],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012343875,0.000046759767,0.004935275,0.005825111,0.00008365505,0.000012203597,0.58148986,0.0000039239103,0.000003885875,0.067157246,0.015791297,0.32452735],"study_design_scores_gemma":[0.00049891346,0.0007658855,0.09464549,0.073106855,0.00003386726,0.00006786957,0.3431124,0.0005049478,0.0000016788728,0.0013965233,0.4854916,0.0003739432],"about_ca_topic_score_codex":0.0063852305,"about_ca_topic_score_gemma":0.0071941107,"teacher_disagreement_score":0.89799875,"about_ca_system_score_codex":0.00038482188,"about_ca_system_score_gemma":0.0002491946,"threshold_uncertainty_score":0.9652601},"labels":[],"label_agreement":null},{"id":"W4400428159","doi":"10.1016/j.pmedr.2024.102819","title":"International medical graduates as untapped resource for community health and wellness","year":2024,"lang":"en","type":"article","venue":"Preventive Medicine Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Resource (disambiguation); MEDLINE; Business; Health equity; Medicine; Medical education; Environmental health; Nursing; Political science; Computer science; Public health","score_opus":0.06008467466123598,"score_gpt":0.4901788364088694,"score_spread":0.43009416174763343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400428159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5832011,0.026287729,0.0053760926,0.26034388,0.011972412,0.0067590643,0.000053895397,0.0010309267,0.10497489],"genre_scores_gemma":[0.9769616,0.0013763281,0.00018641632,0.0049764486,0.0014046505,0.00043956478,0.00044239056,0.000054617674,0.014157967],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9957349,0.0012901478,0.0012276543,0.0004248257,0.00075334136,0.00056917267],"domain_scores_gemma":[0.9958183,0.0025676924,0.00039293378,0.00038456864,0.0001785162,0.0006579462],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057643293,0.0002174449,0.0005170901,0.00016543042,0.00094325474,0.000011453828,0.00020275818,0.0001810255,0.0009638959],"category_scores_gemma":[0.004055801,0.0001652449,0.00006585489,0.00024590682,0.0002760195,0.00009942374,0.00027894962,0.0011667057,0.000026646727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035197637,0.0002826661,0.08048218,0.008649194,0.00039275188,0.00071236864,0.053290177,0.0000014095748,0.000028731167,0.02248009,0.6296804,0.20364809],"study_design_scores_gemma":[0.0006315697,0.00041035423,0.00296046,0.010271987,0.000037128244,0.00024676762,0.01722107,0.00029556523,0.000012590207,0.020748228,0.94701695,0.00014732257],"about_ca_topic_score_codex":0.004541325,"about_ca_topic_score_gemma":0.0005418284,"teacher_disagreement_score":0.3937605,"about_ca_system_score_codex":0.00031607854,"about_ca_system_score_gemma":0.00087882584,"threshold_uncertainty_score":0.99994934},"labels":[],"label_agreement":null},{"id":"W4400440792","doi":"10.5465/amproc.2024.12449symposium","title":"Career Outcomes and Diversity: New Scholarship and Directions","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"","keywords":"Scholarship; Diversity (politics); Sociology; Psychology; Political science; Anthropology","score_opus":0.09070765374893208,"score_gpt":0.41206147360879347,"score_spread":0.3213538198598614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400440792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9019171,0.00795505,0.000011205097,0.029524729,0.0003365555,0.0011683061,0.000007694562,0.00041532103,0.05866401],"genre_scores_gemma":[0.95038897,0.005350557,0.0010865906,0.0023008455,0.0001287109,0.000027588863,0.0000012819007,0.000022935732,0.040692497],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986258,0.000019096038,0.00031622656,0.00035666116,0.0002928651,0.00038933347],"domain_scores_gemma":[0.9995029,0.00012519943,0.000084310515,0.000042452102,0.00003452129,0.0002106451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005845134,0.00015240375,0.00023374804,0.00023256127,0.00066473783,0.0000323596,0.0001650992,0.00018377906,0.000090025285],"category_scores_gemma":[0.00005480041,0.00013640807,0.00003253745,0.0003457787,0.00007091056,0.0005135204,0.0010314903,0.0005697948,0.000046436136],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020127112,0.000009519493,0.7405407,0.0030474607,0.0001318092,0.0000019398994,0.0035756538,5.9332525e-8,0.000010052197,0.15842022,0.053967297,0.040275153],"study_design_scores_gemma":[0.0003813787,0.000028325152,0.5113095,0.0011909035,0.00015502212,0.0000014030271,0.0034834077,0.000013763896,0.0000119018905,0.013096273,0.4701893,0.000138809],"about_ca_topic_score_codex":0.00016384604,"about_ca_topic_score_gemma":0.000007130525,"teacher_disagreement_score":0.41622198,"about_ca_system_score_codex":0.000078678546,"about_ca_system_score_gemma":0.000019042443,"threshold_uncertainty_score":0.55625594},"labels":[],"label_agreement":null},{"id":"W4400452955","doi":"10.7202/1112372ar","title":"Les enjeux d’équité, diversité et inclusion au coeur du monde académique et d’établissements de santé","year":2024,"lang":"fr","type":"article","venue":"Science of Nursing and Health Practices","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Inclusion (mineral); Humanities; Equity (law); Sociology; Political science; Social science; Art","score_opus":0.17251619638697813,"score_gpt":0.5666087360464107,"score_spread":0.3940925396594326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400452955","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28312364,0.08668028,0.00043881446,0.59893906,0.0054582213,0.0011626753,0.00008498159,0.00016142613,0.023950897],"genre_scores_gemma":[0.9361523,0.05001332,0.0051451228,0.006437504,0.00060125964,0.000016121077,0.000012325549,0.00003827257,0.0015837766],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99174434,0.002984718,0.0010825178,0.0009638717,0.001224905,0.0019996308],"domain_scores_gemma":[0.9937871,0.0026130741,0.0016112878,0.00041875202,0.0005111919,0.0010585748],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02323203,0.00037796513,0.000601388,0.0005645056,0.0066581448,0.0002263118,0.00068118836,0.0005068684,0.00027120818],"category_scores_gemma":[0.0025344791,0.00036460152,0.000071928924,0.0016134258,0.001504536,0.0031531563,0.0011086456,0.0021638037,0.00005092203],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029835352,0.00090694986,0.02228944,0.011477785,0.000038403243,0.00005723083,0.37887827,0.0000966608,0.0006915623,0.10685467,0.10153966,0.37687102],"study_design_scores_gemma":[0.0018645022,0.0032248865,0.17808886,0.13395172,0.0003381811,0.00026874017,0.19669673,0.017278165,0.00035124228,0.059875496,0.4069285,0.0011329826],"about_ca_topic_score_codex":0.054323234,"about_ca_topic_score_gemma":0.002159413,"teacher_disagreement_score":0.65302867,"about_ca_system_score_codex":0.0031867197,"about_ca_system_score_gemma":0.011890886,"threshold_uncertainty_score":0.9998806},"labels":[],"label_agreement":null},{"id":"W4400457265","doi":"10.2196/preprints.56716","title":"Patient and Provider Satisfaction With a Geomapping Tool for Finding Community Family Physicians in Ontario, Canada: Cross-Sectional Online Survey Study (Preprint)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Preprint; Cross-sectional study; Family medicine; Survey research; Patient satisfaction; Psychology; Medicine; Nursing; World Wide Web; Applied psychology; Computer science","score_opus":0.11612825405500247,"score_gpt":0.4189056443925122,"score_spread":0.3027773903375097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400457265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858922,0.00006782799,0.00011664617,0.00013250156,0.0018435455,0.010567529,0.00081757456,0.00014151934,0.00042065984],"genre_scores_gemma":[0.994537,0.0000063954494,0.0007874348,0.000687351,0.000099405326,0.0018558129,0.000669478,0.00006484456,0.0012923096],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99481785,0.001552374,0.0013866734,0.00085789245,0.00056904927,0.0008161758],"domain_scores_gemma":[0.99631995,0.001781892,0.000525,0.0006954663,0.00054451,0.00013317386],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022309725,0.00048830954,0.00076459144,0.00017997056,0.0013161442,0.000090497626,0.00020963293,0.000424686,0.000089395406],"category_scores_gemma":[0.00027143015,0.00043857744,0.000055699325,0.00022436358,0.000058887494,0.00009630435,0.0015127851,0.0055823983,0.0000049903133],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000416399,0.00027372537,0.98095304,0.0014967266,0.00011819285,0.000007670184,0.011636758,0.002683446,0.0000020189739,0.000033822587,0.0010092895,0.0013689307],"study_design_scores_gemma":[0.001030655,0.0003326357,0.9725696,0.0021883182,0.000027051768,0.0000013659329,0.021978691,0.0005831565,5.13729e-7,0.00044834046,0.00043675772,0.00040292836],"about_ca_topic_score_codex":0.9996792,"about_ca_topic_score_gemma":0.9999851,"teacher_disagreement_score":0.010341933,"about_ca_system_score_codex":0.0074826195,"about_ca_system_score_gemma":0.007528552,"threshold_uncertainty_score":0.999984},"labels":[],"label_agreement":null},{"id":"W4400523358","doi":"10.1186/s12913-024-11268-6","title":"Specialist care visits outside the hospital by South Australian older adults","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Odds ratio; Medicine; Odds; Health administration; Cross-sectional study; Confidence interval; Public health; Demography; Family medicine; Logistic regression; Internal medicine; Nursing","score_opus":0.051520773513582356,"score_gpt":0.5003151138837162,"score_spread":0.4487943403701338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400523358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86263835,0.04895356,0.000043026717,0.043303967,0.0059328224,0.014577726,0.0015357434,0.0012311024,0.021783708],"genre_scores_gemma":[0.9764923,0.0007559074,0.00019980788,0.0038820829,0.0029045574,0.0007460324,0.00038283545,0.00013640826,0.014500087],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9881528,0.0034326434,0.001333267,0.0014297466,0.0020928541,0.0035586571],"domain_scores_gemma":[0.9944619,0.0015504916,0.00021754396,0.0016037032,0.00094531436,0.0012210758],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004956194,0.00041688,0.00056980486,0.00030371323,0.0040285764,0.0002324386,0.0014146776,0.00049591507,0.0016233916],"category_scores_gemma":[0.00009392046,0.00029623226,0.00014688385,0.0018819011,0.00018355531,0.0003013338,0.0006819371,0.0032488564,0.006804155],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033479356,0.0001417463,0.0879057,0.053853583,0.000045636498,0.000055342945,0.60217094,0.000012522313,0.0000028883733,0.0023859818,0.23673066,0.016360188],"study_design_scores_gemma":[0.0006856932,0.0003251872,0.05206667,0.009580028,0.000007642559,0.0000017837564,0.348612,0.0003711242,0.0000073940328,0.00008653175,0.58798295,0.00027296334],"about_ca_topic_score_codex":0.020711632,"about_ca_topic_score_gemma":0.011442809,"teacher_disagreement_score":0.3512523,"about_ca_system_score_codex":0.0012115964,"about_ca_system_score_gemma":0.0030107351,"threshold_uncertainty_score":0.999949},"labels":[],"label_agreement":null},{"id":"W4400528393","doi":"10.1371/journal.pone.0305516","title":"Interventions to improve primary healthcare in rural settings: A scoping review","year":2024,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Medicine; Primary care; Primary health care; Health care; MEDLINE; Environmental health; Nursing; Biology; Family medicine; Political science","score_opus":0.22580675231278555,"score_gpt":0.5224451841014733,"score_spread":0.29663843178868776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400528393","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00000924524,0.96617067,0.0000014242328,0.0062892027,0.0008060817,0.024221947,0.0003450181,0.00037533155,0.0017810719],"genre_scores_gemma":[5.736989e-7,0.9755926,0.0010265693,0.007389167,0.00070031855,0.01010211,0.0005187622,0.00019310936,0.0044767978],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99103254,0.0018250649,0.0040292004,0.0009221043,0.00067318213,0.0015179049],"domain_scores_gemma":[0.996465,0.00065401534,0.0009829615,0.0010452813,0.00027119342,0.0005815497],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021518236,0.0007201857,0.0048406315,0.00055773446,0.0003501753,0.000026994008,0.000670621,0.00071278063,0.00049832533],"category_scores_gemma":[0.00097036763,0.00061813707,0.0007263781,0.0017456095,0.000033178167,0.00012266303,0.00094648614,0.0034489466,0.007075102],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003963448,0.0001896505,0.000011913476,0.8364938,0.00006829339,0.000017211592,0.0002751846,5.1866706e-9,7.133103e-8,0.00008862209,0.00803127,0.15482004],"study_design_scores_gemma":[0.00013718042,0.00012667106,0.0000015013304,0.86935645,0.0014574087,0.00000198963,0.00016397129,3.193131e-7,4.130942e-8,0.000046352998,0.12831545,0.0003926503],"about_ca_topic_score_codex":0.00037114238,"about_ca_topic_score_gemma":0.0011625115,"teacher_disagreement_score":0.15442738,"about_ca_system_score_codex":0.0026339868,"about_ca_system_score_gemma":0.0026724837,"threshold_uncertainty_score":0.999627},"labels":[],"label_agreement":null},{"id":"W4400615140","doi":"10.22374/cjmrp.v20i2.44","title":"Racism in Ontario Midwifery: Indigenous, Black and Racialized Midwives and Midwifery Students Unsilenced","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Midwifery Research and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Racism; Obstetrics; Black women; Sociology; Gender studies; Medicine; Biology","score_opus":0.17695122337427213,"score_gpt":0.5374843333252749,"score_spread":0.36053310995100274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400615140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9486143,0.035520684,0.0000051213256,0.008940103,0.0010485997,0.001163588,0.00003375628,0.000017233311,0.0046566445],"genre_scores_gemma":[0.97640014,0.013683357,0.00047333122,0.0012232839,0.00039230668,0.00003409632,0.000009751261,0.000051345225,0.007732408],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920252,0.0035056998,0.0012067002,0.00055094453,0.0009951447,0.0017162911],"domain_scores_gemma":[0.9878377,0.008170248,0.00031280902,0.00029866275,0.0009139428,0.0024666712],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012140303,0.00032755817,0.0006992583,0.0012716163,0.0014121801,0.00048475587,0.0004524437,0.00048237326,0.00047754662],"category_scores_gemma":[0.0050244587,0.0002975673,0.000056064513,0.0008665414,0.00081628043,0.0016359482,0.00019089581,0.004720902,0.000070592614],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0051718554,0.00023570619,0.71632105,0.002512577,0.0005068741,0.010887138,0.21300833,0.000009216701,0.0002514171,0.0026837569,0.031502098,0.016909994],"study_design_scores_gemma":[0.0025190846,0.0012617845,0.29105258,0.005717218,0.00010016293,0.0010659309,0.048815306,0.000028854238,0.000013168926,0.0056239394,0.6433412,0.00046079987],"about_ca_topic_score_codex":0.3230446,"about_ca_topic_score_gemma":0.81257457,"teacher_disagreement_score":0.61183906,"about_ca_system_score_codex":0.0012399014,"about_ca_system_score_gemma":0.010819162,"threshold_uncertainty_score":0.99994767},"labels":[],"label_agreement":null},{"id":"W4400615222","doi":"10.22374/cjmrp.v6i1.155","title":"Graduates' Views of the Ontario Midwifery Education Program","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Midwifery Research and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Obstetrics; Sociology; Medicine; Nursing; Political science","score_opus":0.3015006186047664,"score_gpt":0.5733603216745782,"score_spread":0.2718597030698118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400615222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7225843,0.060084205,0.0000071585905,0.09142909,0.005798417,0.0031270334,0.000030910138,0.00002275841,0.116916105],"genre_scores_gemma":[0.96346754,0.0015153036,0.0013118088,0.0015332862,0.00090484443,0.00010633643,0.0000057679476,0.00003425856,0.031120837],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99507433,0.0025449137,0.0007899171,0.00018593742,0.0006090048,0.00079588726],"domain_scores_gemma":[0.99247533,0.0038794538,0.00031750152,0.00031789337,0.0019062357,0.0011036026],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00775086,0.00012761717,0.00026694176,0.00043001186,0.0009685912,0.000106909334,0.00041559624,0.00018350704,0.0005755823],"category_scores_gemma":[0.005168253,0.00008658344,0.00008358145,0.0008736289,0.0003362146,0.00066396594,0.000059412952,0.0028903482,0.0000741856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006479306,0.00026516145,0.06898407,0.002149294,0.00019710556,0.00023944056,0.034839064,0.0000033431202,0.00010107162,0.014619333,0.72468644,0.15326776],"study_design_scores_gemma":[0.00014855829,0.0004371064,0.010325917,0.0026168318,0.000036749596,0.00027812447,0.009309219,0.000005965385,0.0000131753595,0.0037349851,0.97302073,0.00007265052],"about_ca_topic_score_codex":0.20900872,"about_ca_topic_score_gemma":0.62832034,"teacher_disagreement_score":0.4193116,"about_ca_system_score_codex":0.000980213,"about_ca_system_score_gemma":0.029571055,"threshold_uncertainty_score":0.99941003},"labels":[],"label_agreement":null},{"id":"W4400622076","doi":"10.22374/cjmrp.v10i3.119","title":"Can Canada Help Build Sustainable Global Midwifery?","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Midwifery Research and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Obstetrics; Medicine","score_opus":0.10214758223884697,"score_gpt":0.49955599321108385,"score_spread":0.3974084109722369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400622076","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24432434,0.11660687,0.00003512682,0.42273182,0.0052148635,0.0016519646,0.0004421452,0.000051776038,0.20894112],"genre_scores_gemma":[0.9648578,0.0017662888,0.00028795155,0.0039929724,0.0014149654,0.000021354626,0.000010733774,0.000039810464,0.027608115],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927939,0.0025404284,0.00083808985,0.00033450054,0.0010610903,0.0024319855],"domain_scores_gemma":[0.9862052,0.0062115006,0.00021245317,0.00032827284,0.0032354712,0.003807092],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008678311,0.00022156144,0.00039422023,0.00044011557,0.0021737956,0.0002741976,0.00051013735,0.00026945988,0.0009135925],"category_scores_gemma":[0.012074094,0.0001976107,0.00005642281,0.0014636838,0.00028406587,0.0008931358,0.000103469545,0.0030510295,0.00006398537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004353407,0.000018398394,0.015817368,0.001097132,0.00012883062,0.013817313,0.0016095313,0.000010727665,0.000005157059,0.03590827,0.9275763,0.0035756123],"study_design_scores_gemma":[0.00031282537,0.00036090566,0.0016016485,0.0010052297,0.000027565202,0.0010936521,0.048657533,0.000018126637,0.0000039469546,0.0050087175,0.94174755,0.00016228357],"about_ca_topic_score_codex":0.9767477,"about_ca_topic_score_gemma":0.99075687,"teacher_disagreement_score":0.7205335,"about_ca_system_score_codex":0.0051033422,"about_ca_system_score_gemma":0.082206406,"threshold_uncertainty_score":0.9999997},"labels":[],"label_agreement":null},{"id":"W4400625766","doi":"10.1787/reg_glance-2016-graph140-en","title":"Extended regional typology: Asia and Oceania (TL3)","year":2016,"lang":"en","type":"other","venue":"OECD regions at a glance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Typology; Geography; Economic geography; Archaeology","score_opus":0.036831536644939655,"score_gpt":0.4113867544534216,"score_spread":0.37455521780848194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400625766","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003607388,0.009266892,0.000043472544,0.01013588,0.0014899551,0.0013920631,0.00018928737,0.0006765402,0.9764452],"genre_scores_gemma":[0.0014260554,0.009356899,0.000923101,0.0026033288,0.0017259099,0.00021956007,0.000098180215,0.00049360894,0.98315334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99668133,0.0004524004,0.0005393469,0.00083440985,0.00031820004,0.0011742986],"domain_scores_gemma":[0.99743855,0.0003898487,0.0006903019,0.0009865852,0.000074719894,0.0004200215],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002497498,0.00050226203,0.00077828916,0.00022806932,0.0007634876,0.0000064337582,0.00039976998,0.001242043,0.011416945],"category_scores_gemma":[0.00005808637,0.0003850787,0.00009742258,0.000115516006,0.0005382769,0.00004337513,0.00034194245,0.0007500544,0.009566667],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008222477,0.000023617757,0.0045974865,0.0003245232,0.000044825927,0.000036653713,0.00017454672,1.3851108e-8,0.000007655324,0.02421937,0.9697868,0.0007022885],"study_design_scores_gemma":[0.0009822808,0.00005068697,0.0015038716,0.0022130045,0.000034305685,0.000051278905,0.0002681531,0.0000025828,6.0302574e-7,0.0019657079,0.9925297,0.00039782465],"about_ca_topic_score_codex":0.00016589233,"about_ca_topic_score_gemma":0.0029763677,"teacher_disagreement_score":0.022742907,"about_ca_system_score_codex":0.00041501818,"about_ca_system_score_gemma":0.00033236967,"threshold_uncertainty_score":0.9998601},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W4400626091","doi":"10.1787/reg_glance-2016-graph7-en","title":"Regional variation in number of rooms per person, 2013","year":2016,"lang":"en","type":"other","venue":"OECD regions at a glance","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Variation (astronomy); Geography; Statistics; Mathematics; Physics; Astronomy","score_opus":0.04133234349001727,"score_gpt":0.40363680136398883,"score_spread":0.3623044578739716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400626091","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020943787,0.0028275412,0.00020055703,0.009979014,0.0014652564,0.0017479756,0.00020497384,0.00024277248,0.98123753],"genre_scores_gemma":[0.002815483,0.0035258946,0.0014063753,0.000751735,0.0010766855,0.00033078005,0.00009286561,0.0003513858,0.9896488],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970153,0.00047624545,0.00065925694,0.0005789725,0.0004402183,0.000829996],"domain_scores_gemma":[0.99757105,0.00032345412,0.0009920937,0.000816712,0.00011390677,0.00018276135],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033387973,0.00036901995,0.00073463144,0.00023319847,0.00022045567,0.0000030150065,0.00036827836,0.0010092433,0.02964158],"category_scores_gemma":[0.000041872,0.00029656972,0.00012609604,0.00016826698,0.00017275069,0.00006181819,0.00011232587,0.0005776898,0.015576807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000661482,0.000046996207,0.029436463,0.00046191638,0.000025357016,0.0000060951475,0.0010494327,8.5493264e-7,0.000016687145,0.0051678675,0.9635466,0.00017558572],"study_design_scores_gemma":[0.0010163555,0.000017439348,0.007509547,0.0038976735,0.000017897728,0.000008575411,0.0003126422,0.000015255489,4.1800686e-7,0.00045190039,0.98646045,0.000291863],"about_ca_topic_score_codex":0.0039045415,"about_ca_topic_score_gemma":0.009571655,"teacher_disagreement_score":0.022913838,"about_ca_system_score_codex":0.0007155551,"about_ca_system_score_gemma":0.00035135375,"threshold_uncertainty_score":0.9999486},"labels":[],"label_agreement":null},{"id":"W4400650552","doi":"10.54194/nebl4084","title":"A Growing Problem: Is Canada’s Healthcare System Keeping Up with Newcomers?","year":2024,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Healthcare system; Business; Computer science; Economic growth; Economics","score_opus":0.04816238075890741,"score_gpt":0.4166601448293283,"score_spread":0.3684977640704209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400650552","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015248686,0.016971834,0.000056079774,0.90226865,0.005172617,0.005959682,0.0015733367,0.0011310114,0.051618133],"genre_scores_gemma":[0.7731603,0.00026935976,0.0003951902,0.21543498,0.0021560881,0.00037348067,0.0001191949,0.00018941134,0.007902],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917808,0.0008109444,0.0013882841,0.0009105406,0.00066633936,0.0044430494],"domain_scores_gemma":[0.99261993,0.00034974882,0.00029160664,0.0007808905,0.0003080691,0.0056497706],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010644805,0.00051459944,0.00087648036,0.0009513257,0.00322496,0.00006625572,0.0004648931,0.00036700783,0.0002400313],"category_scores_gemma":[0.00007966787,0.00048355138,0.000080619735,0.0020970844,0.00007498931,0.000316195,0.000070627386,0.00167013,0.00043701782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003511245,0.0000046478413,0.007040719,0.024986938,0.00007880472,0.0003423072,0.023643607,0.000024836383,5.093475e-7,0.20129378,0.72673297,0.01581576],"study_design_scores_gemma":[0.00043070526,0.00015661251,0.001207253,0.013221861,0.000015066244,0.00007181789,0.020960184,0.00040164677,9.923242e-7,0.00015892349,0.9629273,0.00044766557],"about_ca_topic_score_codex":0.99990165,"about_ca_topic_score_gemma":0.9997968,"teacher_disagreement_score":0.7579116,"about_ca_system_score_codex":0.03412638,"about_ca_system_score_gemma":0.19911315,"threshold_uncertainty_score":0.99976164},"labels":[],"label_agreement":null},{"id":"W4400664268","doi":"10.1503/cmaj.240872","title":"Correction to “Variegated racism: exploring experiences of anti-Black racism and their progression in medical education”","year":2024,"lang":"en","type":"erratum","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Computer science; Data science; Medicine; World Wide Web; Sociology; Gender studies","score_opus":0.028185199443303402,"score_gpt":0.3942539757431991,"score_spread":0.3660687762998957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400664268","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3780446,0.011808671,0.00005173527,0.09463841,0.47061193,0.0025120662,0.00008283393,0.00016572674,0.042084027],"genre_scores_gemma":[0.67681366,0.022006113,0.0002769922,0.0438236,0.043472677,0.001898815,0.0005799669,0.0003486681,0.21077949],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9926823,0.0012654605,0.001908496,0.00048757638,0.0024905824,0.0011656282],"domain_scores_gemma":[0.99328727,0.0008192381,0.0008782108,0.00020475929,0.00091975374,0.0038907847],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0051174187,0.00037058943,0.00089339254,0.0010368667,0.00067683187,0.00007276887,0.0005016038,0.002263069,0.0058978694],"category_scores_gemma":[0.01467042,0.00030394067,0.00010820768,0.0011843797,0.00012494592,0.00025066177,0.00012642356,0.007910118,0.00020908522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013472588,0.00003911639,0.004742341,0.00025997727,0.00003282997,0.000086611326,0.04886236,8.9057005e-7,3.12272e-7,0.000052649277,0.88099366,0.06491579],"study_design_scores_gemma":[0.00037949564,0.000092077105,0.005083714,0.02274635,0.000019113628,0.000073307725,0.093407474,0.0008033762,0.0000021170617,0.00019224036,0.876919,0.0002817537],"about_ca_topic_score_codex":0.008835588,"about_ca_topic_score_gemma":0.08765508,"teacher_disagreement_score":0.42713925,"about_ca_system_score_codex":0.0034684176,"about_ca_system_score_gemma":0.043883227,"threshold_uncertainty_score":0.9999413},"labels":[],"label_agreement":null},{"id":"W4400739076","doi":"10.53880/2744-2454.2024.5.40","title":"Shaping de Facto Brain Drain A qualitative Enquiry of Push and Pull Factors of Emigration among Algerian Physicians Working Abroad","year":2024,"lang":"en","type":"article","venue":"MAP Social Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Brain drain; De facto; Qualitative research; Push pull; Psychology; Political science; Demographic economics; Sociology; Economics; Engineering; Law; Social science; Electrical engineering","score_opus":0.1531327719549511,"score_gpt":0.5293219286163466,"score_spread":0.3761891566613955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400739076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99261934,0.0005465213,0.00035998423,0.0026652846,0.00046349055,0.0004466845,0.00002954999,0.00006815748,0.0028009966],"genre_scores_gemma":[0.99882054,0.000017981056,0.00029653707,0.000258773,0.00021703413,0.00002647028,0.0000069695493,0.000010148405,0.0003455681],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99747926,0.0008246092,0.0004970037,0.0002884927,0.00038511102,0.00052552624],"domain_scores_gemma":[0.9981753,0.001317626,0.00030626668,0.00006366421,0.00006859617,0.00006851721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021202208,0.00013153747,0.00030930844,0.00012487963,0.0009520321,0.00003455456,0.00018410006,0.00015796773,0.00007603913],"category_scores_gemma":[0.00029425276,0.00011397348,0.00006689297,0.000736053,0.0008425609,0.0002645771,0.00007676195,0.00025100025,0.0000040503014],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011459611,0.000019529305,0.11271399,0.0005462899,0.000018031817,0.0000010130816,0.8610924,0.00000577162,0.0024905147,0.015214786,0.0028529335,0.0050332625],"study_design_scores_gemma":[0.00019484492,0.00017120532,0.13207398,0.0031516117,0.000023816161,1.302056e-7,0.8424246,0.00074554345,0.0005810626,0.016001068,0.0043715555,0.00026058796],"about_ca_topic_score_codex":0.0073865606,"about_ca_topic_score_gemma":0.004968887,"teacher_disagreement_score":0.019359987,"about_ca_system_score_codex":0.0001646374,"about_ca_system_score_gemma":0.00032284448,"threshold_uncertainty_score":0.99922335},"labels":[],"label_agreement":null},{"id":"W4400786986","doi":"10.1186/s12912-024-02180-9","title":"Migration intentions among nursing students in a low-middle-income country","year":2024,"lang":"en","type":"article","venue":"BMC Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nursing research; Globe; Developing country; Low and middle income countries; Population; Cross-sectional study; Nursing; Sample (material); Descriptive statistics; Environmental health; Economic growth","score_opus":0.05263626761827952,"score_gpt":0.4612325897747354,"score_spread":0.4085963221564559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400786986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9734816,0.0022696056,0.0017003746,0.0007006414,0.005616728,0.0012901748,0.000015353573,0.0004546138,0.014470938],"genre_scores_gemma":[0.99539423,0.00006513714,0.0010143265,0.00009453277,0.0005094247,0.00013579194,0.000043558055,0.00005859624,0.0026844055],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99655825,0.0004878113,0.0008919113,0.00047544623,0.00066466344,0.0009218983],"domain_scores_gemma":[0.9988172,0.00037960173,0.0001384916,0.0003332498,0.000118412536,0.0002130617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084670086,0.00023467155,0.00031656912,0.00040388445,0.0006272871,0.00009724739,0.0002629265,0.0002963958,0.00018166965],"category_scores_gemma":[0.00017175106,0.00023774168,0.00008221193,0.0010378468,0.00015028553,0.00045417482,0.00004165739,0.0008969711,0.00034023897],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012958577,0.00051178894,0.9404008,0.002421197,0.000019226822,0.000043656186,0.038680475,0.00018052412,0.000068016234,0.009046613,0.0045721782,0.003925966],"study_design_scores_gemma":[0.0010128036,0.00008441717,0.7006303,0.2275622,0.000074993644,0.000009206127,0.044590168,0.017801424,0.000018376928,0.005771162,0.0020120882,0.0004328799],"about_ca_topic_score_codex":0.0008037725,"about_ca_topic_score_gemma":0.0051614842,"teacher_disagreement_score":0.2397705,"about_ca_system_score_codex":0.0024671974,"about_ca_system_score_gemma":0.00044355122,"threshold_uncertainty_score":0.9694824},"labels":[],"label_agreement":null},{"id":"W4400824294","doi":"10.3389/fpubh.2024.1401805","title":"Inspiring rural youth to consider healthcare careers through an interprofessional healthcare traveling roadshow","year":2024,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Northern British Columbia","funders":"","keywords":"Grassroots; Economic shortage; Health care; Rural area; Medical education; Nursing; Medicine; Public relations; Political science","score_opus":0.12384278558010237,"score_gpt":0.4566949501509069,"score_spread":0.3328521645708045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400824294","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32636365,0.02053307,0.014552196,0.5855282,0.03849532,0.00763304,0.0010252594,0.0021644344,0.0037048454],"genre_scores_gemma":[0.91338885,0.0011666113,0.01874297,0.06327728,0.0012961001,0.0005367853,0.0006171864,0.00018845739,0.0007857683],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98614895,0.0037483166,0.0028405814,0.0015332348,0.0012398068,0.0044891103],"domain_scores_gemma":[0.99451405,0.00039633008,0.0004127331,0.0011356052,0.0005412576,0.0030000054],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004963313,0.00077804807,0.0015119987,0.00096587307,0.0018769732,0.00014796876,0.0009093986,0.0008617241,0.0002183695],"category_scores_gemma":[0.00050886616,0.000750611,0.00019342362,0.0026130737,0.0001756882,0.0015847094,0.00041262756,0.003920073,0.00020701395],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00031810717,0.00019972463,0.32975936,0.005961758,0.000092153176,0.00009278903,0.3954213,0.000109216984,0.000003481244,0.027366359,0.13354029,0.10713548],"study_design_scores_gemma":[0.0015490439,0.0010435879,0.016569557,0.014746385,0.000016174952,0.000020804753,0.5475773,0.002834846,0.0000025048105,0.005320798,0.40913284,0.0011861242],"about_ca_topic_score_codex":0.031033859,"about_ca_topic_score_gemma":0.011356341,"teacher_disagreement_score":0.58702517,"about_ca_system_score_codex":0.007070158,"about_ca_system_score_gemma":0.013353604,"threshold_uncertainty_score":0.9994945},"labels":[],"label_agreement":null},{"id":"W4400887508","doi":"10.1155/2024/1980874","title":"Echoes of Home: Mapping Vulnerable Places for Cantonese‐Speaking Immigrants Seeking Family Doctors in the Greater Toronto Area","year":2024,"lang":"en","type":"article","venue":"Health & Social Care in the Community","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Children’s Health Research Institute; Lawson Health Research Institute; Western University","funders":"Chinese University of Hong Kong","keywords":"Immigration; Medicine; Gerontology; Psychology; Gender studies; Sociology; Geography","score_opus":0.12477062776594898,"score_gpt":0.4549542458211052,"score_spread":0.3301836180551562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400887508","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97045374,0.014995186,0.000035265202,0.005193477,0.0011351602,0.0030207674,0.00019401698,0.00010824332,0.004864148],"genre_scores_gemma":[0.9931534,0.0006598964,0.00010290044,0.0049024476,0.0003423903,0.0006493793,0.00009383869,0.0000418073,0.00005394079],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98483634,0.011979376,0.0012277388,0.00025161722,0.0004987623,0.0012061686],"domain_scores_gemma":[0.99270946,0.0059978734,0.000350454,0.0006501747,0.00020919516,0.00008285712],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012236037,0.00029911025,0.0006868858,0.00013724604,0.0045091067,0.000055170898,0.0011573904,0.00032000453,0.000035745164],"category_scores_gemma":[0.0003296094,0.00019760286,0.00014373769,0.00076005235,0.00013612882,0.00023622645,0.00022144847,0.0029783961,0.000005590308],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013972151,0.00006291777,0.042813074,0.005598848,0.00001679686,0.0000067176907,0.9373528,0.000015042781,0.000009169079,0.0011663744,0.004597081,0.0082215],"study_design_scores_gemma":[0.00061569555,0.00016145315,0.10414369,0.0036868632,0.000014000108,0.0000021317687,0.8661073,0.00013764389,0.0000015546539,0.0013993046,0.023541033,0.00018933116],"about_ca_topic_score_codex":0.44030628,"about_ca_topic_score_gemma":0.5876116,"teacher_disagreement_score":0.14730532,"about_ca_system_score_codex":0.0023250473,"about_ca_system_score_gemma":0.000928914,"threshold_uncertainty_score":0.99932176},"labels":[],"label_agreement":null},{"id":"W4400917340","doi":"10.13162/hro-ors.v11i3.5809","title":"Assessing the Impact of the 2012 National Student Loan Forgiveness on Rural Health Human Resources","year":2024,"lang":"en","type":"article","venue":"Health Reform Observer - Observatoire des Réformes de Santé","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Western University; Brock University; McMaster University","funders":"","keywords":"Forgiveness; Student loan; Loan; Business; Human health; Psychology; Environmental health; Finance; Medicine; Social psychology","score_opus":0.10466669036049116,"score_gpt":0.5164203886170764,"score_spread":0.41175369825658525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400917340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.969737,0.011662492,0.000032315755,0.009908371,0.0011720248,0.0027851253,0.00023654984,0.0003364197,0.0041297222],"genre_scores_gemma":[0.988743,0.0012502316,0.00022182571,0.0069002546,0.00080105924,0.00029614172,0.000108223976,0.00013562116,0.001543631],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9903715,0.002186071,0.002425367,0.0006315767,0.0017350732,0.0026503783],"domain_scores_gemma":[0.9953386,0.0010305821,0.0013020105,0.0011330732,0.0005203679,0.0006753555],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006225935,0.0006877899,0.0010671172,0.00020794445,0.0061717085,0.00019134552,0.0014439183,0.0003873638,0.0002478671],"category_scores_gemma":[0.00016445023,0.00035655446,0.0006539134,0.0015428175,0.0004896701,0.0012853924,0.00055159733,0.0020399883,0.000077616045],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00019820803,0.00045042954,0.87327784,0.007880514,0.00033982046,0.000010284114,0.040462367,0.00069550524,0.00004664844,0.014654491,0.028846808,0.033137076],"study_design_scores_gemma":[0.00072029734,0.00068330375,0.9418414,0.008776304,0.000020319083,0.00001979919,0.017659107,0.0007876155,0.00001286254,0.0034245087,0.025729606,0.0003248788],"about_ca_topic_score_codex":0.023119241,"about_ca_topic_score_gemma":0.007067422,"teacher_disagreement_score":0.06856355,"about_ca_system_score_codex":0.0150101995,"about_ca_system_score_gemma":0.0063184537,"threshold_uncertainty_score":0.99988866},"labels":[],"label_agreement":null},{"id":"W4400973995","doi":"10.21203/rs.3.rs-4606799/v1","title":"Internationally Educated Nurse Integration as a Strategy to Support Health Workforce Transformation: A Realist Evaluation Protocol","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University; Nova Scotia Health Authority","funders":"","keywords":"Nova scotia; Workforce; Context (archaeology); Nursing; Health care; Psychology; Medicine; Medical education; Public relations; Political science; Sociology; Geography","score_opus":0.27427678582345855,"score_gpt":0.6424005439283147,"score_spread":0.36812375810485615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400973995","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018109044,0.0003454031,0.00058872445,0.067088574,0.0025769102,0.5907084,0.0009709164,0.00090711855,0.31870496],"genre_scores_gemma":[0.3470438,0.00008416898,0.00058083073,0.0016811502,0.0015515585,0.62254506,0.00550463,0.00017185553,0.020836912],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9830752,0.005919899,0.0025987714,0.00142936,0.0048850793,0.002091711],"domain_scores_gemma":[0.9909437,0.0006677927,0.00059740007,0.0012688639,0.0052836854,0.0012385654],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01634332,0.000649714,0.0008384012,0.0020876715,0.0014263262,0.0003622647,0.001060606,0.0009068566,0.0050392286],"category_scores_gemma":[0.0015421474,0.0005943659,0.00023901621,0.0026078897,0.0001395037,0.00028077414,0.00074928004,0.007070782,0.0056830607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0017773297,0.00056956004,0.00037811973,0.020988721,0.0001193127,0.000029490031,0.069249004,0.0022510139,0.00002183545,0.0904081,0.41387808,0.40032944],"study_design_scores_gemma":[0.0038587318,0.0074900645,0.00421779,0.09757665,0.0000947113,0.000025644063,0.09357428,0.022243824,0.000069594804,0.14427395,0.62494725,0.0016274968],"about_ca_topic_score_codex":0.011199419,"about_ca_topic_score_gemma":0.009190521,"teacher_disagreement_score":0.39870194,"about_ca_system_score_codex":0.009565964,"about_ca_system_score_gemma":0.030472727,"threshold_uncertainty_score":0.9998737},"labels":[],"label_agreement":null},{"id":"W4401020302","doi":"10.1097/ncm.0000000000000750","title":"Advocacy into and Beyond Retirement","year":2024,"lang":"en","type":"article","venue":"Professional Case Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Credential; Certification; Commission; Accreditation; Vendor; Business; Case management; Certificate; Management; Political science; Computer science; Computer security; Medical education; Medicine; Process management; Marketing; Law; Finance","score_opus":0.036045990879206076,"score_gpt":0.45130884471082183,"score_spread":0.41526285383161576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401020302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5949279,0.014501021,0.0004740823,0.034078266,0.011510665,0.0057530054,0.000031397754,0.0011285518,0.33759508],"genre_scores_gemma":[0.90802413,0.00058463094,0.0039248876,0.0048977137,0.00044631472,0.0008683967,0.000043585096,0.000054805772,0.081155516],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99720466,0.0003779208,0.0006299376,0.00059801765,0.00049773493,0.00069175544],"domain_scores_gemma":[0.9988456,0.00033306546,0.00008558291,0.00035642326,0.00007941609,0.00029994093],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010761305,0.00025693898,0.00024416432,0.00020986117,0.0012745033,0.000031118165,0.0001424676,0.00015300816,0.0018917337],"category_scores_gemma":[0.000028568862,0.00020415116,0.00005336001,0.00036125103,0.00007815725,0.00016590896,0.0008236326,0.00063949317,0.0010847228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021562383,0.00017725759,0.0037051896,0.013281743,0.0001963089,0.01590917,0.017855834,0.000005453279,0.000027130172,0.32716697,0.40226832,0.21919101],"study_design_scores_gemma":[0.00066588545,0.000099785015,0.0012542773,0.0031395028,0.00009468193,0.000114267896,0.028141445,0.0009075969,0.000007876792,0.019917803,0.94532895,0.00032795194],"about_ca_topic_score_codex":0.00023262082,"about_ca_topic_score_gemma":0.00011273154,"teacher_disagreement_score":0.5430606,"about_ca_system_score_codex":0.0003869771,"about_ca_system_score_gemma":0.00015001128,"threshold_uncertainty_score":0.99969304},"labels":[],"label_agreement":null},{"id":"W4401045610","doi":"10.1002/hpm.3837","title":"The World Health Organisation Global Code of Practice and migration of health workers from Zimbabwe","year":2024,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Code of practice; Global health; Code (set theory); Business; Economic growth; Health care; Computer science; Engineering ethics; Economics; Engineering; Programming language","score_opus":0.04956173457648492,"score_gpt":0.4687688214387053,"score_spread":0.41920708686222036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401045610","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14892703,0.11527826,0.0074113887,0.72023594,0.0045106323,0.0015398591,0.00013733922,0.00005354071,0.0019060127],"genre_scores_gemma":[0.95932835,0.023802802,0.004094545,0.011746652,0.00037590813,0.000014226184,0.000031774078,0.000019483476,0.000586254],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99585736,0.0011137949,0.001755365,0.00016979617,0.00076390296,0.0003397939],"domain_scores_gemma":[0.9956033,0.0016290642,0.002215027,0.00015558899,0.00026508118,0.00013190134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0069847195,0.00013367344,0.00036654685,0.0001441342,0.0006401134,0.00004630123,0.00030946016,0.00003968926,0.00001544463],"category_scores_gemma":[0.0001420808,0.00008413077,0.000043559918,0.0002337822,0.00009086051,0.00018499076,0.00014427131,0.00041010152,0.000003444817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015895553,0.0001906442,0.06951105,0.0029317592,0.001345927,0.000030953765,0.0490315,0.0009954508,0.0000069234975,0.07336845,0.43600985,0.3649879],"study_design_scores_gemma":[0.0013143059,0.00063256297,0.11411233,0.012818765,0.00007209135,0.000040014616,0.07339419,0.0011211887,0.0000040673744,0.006575178,0.7897817,0.00013358558],"about_ca_topic_score_codex":0.005553163,"about_ca_topic_score_gemma":0.0016598498,"teacher_disagreement_score":0.8104013,"about_ca_system_score_codex":0.0006673996,"about_ca_system_score_gemma":0.0007905421,"threshold_uncertainty_score":0.83947587},"labels":[],"label_agreement":null},{"id":"W4401079165","doi":"10.1186/s12909-024-05737-z","title":"Factors associated with satisfaction of the australian rural resident medical officer cadetship program: results from a cross-sectional study","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Logistic regression; Officer; Attendance; Cross-sectional study; Workforce; Medicine; Mentorship; Graduation (instrument); Family medicine; Test (biology); Rural area; Medical education; Psychology","score_opus":0.12207835735099544,"score_gpt":0.5050022428411111,"score_spread":0.38292388549011563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401079165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887475,0.000118487165,0.00000974136,0.0031160018,0.0051694275,0.0020889987,0.00009030581,0.00023798112,0.00042159914],"genre_scores_gemma":[0.995477,0.00000919601,0.000033716777,0.00025408156,0.0008242147,0.00034005355,0.00030956318,0.000029162227,0.0027230002],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9934581,0.0015373401,0.0013004125,0.00043960504,0.0027680835,0.00049647514],"domain_scores_gemma":[0.99498916,0.0032943264,0.0004092447,0.0003919298,0.00034033429,0.0005750185],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023289782,0.00021778367,0.00030069947,0.00009539206,0.00052373944,0.000043017204,0.0003428291,0.00066256773,0.0033404944],"category_scores_gemma":[0.014911018,0.00012782357,0.00008958436,0.0006966452,0.0002505293,0.00014982093,0.00009268389,0.0014628054,0.000057693025],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001731397,0.00044122906,0.9774117,0.00014451798,0.00005915761,0.0000012969539,0.005729222,0.0000049448804,0.0000011468676,0.00014695132,0.014152187,0.0017345332],"study_design_scores_gemma":[0.0008658176,0.0001846022,0.9807559,0.0032735353,0.000050072496,9.938642e-7,0.013150585,0.0001693251,0.0000042365805,0.00012947991,0.0012959995,0.000119416996],"about_ca_topic_score_codex":0.030314224,"about_ca_topic_score_gemma":0.06913781,"teacher_disagreement_score":0.038823586,"about_ca_system_score_codex":0.00084097794,"about_ca_system_score_gemma":0.012366849,"threshold_uncertainty_score":0.9975706},"labels":[],"label_agreement":null},{"id":"W4401190564","doi":"10.12927/cjnl.2024.27359","title":"Inspiring Nurse Leaders: Optimizing the Working Lives of Nurses in Canada","year":2024,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Health Canada","funders":"","keywords":"Nursing; Psychology; Nurse Administrator; MEDLINE; Medicine; Political science","score_opus":0.274994009991706,"score_gpt":0.42846740631988767,"score_spread":0.1534733963281817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401190564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77376217,0.0490847,0.000138475,0.05307345,0.020513304,0.0023206996,0.000016636563,0.00051323033,0.10057735],"genre_scores_gemma":[0.9960692,0.000051566672,0.0004098622,0.0012393176,0.00046236985,0.000051094208,0.0000055945593,0.00006039704,0.001650598],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9964517,0.00059697265,0.00080206204,0.00041292695,0.00046712783,0.0012692369],"domain_scores_gemma":[0.99746823,0.001763748,0.00015538816,0.00040459321,0.000060905244,0.00014712247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071948324,0.00025588326,0.00039687174,0.00021136254,0.00044655614,0.000025757876,0.00041726758,0.00016241964,0.00014640708],"category_scores_gemma":[0.00020720556,0.00020594748,0.00007299548,0.00093490945,0.00032547658,0.00017490078,0.000021365633,0.0014888223,0.000045269644],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026802428,0.00012734784,0.17199732,0.0043944307,0.00008823373,0.00017517031,0.58719766,0.0042960774,0.00027766323,0.008546938,0.029359277,0.19327185],"study_design_scores_gemma":[0.00036146538,0.00004186481,0.007051393,0.046629082,0.00004161684,0.000008543518,0.93112415,0.0028377047,0.00014707919,0.00042656265,0.011047631,0.00028288073],"about_ca_topic_score_codex":0.40914717,"about_ca_topic_score_gemma":0.5503349,"teacher_disagreement_score":0.34392652,"about_ca_system_score_codex":0.002424491,"about_ca_system_score_gemma":0.0025585063,"threshold_uncertainty_score":0.83982944},"labels":[],"label_agreement":null},{"id":"W4401421470","doi":"10.1080/0142159x.2024.2388294","title":"Clash of generations: The fight for professionalism among South Korean medical trainees","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network","funders":"","keywords":"Medical education; Medicine; MEDLINE; Psychology; Family medicine; Political science; Law","score_opus":0.09159978094136909,"score_gpt":0.47745020716690145,"score_spread":0.38585042622553234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401421470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6435723,0.011781321,0.007649395,0.2671442,0.0097702835,0.008131404,0.000174962,0.001036374,0.050739776],"genre_scores_gemma":[0.92588574,0.00018401576,0.00040556313,0.00721239,0.0037531198,0.0023950487,0.00018069254,0.00008104663,0.05990236],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956103,0.00086836744,0.0009798381,0.00035202884,0.0015380732,0.00065139815],"domain_scores_gemma":[0.9975197,0.0013935652,0.00013076357,0.00035733866,0.00014303195,0.00045564663],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003963,0.0001965612,0.00036979694,0.000072512004,0.00057445734,0.000010666908,0.00052772876,0.00078160944,0.019033972],"category_scores_gemma":[0.0040376745,0.000106490166,0.00015955875,0.00030406794,0.0004015827,0.000074766416,0.00015148209,0.0015770579,0.00016613596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050290535,0.00016107642,0.014324349,0.0012726563,0.000106483196,0.000026358653,0.027197206,0.0000024634435,0.0000050293265,0.04538649,0.8879313,0.023536336],"study_design_scores_gemma":[0.0010322048,0.00009290803,0.0017209754,0.004847672,0.00007170594,0.000004956997,0.008618928,0.044152107,0.000010789875,0.0053614434,0.9338626,0.00022367224],"about_ca_topic_score_codex":0.00014961563,"about_ca_topic_score_gemma":0.00030990105,"teacher_disagreement_score":0.2823135,"about_ca_system_score_codex":0.00010355948,"about_ca_system_score_gemma":0.0015153784,"threshold_uncertainty_score":0.9818628},"labels":[],"label_agreement":null},{"id":"W4401442104","doi":"10.30770/2572-1852-110.2.38","title":"International Briefs","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.04709859108359785,"score_gpt":0.5026836949848492,"score_spread":0.45558510390125134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401442104","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37048578,0.006078221,0.050051805,0.42578518,0.047238834,0.00055472425,0.000009633743,0.00024344465,0.09955236],"genre_scores_gemma":[0.9866415,0.00076135894,0.00083009544,0.0016594093,0.005605223,0.0000030887159,0.0000073991564,0.0000149221,0.004476952],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971503,0.00018748923,0.0007947688,0.00008156173,0.00159405,0.0001918162],"domain_scores_gemma":[0.99863523,0.00052970106,0.000223048,0.0000747434,0.0002681704,0.0002691233],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024339135,0.000061412575,0.00015019819,0.00014621206,0.000098793265,0.000015536778,0.00023787732,0.00023677955,0.01025232],"category_scores_gemma":[0.0012317515,0.000044223932,0.000072816176,0.00018096321,0.00003652317,0.00021650104,0.000047523463,0.0007589615,0.00026369805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013645983,0.00005013181,0.006453669,0.00033202991,0.00008698339,0.00016947935,0.0022731759,0.000047086,0.00010388226,0.10476898,0.6375873,0.24799082],"study_design_scores_gemma":[0.00036750754,0.00004993477,0.012960797,0.002702545,0.000012873266,0.000060443486,0.00033116704,0.006557626,0.0000069020502,0.0077039017,0.96920437,0.000041939325],"about_ca_topic_score_codex":0.000026900283,"about_ca_topic_score_gemma":0.000010242835,"teacher_disagreement_score":0.6161558,"about_ca_system_score_codex":0.00027754885,"about_ca_system_score_gemma":0.000600015,"threshold_uncertainty_score":0.99065244},"labels":[],"label_agreement":null},{"id":"W4401460530","doi":"10.46747/cfp.700708519","title":"Bonne résidence et bon début de carrière en médecine de famille!","year":2024,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Humanities; Medicine; Philosophy","score_opus":0.0293119919411355,"score_gpt":0.3674891212718067,"score_spread":0.33817712933067123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401460530","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27052483,0.15712929,0.0003112262,0.16330925,0.01333559,0.0024196575,0.0025679413,0.0006344626,0.38976777],"genre_scores_gemma":[0.6239231,0.0042157834,0.0010547778,0.3244403,0.004602749,0.00017163808,0.00018308111,0.00028122228,0.04112733],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99152994,0.0018603336,0.0009326703,0.0010274984,0.00048064828,0.0041689337],"domain_scores_gemma":[0.9939027,0.0011985985,0.00015855703,0.00093884923,0.00022769126,0.0035736142],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016932549,0.0007298121,0.0008132064,0.0004927117,0.0009732582,0.00018057009,0.0007916357,0.0011618306,0.00015394721],"category_scores_gemma":[0.00021424024,0.0008577551,0.00027869735,0.0014856623,0.00029279685,0.0005070694,0.00015131313,0.0030061998,0.0045093102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003096199,0.000067964575,0.003797799,0.0024012355,0.0001284874,0.0014964693,0.0083896,0.00042910117,0.00050650747,0.12037079,0.7951987,0.06718241],"study_design_scores_gemma":[0.00051331427,0.00020139075,0.040212013,0.011172384,0.0001727465,0.000013015678,0.01816867,0.0046026153,0.000029899998,0.019199144,0.90488595,0.00082887296],"about_ca_topic_score_codex":0.5474853,"about_ca_topic_score_gemma":0.36807874,"teacher_disagreement_score":0.3533983,"about_ca_system_score_codex":0.008848201,"about_ca_system_score_gemma":0.016484363,"threshold_uncertainty_score":0.9993873},"labels":[],"label_agreement":null},{"id":"W4401543372","doi":"10.1186/s12960-024-00941-w","title":"Challenges affecting migrant healthcare workers while adjusting to new healthcare environments: a scoping review","year":2024,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Robert Koch Institut","keywords":"Health care; Health administration; Health services research; Social policy; Healthcare policy; Health informatics; Public health; Health policy; Nursing; Medicine; Business; Health care reform; Political science; Economic growth; Economics","score_opus":0.29811439412845364,"score_gpt":0.5385450896659478,"score_spread":0.2404306955374942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401543372","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007299172,0.92507076,0.0000483915,0.031186441,0.0019221054,0.039932065,0.0003636523,0.000867626,0.00060167623],"genre_scores_gemma":[0.0000043160894,0.96556824,0.001605992,0.015961766,0.0040624067,0.0061966646,0.00058869185,0.0007830845,0.005228834],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9794328,0.004442363,0.006499614,0.00323915,0.0013227023,0.005063337],"domain_scores_gemma":[0.98769087,0.002408019,0.0038226459,0.0022691262,0.00016118008,0.0036481374],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0068933885,0.002077228,0.008360523,0.0009480324,0.0045676804,0.00008363568,0.00147389,0.0014277984,0.0001953882],"category_scores_gemma":[0.000689255,0.0018175136,0.0014399193,0.0015909709,0.00009866357,0.00015850048,0.0009668791,0.004438733,0.0013798835],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015253078,0.000024382358,0.000007833794,0.5168975,0.00007195506,0.000008487143,0.006713163,7.2892806e-7,7.106524e-9,0.00013968426,0.046514813,0.42960617],"study_design_scores_gemma":[0.0002334941,0.0005113144,0.0000037660811,0.49202812,0.00036136556,0.000013753702,0.0022434564,6.1837454e-7,4.4165853e-9,0.000045400895,0.5039534,0.00060531014],"about_ca_topic_score_codex":0.007726481,"about_ca_topic_score_gemma":0.023275271,"teacher_disagreement_score":0.4574386,"about_ca_system_score_codex":0.0052347663,"about_ca_system_score_gemma":0.00560521,"threshold_uncertainty_score":0.9998686},"labels":[],"label_agreement":null},{"id":"W4401688058","doi":"10.1186/s12909-024-05837-w","title":"Predictors for success and failure in international medical graduates: a systematic review of observational studies","year":2024,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Observational study; Medical education; Medicine; Systematic review; MEDLINE; Psychology; Political science; Pathology","score_opus":0.2409980578644658,"score_gpt":0.5874800018551679,"score_spread":0.3464819439907021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401688058","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00002086406,0.98195386,0.00003799188,0.006562515,0.004226649,0.006939497,0.0000887236,0.000049737104,0.000120136276],"genre_scores_gemma":[0.000008677196,0.985713,0.00054933206,0.0019577495,0.0008743234,0.0089492025,0.0010332724,0.000045441535,0.00086900324],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99231887,0.0014162535,0.0036475481,0.0005216786,0.0017092435,0.00038640987],"domain_scores_gemma":[0.990028,0.007288237,0.001217235,0.00033339023,0.00069715676,0.00043594258],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005640651,0.0003814586,0.0030128805,0.00032911642,0.00010977664,0.000008809011,0.0006288457,0.000778271,0.00051683804],"category_scores_gemma":[0.06758981,0.00025386058,0.0002614022,0.00062499713,0.00016924326,0.000103908824,0.00024074307,0.00097546255,0.000047262238],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034894479,0.00008431156,0.00042773652,0.92793655,0.00014866238,0.0000010936981,0.00044100708,9.89828e-9,3.0401176e-10,0.0049188933,0.05746322,0.00857505],"study_design_scores_gemma":[0.00014518606,0.000019954465,0.0000127275625,0.7440167,0.00091124966,0.0000093562385,0.0009505875,0.00004294007,1.4034713e-9,0.00037815043,0.2533899,0.00012325977],"about_ca_topic_score_codex":0.00006890462,"about_ca_topic_score_gemma":0.00090108544,"teacher_disagreement_score":0.19592668,"about_ca_system_score_codex":0.0006784632,"about_ca_system_score_gemma":0.019288905,"threshold_uncertainty_score":0.99999136},"labels":[],"label_agreement":null},{"id":"W4401690571","doi":"10.4103/cjrm.cjrm_9_24","title":"Curling rings and birthing wings: Bridging the gap in rural obstetrics","year":2024,"lang":"en","type":"editorial","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Bridging (networking); Curling; Obstetrics; Medicine; Engineering; Computer science; Mechanical engineering","score_opus":0.030320382821743843,"score_gpt":0.38326851422123365,"score_spread":0.35294813139948983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401690571","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040513422,0.08985544,0.0000069141606,0.01969384,0.8480967,0.00053827994,0.000040659397,0.000025161035,0.0012295691],"genre_scores_gemma":[0.12640259,0.005745474,0.00005098528,0.0016391077,0.86352,0.000012963015,0.00003484232,0.00012474891,0.0024692565],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99500686,0.00046220756,0.001961388,0.00021070702,0.0010000634,0.0013587651],"domain_scores_gemma":[0.9910017,0.0054423385,0.0011236976,0.00029786842,0.0007031506,0.0014312102],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0037631304,0.0004428966,0.0011487398,0.0013385874,0.00081676187,0.000060537153,0.0006735792,0.0008680494,0.00017348741],"category_scores_gemma":[0.014395911,0.00028759352,0.00010312617,0.0010300956,0.00034032157,0.00022587157,0.000087956425,0.00808055,0.00003408657],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002229378,0.0000015414198,0.005015361,0.0010162464,0.000036970632,0.0005915699,0.01577756,0.00001038144,0.0000021400258,0.0001407048,0.9715783,0.0058069485],"study_design_scores_gemma":[0.0010756179,0.0001927771,0.0003868318,0.05791831,0.00013450571,0.00007001146,0.042602554,0.00009282951,2.0699511e-7,0.00079125987,0.8964924,0.0002426565],"about_ca_topic_score_codex":0.1046217,"about_ca_topic_score_gemma":0.0648809,"teacher_disagreement_score":0.08588916,"about_ca_system_score_codex":0.0022296088,"about_ca_system_score_gemma":0.005612697,"threshold_uncertainty_score":0.9999576},"labels":[],"label_agreement":null},{"id":"W4401694688","doi":"10.31488/heph.185","title":"Assessing the Correlation Between Migrant Influx and Healthcare Accessibility in Canada","year":2024,"lang":"en","type":"article","venue":"Health Education and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Correlation; Business; Demographic economics; Geography; Political science; Economics; Law","score_opus":0.13706570511454622,"score_gpt":0.5171488258917393,"score_spread":0.3800831207771931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401694688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55374086,0.027618997,0.00011609278,0.4140485,0.0020407385,0.0018727373,0.00004156015,0.00009386167,0.0004266716],"genre_scores_gemma":[0.950956,0.002533943,0.00022490161,0.045079537,0.00048305714,0.0002588842,0.00018085273,0.00003102156,0.00025179857],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9926458,0.0031389566,0.0016884367,0.0006493958,0.00045087136,0.001426558],"domain_scores_gemma":[0.9956556,0.0018856184,0.00047939605,0.00041910002,0.0002018872,0.0013584202],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0060712765,0.00025465465,0.00054203114,0.0002670758,0.0020192706,0.00017698827,0.00015119197,0.00017547586,0.000096695745],"category_scores_gemma":[0.0004270921,0.00019637903,0.000023381264,0.00094102864,0.00008426329,0.000674412,0.00009475398,0.0015136813,0.000014471441],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000025352101,0.000025273355,0.6809086,0.0032903354,0.000003873877,4.8953655e-7,0.0150559265,5.628391e-7,3.3573038e-8,0.0025453563,0.015430211,0.2827368],"study_design_scores_gemma":[0.00015521233,0.000038519393,0.67264366,0.0012720333,0.0000019055366,0.0000054409848,0.032679453,0.0005447064,1.8087102e-8,0.0005397618,0.29201487,0.00010439361],"about_ca_topic_score_codex":0.9679878,"about_ca_topic_score_gemma":0.9464764,"teacher_disagreement_score":0.39721516,"about_ca_system_score_codex":0.0054180445,"about_ca_system_score_gemma":0.10270208,"threshold_uncertainty_score":0.99928},"labels":[],"label_agreement":null},{"id":"W4401864679","doi":"10.1016/j.ajpe.2024.101278","title":"A Call to Action: Impact of Pharmacy Education on Rural Practice","year":2024,"lang":"en","type":"article","venue":"American Journal of Pharmaceutical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Call to action; Pharmacy; Action (physics); Pharmacy practice; Medical education; Medicine; Public relations; Business; Family medicine; Marketing; Political science","score_opus":0.0885383562944166,"score_gpt":0.6279933443539736,"score_spread":0.5394549880595569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401864679","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9487359,0.0017869789,0.00028345792,0.032974046,0.0069776154,0.00072546396,0.000012727657,0.000049431295,0.008454369],"genre_scores_gemma":[0.9865723,0.0006364368,0.0019335394,0.0077727214,0.0022046003,0.000047610618,0.000007963926,0.000035170116,0.00078962767],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.996919,0.00086847716,0.0010335768,0.00019275115,0.000531701,0.00045453385],"domain_scores_gemma":[0.99579906,0.0013089826,0.0007088036,0.0002019244,0.0011815734,0.0007996471],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010753884,0.00020116821,0.00039147705,0.0004461707,0.0001647821,0.000024538787,0.0002373874,0.00005284547,0.0009385157],"category_scores_gemma":[0.0009975596,0.00016071941,0.00019839445,0.0011603924,0.00010854198,0.0005085324,0.000033537417,0.0011650771,0.00037444328],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020936509,0.0011563544,0.0050534173,0.00033655667,0.00015593396,0.000004965912,0.0059293155,0.00014363925,0.0022053916,0.0015638468,0.1262655,0.85509145],"study_design_scores_gemma":[0.00077825197,0.002751818,0.008447083,0.0031040937,0.00041455394,0.00027028113,0.039491914,0.00049911096,0.0007284761,0.00028798933,0.9429071,0.00031931218],"about_ca_topic_score_codex":0.0014786554,"about_ca_topic_score_gemma":0.0000056280587,"teacher_disagreement_score":0.8547721,"about_ca_system_score_codex":0.0015441054,"about_ca_system_score_gemma":0.008721826,"threshold_uncertainty_score":0.9999748},"labels":[],"label_agreement":null},{"id":"W4401897756","doi":"10.7202/1112118ar","title":"Diplômés internationaux en médecine : incertitude et complexité de la reconnaissance des compétences professionnelles au Québec (Canada)","year":2024,"lang":"fr","type":"article","venue":"Alterstice Revue internationale de la recherche interculturelle","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Political science; Humanities; Philosophy","score_opus":0.18822655492588405,"score_gpt":0.47533275369148176,"score_spread":0.28710619876559773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401897756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3579155,0.15165739,0.031142429,0.31575948,0.011727944,0.0020660667,0.0006955462,0.00062982773,0.12840584],"genre_scores_gemma":[0.84370404,0.018862328,0.045083996,0.0049264524,0.002468252,0.00034720427,0.00015929816,0.00016136274,0.08428709],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9801601,0.015446938,0.0015105997,0.0009683959,0.0006801659,0.0012337712],"domain_scores_gemma":[0.94410676,0.053715833,0.00047498185,0.00048193426,0.00062843564,0.00059203384],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.009123482,0.0007025705,0.0007305507,0.0002527106,0.0007041018,0.00028905823,0.0014874589,0.0013483543,0.001996698],"category_scores_gemma":[0.013651379,0.00067071675,0.00028119003,0.00061223295,0.0010507883,0.0005953661,0.0006165962,0.005871794,0.0003472144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0006950301,0.0012471479,0.039365105,0.012020194,0.0016277537,0.0011376841,0.17311957,0.004225149,0.0015852723,0.24560788,0.32722452,0.19214469],"study_design_scores_gemma":[0.0010239241,0.00019347481,0.014939844,0.046355665,0.00025607875,0.0008529637,0.025706789,0.03761267,0.00034203948,0.062309638,0.8095379,0.0008690208],"about_ca_topic_score_codex":0.7771596,"about_ca_topic_score_gemma":0.89776075,"teacher_disagreement_score":0.48578852,"about_ca_system_score_codex":0.02084361,"about_ca_system_score_gemma":0.010280602,"threshold_uncertainty_score":0.9999481},"labels":[],"label_agreement":null},{"id":"W4401954901","doi":"10.1177/08404704241263334","title":"From margins to mainstream: Incorporating internationally educated health professionals’ skills into primary care","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"College of Family Physicians of Canada; University of Ottawa; Immigration, Refugees and Citizenship Canada","keywords":"Workforce; Mainstream; Health care; Public relations; Primary care; Primary health care; Business; Nursing; Political science; Medicine; Family medicine","score_opus":0.018589843455064113,"score_gpt":0.41026027308714536,"score_spread":0.39167042963208126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401954901","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13553803,0.017968506,0.0030494581,0.7354352,0.022934912,0.017241009,0.0013315307,0.003403201,0.06309815],"genre_scores_gemma":[0.8007407,0.00065433915,0.027895788,0.13922144,0.0016013985,0.0023678401,0.0055540716,0.0002482796,0.021716148],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99272877,0.00093710155,0.001863568,0.001372785,0.0011765437,0.0019212173],"domain_scores_gemma":[0.9966684,0.00044521052,0.0004565625,0.00091380853,0.00044478255,0.0010712134],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001074142,0.0005834702,0.0007548875,0.0007641367,0.0018389635,0.000093473114,0.0007537914,0.00044304656,0.0004772573],"category_scores_gemma":[0.000058831,0.0005521792,0.00015738278,0.0013833332,0.000056575565,0.00033772728,0.001280347,0.0016951103,0.0024570737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016544064,0.0002904111,0.034091447,0.019912517,0.00021536865,0.00015567358,0.041984804,0.000028480858,0.000007818168,0.084750384,0.49538025,0.32301742],"study_design_scores_gemma":[0.0009428581,0.00039638949,0.029920813,0.028693942,0.000037156442,0.0000027925169,0.14654274,0.0002081005,0.0000050874232,0.013480307,0.77901596,0.00075382675],"about_ca_topic_score_codex":0.016155088,"about_ca_topic_score_gemma":0.009968607,"teacher_disagreement_score":0.6652027,"about_ca_system_score_codex":0.0066252006,"about_ca_system_score_gemma":0.0023749317,"threshold_uncertainty_score":0.999693},"labels":[],"label_agreement":null},{"id":"W4401968658","doi":"10.1111/ajr.13167","title":"International declaration on rural mental health research: 10 guiding principles and standards","year":2024,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; Mental Health Commission of Canada","funders":"","keywords":"Mental health; Public relations; Rural health; Economic growth; Declaration; Government (linguistics); Context (archaeology); Political science; Equity (law); Rural area; Medicine; Geography","score_opus":0.28211881719456533,"score_gpt":0.5575277851645462,"score_spread":0.2754089679699808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401968658","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008249751,0.0057330094,0.000008530621,0.13061927,0.84769505,0.0020058544,0.0028028963,0.00010245641,0.0027831735],"genre_scores_gemma":[0.016250607,0.042209227,0.0010464967,0.0014889356,0.88494825,0.000058925303,0.0012449407,0.00025641598,0.052496206],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9836763,0.003284555,0.0038082362,0.00045959122,0.0066585485,0.0021127814],"domain_scores_gemma":[0.989503,0.001719746,0.0029396522,0.0004386247,0.0037709859,0.0016279438],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02331282,0.0006233426,0.0014801496,0.0011418347,0.0021063685,0.00019717556,0.0008610716,0.0010708461,0.0011218642],"category_scores_gemma":[0.0027870366,0.00052070426,0.00025062353,0.0005541697,0.00025911682,0.00047145417,0.00033803846,0.0065545766,0.00023056002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0009812458,0.0000612218,0.00015146566,0.0019402835,0.00011748866,0.000029954172,0.0053287772,0.000008359934,0.000002862573,0.00091613084,0.9828546,0.00760762],"study_design_scores_gemma":[0.001429564,0.0033201193,0.00013747136,0.027136732,0.000018193701,0.00004136349,0.017203785,0.000012449384,0.0000028360605,0.0004934323,0.949916,0.00028805144],"about_ca_topic_score_codex":0.0016090258,"about_ca_topic_score_gemma":0.0007988174,"teacher_disagreement_score":0.12913033,"about_ca_system_score_codex":0.013902939,"about_ca_system_score_gemma":0.016533908,"threshold_uncertainty_score":0.99979126},"labels":[],"label_agreement":null},{"id":"W4402121345","doi":"10.1186/s12913-024-11194-7","title":"Building a learning health care community in rural and remote areas: a systematic review","year":2024,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Mitacs","keywords":"Health informatics; Health care; Nursing; Health administration; Medicine; Stakeholder engagement; Community health; Nursing research; Health services research; HRHIS; Rural health; Public health; Health policy; Community engagement; Accountability; Stakeholder; Health information technology; Public relations; Medical education; Rural area; Political science","score_opus":0.181108187327612,"score_gpt":0.60106336876483,"score_spread":0.419955181437218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402121345","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004427689,0.9689134,0.0000065345694,0.00057034957,0.00037951628,0.0289775,0.00010856965,0.00036112452,0.0006387574],"genre_scores_gemma":[0.00003280186,0.99185234,0.00090976787,0.003066931,0.00031054523,0.0023825455,0.0004516074,0.00028606408,0.000707394],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.90870714,0.07824976,0.0059253955,0.0010939155,0.0018880428,0.0041357595],"domain_scores_gemma":[0.9853955,0.007748357,0.0021900283,0.0021438277,0.0007965477,0.0017257701],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.040493034,0.0011029193,0.009121105,0.0017374847,0.0048754797,0.00013806713,0.0018807913,0.0010277935,0.000058230642],"category_scores_gemma":[0.0010265369,0.000856969,0.0004180326,0.0048359237,0.00015770625,0.00021194525,0.0025310637,0.019169837,0.00094691716],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000014698142,0.000024683852,0.0000323532,0.8465069,0.00003725797,0.000012600147,0.014416319,3.6959327e-7,1.1411315e-9,0.0001552749,0.00023623084,0.13856333],"study_design_scores_gemma":[0.0001824424,0.00028834975,0.0000148067475,0.6656153,0.00013547968,0.00002792798,0.04170079,0.000111435176,5.0952986e-10,0.00006145556,0.2915574,0.00030456219],"about_ca_topic_score_codex":0.07549717,"about_ca_topic_score_gemma":0.046293467,"teacher_disagreement_score":0.2913212,"about_ca_system_score_codex":0.008975665,"about_ca_system_score_gemma":0.013800767,"threshold_uncertainty_score":0.99983096},"labels":[],"label_agreement":null},{"id":"W4402143373","doi":"10.1111/medu.15523","title":"‘Transitions’: A new pilot programme to support the transitions of new internationally educated clinical fellows","year":2024,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Princess Margaret Cancer Centre; Michener Institute; University of Toronto; University Health Network","funders":"","keywords":"Medical education; Psychology; Medicine","score_opus":0.10811076736127341,"score_gpt":0.5328280219276679,"score_spread":0.4247172545663945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402143373","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14788744,0.0011226349,0.010656622,0.80539745,0.014698992,0.0034821562,0.000041072544,0.00042709007,0.016286567],"genre_scores_gemma":[0.89462924,0.00023840016,0.0049488624,0.05233499,0.0057066325,0.00059270946,0.00057851657,0.00006576268,0.040904906],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964122,0.0004815704,0.0013606438,0.0003941418,0.000809767,0.0005416817],"domain_scores_gemma":[0.9974501,0.0006880371,0.00012745417,0.00037456967,0.00032113865,0.0010386594],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001874999,0.00017579351,0.00029995892,0.00017363229,0.00028989444,0.000027031792,0.00044106785,0.00024922792,0.008205291],"category_scores_gemma":[0.0017886574,0.00012918357,0.00013929607,0.0009133368,0.0001359201,0.00012743947,0.000044496133,0.0010104656,0.0015003454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073561256,0.00060514896,0.0009194934,0.00019907772,0.00004067424,0.0000021638,0.010939673,0.000002147156,0.00001181874,0.014995722,0.7853212,0.18688937],"study_design_scores_gemma":[0.00051827566,0.00061671843,0.0066283913,0.0020943524,0.00008859476,0.000014467419,0.0046250336,0.00025056367,0.0000043881732,0.0053869374,0.97962123,0.00015103286],"about_ca_topic_score_codex":0.003559767,"about_ca_topic_score_gemma":0.0023103687,"teacher_disagreement_score":0.7530624,"about_ca_system_score_codex":0.00025657707,"about_ca_system_score_gemma":0.027359415,"threshold_uncertainty_score":0.9992771},"labels":[],"label_agreement":null},{"id":"W4402151053","doi":"10.32920/ihtp.v4i2.2144","title":"Internationally educated nurses’ workplace acculturation and strategies for integration: Application of the Fourfold Model of Acculturation Theory (FMAT)","year":2024,"lang":"en","type":"article","venue":"International Health Trends and Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Acculturation; Mental health; Psychosocial; Sociocultural evolution; Sociology; Psychology; Public relations; Social psychology; Political science; Ethnic group; Psychotherapist","score_opus":0.0572845139142262,"score_gpt":0.4580061331338235,"score_spread":0.4007216192195973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402151053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49868724,0.016959973,0.14984554,0.2889012,0.0057212003,0.005181314,0.0017226399,0.00036871486,0.03261218],"genre_scores_gemma":[0.99273866,0.00060141407,0.0014925236,0.00023241274,0.00025606796,0.00026919888,0.0001273773,0.000015829011,0.0042665014],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835145,0.00018938261,0.0006577193,0.0003273919,0.0002816371,0.00019239736],"domain_scores_gemma":[0.99817884,0.0005168787,0.00042491383,0.00014149064,0.000670923,0.00006693352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058709545,0.00016245269,0.00022798966,0.00018391624,0.0003482476,0.000045897872,0.00018252783,0.00012463875,0.000048314327],"category_scores_gemma":[0.00012368184,0.00011071135,0.00007164903,0.00026777716,0.00015091886,0.00046813107,0.00005330756,0.00025508105,0.0000013287497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023279937,0.00006439146,0.00094336946,0.00034082035,0.00006473628,4.2819764e-8,0.043217767,0.0003061435,0.0007647172,0.86182976,0.0019798237,0.09025563],"study_design_scores_gemma":[0.0020648525,0.00053159805,0.13496117,0.004441825,0.00012802533,0.000015664127,0.19710116,0.4294375,0.0003784332,0.21433549,0.016054496,0.00054980436],"about_ca_topic_score_codex":0.00033832193,"about_ca_topic_score_gemma":0.00073938014,"teacher_disagreement_score":0.64749426,"about_ca_system_score_codex":0.00029545423,"about_ca_system_score_gemma":0.0004684303,"threshold_uncertainty_score":0.45146778},"labels":[],"label_agreement":null},{"id":"W4402169167","doi":"10.1007/s00403-024-03308-2","title":"Accessibility to skin-related specialists for patients living in rural communities: a cross-sectional analysis","year":2024,"lang":"en","type":"letter","venue":"Archives of Dermatological Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Western Hospital; University of Ottawa; Memorial University of Newfoundland; McMaster University; University of Toronto; University of Waterloo","funders":"","keywords":"Cross-sectional study; Medicine; Gerontology; Dermatology; Environmental health; Pathology","score_opus":0.15757151331730254,"score_gpt":0.5422709024090926,"score_spread":0.38469938909179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402169167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94079065,0.000278426,0.000031499912,0.042106695,0.00051718607,0.0040565873,0.0007636038,0.000100792866,0.011354552],"genre_scores_gemma":[0.96462655,0.00013781585,0.00041600474,0.027601898,0.00053996523,0.0013367387,0.0017319303,0.00006226189,0.003546806],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9876915,0.0055701565,0.002395198,0.0006709728,0.0014898499,0.0021823307],"domain_scores_gemma":[0.96694785,0.030754318,0.0003660558,0.00095308875,0.0006709245,0.00030775764],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0026026259,0.0004203698,0.001418003,0.002236969,0.001022112,0.00009935391,0.0017900236,0.0014331654,0.0011799372],"category_scores_gemma":[0.0042018844,0.00034352313,0.00059611374,0.0025097255,0.00093372026,0.00012179869,0.0021345792,0.006860152,0.00024094032],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002716783,0.00019648341,0.90401465,0.0026282317,0.00022597602,0.000030727304,0.006017285,0.000025129128,4.6661452e-7,0.0003902145,0.085753694,0.00044548797],"study_design_scores_gemma":[0.00047627778,0.00019157212,0.92942697,0.0022086876,0.000045414934,0.000001273871,0.0012977413,0.0006833346,8.7926065e-7,0.011113641,0.054272935,0.0002812993],"about_ca_topic_score_codex":0.0020719187,"about_ca_topic_score_gemma":0.0018010306,"teacher_disagreement_score":0.031480756,"about_ca_system_score_codex":0.0005126063,"about_ca_system_score_gemma":0.00056693266,"threshold_uncertainty_score":0.99990165},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W4402237103","doi":"10.1007/978-3-031-56806-0_17","title":"Online Learning for Clinicians and Researchers Who Work with Cancer-Affected First Nations People","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Online learning; Medical education; Psychology; Medicine; Computer science; Multimedia; Engineering; Mechanical engineering","score_opus":0.11631514194690294,"score_gpt":0.48227822849587654,"score_spread":0.3659630865489736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402237103","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026803387,0.008785132,0.00014685425,0.026502483,0.0011559059,0.0075460267,0.00069023296,0.00090502616,0.951588],"genre_scores_gemma":[0.0050743716,0.009263791,0.0009852771,0.00061804784,0.00091823505,0.0006946855,0.00050894474,0.00022943509,0.9817072],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969993,0.00010992099,0.00076292973,0.00074614084,0.00044468738,0.00093697954],"domain_scores_gemma":[0.99385804,0.0044738394,0.0003297781,0.00034883342,0.00059762434,0.0003918776],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006498617,0.0004347981,0.0007771734,0.00037578325,0.0020535192,0.000035531415,0.00021522735,0.0008941175,0.0021184466],"category_scores_gemma":[0.00052445824,0.00034537754,0.000104598796,0.00032234067,0.00014267785,0.00006884152,0.00021271278,0.0027973368,0.00022949994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015256203,0.00016904902,0.029977646,0.026655925,0.001136086,0.00005175657,0.018118875,0.0006490622,5.362776e-7,0.43891323,0.46545658,0.017345669],"study_design_scores_gemma":[0.0007412957,0.00042401874,0.001483242,0.01840841,0.00016305967,9.951003e-7,0.0025089926,0.00040042284,9.230611e-8,0.0019036517,0.9735771,0.00038873326],"about_ca_topic_score_codex":0.0025221168,"about_ca_topic_score_gemma":0.3632045,"teacher_disagreement_score":0.50812054,"about_ca_system_score_codex":0.00061884214,"about_ca_system_score_gemma":0.0008909745,"threshold_uncertainty_score":0.9998998},"labels":[],"label_agreement":null},{"id":"W4402369069","doi":"10.1016/j.wombi.2024.101745","title":"AMGP: Providing Continuity of Care for Western Australia’s Most Disadvantaged Women and Families, While Meeting their Complex Obstetric Care Needs","year":2024,"lang":"en","type":"article","venue":"Women and Birth","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Disadvantaged; Continuity of care; Medicine; Nursing; Economic growth; Health care; Economics","score_opus":0.050771341999745576,"score_gpt":0.3778566661659633,"score_spread":0.3270853241662177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402369069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9882482,0.0064180023,0.000007642385,0.00012560462,0.0004561265,0.0018313495,0.0009387574,0.0001686095,0.0018056633],"genre_scores_gemma":[0.99462956,0.0005466597,0.0001453026,0.00020338067,0.00016633832,0.000407852,0.00010111803,0.000043977037,0.0037558358],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9976111,0.00019688124,0.000601117,0.00039650206,0.00019789409,0.0009964796],"domain_scores_gemma":[0.9983064,0.00077462,0.00017717066,0.00022999084,0.00019201543,0.0003198372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040725598,0.00028291423,0.0006164675,0.00023095938,0.00064440985,0.000052269443,0.0001516439,0.0001804139,0.00006910739],"category_scores_gemma":[0.000103648264,0.00022243428,0.000041962674,0.0005694607,0.00011970324,0.00015460911,0.00020382264,0.00035743415,0.000008148275],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021553044,0.00002357756,0.36497363,0.020365482,0.00004985904,0.000005562884,0.5947352,0.0000029648024,0.0006177566,0.00051635085,0.00067491573,0.017819168],"study_design_scores_gemma":[0.0011456382,0.0004732793,0.016426139,0.0013962172,0.000014463784,0.0000019943282,0.7053318,0.000069431764,0.000060639606,0.00015627513,0.27465692,0.00026719182],"about_ca_topic_score_codex":0.00056475017,"about_ca_topic_score_gemma":0.00073263573,"teacher_disagreement_score":0.3485475,"about_ca_system_score_codex":0.0005843878,"about_ca_system_score_gemma":0.00017974242,"threshold_uncertainty_score":0.9070606},"labels":[],"label_agreement":null},{"id":"W4402396828","doi":"10.24908/iqurcp18025","title":"Barriers to Healthcare Access for Black Communities in Kingston and London, Ontario","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Health care; Library science; Political science; Computer science","score_opus":0.24593401437683962,"score_gpt":0.5203338639411812,"score_spread":0.2743998495643416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402396828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8094679,0.000701381,0.00028321144,0.17728087,0.0006929503,0.005891913,0.00004553944,0.0003488271,0.0052874065],"genre_scores_gemma":[0.9878128,0.0019216549,0.00047040937,0.0019366543,0.00029772092,0.0018915235,0.000035936857,0.000089701025,0.0055435756],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99413687,0.00048197774,0.0010093612,0.00087400724,0.00100291,0.002494863],"domain_scores_gemma":[0.99399567,0.0018722066,0.000120666366,0.00034136008,0.0022175375,0.0014525398],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005470309,0.0004090204,0.0006547936,0.001235902,0.0015930647,0.00063941453,0.0010322861,0.00044933803,0.00022358121],"category_scores_gemma":[0.0011588366,0.0003918081,0.00006626494,0.001548975,0.0008229569,0.0010872262,0.0011213019,0.003106179,0.00012880674],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081537483,0.000039819533,0.2775431,0.010344825,0.00005488353,0.000023350378,0.28299928,0.0000063231923,0.00007379931,0.34644225,0.075175785,0.006481233],"study_design_scores_gemma":[0.0015189644,0.0012094321,0.009035803,0.019099507,0.000022906268,0.000007513316,0.20246093,0.002471846,0.000097191594,0.24184996,0.52135324,0.0008727145],"about_ca_topic_score_codex":0.22682337,"about_ca_topic_score_gemma":0.23661782,"teacher_disagreement_score":0.44617745,"about_ca_system_score_codex":0.0026828067,"about_ca_system_score_gemma":0.0050864127,"threshold_uncertainty_score":0.9998534},"labels":[],"label_agreement":null},{"id":"W4402405750","doi":"10.23889/ijpds.v9i5.2733","title":"How is ‘shortage’ defined? Exploring Nursing Workforce Data across Canada 2015-2022: An Ecological Study","year":2024,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workforce; Economic shortage; Business; Nursing; Ecology; Environmental resource management; Medicine; Environmental science; Economics; Economic growth; Biology; Government (linguistics)","score_opus":0.4165481501794222,"score_gpt":0.5862129608619435,"score_spread":0.16966481068252132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402405750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94645923,0.0006550985,0.0033380142,0.015542837,0.028624581,0.0011947183,0.003845349,0.00013777419,0.00020241759],"genre_scores_gemma":[0.9918692,0.00011716993,0.002547821,0.000781339,0.0020055524,0.000045882807,0.0016915102,0.000027452157,0.0009140754],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99494725,0.00019347288,0.00086839445,0.0010521672,0.002020292,0.0009184009],"domain_scores_gemma":[0.9966508,0.0004911944,0.0003470779,0.0013177064,0.00073401094,0.00045922116],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003990116,0.00021754135,0.00024648843,0.0001642552,0.002568183,0.001015687,0.0052312952,0.0000848599,0.00015846494],"category_scores_gemma":[0.0016015471,0.00018369385,0.000031499738,0.00068145385,0.00013101721,0.008715963,0.0013550383,0.00078849564,0.000015826883],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033371625,0.0007384569,0.48467252,0.00011055096,0.0001534259,0.00034115347,0.010007125,0.0009195205,0.00008608652,0.012385161,0.20714954,0.28310272],"study_design_scores_gemma":[0.0011418186,0.0003134803,0.2625233,0.0018653529,0.00007448208,0.0001507052,0.04761273,0.1557001,0.0000089925015,0.0021888798,0.527754,0.0006661561],"about_ca_topic_score_codex":0.05524253,"about_ca_topic_score_gemma":0.27530825,"teacher_disagreement_score":0.32060444,"about_ca_system_score_codex":0.0017394791,"about_ca_system_score_gemma":0.0017360516,"threshold_uncertainty_score":0.99873036},"labels":[],"label_agreement":null},{"id":"W4402423770","doi":"10.24908/iqurcp17998","title":"Rural clinical placements in clinical education: impact on rural practice interest in Canada: a scoping review. ","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Environmental planning; Clinical Practice; Medical education; Medicine; Nursing; Geography","score_opus":0.34578435699532517,"score_gpt":0.6248339797181631,"score_spread":0.27904962272283795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402423770","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79228765,0.008944314,0.00001185543,0.17149411,0.0045633228,0.008032529,0.000019819921,0.0001733422,0.014473072],"genre_scores_gemma":[0.9310354,0.061701447,0.00011819617,0.004081111,0.00095942605,0.0009071968,0.000040020936,0.000066068926,0.0010911576],"study_design_codex":"observational","study_design_gemma":"systematic_review","domain_scores_codex":[0.9881536,0.0030238472,0.0039002711,0.0010615402,0.0015232941,0.0023374837],"domain_scores_gemma":[0.9877977,0.007867567,0.00057705835,0.0005133862,0.002198116,0.0010461902],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.019097803,0.00049262756,0.0012454168,0.0007072474,0.00040377115,0.00019216645,0.0009633072,0.00044179286,0.0003311965],"category_scores_gemma":[0.013049529,0.00041188742,0.00016925418,0.002328748,0.00045496394,0.0011485786,0.00062778825,0.007235298,0.00068927824],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0016559911,0.00074261066,0.5695663,0.018939676,0.00010841586,0.00018070888,0.0029451775,0.0000020801294,0.0000041406583,0.03456333,0.31943038,0.05186117],"study_design_scores_gemma":[0.002350666,0.0017605133,0.061449517,0.8278087,0.00004898166,0.000033267876,0.0707139,0.0011744213,0.000004216869,0.01158434,0.022115937,0.00095558254],"about_ca_topic_score_codex":0.5963865,"about_ca_topic_score_gemma":0.45607138,"teacher_disagreement_score":0.808869,"about_ca_system_score_codex":0.0069626244,"about_ca_system_score_gemma":0.057800844,"threshold_uncertainty_score":0.9998333},"labels":[],"label_agreement":null},{"id":"W4402463965","doi":"10.1186/s41077-024-00310-6","title":"Reclaiming identities: exploring the influence of simulation on refugee doctors’ workforce integration","year":2024,"lang":"en","type":"article","venue":"Advances in Simulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Scottish Government","keywords":"Workforce; Health care; Refugee; Conceptual model; Sociology; Medical education; Public relations; Medicine; Computer science; Political science","score_opus":0.09963531644672925,"score_gpt":0.49284924529199836,"score_spread":0.3932139288452691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402463965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860055,0.0017615955,0.0067998692,0.0001498558,0.0015243915,0.000879236,0.0000054039806,0.00016225739,0.0027119035],"genre_scores_gemma":[0.99790466,0.00077027944,0.0002396732,0.0001720549,0.0002663119,0.00015295034,0.00002063445,0.000026388758,0.00044706013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997634,0.00036394128,0.0009298275,0.0003093915,0.0004084327,0.00035441114],"domain_scores_gemma":[0.99466956,0.004531414,0.00025386902,0.00032407345,0.00017923125,0.00004187928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087037595,0.00017007695,0.0002155566,0.00023733999,0.00040626436,0.00002297214,0.0001708125,0.00011763344,0.00004852752],"category_scores_gemma":[0.00087326544,0.00012877797,0.00004879064,0.0008973047,0.000063533415,0.0018532192,0.00004725978,0.0005516869,0.000073243194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008333347,0.000009309023,0.0056338054,0.00024799944,0.0000027218507,0.0000012377878,0.005432506,0.9270933,0.000035850644,0.01286586,0.000008032081,0.048586026],"study_design_scores_gemma":[0.0004877015,0.00017631485,0.02666376,0.014675745,0.000024486955,3.2226353e-7,0.0054786643,0.8446468,0.00016106236,0.03005716,0.07731669,0.00031127917],"about_ca_topic_score_codex":0.000067065994,"about_ca_topic_score_gemma":0.00019598652,"teacher_disagreement_score":0.0824465,"about_ca_system_score_codex":0.00046377553,"about_ca_system_score_gemma":0.000065224456,"threshold_uncertainty_score":0.5251413},"labels":[],"label_agreement":null},{"id":"W4402485108","doi":"10.9734/jsrr/2024/v30i92415","title":"Levels of Engagement of South Asian Participants in Health Research: Effectiveness of Community-Based Research (CBR) Framework","year":2024,"lang":"en","type":"article","venue":"Journal of Scientific Research and Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Access Alliance Multicultural Health and Community Services; University of Toronto; York University","funders":"University of Toronto","keywords":"CINAHL; Community-based participatory research; Rigour; PsycINFO; Participatory action research; Community engagement; Inclusion (mineral); Medical education; Community health; Psychology; Public relations; MEDLINE; Political science; Sociology; Medicine; Public health; Nursing; Social psychology","score_opus":0.7151714312414339,"score_gpt":0.6405701538990677,"score_spread":0.07460127734236621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402485108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904368,0.003665084,0.00007009946,0.0018910505,0.001060029,0.001697389,0.000042584827,0.000008829415,0.0011281258],"genre_scores_gemma":[0.99852836,0.00017633715,0.00058307336,0.000011970508,0.00008908112,0.00004182795,0.000005189569,0.000025761685,0.0005384006],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9435506,0.04369528,0.003814318,0.0004679234,0.0062000556,0.0022718457],"domain_scores_gemma":[0.97386056,0.017300652,0.00094495463,0.0010304573,0.006079056,0.000784312],"candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.3592282,0.00015471702,0.0009342082,0.0038604038,0.0019652704,0.0000825023,0.0006281607,0.00028321962,0.00015704664],"category_scores_gemma":[0.014711239,0.00011589436,0.000121666584,0.0057867095,0.0030029614,0.00022550771,0.00063822424,0.008473349,0.0000062614076],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0049501765,0.005661207,0.4769774,0.14878334,0.0004269759,0.0026327765,0.24871626,0.00058139366,0.03967524,0.013121637,0.030450653,0.028022915],"study_design_scores_gemma":[0.0024764305,0.010277196,0.3835985,0.19082114,0.000026936754,0.00006914331,0.20435148,0.00028162354,0.030822972,0.15316816,0.023729684,0.00037674102],"about_ca_topic_score_codex":0.0014882924,"about_ca_topic_score_gemma":0.00020416251,"teacher_disagreement_score":0.34451696,"about_ca_system_score_codex":0.0006987404,"about_ca_system_score_gemma":0.007494244,"threshold_uncertainty_score":0.9997103},"labels":[],"label_agreement":null},{"id":"W4402512785","doi":"10.46747/cfp.7009597","title":"Action still needed on health disparities affecting rural and remote communities","year":2024,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Action (physics); Data science; Computer science; World Wide Web; Medicine","score_opus":0.07135445064507576,"score_gpt":0.39656080825361606,"score_spread":0.32520635760854033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402512785","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84973955,0.006466527,0.00002694468,0.015859349,0.003296219,0.0012598656,0.00025976848,0.0005093909,0.12258241],"genre_scores_gemma":[0.85380346,0.0006529101,0.00007436311,0.1435084,0.0006325545,0.000022334143,0.00010590656,0.000059312235,0.001140775],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975651,0.0005404496,0.0003600696,0.00021802755,0.00018872366,0.0011276428],"domain_scores_gemma":[0.9981996,0.00059415674,0.0000915197,0.00034241527,0.000063149484,0.0007091488],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00039342846,0.00025388677,0.00035547768,0.00029194838,0.001713405,0.00007894216,0.00015216481,0.00016046828,0.000008966469],"category_scores_gemma":[0.00001892186,0.0002560755,0.000053193224,0.00035863888,0.00011472997,0.0002108244,0.000044542267,0.0010659894,0.00024607594],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006420449,0.0000204719,0.00063404813,0.0029651688,0.00007382856,0.000027725211,0.021701636,0.00005873116,0.00005794632,0.019461691,0.22461718,0.73031735],"study_design_scores_gemma":[0.00044948494,0.00037111802,0.0144601595,0.011212246,0.000026874775,0.0000016270153,0.37012103,0.004005528,0.000010366945,0.0046720398,0.5941243,0.00054518966],"about_ca_topic_score_codex":0.71415955,"about_ca_topic_score_gemma":0.46159792,"teacher_disagreement_score":0.7297722,"about_ca_system_score_codex":0.0014980094,"about_ca_system_score_gemma":0.0010710468,"threshold_uncertainty_score":0.99998915},"labels":[],"label_agreement":null},{"id":"W4402557112","doi":"10.1016/j.ijnurstu.2024.104915","title":"Is the PhD in nursing advancing or in retreat?","year":2024,"lang":"en","type":"editorial","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Queen's University; Ulster University; Queen's University Belfast","keywords":"Nursing; Psychology; Medicine","score_opus":0.10251381921538935,"score_gpt":0.5787938803913966,"score_spread":0.4762800611760072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402557112","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030382741,0.041561224,0.000009378713,0.034555044,0.91523874,0.00039545432,0.00006020135,0.000026155261,0.005115543],"genre_scores_gemma":[0.02435012,0.025091933,0.00066144194,0.00089948875,0.94151765,0.000043001055,0.000019427833,0.00011947259,0.007297465],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943755,0.0005921037,0.002154124,0.00034944806,0.001809373,0.0007194374],"domain_scores_gemma":[0.99043125,0.0057390006,0.0012814827,0.00021918444,0.0022387712,0.00009028525],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022861802,0.00038071498,0.0009716701,0.0008782971,0.00027861932,0.000050073326,0.0008895529,0.0005514789,0.00008183176],"category_scores_gemma":[0.005747646,0.00023802563,0.00021765356,0.0006291488,0.00024640022,0.00024729848,0.00012569358,0.004337037,0.000053624088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007416309,0.0001226679,0.0007593855,0.00018868825,0.0002712576,0.0004463249,0.044696815,0.000037585938,0.0000012865215,0.00014167809,0.9337925,0.01880018],"study_design_scores_gemma":[0.0014244734,0.00021597331,0.0005842864,0.2173026,0.00016413248,0.000045845747,0.058678694,0.000046645673,0.0000029090008,0.013490714,0.70778525,0.00025846096],"about_ca_topic_score_codex":0.00017092489,"about_ca_topic_score_gemma":0.00082328124,"teacher_disagreement_score":0.22600724,"about_ca_system_score_codex":0.008742714,"about_ca_system_score_gemma":0.0016156351,"threshold_uncertainty_score":0.99796},"labels":[],"label_agreement":null},{"id":"W4402574076","doi":"10.1016/j.jcjo.2024.08.019","title":"Resident Perspectives","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.06187989603449917,"score_gpt":0.44677615263983084,"score_spread":0.38489625660533167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402574076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6796177,0.028711375,0.000015189478,0.0061274455,0.004944116,0.0001875967,0.00001584824,0.000013887239,0.2803668],"genre_scores_gemma":[0.9711308,0.00003645572,0.00022663394,0.00011591836,0.00088457135,0.0000053372046,0.0000011644721,0.000023154089,0.027576007],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806523,0.00040654137,0.0005772164,0.0001533639,0.00012802742,0.00066961744],"domain_scores_gemma":[0.99809575,0.00039963642,0.00014532954,0.00015999959,0.0003374906,0.0008617743],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007722189,0.0001125573,0.00027755962,0.0004483379,0.00036730396,0.000017534507,0.00026180496,0.00021159748,0.027204363],"category_scores_gemma":[0.0003974296,0.00009593263,0.000095039315,0.0002939517,0.00013626562,0.0001279056,0.000016506438,0.00092406326,0.00064276176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009750534,0.000017176213,0.15081732,0.00055301975,0.00020448715,0.20017824,0.058279406,0.000047969195,0.000034861958,0.1106077,0.47828534,0.00087698724],"study_design_scores_gemma":[0.0006194176,0.0009596351,0.06093606,0.0027754162,0.000076051314,0.14069067,0.07800622,0.00004165363,0.000013382575,0.022370614,0.6931399,0.00037095902],"about_ca_topic_score_codex":0.013107162,"about_ca_topic_score_gemma":0.0015970554,"teacher_disagreement_score":0.29151303,"about_ca_system_score_codex":0.00085977116,"about_ca_system_score_gemma":0.005518329,"threshold_uncertainty_score":0.99346465},"labels":[],"label_agreement":null},{"id":"W4402619786","doi":"10.1111/nin.12674","title":"It's all about relationships: Developing nurse‐led primary health care in rural communities","year":2024,"lang":"en","type":"article","venue":"Nursing Inquiry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"University of Sydney","keywords":"Primary health care; Primary care; Nursing; Psychology; Medicine; Family medicine; Environmental health","score_opus":0.13457549799338367,"score_gpt":0.4839172705048114,"score_spread":0.34934177251142773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402619786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67902976,0.07987478,0.0010125655,0.11019628,0.020408118,0.0034904557,0.00006453828,0.001958609,0.10396487],"genre_scores_gemma":[0.97440666,0.000921391,0.0044564907,0.017070273,0.00097301684,0.00021626722,0.00065832486,0.000114489434,0.0011830744],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9946244,0.002137633,0.0012185086,0.00027561645,0.00041421165,0.0013296517],"domain_scores_gemma":[0.9975645,0.0012832147,0.00020151775,0.0005386852,0.000164813,0.00024728262],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014554543,0.000325098,0.0005546988,0.00045051533,0.0015895615,0.000060386086,0.00035686538,0.00043467805,0.00013495101],"category_scores_gemma":[0.00010502663,0.00033280294,0.000079453166,0.00075696385,0.00030681342,0.00040078093,0.00006955294,0.0024006024,0.0004248373],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097656775,0.000043516622,0.018813182,0.0023675682,0.000018580757,0.00001254152,0.8153568,0.000047735444,0.0000026141759,0.014016961,0.12109053,0.02813233],"study_design_scores_gemma":[0.00064006395,0.000108523695,0.045022763,0.04223905,0.000019110577,0.00001035735,0.7141324,0.0002305859,0.0000015329855,0.00144448,0.19578062,0.0003705066],"about_ca_topic_score_codex":0.0015887452,"about_ca_topic_score_gemma":0.0030146095,"teacher_disagreement_score":0.2953769,"about_ca_system_score_codex":0.0065332986,"about_ca_system_score_gemma":0.0023866377,"threshold_uncertainty_score":0.9999124},"labels":[],"label_agreement":null},{"id":"W4402761118","doi":"10.1097/01.jaa.0000000000000133","title":"International medical graduates and PAs","year":2024,"lang":"en","type":"article","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Licensure; Political science; Workforce; Variety (cybernetics); State (computer science); Legislature; Population; Professional association; Public relations; Medicine; Medical education; Professional development; Public administration; Law","score_opus":0.058920621387215946,"score_gpt":0.4742237712135255,"score_spread":0.41530314982630956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402761118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46663672,0.0050005675,0.00014546805,0.17361248,0.0093513895,0.0004972399,0.000031288288,0.0006246624,0.3441002],"genre_scores_gemma":[0.9778355,0.00112556,0.00038561574,0.005243171,0.0013277885,0.000054085624,0.000022903138,0.00001844993,0.013986969],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989049,0.00009503944,0.00024381635,0.00017658726,0.00031485024,0.00026479652],"domain_scores_gemma":[0.9992107,0.00044098689,0.000022932201,0.00009174489,0.00004127031,0.00019232862],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00042168662,0.00007048934,0.00010003783,0.00005248749,0.00016291912,0.000014167898,0.00011621995,0.00013859634,0.004293376],"category_scores_gemma":[0.00024325344,0.000054482938,0.000020020852,0.000099582656,0.000048108315,0.000071225375,0.00011538339,0.0004175425,0.0012343839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033618457,0.000032450625,0.06385773,0.00066159177,0.000052611293,0.00015806078,0.0045940927,5.3142645e-7,0.000025159581,0.15554751,0.6377934,0.13724324],"study_design_scores_gemma":[0.00014831626,0.000017011456,0.0047366456,0.00071504514,0.0000046620044,0.0000067680567,0.00055738207,0.0018030808,0.0000034714994,0.003832687,0.98811793,0.000057007226],"about_ca_topic_score_codex":0.00019932812,"about_ca_topic_score_gemma":0.00009879533,"teacher_disagreement_score":0.51119876,"about_ca_system_score_codex":0.0000708501,"about_ca_system_score_gemma":0.0001385447,"threshold_uncertainty_score":0.99954325},"labels":[],"label_agreement":null},{"id":"W4402923758","doi":"10.1007/s44250-024-00153-y","title":"Attractions and barriers to rural practice: impact of an interprofessional rural immersion experience, in British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"Discover Health Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Northern British Columbia","funders":"","keywords":"Immersion (mathematics); Rural area; Psychology; Geography; Medical education; Medicine","score_opus":0.02231246229121534,"score_gpt":0.44255320475642557,"score_spread":0.4202407424652102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402923758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858501,0.004130907,0.000021541991,0.0017059981,0.004825063,0.002228654,0.0007612204,0.000058895108,0.00041761732],"genre_scores_gemma":[0.99610174,0.0002363454,0.000048157046,0.0013327244,0.00024909325,0.00035395467,0.00012424761,0.00004302134,0.0015107128],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99527365,0.0011975999,0.0014003967,0.00042672217,0.00062725565,0.0010743482],"domain_scores_gemma":[0.99702084,0.00065665145,0.00036579918,0.0003430379,0.00015750497,0.0014561674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011576274,0.00020132467,0.0006306124,0.00013914087,0.0008690245,0.00013984623,0.00020660867,0.00019572463,0.00042118048],"category_scores_gemma":[0.0002964503,0.00024114878,0.000064124535,0.00070896134,0.00007002686,0.0009845366,0.00012711438,0.0008106884,0.000017309485],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002233717,0.00007978137,0.8911374,0.0025737814,0.000042930555,0.00009698577,0.020663394,0.00025751832,0.000032300763,0.00014680308,0.08253283,0.002212869],"study_design_scores_gemma":[0.00067571853,0.00051268394,0.40317,0.01557997,0.000011736947,0.00010916909,0.5562293,0.0018461571,3.763949e-7,0.000015369851,0.021516664,0.00033288315],"about_ca_topic_score_codex":0.9981276,"about_ca_topic_score_gemma":0.9872852,"teacher_disagreement_score":0.5355659,"about_ca_system_score_codex":0.0032708573,"about_ca_system_score_gemma":0.014086327,"threshold_uncertainty_score":0.9915029},"labels":[],"label_agreement":null},{"id":"W4402929106","doi":"10.1016/j.orcp.2024.09.124","title":"Access to allied health and specialist obesity services are barriers to obesity care in rural and regional populations in Australia","year":2024,"lang":"en","type":"article","venue":"Obesity Research & Clinical Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Obesity; Medicine; Health care; Environmental health; Business; Geography; Nursing; Economic growth; Internal medicine; Economics","score_opus":0.40362031037453666,"score_gpt":0.6532437393886452,"score_spread":0.24962342901410856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402929106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.911765,0.0019602568,0.000008961391,0.079837605,0.00058887963,0.003498037,0.00010199799,0.00009544733,0.002143815],"genre_scores_gemma":[0.98336476,0.0021001599,0.0015311942,0.010705023,0.0007412186,0.00017748366,0.0000743365,0.000041025014,0.0012647795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9858252,0.00840777,0.0016719883,0.0011783857,0.0012450366,0.0016716645],"domain_scores_gemma":[0.9855548,0.00949761,0.000259606,0.00065055134,0.00075349497,0.0032839326],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014758629,0.00031230506,0.0008245601,0.00056637195,0.0015471674,0.00035027167,0.0006820882,0.00053352816,0.00028896763],"category_scores_gemma":[0.017338928,0.00031237197,0.00006970436,0.0020852508,0.00024597507,0.0014379143,0.0014389652,0.004130469,0.0004128595],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091695617,0.0002397403,0.953715,0.0017937763,0.000014229867,0.00012979955,0.010746735,0.000013078155,9.073336e-7,0.0026303125,0.027334893,0.0024645554],"study_design_scores_gemma":[0.00059586973,0.0003453807,0.79944515,0.0031824063,0.00001125155,0.0000049707696,0.052443642,0.00013227419,3.1052153e-7,0.0014762947,0.14212337,0.00023906065],"about_ca_topic_score_codex":0.088044286,"about_ca_topic_score_gemma":0.25826323,"teacher_disagreement_score":0.17021893,"about_ca_system_score_codex":0.0013843197,"about_ca_system_score_gemma":0.0018647268,"threshold_uncertainty_score":0.9999328},"labels":[],"label_agreement":null},{"id":"W4402948792","doi":"10.29011/2688-6472.000077","title":"Promoting Inpatient Mobility in a Canadian Healthcare Setting: Impacts, Outcomes and Lessons Learned from the Implementation of a Multidisciplinary Early Mobility Program","year":2024,"lang":"en","type":"article","venue":"Journal of Hospital and Healthcare Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Health care; Nursing; Business; Psychology; Medicine; Political science; Economic growth; Economics","score_opus":0.0596390024703238,"score_gpt":0.4787538689206645,"score_spread":0.41911486645034074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402948792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85106564,0.002669273,0.0000014791516,0.14352423,0.00040136042,0.002054016,0.00025286214,0.000023013365,0.000008122814],"genre_scores_gemma":[0.9985059,0.0005819812,0.00035933388,0.0002390028,0.0001374005,0.00010021946,0.000053811204,0.000017078493,0.000005255934],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963802,0.00071646116,0.0016145187,0.0003216975,0.00035894022,0.00060818385],"domain_scores_gemma":[0.99753946,0.00058539154,0.00071159634,0.00019397991,0.0004008945,0.00056867383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022474064,0.00020016416,0.00044614228,0.00013764294,0.000522389,0.00005336318,0.000119051365,0.00020968365,0.000015300058],"category_scores_gemma":[0.00023783882,0.00013992979,0.0000743717,0.00029407497,0.00009908172,0.00037191674,0.00006572968,0.00095426786,0.0000010167419],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009129455,0.0001409096,0.8956521,0.0012561369,0.00002082159,0.000019315248,0.050733175,3.1134707e-7,0.0000076063216,0.0005063992,0.000053210435,0.051518727],"study_design_scores_gemma":[0.0005165822,0.0036653525,0.9516703,0.0015497126,0.000022511078,0.000005262094,0.039328847,0.00016431966,0.000014714922,0.0026613215,0.00029454468,0.000106555344],"about_ca_topic_score_codex":0.39670062,"about_ca_topic_score_gemma":0.665351,"teacher_disagreement_score":0.26865035,"about_ca_system_score_codex":0.000653414,"about_ca_system_score_gemma":0.0037520546,"threshold_uncertainty_score":0.6655984},"labels":[],"label_agreement":null},{"id":"W4402992559","doi":"10.2196/59927","title":"Barriers and Facilitators of International Health Care Students’ Well-Being in Higher Education: Protocol for a Systematic Integrative Review","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Preprint; Protocol (science); Health care; Medical education; Peer review; Psychology; Medicine; Alternative medicine; Computer science; Political science; World Wide Web","score_opus":0.27226947330071755,"score_gpt":0.6923943990845101,"score_spread":0.4201249257837925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402992559","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000044368495,0.0005482347,0.0000060090138,0.00818162,0.00006594902,0.9838168,0.00003732703,0.0000646749,0.007235005],"genre_scores_gemma":[0.0007258585,0.000024401199,0.00025220893,0.0007710987,0.00014346266,0.9911658,0.000015779597,0.00003558592,0.006865809],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9931828,0.002874673,0.0015036188,0.00053553423,0.0011316388,0.00077175675],"domain_scores_gemma":[0.99664897,0.0012219537,0.00026852108,0.00041160276,0.0010699244,0.00037903088],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0051280386,0.00022895608,0.0007063657,0.00045698465,0.00038562334,0.000060427323,0.0005938415,0.0001591884,0.0009904957],"category_scores_gemma":[0.00080205314,0.00016717504,0.00008253797,0.0008633488,0.00014801725,0.00024354304,0.00029690054,0.001045908,0.00006705351],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028627962,0.00010285509,0.018667955,0.85253143,0.00002947942,0.000002722635,0.0139995,2.0950272e-7,0.0000019310844,0.01737813,0.09580706,0.0011924221],"study_design_scores_gemma":[0.00075908884,0.00047845865,0.00056447566,0.55106705,0.0000013804502,6.3087975e-7,0.009265135,0.000009863617,0.000003397711,0.00080345327,0.4369603,0.0000867603],"about_ca_topic_score_codex":0.0001732434,"about_ca_topic_score_gemma":0.0001158722,"teacher_disagreement_score":0.34115326,"about_ca_system_score_codex":0.0016307776,"about_ca_system_score_gemma":0.0036452324,"threshold_uncertainty_score":0.99992275},"labels":[],"label_agreement":null},{"id":"W4403094349","doi":"10.1371/journal.pone.0307795","title":"Experiences of internationally educated nurses working with older adults: A scoping review protocol","year":2024,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Sinai Health System; Toronto Rehabilitation Institute; University of Toronto; Toronto Metropolitan University; University Health Network","funders":"","keywords":"Protocol (science); Gerontology; Medicine; MEDLINE; Nursing; Alternative medicine; Political science","score_opus":0.19253407747365844,"score_gpt":0.5203932551905684,"score_spread":0.32785917771691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403094349","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000025056019,0.73730856,6.6526457e-7,0.000105742445,0.00026595584,0.2596375,0.000011347236,0.00014482884,0.0025003639],"genre_scores_gemma":[0.0000019643478,0.57811064,0.00055719895,0.00018678879,0.00027298235,0.4194084,0.000046486275,0.00006683178,0.0013487015],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99485016,0.000671962,0.0022351989,0.00068834773,0.00091125123,0.0006431004],"domain_scores_gemma":[0.99653006,0.0005380799,0.0016683071,0.0005679825,0.00050912774,0.0001864763],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00054073345,0.00054171524,0.0028689408,0.00024647982,0.00021646805,0.000019053416,0.0006331306,0.00034085877,0.0014368762],"category_scores_gemma":[0.00036588806,0.0003543634,0.000199098,0.0010702938,0.00011332591,0.00010286586,0.0002071359,0.0011422413,0.0004506018],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002531361,0.0004235489,0.000026201044,0.92413527,0.00025820735,0.000006907263,0.00687019,6.270613e-9,1.813014e-8,0.00006993699,0.0015969446,0.06658743],"study_design_scores_gemma":[0.00018524361,0.0001008345,4.51549e-7,0.84680974,0.0009552445,0.0000026165496,0.0029410885,9.744774e-7,5.872182e-7,0.000004688075,0.14872952,0.0002690249],"about_ca_topic_score_codex":0.00007038079,"about_ca_topic_score_gemma":0.000082122715,"teacher_disagreement_score":0.15977092,"about_ca_system_score_codex":0.00037193997,"about_ca_system_score_gemma":0.0034755599,"threshold_uncertainty_score":0.99989086},"labels":[],"label_agreement":null},{"id":"W4403161355","doi":"10.5694/mja2.52449","title":"Australia's Remote Vocational Training Scheme: training and supporting general practitioners in rural, remote and First Nations communities","year":2024,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Department of Health and Aged Care, Australian Government","keywords":"Training (meteorology); Vocational education; Scheme (mathematics); Medical education; Rural area; Rural health; Medicine; Geography; Psychology; Pedagogy; Mathematics","score_opus":0.1717271705929641,"score_gpt":0.49489888899815965,"score_spread":0.32317171840519554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403161355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94737655,0.0005604191,0.00022375531,0.04997395,0.00086459366,0.0002692784,0.000012729507,0.000032487435,0.0006862189],"genre_scores_gemma":[0.9908691,0.001131257,0.004883726,0.0004780838,0.00085374096,0.000003457862,0.000017868355,0.000020265757,0.0017424813],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99661195,0.0006337951,0.0012810667,0.00012508043,0.000750885,0.00059723074],"domain_scores_gemma":[0.9963262,0.0025049138,0.0004505474,0.00014004712,0.00017022593,0.0004080613],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0047261263,0.00018267159,0.00037630298,0.00028131352,0.0009275155,0.000062005965,0.00027104418,0.00025556705,0.001089874],"category_scores_gemma":[0.0014887028,0.00013149064,0.000060602935,0.00040890725,0.00042344985,0.00036910395,0.000090061876,0.0022933097,0.000017604636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063450646,0.00020942863,0.03912979,0.0053780028,0.00084956223,0.00195477,0.62286985,0.00051080075,0.0004500232,0.089614555,0.069818266,0.16858044],"study_design_scores_gemma":[0.0050023682,0.0007492667,0.1250168,0.052562904,0.0003449818,0.0058267876,0.5787789,0.032071497,0.00002366159,0.026698612,0.1718855,0.0010386846],"about_ca_topic_score_codex":0.0026616806,"about_ca_topic_score_gemma":0.003983559,"teacher_disagreement_score":0.16754176,"about_ca_system_score_codex":0.0001874262,"about_ca_system_score_gemma":0.0006668314,"threshold_uncertainty_score":0.9998233},"labels":[],"label_agreement":null},{"id":"W4403165145","doi":"10.14710/nmjn.v14i2.56517","title":"Migration Intentions, Practice Environment, and Satisfaction among Nigerian Nurses: A Case Study","year":2024,"lang":"en","type":"article","venue":"Nurse Media Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Nursing practice; Nursing; Social psychology; Medicine","score_opus":0.05114731605856851,"score_gpt":0.4563143535097824,"score_spread":0.40516703745121385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403165145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803551,0.004674131,0.00062479,0.0043155057,0.008253542,0.00086068705,0.000005839836,0.00005603626,0.0008543927],"genre_scores_gemma":[0.9968043,0.0005131542,0.0013650858,0.000119107746,0.0009683399,0.000022087337,0.0000029897724,0.000036198453,0.00016874837],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.996558,0.0011476905,0.0010416784,0.0002437022,0.0006138296,0.00039506576],"domain_scores_gemma":[0.99746597,0.0011789543,0.00060872274,0.00018273614,0.00022539591,0.00033821235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016524205,0.00019264413,0.00033345056,0.00035069376,0.0006110032,0.00007334849,0.00007415558,0.00017132435,0.00017735054],"category_scores_gemma":[0.0007833513,0.00016643922,0.000070416856,0.00026352316,0.00014523852,0.0011548597,0.000012289109,0.0011489076,0.000040246356],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037313468,0.0007169019,0.30322,0.00020641848,0.00017816559,0.0064608506,0.33997142,0.000023846682,0.00018678833,0.00027444912,0.015096679,0.33329132],"study_design_scores_gemma":[0.0011121769,0.0007108778,0.066745855,0.005644801,0.0006129313,0.0072165816,0.9039643,0.0006327388,0.000006849232,0.00040173583,0.012758311,0.00019286058],"about_ca_topic_score_codex":0.0010029569,"about_ca_topic_score_gemma":0.0011138336,"teacher_disagreement_score":0.56399286,"about_ca_system_score_codex":0.0008567531,"about_ca_system_score_gemma":0.00023087753,"threshold_uncertainty_score":0.67871946},"labels":[],"label_agreement":null},{"id":"W4403226107","doi":"10.1177/23821205241285599","title":"Exploring the Factors That Impact Recruitment and Retention of Pediatricians in Irish Community Hospitals Through the Attitudes of Trainees and Physicians-in-Practice","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Education and Curricular Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"","keywords":"Irish; Family medicine; Medicine; Medical education; Psychology; Nursing","score_opus":0.2077316947703748,"score_gpt":0.49935106623193104,"score_spread":0.29161937146155625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403226107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.978529,0.012366109,0.000030667296,0.007981104,0.0005770337,0.00040962122,0.0000012623852,0.0000032590267,0.000101944315],"genre_scores_gemma":[0.98230886,0.017007401,0.00029778908,0.00027280187,0.000060391216,0.000034484812,0.0000025036552,0.0000056767203,0.000010111735],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977342,0.00078421924,0.0006920799,0.00007930289,0.00054666324,0.00016356593],"domain_scores_gemma":[0.998282,0.0010474907,0.00037044438,0.00008694117,0.00012361137,0.000089502006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031385738,0.00009825644,0.00024998494,0.000092628085,0.00019382582,0.000014434212,0.00013106212,0.0000686227,0.000021702917],"category_scores_gemma":[0.00078368705,0.00005111059,0.000036000325,0.0002820171,0.000086159685,0.00029242926,0.00006279562,0.00078822876,2.692813e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035666184,0.00057076104,0.65799123,0.00095653057,0.00009878377,0.0000051666198,0.23944741,0.000004530587,0.000008498497,0.0004074207,0.00200166,0.098472334],"study_design_scores_gemma":[0.0002286841,0.000076270495,0.8102061,0.0037644384,0.000035181176,0.000011379962,0.18008608,0.000011747785,0.0000143000625,0.00014971958,0.0053684553,0.00004761993],"about_ca_topic_score_codex":0.001112894,"about_ca_topic_score_gemma":0.00018381425,"teacher_disagreement_score":0.1522149,"about_ca_system_score_codex":0.00016863644,"about_ca_system_score_gemma":0.0008028131,"threshold_uncertainty_score":0.34245056},"labels":[],"label_agreement":null},{"id":"W4403282514","doi":"10.1186/s12909-024-06136-0","title":"A place to call our home: innovative rural physical therapy training in Canada","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Training (meteorology); Medical education; Medicine; Psychology; Geography","score_opus":0.05445007627485169,"score_gpt":0.4748934369217467,"score_spread":0.42044336064689497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403282514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96066815,0.000573137,0.00010003422,0.030911913,0.0044816127,0.00085255166,0.000008665405,0.00007754516,0.0023263805],"genre_scores_gemma":[0.98494285,0.000040089853,0.0003234441,0.010910226,0.0014834153,0.0004961077,0.00004541536,0.00002440045,0.0017340726],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99752057,0.00044432408,0.00048803427,0.00027270155,0.00066362316,0.00061076425],"domain_scores_gemma":[0.9982596,0.00081294554,0.00005992979,0.00017543742,0.00015260586,0.000539479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006993122,0.00015181942,0.0002717373,0.00013057131,0.00013712079,0.000009781893,0.00020273053,0.00013461862,0.00033312297],"category_scores_gemma":[0.0015246696,0.00012401867,0.00002183407,0.001275809,0.000016279304,0.00008049519,0.000043780834,0.00085101253,0.00019595862],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020189692,0.00020345977,0.04803975,0.0008104325,0.000020438407,0.000016864147,0.11714503,0.00003835872,0.000021563874,0.011422949,0.54564965,0.27642962],"study_design_scores_gemma":[0.0017478218,0.00025329672,0.13540529,0.012632137,0.000012130612,0.000011251886,0.47218314,0.00892383,0.000018244371,0.0023650748,0.3657091,0.00073869847],"about_ca_topic_score_codex":0.70389205,"about_ca_topic_score_gemma":0.89971375,"teacher_disagreement_score":0.3550381,"about_ca_system_score_codex":0.002124518,"about_ca_system_score_gemma":0.09457038,"threshold_uncertainty_score":0.9105626},"labels":[],"label_agreement":null},{"id":"W4403483788","doi":"10.3390/siuj5050053","title":"Post-Graduate Urology Training in Low- and Middle-Income Countries","year":2024,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Low and middle income countries; Middle income country; Urology; Medical education; Medicine; Economics; Developing country; Geography; Demographic economics; Economic growth","score_opus":0.1192689598560693,"score_gpt":0.4542590128918694,"score_spread":0.3349900530358001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403483788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9426698,0.005224731,0.00012732985,0.035746742,0.0053441375,0.0003684052,0.000062788735,0.00017079012,0.01028527],"genre_scores_gemma":[0.9869387,0.0022416508,0.0002863734,0.0062363325,0.001086675,0.00005575502,0.000019326373,0.000028180126,0.0031069708],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99680424,0.0005723787,0.0009833107,0.00034476805,0.00045522398,0.0008400567],"domain_scores_gemma":[0.9966782,0.002361858,0.00026437987,0.00013162894,0.00036106823,0.00020290984],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020244697,0.00022698917,0.00037641072,0.00039600141,0.0005089223,0.00008292918,0.0003388131,0.00033480095,0.0013493757],"category_scores_gemma":[0.00093439524,0.00019611562,0.00010184116,0.00019569951,0.00019114834,0.00036142988,0.00017691469,0.0023069596,0.00020265694],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021115297,0.00018600991,0.66188,0.003985416,0.00080997974,0.004224906,0.12434927,0.0008316132,0.00010448309,0.16126817,0.010322039,0.029926596],"study_design_scores_gemma":[0.006263502,0.0016155246,0.44114405,0.010874752,0.00015732687,0.0020796238,0.06662697,0.012899299,0.000022245758,0.18447705,0.272508,0.0013316557],"about_ca_topic_score_codex":0.00010601584,"about_ca_topic_score_gemma":0.00032168248,"teacher_disagreement_score":0.26218596,"about_ca_system_score_codex":0.0004888752,"about_ca_system_score_gemma":0.00085481995,"threshold_uncertainty_score":0.99999475},"labels":[],"label_agreement":null},{"id":"W4403504378","doi":"10.1136/bmjopen-2024-087213","title":"Influence of social media and the digital environment on international migration of health workforce from low- and middle-income countries post COVID-19 pandemic: a scoping review protocol","year":2024,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Low and middle income countries; Workforce; Social media; 2019-20 coronavirus outbreak; Protocol (science); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Digital health; Environmental health; Economic growth; Virology; Developing country; Health care; Alternative medicine; Nursing; Pathology; Outbreak","score_opus":0.20199309126945736,"score_gpt":0.5591320241025876,"score_spread":0.3571389328331302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403504378","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00015203885,0.6773907,0.0000028756422,0.0039023946,0.000102687365,0.31720608,0.0010060132,0.00001951986,0.0002177203],"genre_scores_gemma":[0.00003397449,0.83233666,0.000047644604,0.0024359426,0.00014155603,0.16454314,0.000287007,0.000032023418,0.00014206514],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99449396,0.0014303594,0.002627722,0.00048390782,0.0006364918,0.000327569],"domain_scores_gemma":[0.9936582,0.002949822,0.0027384842,0.0003871864,0.000090871865,0.00017544285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035269342,0.0003664138,0.0022825622,0.00008496941,0.00037375957,0.00006840252,0.00064581877,0.00027545114,0.00014111461],"category_scores_gemma":[0.0012528957,0.00022618439,0.00012962492,0.00015781574,0.00038071504,0.00020250745,0.0010322368,0.00053326134,0.00005192592],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004993974,0.000033229713,0.0010732567,0.9493109,0.00010618011,0.0000031921154,0.0052593965,0.000002803886,1.1633126e-8,0.001958424,0.000991399,0.040761795],"study_design_scores_gemma":[0.0007133892,0.000050869046,0.00009511305,0.6220509,0.000101099955,0.0000035617666,0.00020000616,0.0000019343859,1.3305026e-8,0.00017435601,0.3764755,0.00013325331],"about_ca_topic_score_codex":0.0009177099,"about_ca_topic_score_gemma":0.00073195645,"teacher_disagreement_score":0.3754841,"about_ca_system_score_codex":0.0005907259,"about_ca_system_score_gemma":0.003014517,"threshold_uncertainty_score":0.92235315},"labels":[],"label_agreement":null},{"id":"W4403558345","doi":"10.1111/jan.16497","title":"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University; Impact; McMaster University","funders":"National Council of State Boards of Nursing; Registered Nurses' Association of Ontario; McMaster University","keywords":"Workforce; Bachelor; Nursing; Competence (human resources); Health care; Cross-sectional study; Diversity (politics); Medicine; Psychology; Political science","score_opus":0.024425362792294774,"score_gpt":0.4268966379780631,"score_spread":0.4024712751857683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403558345","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99338716,0.0012016608,0.0002554166,0.0025463777,0.0019773634,0.00021482547,0.00007179531,0.000015828498,0.0003295522],"genre_scores_gemma":[0.9982116,0.00014887497,0.0012181582,0.00013350934,0.000052116044,0.000004843031,0.00002346349,0.000022258146,0.00018516404],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970925,0.00034874855,0.0013984249,0.00016340455,0.0005949184,0.0004019972],"domain_scores_gemma":[0.9957969,0.0017208416,0.0013247537,0.000108601394,0.0009163944,0.00013247032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005778852,0.00017378952,0.000916722,0.0008571189,0.0001258242,0.00001127103,0.00020542793,0.00008679523,0.000064073356],"category_scores_gemma":[0.00063386443,0.00013401937,0.0001446382,0.0019011116,0.00009015432,0.00031355413,0.000011634554,0.0007785012,0.0000010355433],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029508473,0.00015013047,0.98502505,0.00013099915,0.0009029374,0.00006871364,0.006048274,0.0012035128,0.0000794233,0.0008436673,0.000304669,0.0049475203],"study_design_scores_gemma":[0.00061920873,0.00019864248,0.9555178,0.009156356,0.00045994789,0.0000035799164,0.03189539,0.0011455743,0.000015904796,0.00063754775,0.00020707541,0.00014296023],"about_ca_topic_score_codex":0.050335128,"about_ca_topic_score_gemma":0.4311101,"teacher_disagreement_score":0.380775,"about_ca_system_score_codex":0.0026929511,"about_ca_system_score_gemma":0.0036826066,"threshold_uncertainty_score":0.95598876},"labels":[],"label_agreement":null},{"id":"W4403562210","doi":"10.1111/jan.16497/v1/decision1","title":"Decision letter for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Family medicine; Medicine","score_opus":0.05204487233126782,"score_gpt":0.4555694400193831,"score_spread":0.4035245676881153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562210","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4671059,0.034564987,0.0009192127,0.3775086,0.048165485,0.01923713,0.044748913,0.00036398388,0.007385775],"genre_scores_gemma":[0.28297484,0.0063614105,0.0031285093,0.0562155,0.00049429503,0.0030274193,0.04026187,0.00035284171,0.60718334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937026,0.00060544495,0.002796008,0.0007764939,0.0012406767,0.000878796],"domain_scores_gemma":[0.98726064,0.0075412425,0.0019955602,0.0005030903,0.0025070715,0.00019240205],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013868908,0.0006213118,0.0032501775,0.001105945,0.00018466165,0.000016544675,0.00065511384,0.0005197075,0.0011827962],"category_scores_gemma":[0.0026387644,0.0004454335,0.00043720787,0.0025114513,0.00009411617,0.0000886953,0.00013255398,0.0013879559,0.000024069011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008583009,0.00009013414,0.29744264,0.004084743,0.0019055178,0.000010960083,0.00024790099,0.0000058090827,1.0644468e-7,0.00045637693,0.6953149,0.00035509845],"study_design_scores_gemma":[0.0010129886,0.00019055007,0.4035434,0.064513735,0.0044289217,3.9358682e-7,0.0013577869,0.00056927296,3.362939e-7,0.00042558738,0.523156,0.00080101186],"about_ca_topic_score_codex":0.8069032,"about_ca_topic_score_gemma":0.9954797,"teacher_disagreement_score":0.59979755,"about_ca_system_score_codex":0.0029347166,"about_ca_system_score_gemma":0.009423427,"threshold_uncertainty_score":0.9997997},"labels":[],"label_agreement":null},{"id":"W4403562237","doi":"10.1111/jan.16497/v2/response1","title":"Author response for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Clinical psychology","score_opus":0.07717395286730197,"score_gpt":0.48362767048641164,"score_spread":0.40645371761910964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562237","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48564422,0.017876485,0.000104947394,0.42290166,0.015112439,0.011533384,0.04442184,0.00026942734,0.0021355937],"genre_scores_gemma":[0.22111098,0.0008493524,0.0006602923,0.006948682,0.00010700167,0.0018433032,0.012765849,0.00015799733,0.7555565],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99213076,0.0019938387,0.0029256062,0.0008013716,0.001165548,0.0009828963],"domain_scores_gemma":[0.982409,0.0114150485,0.0023660955,0.0005503691,0.0029999937,0.00025948297],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0033797354,0.0006611703,0.0035220236,0.0013548834,0.0002219165,0.000016079923,0.00068275345,0.00059086544,0.0010031634],"category_scores_gemma":[0.0074424027,0.0004973308,0.00044782562,0.0032550208,0.00012610825,0.00007934214,0.00012478931,0.001534976,0.000019246592],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00070951396,0.00013836993,0.29570797,0.0068003163,0.0032282278,0.000019207446,0.00082365546,0.000005039651,3.0698772e-7,0.0009789634,0.6914788,0.000109657936],"study_design_scores_gemma":[0.0008199863,0.00030203845,0.59420645,0.04299033,0.004501601,4.4875847e-7,0.004550472,0.00048501045,3.877453e-7,0.00019782876,0.35121956,0.00072588224],"about_ca_topic_score_codex":0.8237618,"about_ca_topic_score_gemma":0.99276716,"teacher_disagreement_score":0.75342095,"about_ca_system_score_codex":0.0039671003,"about_ca_system_score_gemma":0.023548188,"threshold_uncertainty_score":0.99991006},"labels":[],"label_agreement":null},{"id":"W4403562238","doi":"10.1111/jan.16497/v2/decision1","title":"Decision letter for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Family medicine; Medicine","score_opus":0.05204487233126782,"score_gpt":0.4555694400193831,"score_spread":0.4035245676881153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562238","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4671059,0.034564987,0.0009192127,0.3775086,0.048165485,0.01923713,0.044748913,0.00036398388,0.007385775],"genre_scores_gemma":[0.28297484,0.0063614105,0.0031285093,0.0562155,0.00049429503,0.0030274193,0.04026187,0.00035284171,0.60718334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9937026,0.00060544495,0.002796008,0.0007764939,0.0012406767,0.000878796],"domain_scores_gemma":[0.98726064,0.0075412425,0.0019955602,0.0005030903,0.0025070715,0.00019240205],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013868908,0.0006213118,0.0032501775,0.001105945,0.00018466165,0.000016544675,0.00065511384,0.0005197075,0.0011827962],"category_scores_gemma":[0.0026387644,0.0004454335,0.00043720787,0.0025114513,0.00009411617,0.0000886953,0.00013255398,0.0013879559,0.000024069011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008583009,0.00009013414,0.29744264,0.004084743,0.0019055178,0.000010960083,0.00024790099,0.0000058090827,1.0644468e-7,0.00045637693,0.6953149,0.00035509845],"study_design_scores_gemma":[0.0010129886,0.00019055007,0.4035434,0.064513735,0.0044289217,3.9358682e-7,0.0013577869,0.00056927296,3.362939e-7,0.00042558738,0.523156,0.00080101186],"about_ca_topic_score_codex":0.8069032,"about_ca_topic_score_gemma":0.9954797,"teacher_disagreement_score":0.59979755,"about_ca_system_score_codex":0.0029347166,"about_ca_system_score_gemma":0.009423427,"threshold_uncertainty_score":0.9997997},"labels":[],"label_agreement":null},{"id":"W4403562278","doi":"10.1111/jan.16497/v1/review1","title":"Review for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medicine; Family medicine","score_opus":0.06698236964550502,"score_gpt":0.47308510906149037,"score_spread":0.40610273941598535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562278","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011368927,0.6442785,0.000058136524,0.274359,0.012081643,0.017460693,0.032582227,0.00022157555,0.007589291],"genre_scores_gemma":[0.020778101,0.3644903,0.0008160307,0.07186622,0.00023091488,0.0049230587,0.055013,0.0002826328,0.48159975],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929109,0.0009816777,0.0033976098,0.00078052236,0.0010203094,0.000908938],"domain_scores_gemma":[0.98837006,0.004605796,0.0028862976,0.0005735808,0.0033376878,0.00022658092],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019946003,0.0006856074,0.0047742506,0.00075038127,0.00016631364,0.000010213326,0.00072188524,0.00041963998,0.0015757061],"category_scores_gemma":[0.0039140545,0.00049576163,0.0005485443,0.003356934,0.00009975178,0.00007859106,0.00012085445,0.0014577567,0.000024079454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026940808,0.000094405645,0.15300667,0.07147826,0.0027564368,0.0000070315123,0.00014509492,9.614444e-7,2.5621214e-8,0.00077832816,0.77144766,0.00025821096],"study_design_scores_gemma":[0.00043543923,0.00012639999,0.08572852,0.34526423,0.0073656146,3.8497186e-7,0.0008381698,0.00010813381,6.260947e-8,0.00011930608,0.55941695,0.00059678906],"about_ca_topic_score_codex":0.8330607,"about_ca_topic_score_gemma":0.99298453,"teacher_disagreement_score":0.47401044,"about_ca_system_score_codex":0.0029510772,"about_ca_system_score_gemma":0.015897099,"threshold_uncertainty_score":0.9997494},"labels":[],"label_agreement":null},{"id":"W4403562279","doi":"10.1111/jan.16497/v2/review2","title":"Review for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.06698236964550502,"score_gpt":0.47308510906149037,"score_spread":0.40610273941598535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562279","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011368927,0.6442785,0.000058136524,0.274359,0.012081643,0.017460693,0.032582227,0.00022157555,0.007589291],"genre_scores_gemma":[0.020778101,0.3644903,0.0008160307,0.07186622,0.00023091488,0.0049230587,0.055013,0.0002826328,0.48159975],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929109,0.0009816777,0.0033976098,0.00078052236,0.0010203094,0.000908938],"domain_scores_gemma":[0.98837006,0.004605796,0.0028862976,0.0005735808,0.0033376878,0.00022658092],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019946003,0.0006856074,0.0047742506,0.00075038127,0.00016631364,0.000010213326,0.00072188524,0.00041963998,0.0015757061],"category_scores_gemma":[0.0039140545,0.00049576163,0.0005485443,0.003356934,0.00009975178,0.00007859106,0.00012085445,0.0014577567,0.000024079454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026940808,0.000094405645,0.15300667,0.07147826,0.0027564368,0.0000070315123,0.00014509492,9.614444e-7,2.5621214e-8,0.00077832816,0.77144766,0.00025821096],"study_design_scores_gemma":[0.00043543923,0.00012639999,0.08572852,0.34526423,0.0073656146,3.8497186e-7,0.0008381698,0.00010813381,6.260947e-8,0.00011930608,0.55941695,0.00059678906],"about_ca_topic_score_codex":0.8330607,"about_ca_topic_score_gemma":0.99298453,"teacher_disagreement_score":0.47401044,"about_ca_system_score_codex":0.0029510772,"about_ca_system_score_gemma":0.015897099,"threshold_uncertainty_score":0.9997494},"labels":[],"label_agreement":null},{"id":"W4403562280","doi":"10.1111/jan.16497/v2/review1","title":"Review for \"Sociodemographic Characteristics of Internationally Educated Nurses Associated With Successful Outcomes in Canada: Quantitative Analysis\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medicine; Gerontology; Family medicine","score_opus":0.06698236964550502,"score_gpt":0.47308510906149037,"score_spread":0.40610273941598535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403562280","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011368927,0.6442785,0.000058136524,0.274359,0.012081643,0.017460693,0.032582227,0.00022157555,0.007589291],"genre_scores_gemma":[0.020778101,0.3644903,0.0008160307,0.07186622,0.00023091488,0.0049230587,0.055013,0.0002826328,0.48159975],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9929109,0.0009816777,0.0033976098,0.00078052236,0.0010203094,0.000908938],"domain_scores_gemma":[0.98837006,0.004605796,0.0028862976,0.0005735808,0.0033376878,0.00022658092],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019946003,0.0006856074,0.0047742506,0.00075038127,0.00016631364,0.000010213326,0.00072188524,0.00041963998,0.0015757061],"category_scores_gemma":[0.0039140545,0.00049576163,0.0005485443,0.003356934,0.00009975178,0.00007859106,0.00012085445,0.0014577567,0.000024079454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026940808,0.000094405645,0.15300667,0.07147826,0.0027564368,0.0000070315123,0.00014509492,9.614444e-7,2.5621214e-8,0.00077832816,0.77144766,0.00025821096],"study_design_scores_gemma":[0.00043543923,0.00012639999,0.08572852,0.34526423,0.0073656146,3.8497186e-7,0.0008381698,0.00010813381,6.260947e-8,0.00011930608,0.55941695,0.00059678906],"about_ca_topic_score_codex":0.8330607,"about_ca_topic_score_gemma":0.99298453,"teacher_disagreement_score":0.47401044,"about_ca_system_score_codex":0.0029510772,"about_ca_system_score_gemma":0.015897099,"threshold_uncertainty_score":0.9997494},"labels":[],"label_agreement":null},{"id":"W4403601598","doi":"10.5737/23688653-35214","title":"Nursing geography as space and place: Providing critical care in Canada’s northern context","year":2024,"lang":"en","type":"article","venue":"The Canadian journal of critical care nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"Michael Smith Health Research BC; University of Northern British Columbia","keywords":"Space (punctuation); Context (archaeology); Nursing; Human geography; Geography; Economic geography; Medicine; Computer science; Archaeology","score_opus":0.02715739408185658,"score_gpt":0.4048028299863611,"score_spread":0.3776454359045045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403601598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66691333,0.17242709,0.00014030274,0.111249976,0.009863615,0.0011669785,0.00014758435,0.000060740822,0.038030386],"genre_scores_gemma":[0.997405,0.000016481858,0.00020385835,0.0016035062,0.00066594075,0.000009812154,0.000004584552,0.000062691775,0.000028117827],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9956755,0.0007927023,0.0009232431,0.0003590789,0.00064156234,0.0016079333],"domain_scores_gemma":[0.9946279,0.002241619,0.000089099245,0.00024142755,0.001013331,0.001786626],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000630814,0.00030529758,0.0005159645,0.00045402418,0.001777785,0.00019766408,0.00032025424,0.00028112347,0.00013128486],"category_scores_gemma":[0.0009766612,0.0002587221,0.00011873207,0.00047894765,0.0008542179,0.00025335472,0.00001802477,0.0023764542,0.000015868893],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005424854,0.00006179783,0.25181141,0.008061785,0.0000673264,0.00735603,0.29920274,0.00016743332,0.000011650805,0.20694649,0.008451301,0.21731956],"study_design_scores_gemma":[0.0007666852,0.0004929581,0.011141485,0.03620953,0.00025754154,0.00066906674,0.91109043,0.00044929318,0.000009629507,0.013648354,0.024697494,0.0005675494],"about_ca_topic_score_codex":0.85182244,"about_ca_topic_score_gemma":0.9966798,"teacher_disagreement_score":0.6118877,"about_ca_system_score_codex":0.0085979905,"about_ca_system_score_gemma":0.027964499,"threshold_uncertainty_score":0.9999865},"labels":[],"label_agreement":null},{"id":"W4403616009","doi":"10.47391/jpma.20544","title":"Breaking down barriers; unravelling the root causes and effects of brain drain in Pakistan","year":2024,"lang":"en","type":"article","venue":"Journal of the Pakistan Medical Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salary; Brain drain; Politics; Emigration; Injustice; Political science; Health care; Business; Development economics; Law; Economics","score_opus":0.010229030425057527,"score_gpt":0.39985529333011816,"score_spread":0.38962626290506064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403616009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92421603,0.0055178874,0.00036913526,0.06551951,0.0028710985,0.0006034677,0.000011219745,0.000034302328,0.00085734745],"genre_scores_gemma":[0.9962561,0.00031728522,0.00004144255,0.0020314595,0.00059710944,0.000007698918,5.6831647e-7,0.000023536104,0.0007247947],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99451023,0.001995039,0.00148617,0.00014029104,0.0014221643,0.00044612767],"domain_scores_gemma":[0.98757803,0.0108200675,0.000991823,0.00015891,0.00021782522,0.00023334139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010260338,0.00014024557,0.00040426763,0.00011258936,0.00040882462,0.00003708057,0.00033995335,0.00035860768,0.00014859738],"category_scores_gemma":[0.0068150917,0.00007684043,0.00012586005,0.0005509914,0.00009201281,0.000118844284,0.000108243585,0.001806891,0.000007685443],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003753485,0.00016482187,0.746815,0.005823273,0.0006025563,0.00035482715,0.1029511,0.00012948953,0.0013717387,0.03781908,0.07745829,0.026134454],"study_design_scores_gemma":[0.0059570163,0.0006471825,0.47659677,0.05909153,0.0005442248,0.00010654239,0.03814082,0.004451176,0.0005622693,0.04479872,0.36842817,0.0006755868],"about_ca_topic_score_codex":0.00057286525,"about_ca_topic_score_gemma":0.002245299,"teacher_disagreement_score":0.29096988,"about_ca_system_score_codex":0.0011770907,"about_ca_system_score_gemma":0.0009331983,"threshold_uncertainty_score":0.8158794},"labels":[],"label_agreement":null},{"id":"W4403623171","doi":"10.1371/journal.pmed.1004474","title":"Medical imaging utilization in migrants compared with nonmigrants in a universal healthcare system: A population-based matched cohort study","year":2024,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Demography; Socioeconomic status; Population; Cohort; Health care; Retrospective cohort study; Cohort study; Environmental health; Surgery","score_opus":0.057330364812809564,"score_gpt":0.41727124144540867,"score_spread":0.3599408766325991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403623171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9814637,0.0014197974,0.00013892843,0.010672728,0.00062917557,0.004635105,0.00001723671,0.00041558334,0.0006077676],"genre_scores_gemma":[0.9981537,0.000036826994,0.00006126631,0.0008504491,0.00020653881,0.00032549025,0.00023484649,0.000055313856,0.00007558545],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9946789,0.0012413174,0.0012654767,0.0006191702,0.0014149131,0.00078018033],"domain_scores_gemma":[0.998025,0.00083737465,0.00018471346,0.00037569433,0.00018146132,0.00039574123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018623153,0.00029024231,0.00090588443,0.00071062165,0.00022511386,0.000007852239,0.00023538523,0.00018313547,0.0003582512],"category_scores_gemma":[0.00032052398,0.00021977375,0.000023272572,0.001773985,0.00007630675,0.00013142919,0.00004453338,0.00093845965,0.00005968509],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033081172,0.0002276433,0.9843156,0.0031748826,0.000024898314,0.0007843576,0.010000203,0.000060059494,0.0000019472673,0.00019050526,0.00045006632,0.00043905905],"study_design_scores_gemma":[0.0043387967,0.00016004892,0.7785857,0.036712468,0.000060579307,0.0000058697215,0.0468666,0.13297422,3.837484e-7,0.000016237369,0.00011574643,0.0001634061],"about_ca_topic_score_codex":0.09030916,"about_ca_topic_score_gemma":0.1270231,"teacher_disagreement_score":0.20572992,"about_ca_system_score_codex":0.0015107624,"about_ca_system_score_gemma":0.0008792987,"threshold_uncertainty_score":0.91574854},"labels":[],"label_agreement":null},{"id":"W4403693555","doi":"10.1186/s12909-024-06225-0","title":"Medical learner perspectives on elements of an educational rural generalist pathway: survey outcomes","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Generalist and specialist species; Medical education; Medicine; Psychology","score_opus":0.06611659940418362,"score_gpt":0.5072889823958144,"score_spread":0.4411723829916308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403693555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96867305,0.0013418879,0.00010277777,0.018019905,0.006005173,0.00062852824,0.000056025645,0.00011866578,0.005053962],"genre_scores_gemma":[0.9815546,0.00025172762,0.0010363436,0.0040593697,0.0020762787,0.0002827176,0.0009810487,0.00004382432,0.009714091],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9942988,0.0018672623,0.0009968319,0.00044097967,0.0018826628,0.0005134494],"domain_scores_gemma":[0.99557066,0.002515062,0.0001916789,0.00041440435,0.0003751366,0.0009330543],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0034563912,0.00021194495,0.00035354003,0.00019388927,0.00030538737,0.000017236436,0.00040085678,0.00041589094,0.022034043],"category_scores_gemma":[0.011505816,0.00016423338,0.000086233274,0.00040877043,0.00023763087,0.00016372366,0.00007772155,0.0008201293,0.0006369413],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012744374,0.001991043,0.70712775,0.0010003756,0.000055658213,0.0000024392557,0.010447886,0.0000039314937,0.00000560218,0.15177816,0.10011781,0.027341904],"study_design_scores_gemma":[0.0008667446,0.00028293437,0.9216414,0.0035020208,0.000026576668,0.000007270315,0.033572774,0.002134623,0.000008386235,0.0028919694,0.034704875,0.0003603959],"about_ca_topic_score_codex":0.004288724,"about_ca_topic_score_gemma":0.00522916,"teacher_disagreement_score":0.21451369,"about_ca_system_score_codex":0.0003937881,"about_ca_system_score_gemma":0.020970361,"threshold_uncertainty_score":0.9968207},"labels":[],"label_agreement":null},{"id":"W4403718691","doi":"10.1177/21582440241293190","title":"Research Trends and Patterns on International Migration of Health Workers (1950–2022)","year":2024,"lang":"en","type":"article","venue":"SAGE Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Demographic economics; Psychology; Regional science; Economic geography; Political science; Geography; Sociology; Economics","score_opus":0.16465227027810403,"score_gpt":0.5705609043992731,"score_spread":0.40590863412116907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403718691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7157681,0.0038413876,0.0001417196,0.13568977,0.003062903,0.0021203416,0.00029746152,0.00012764813,0.13895065],"genre_scores_gemma":[0.9616574,0.0009397472,0.00021442263,0.0009944963,0.00020671268,0.00013886757,0.00010975913,0.000023291888,0.035715286],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972818,0.00094062346,0.0005206432,0.00033694252,0.00046626426,0.0004537334],"domain_scores_gemma":[0.9988636,0.0005362486,0.000104977385,0.00026039645,0.000095643,0.0001391336],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032982135,0.00009936675,0.00022119861,0.00037027875,0.0004256361,0.000060536986,0.00038982998,0.00010873914,0.0022200826],"category_scores_gemma":[0.00007271135,0.00008466786,0.000026249265,0.0005994358,0.00004975746,0.00019507513,0.00039666623,0.00066677714,0.00018957524],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020068759,0.00007559551,0.18252878,0.00067850115,0.000042311713,0.0000147980745,0.01072025,0.0000052997348,0.000023295504,0.007094386,0.19965553,0.5989606],"study_design_scores_gemma":[0.000803183,0.00055442884,0.34673947,0.01028883,0.000006454367,0.0000018863868,0.017702771,0.00053729245,0.000020310374,0.0015974921,0.6215797,0.0001681608],"about_ca_topic_score_codex":0.0130953295,"about_ca_topic_score_gemma":0.009776779,"teacher_disagreement_score":0.5987924,"about_ca_system_score_codex":0.00034159102,"about_ca_system_score_gemma":0.00037059968,"threshold_uncertainty_score":0.99869204},"labels":[],"label_agreement":null},{"id":"W4403749522","doi":"10.61959/zgcs6217e","title":"A Snapshot of Family Diversity in Canada (February 2018)","year":2018,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Snapshot (computer storage); Geography; Diversity (politics); Genealogy; Computer science; History; Sociology; Database; Anthropology","score_opus":0.17001001119239847,"score_gpt":0.44142938593050973,"score_spread":0.2714193747381113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403749522","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24820165,0.0015401397,0.0000023292605,0.00026543648,0.0064435867,0.0013276493,0.0003673466,0.000036176298,0.7418157],"genre_scores_gemma":[0.8934561,0.006606778,0.00058471825,0.0043506133,0.0016148085,0.00010570206,0.0009466745,0.00010661801,0.092227966],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99470025,0.0004468144,0.0015676392,0.0005403915,0.0016030032,0.001141906],"domain_scores_gemma":[0.99638027,0.00051184953,0.000976792,0.00081537664,0.0009611768,0.00035451844],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014449181,0.00037568077,0.0012186152,0.00022203608,0.00050789525,0.0000016418476,0.0006274952,0.0008106812,0.00875648],"category_scores_gemma":[0.00034036604,0.00033932182,0.00009860018,0.0003708573,0.000092224,0.0000616371,0.0014359187,0.0013733455,0.00015126736],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00003099883,0.000016062451,0.3568908,0.0011447668,0.000019485815,0.000032703003,0.00026912335,6.537281e-7,4.4724248e-7,0.000029974535,0.6413452,0.0002197907],"study_design_scores_gemma":[0.0004618565,0.00007083898,0.50081074,0.0032199293,0.000040002225,0.0000022171416,0.0042488235,0.000008141067,0.0000023535536,0.00017161419,0.49062052,0.00034292883],"about_ca_topic_score_codex":0.99983525,"about_ca_topic_score_gemma":0.99947214,"teacher_disagreement_score":0.64958775,"about_ca_system_score_codex":0.009319047,"about_ca_system_score_gemma":0.05574257,"threshold_uncertainty_score":0.9999059},"labels":[],"label_agreement":null},{"id":"W4403823627","doi":"10.1093/eurpub/ckae144.267","title":"A source and a destination country for migrant healthcare workers: the case of Ireland","year":2024,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Migrant workers; Health care; Business; Healthcare worker; Demographic economics; Economic growth; Economics","score_opus":0.10239151252206599,"score_gpt":0.4301369763938665,"score_spread":0.3277454638718005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403823627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66175807,0.04960323,0.04657447,0.23623951,0.0022756916,0.0022153943,0.0001344873,0.000120029035,0.0010791132],"genre_scores_gemma":[0.99281615,0.0007331023,0.0021168538,0.0029547166,0.0008120985,0.000010975392,0.000008399385,0.000056890487,0.00049084297],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9911309,0.006060869,0.0015943715,0.00020450234,0.00028397585,0.0007253776],"domain_scores_gemma":[0.995747,0.0017935913,0.0009948686,0.00022783314,0.0006236217,0.0006130306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02423276,0.00016495195,0.00041004215,0.0002291056,0.00086991594,0.0000561058,0.00022397886,0.00006095975,0.000027146834],"category_scores_gemma":[0.0010468476,0.000105519954,0.00008776695,0.00051604013,0.00012262144,0.00021711024,0.00006968167,0.00090687873,0.000010108778],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014331918,0.000116379815,0.02032179,0.009673294,0.00013357154,0.00078701775,0.07421628,0.000026366131,0.000006179913,0.008226071,0.11557061,0.77077913],"study_design_scores_gemma":[0.0013875284,0.0013863228,0.008916378,0.005403721,0.000034105873,0.0028557652,0.036440905,0.0013449681,3.5115337e-7,0.000323537,0.9417642,0.00014221446],"about_ca_topic_score_codex":0.00091314985,"about_ca_topic_score_gemma":0.0006650902,"teacher_disagreement_score":0.8261936,"about_ca_system_score_codex":0.00031165153,"about_ca_system_score_gemma":0.0020986958,"threshold_uncertainty_score":0.83986396},"labels":[],"label_agreement":null},{"id":"W4403850419","doi":"10.1016/j.healthpol.2024.105190","title":"Do international medical graduates’ recruitment policies help to overcome healthcare shortage areas in developed countries? A systematic review","year":2024,"lang":"en","type":"review","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Economic shortage; Health care; Rural area; Medicine; Economic growth; Healthcare system; Rural health; Political science","score_opus":0.2962438038792569,"score_gpt":0.6082889964564996,"score_spread":0.31204519257724267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403850419","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016389755,0.7868565,0.0000059880144,0.17650208,0.002777876,0.031060057,0.0009777505,0.00036622133,0.0014518931],"genre_scores_gemma":[0.000007010401,0.84282017,0.00012007377,0.130815,0.0018714268,0.018588562,0.00070518034,0.00026271868,0.004809849],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9757542,0.0065820175,0.009529251,0.001624049,0.0029206364,0.0035898602],"domain_scores_gemma":[0.99014395,0.0019076059,0.0024727304,0.0017990376,0.0005612431,0.0031154514],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.009559255,0.0015474245,0.009475203,0.002373386,0.0007457432,0.00008504636,0.0020616916,0.0014206975,0.0007566559],"category_scores_gemma":[0.005894468,0.0011737428,0.0006577556,0.0042238776,0.00010990469,0.0001513074,0.0012895205,0.004091107,0.0079275435],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00000984966,0.0000553104,0.00004540063,0.8563249,0.00012546244,0.00009676757,0.00336041,6.850583e-8,2.105253e-10,0.018273212,0.089563295,0.032145318],"study_design_scores_gemma":[0.00014510137,0.00007295281,0.000007153761,0.4959291,0.00017204194,0.00005485431,0.0003248764,0.0000016537238,7.90112e-10,0.00014825545,0.50277174,0.00037227388],"about_ca_topic_score_codex":0.03170906,"about_ca_topic_score_gemma":0.0125893345,"teacher_disagreement_score":0.41320843,"about_ca_system_score_codex":0.018235318,"about_ca_system_score_gemma":0.037061367,"threshold_uncertainty_score":0.99987566},"labels":[],"label_agreement":null},{"id":"W4403902304","doi":"10.1016/j.xjon.2024.10.019","title":"Commentator Discussion: Establishment of Mongolia's first independent and sustainable minimally invasive general thoracic surgery program: A Mongolian-Canadian initiative","year":2024,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Invasive surgery; Medicine; Political science; Surgery; General surgery","score_opus":0.06540563994119719,"score_gpt":0.43281310922828536,"score_spread":0.3674074692870882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403902304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91196585,0.0019787503,0.000005228988,0.039713055,0.00096614996,0.010873668,0.0003684294,0.00019419657,0.03393469],"genre_scores_gemma":[0.9778961,0.0006257194,0.001054751,0.0022431263,0.0002509687,0.002641196,0.00019756271,0.0000820276,0.015008561],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9954933,0.0007102911,0.0010522961,0.0006785424,0.00046062312,0.0016049378],"domain_scores_gemma":[0.99689394,0.00092010206,0.00031073941,0.00050462864,0.00037730476,0.0009933064],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017986455,0.00037065917,0.0007563101,0.00042964806,0.0011604123,0.00029807162,0.0006143797,0.0003244692,0.0009630852],"category_scores_gemma":[0.00033053718,0.00026852157,0.00010261064,0.00088547805,0.00016685209,0.0010130489,0.0012405836,0.0007496466,0.00012759486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006041261,0.00043571586,0.35859194,0.008825479,0.000313732,0.0013016099,0.037292667,0.000013630701,0.0000141374985,0.010671568,0.5597416,0.022193756],"study_design_scores_gemma":[0.0009252007,0.00057929737,0.068859115,0.0071649705,0.0001366581,0.000017472998,0.12075798,0.00034188083,0.00023349193,0.0031491076,0.7970112,0.0008236075],"about_ca_topic_score_codex":0.18664806,"about_ca_topic_score_gemma":0.18283185,"teacher_disagreement_score":0.28973284,"about_ca_system_score_codex":0.0011897475,"about_ca_system_score_gemma":0.004147659,"threshold_uncertainty_score":0.9999767},"labels":[],"label_agreement":null},{"id":"W4404018722","doi":"10.1080/10872981.2024.2403805","title":"Medical school service regions in Canada: exploring graduate retention rates across the medical education training continuum and into professional practice","year":2024,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"Air Force Materiel Command; Social Sciences and Humanities Research Council of Canada","keywords":"Medical education; Training (meteorology); Graduate medical education; Medical school; Professional development; Graduate education; Service (business); Psychology; Medicine; Accreditation; Business; Geography","score_opus":0.13558823108395773,"score_gpt":0.5191121248982983,"score_spread":0.38352389381434054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404018722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5034502,0.0028309803,0.00003659375,0.48415318,0.008463301,0.00066545035,0.000009322461,0.00008383064,0.00030712664],"genre_scores_gemma":[0.8672057,0.004119493,0.00076443073,0.11860301,0.004525989,0.0016064774,0.0006776132,0.00006671209,0.002430576],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99270505,0.0016493378,0.001426098,0.00060894305,0.002770997,0.0008395524],"domain_scores_gemma":[0.99278885,0.0034854,0.0003024431,0.0003953689,0.00075181026,0.0022761535],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0058126156,0.000270876,0.00039366653,0.00013091977,0.0009122375,0.00004212649,0.0005244562,0.000477433,0.0028494282],"category_scores_gemma":[0.052022338,0.00019452465,0.00004068711,0.0011439332,0.00019352291,0.0005417077,0.00028387224,0.003546002,0.000076410346],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024049442,0.0018324883,0.022407647,0.002919569,0.000087288565,0.00013193574,0.073900945,0.0000021007156,0.0000058905384,0.01033609,0.40013364,0.4880019],"study_design_scores_gemma":[0.00093658717,0.000044440985,0.04939824,0.021644251,0.00004713871,0.00017996778,0.34828788,0.007857827,0.0000017020631,0.002424464,0.5688357,0.0003417977],"about_ca_topic_score_codex":0.5544388,"about_ca_topic_score_gemma":0.9268424,"teacher_disagreement_score":0.4876601,"about_ca_system_score_codex":0.0014728339,"about_ca_system_score_gemma":0.15118854,"threshold_uncertainty_score":0.99875283},"labels":[],"label_agreement":null},{"id":"W4404029736","doi":"10.47381/aijre.v17i1.535","title":"Perception of Stakeholders in Canada and Wales on Health Education in Rural Communities","year":2007,"lang":"en","type":"article","venue":"Australian and International Journal of Rural Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perception; Geography; Environmental planning; Environmental resource management; Psychology; Environmental science","score_opus":0.08984456030751929,"score_gpt":0.4578431123373621,"score_spread":0.3679985520298428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404029736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890937,0.00031677977,0.000002658795,0.00849748,0.0015121278,0.00020762747,0.00000649282,0.00000203457,0.00036105834],"genre_scores_gemma":[0.99644166,0.0013703393,0.0001838673,0.0011717508,0.00015941555,0.000003487257,0.000037836107,0.0000061771916,0.00062545086],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984609,0.00019174647,0.0008363858,0.000042511838,0.00025436888,0.000214089],"domain_scores_gemma":[0.9987746,0.00016706841,0.0005603329,0.00006516049,0.000299036,0.00013382648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006977814,0.00009240481,0.00019468495,0.00036531614,0.00006959396,0.000008434487,0.00012626167,0.000057184727,0.000090874935],"category_scores_gemma":[0.00005131811,0.00008598423,0.000017591812,0.000109574605,0.000046644607,0.0002397979,0.00001675046,0.00039483607,0.0000011324368],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019152348,0.0001291613,0.6040825,0.00009710376,0.000007899278,5.0424455e-7,0.010171503,0.000013035948,0.000044673965,0.0010738054,0.0065677706,0.37762052],"study_design_scores_gemma":[0.00033446884,0.00008442933,0.5264781,0.0016867691,0.0000017739759,0.000011722401,0.4695827,0.0000049472987,0.0000056203353,0.00035893839,0.0014065027,0.000044018907],"about_ca_topic_score_codex":0.89784646,"about_ca_topic_score_gemma":0.8243252,"teacher_disagreement_score":0.4594112,"about_ca_system_score_codex":0.0015974011,"about_ca_system_score_gemma":0.0040356694,"threshold_uncertainty_score":0.71591043},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low"}],"label_agreement":"split"},{"id":"W4404193444","doi":"10.1016/b978-0-443-13251-3.00005-3","title":"Equity, diversity, and inclusion: Current issues and recommendations to achieve EDI-related outcomes in the nursing discipline","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inclusion (mineral); Equity (law); Diversity (politics); Current (fluid); Nursing; Business; Psychology; Medicine; Political science; Social psychology; Engineering; Law","score_opus":0.06952832837353944,"score_gpt":0.4588168617998075,"score_spread":0.38928853342626807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404193444","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002509895,0.013825501,0.0000015485726,0.067996405,0.0028444843,0.0031281498,0.0001883441,0.00012965931,0.909376],"genre_scores_gemma":[0.02070018,0.0031182102,0.0001666812,0.0023612618,0.0005481219,0.00010976154,0.00010414964,0.00008704951,0.9728046],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99672824,0.00026515918,0.00096192677,0.00067468925,0.0006247961,0.00074517727],"domain_scores_gemma":[0.9981716,0.00063264894,0.00026944428,0.0005146881,0.000102874066,0.00030872304],"candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0017325658,0.0005113291,0.00078505516,0.00035056222,0.0064001353,0.000042003907,0.00056441524,0.00047639848,0.0002044179],"category_scores_gemma":[0.000056992354,0.00036401855,0.00009725268,0.00007574802,0.00021528709,0.00007743954,0.031404875,0.0021781917,0.000172102],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041965228,0.000028603386,0.0009297567,0.0005423062,0.00004105877,0.000017045117,0.09164917,3.012448e-7,2.4091256e-7,0.049023345,0.0033835662,0.85434264],"study_design_scores_gemma":[0.00032531252,0.00011110536,0.00066943886,0.010816133,0.00014761106,0.000004759637,0.0014198648,0.000010522849,5.9383005e-8,0.27348745,0.7126918,0.0003159909],"about_ca_topic_score_codex":0.000038967657,"about_ca_topic_score_gemma":0.0011443809,"teacher_disagreement_score":0.8540267,"about_ca_system_score_codex":0.00048639192,"about_ca_system_score_gemma":0.00012408347,"threshold_uncertainty_score":0.99988115},"labels":[],"label_agreement":null},{"id":"W4404198022","doi":"10.4103/cjrm.cjrm_53_24","title":"President’s Message: Relationships","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.07900376426905725,"score_gpt":0.42618301909545786,"score_spread":0.3471792548264006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404198022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47203258,0.13069683,0.00035717862,0.26498842,0.02406177,0.0009795226,0.000037471185,0.00012055394,0.10672567],"genre_scores_gemma":[0.97960556,0.00033278033,0.00010432726,0.0014637054,0.0024947433,0.000005521756,0.000007263729,0.000024507633,0.015961617],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977254,0.00043675155,0.0008876778,0.00008023734,0.00030405,0.0005658566],"domain_scores_gemma":[0.99704707,0.0008326467,0.00021007757,0.00016916415,0.00032273892,0.0014182789],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00169663,0.00012649875,0.00031671036,0.000471781,0.0005847738,0.000012353192,0.00023740358,0.00016903777,0.0052989246],"category_scores_gemma":[0.001492909,0.000089357236,0.000056634915,0.00047254126,0.00014492431,0.00022858163,0.000010283237,0.001585432,0.00039512804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017232527,0.000001749527,0.055512674,0.00031280363,0.000039053473,0.00051732454,0.010212689,0.000011817129,0.000018015602,0.016877871,0.91235083,0.00412791],"study_design_scores_gemma":[0.0005851896,0.00023402346,0.041536268,0.012320651,0.00009900594,0.000213648,0.02605493,0.000052322037,0.0000028135807,0.0087070055,0.9100725,0.00012166526],"about_ca_topic_score_codex":0.020647177,"about_ca_topic_score_gemma":0.055213246,"teacher_disagreement_score":0.50757295,"about_ca_system_score_codex":0.00063347793,"about_ca_system_score_gemma":0.0031362844,"threshold_uncertainty_score":0.99561036},"labels":[],"label_agreement":null},{"id":"W4404198106","doi":"10.4103/cjrm.cjrm_59_23","title":"Preparing general surgery residents for rural practice in British Columbia: Competencies, privileging and geography","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graduation (instrument); Medicine; Competence (human resources); Core competency; Curriculum; Medical education; Scope of practice; General practice; Nursing; Family medicine; Psychology; Pedagogy; Management; Health care; Political science","score_opus":0.02427412529940277,"score_gpt":0.3649595772214283,"score_spread":0.34068545192202554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404198106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9384178,0.04697357,0.000020225865,0.009034276,0.004090488,0.00061320676,0.000026992415,0.000022010687,0.00080142793],"genre_scores_gemma":[0.9924268,0.0025307338,0.00056811434,0.0020879942,0.0014287789,0.000027455744,0.000017568982,0.000033418557,0.0008791453],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973108,0.00030665036,0.0010995147,0.00013882594,0.00028988053,0.0008542827],"domain_scores_gemma":[0.9958572,0.0023220666,0.00034758428,0.00012139331,0.0003643794,0.0009874256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024068903,0.00012287617,0.00055489695,0.00044201617,0.0005304704,0.00009943259,0.00015901598,0.00014885861,0.00017302681],"category_scores_gemma":[0.0027653242,0.0001490371,0.00007589151,0.0004834146,0.00018746335,0.00047644964,0.000023745844,0.00079141534,0.0000028802178],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033243705,0.0000050579306,0.736008,0.0007275005,0.000051372266,0.0006352165,0.0026649474,0.0000061523815,0.000012514774,0.00010085591,0.24226636,0.017488774],"study_design_scores_gemma":[0.0012752027,0.0002841548,0.6027714,0.035385378,0.000118479096,0.0012565183,0.028756525,0.00019517484,3.5681248e-7,0.0011939905,0.3285261,0.00023669006],"about_ca_topic_score_codex":0.65985864,"about_ca_topic_score_gemma":0.8952755,"teacher_disagreement_score":0.23541684,"about_ca_system_score_codex":0.0004829937,"about_ca_system_score_gemma":0.0022568158,"threshold_uncertainty_score":0.60775566},"labels":[],"label_agreement":null},{"id":"W4404198141","doi":"10.4103/cjrm.cjrm_73_24","title":"Message du President: Les Relations","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.03720645559797685,"score_gpt":0.3990434656858421,"score_spread":0.36183701008786523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404198141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4950369,0.0923493,0.00027957594,0.26976115,0.012696448,0.00067766017,0.0000407405,0.00008985754,0.12906837],"genre_scores_gemma":[0.97701377,0.00053682085,0.00008238956,0.0012354808,0.0027374795,0.0000056276995,0.000007399248,0.000023993058,0.018357025],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998087,0.0002514565,0.0008055724,0.000078090176,0.00026601704,0.0005118674],"domain_scores_gemma":[0.9975377,0.00062318135,0.00019783538,0.0001449641,0.00030592264,0.0011904283],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009504364,0.00012475275,0.0003033327,0.0003995748,0.00063447346,0.00001156422,0.00022318124,0.00015514628,0.011683333],"category_scores_gemma":[0.00091891485,0.000088186294,0.000061548446,0.00035477328,0.00016205673,0.00015632532,0.000011591777,0.0009897539,0.0003541501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012887235,0.0000021368246,0.04869874,0.00020554084,0.000035770503,0.0005199256,0.008910034,0.000017948641,0.000019032334,0.016172782,0.919305,0.006100175],"study_design_scores_gemma":[0.0004914545,0.00020173717,0.023005733,0.009515913,0.000088504676,0.0001742792,0.016756177,0.0000639917,0.000001975679,0.0038073421,0.9457958,0.00009714532],"about_ca_topic_score_codex":0.044560965,"about_ca_topic_score_gemma":0.078283325,"teacher_disagreement_score":0.48197687,"about_ca_system_score_codex":0.0006034978,"about_ca_system_score_gemma":0.002287617,"threshold_uncertainty_score":0.98922014},"labels":[],"label_agreement":null},{"id":"W4404296302","doi":"10.29173/cjen280","title":"Canadian Triage and Acuity Scale - Rural Implementation","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Triage; Scale (ratio); Optometry; Medical emergency; Medicine; Geography; Cartography","score_opus":0.07627425707717542,"score_gpt":0.4505457265692134,"score_spread":0.37427146949203793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404296302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95707893,0.0048888326,0.00002284445,0.011877949,0.006108371,0.00042148674,0.00006598409,0.000009618416,0.019526],"genre_scores_gemma":[0.99691534,0.00043095628,0.000210184,0.0004932848,0.0006448989,0.0000039321385,0.0000078874855,0.000022522707,0.0012710169],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99752074,0.00027483053,0.0008802154,0.00012045752,0.00017600102,0.0010277415],"domain_scores_gemma":[0.99664557,0.00004153658,0.0003569606,0.00014778122,0.00028779148,0.002520361],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005772639,0.00014746778,0.00026919655,0.00043632596,0.0014208291,0.0000147586825,0.00017558268,0.00014881256,0.015260544],"category_scores_gemma":[0.00009751377,0.0001489253,0.00006770835,0.00034510973,0.000048953072,0.00029701958,0.0000045813235,0.00051856914,0.00007129067],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012338024,0.000012013981,0.5025752,0.00006647352,0.000026865922,0.00006231877,0.02791729,0.0000059960726,0.000041682648,0.0007255151,0.39219335,0.07636093],"study_design_scores_gemma":[0.0031871006,0.00053948304,0.41967833,0.0029032219,0.00021932284,0.00015636026,0.13568334,0.00033085028,0.0000350152,0.005972509,0.43053877,0.000755681],"about_ca_topic_score_codex":0.6140267,"about_ca_topic_score_gemma":0.9653347,"teacher_disagreement_score":0.35130793,"about_ca_system_score_codex":0.0018910002,"about_ca_system_score_gemma":0.0015290153,"threshold_uncertainty_score":0.9998792},"labels":[],"label_agreement":null},{"id":"W4404296771","doi":"10.29173/cjen369","title":"The Alberta Children's Hospital move: What's changed and lessons learned from our new location","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Operations management; Psychology; History; Political science; Engineering","score_opus":0.06740468909686197,"score_gpt":0.41903858968918195,"score_spread":0.35163390059231997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404296771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76032734,0.036660425,0.0004285757,0.18349013,0.017049102,0.00055803516,0.000009843183,0.000012930383,0.0014635976],"genre_scores_gemma":[0.9913773,0.0033737968,0.00022146228,0.00043831512,0.0025955036,0.0000019220606,0.00001137691,0.00003558561,0.0019447289],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9975866,0.0002037151,0.0008336287,0.0001937517,0.00023556792,0.000946738],"domain_scores_gemma":[0.99703974,0.00021274817,0.0005999155,0.0002523654,0.00040088693,0.0014943476],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00093500665,0.00017774463,0.00025377647,0.00016699142,0.001670707,0.000053380572,0.00030013683,0.00020352207,0.00019636081],"category_scores_gemma":[0.0007160092,0.0001466669,0.00006850469,0.0003822003,0.000050559887,0.0005429809,0.000011977656,0.0007556317,0.000034122582],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116020354,0.000040019844,0.10553525,0.00003194616,0.00011851044,0.000027777907,0.050193667,0.000030566454,0.000034060657,0.0031801274,0.18091233,0.6597797],"study_design_scores_gemma":[0.0015876046,0.00031164606,0.7259746,0.005687027,0.00016964486,0.000022331853,0.13985662,0.00008202936,0.000042401072,0.014524171,0.1111998,0.00054212695],"about_ca_topic_score_codex":0.12949581,"about_ca_topic_score_gemma":0.39233,"teacher_disagreement_score":0.6592376,"about_ca_system_score_codex":0.0005507652,"about_ca_system_score_gemma":0.0017766391,"threshold_uncertainty_score":0.99962896},"labels":[],"label_agreement":null},{"id":"W4404329480","doi":"10.1787/c0f525bb-en","title":"Over one‑third of doctors and a quarter of nurses on average across EU countries were aged over 55 years in 2022","year":2024,"lang":"en","type":"other","venue":"Health at a glance. Europe","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Demographic economics; Geography; Demography; Economics; Sociology; Archaeology","score_opus":0.02528306050688672,"score_gpt":0.4096607999077092,"score_spread":0.3843777394008225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404329480","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5360658,0.050859503,0.0000017351392,0.0033038736,0.007981005,0.0069843717,0.0060649654,0.0005374418,0.3882013],"genre_scores_gemma":[0.08763329,0.030606106,0.00012125902,0.0102946665,0.0010893735,0.00022974651,0.00022774184,0.0011370924,0.86866075],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943034,0.0010350357,0.0016551581,0.0008424305,0.0007791366,0.001384816],"domain_scores_gemma":[0.99694777,0.00043713604,0.001335648,0.0008206939,0.0000825254,0.00037621157],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001096327,0.000544165,0.0016617985,0.00037743483,0.00018488642,0.000014662418,0.00031719287,0.0006170591,0.005399379],"category_scores_gemma":[0.00013209837,0.00051237247,0.00010560204,0.00059253885,0.00025084245,0.000058452337,0.0002782503,0.0015384587,0.0011087557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006444402,0.00010348551,0.04334297,0.0129941525,0.000048188544,0.00006369598,0.011394613,0.000001715701,0.00000735103,0.0011034496,0.93003386,0.00026208992],"study_design_scores_gemma":[0.0017630201,0.0004049204,0.062229764,0.01582537,0.00001746617,0.0000022344195,0.00058843713,0.0000064834016,0.0000024952917,0.00009025214,0.91873574,0.000333788],"about_ca_topic_score_codex":0.009429047,"about_ca_topic_score_gemma":0.02265002,"teacher_disagreement_score":0.48045942,"about_ca_system_score_codex":0.00065871386,"about_ca_system_score_gemma":0.00073460035,"threshold_uncertainty_score":0.9997328},"labels":[],"label_agreement":null},{"id":"W4404491128","doi":"10.1503/cmaj.231292","title":"Supporting future and current rural physicians","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Thriving; Remuneration; Generalist and specialist species; Work (physics); Key (lock); Rural health; Rural area; Medicine; Computer science; Economic growth; Nursing; Business; Psychology; Computer security; Economics; Finance; Pathology","score_opus":0.013535092941814873,"score_gpt":0.4071481939004642,"score_spread":0.3936131009586493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404491128","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54457426,0.024806203,0.000118502656,0.3810079,0.03230349,0.00058647397,0.00012261816,0.00022302479,0.016257502],"genre_scores_gemma":[0.9217089,0.00404239,0.00010271897,0.03299779,0.036063958,0.00002845545,0.0000389973,0.000052518466,0.0049642865],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970732,0.00036475307,0.0005803278,0.00013373693,0.00086618273,0.0009818504],"domain_scores_gemma":[0.99754155,0.00032251928,0.00018997547,0.0000629953,0.0002304726,0.0016525],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021622384,0.00011226293,0.00019922694,0.00012925953,0.0009782462,0.000066667846,0.0001279924,0.0003809369,0.0045381035],"category_scores_gemma":[0.0006934272,0.00009755725,0.00005926796,0.000262279,0.000023746254,0.0001578288,0.000022115426,0.0026883613,0.00053150253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016586922,0.000003976644,0.061119463,0.00009844377,0.000023173523,0.00012226576,0.002696057,2.401618e-7,6.777083e-7,0.001881056,0.61815125,0.31590176],"study_design_scores_gemma":[0.00020014166,0.000015826965,0.013322538,0.0011486931,0.000014521653,0.00004423104,0.008411453,0.00034723076,1.7598984e-7,0.0006570551,0.9757438,0.00009438429],"about_ca_topic_score_codex":0.0020188533,"about_ca_topic_score_gemma":0.032183576,"teacher_disagreement_score":0.37713462,"about_ca_system_score_codex":0.0016398508,"about_ca_system_score_gemma":0.0040907506,"threshold_uncertainty_score":0.99961245},"labels":[],"label_agreement":null},{"id":"W4404560052","doi":"10.22605/rrh9106","title":"A scoping review of rural mental health and substance use nursing","year":2024,"lang":"en","type":"review","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Dalhousie University; Saskatchewan Polytechnic; University of British Columbia, Okanagan Campus; Interior Health","funders":"","keywords":"Substance use; Mental health; Nursing; Medicine; Psychology; Psychiatry","score_opus":0.1258777042085372,"score_gpt":0.5240564633065774,"score_spread":0.39817875909804024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404560052","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000040799572,0.98066646,0.00000804404,0.007941449,0.0015845741,0.009137848,0.00025565582,0.00015524964,0.00020994247],"genre_scores_gemma":[0.0000018737263,0.9920157,0.0008741503,0.0051395977,0.00034826816,0.000033179826,0.00037967841,0.00011030403,0.001097227],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99204224,0.00200923,0.003333201,0.00057046773,0.0004944892,0.0015503892],"domain_scores_gemma":[0.99567765,0.0004694478,0.0020314786,0.0005306112,0.00011047639,0.0011803178],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018877155,0.00075676537,0.004762917,0.00023919388,0.0011872377,0.000027220278,0.00021369723,0.00043763302,0.00004269782],"category_scores_gemma":[0.00010228225,0.0005335091,0.00029544294,0.0007424502,0.00024767485,0.00018667585,0.0001579015,0.0016949688,0.000056180732],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007844111,0.000009408546,0.0000046803398,0.49812484,0.000017435224,0.0000013459304,0.0011452376,2.415519e-9,6.1698997e-9,0.00020939746,0.008105049,0.49237475],"study_design_scores_gemma":[0.0001583988,0.0001676939,0.0000034155828,0.66367143,0.00009372678,0.0000746571,0.0009827396,0.000005470829,4.4843333e-9,0.000069912145,0.33453387,0.00023865118],"about_ca_topic_score_codex":0.0029081162,"about_ca_topic_score_gemma":0.0005311233,"teacher_disagreement_score":0.4921361,"about_ca_system_score_codex":0.0012298935,"about_ca_system_score_gemma":0.004633284,"threshold_uncertainty_score":0.99971163},"labels":[],"label_agreement":null},{"id":"W4404583172","doi":"10.3138/jmvfh-2024-0705","title":"Canada’s Veterans’ second coming of age: Why it is time to explore the needs of our newest generation of older Veterans","year":2024,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Gerontology; Medicine; Psychology; Demography; Sociology","score_opus":0.10863251421422335,"score_gpt":0.3947958443329993,"score_spread":0.2861633301187759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404583172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93824923,0.02500954,0.00020754593,0.033695377,0.0013523706,0.00080550514,0.0003174206,0.000009645395,0.00035339053],"genre_scores_gemma":[0.9660296,0.0019070865,0.00070576445,0.030240456,0.000508478,0.000008720136,0.000016282933,0.000035736368,0.0005478625],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99546677,0.00083893514,0.0023531164,0.00019707977,0.0005981934,0.0005459052],"domain_scores_gemma":[0.99774486,0.0004988957,0.0005627641,0.00034877923,0.0004053133,0.0004394152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018824264,0.0002564747,0.0009527971,0.00033384285,0.00030638202,0.0000059246886,0.0003071955,0.00014634227,0.00020364893],"category_scores_gemma":[0.000058593017,0.0001870397,0.00016613021,0.00041620922,0.00006235875,0.00019833677,0.000060571518,0.00073835865,0.000006187395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004900958,0.00007914132,0.0013013565,0.004731562,0.00015252568,0.00003933824,0.13870478,0.00014611296,0.005755093,0.000024510404,0.8390858,0.009489689],"study_design_scores_gemma":[0.005595162,0.007855941,0.06168626,0.0255589,0.00028163736,0.00019038901,0.23208739,0.0038170165,0.00043080494,0.00016697489,0.66152364,0.00080591417],"about_ca_topic_score_codex":0.16536888,"about_ca_topic_score_gemma":0.079294555,"teacher_disagreement_score":0.17756218,"about_ca_system_score_codex":0.00030372755,"about_ca_system_score_gemma":0.0027850734,"threshold_uncertainty_score":0.9375059},"labels":[],"label_agreement":null},{"id":"W4404598661","doi":"10.1108/oxan-es290666","title":"Allegation will add to India-Canada tensions","year":2024,"lang":"en","type":"article","venue":"Emerald expert briefings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Allegation; Geography; Environmental planning; Political science; Law","score_opus":0.031394868312439185,"score_gpt":0.3975386212590121,"score_spread":0.3661437529465729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404598661","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029973645,0.0035883826,0.00030165436,0.955057,0.002802002,0.0014972243,0.00006532657,0.00081077917,0.0059039393],"genre_scores_gemma":[0.09197175,0.00022585526,0.0023961833,0.8824892,0.0013055579,0.00039279534,0.00011655454,0.000095825104,0.021006301],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971465,0.00017340199,0.0006591998,0.00053869904,0.00050921674,0.00097299303],"domain_scores_gemma":[0.9984073,0.00041284817,0.00007390914,0.0004113589,0.00018008008,0.0005145277],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002869674,0.00025811375,0.00031290273,0.00011171751,0.00088860525,0.000034958233,0.00024537026,0.00020239718,0.0034894228],"category_scores_gemma":[0.0002891924,0.00023713753,0.000065289845,0.00064588257,0.00002922091,0.0002976448,0.0001702386,0.0006330669,0.0011027227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001839582,0.0000104227765,0.00008013674,0.00009182254,0.000017253149,0.00004088451,0.005546475,0.000010917296,0.00030359448,0.003302344,0.9878044,0.0027733354],"study_design_scores_gemma":[0.00017657838,0.000044978322,0.0016773778,0.0010520197,0.000006755824,0.000004716445,0.00032894648,0.00021904203,0.00006937068,0.00037510542,0.99578494,0.00026016857],"about_ca_topic_score_codex":0.92469317,"about_ca_topic_score_gemma":0.3768479,"teacher_disagreement_score":0.54784524,"about_ca_system_score_codex":0.00068759633,"about_ca_system_score_gemma":0.0012044652,"threshold_uncertainty_score":0.99967504},"labels":[],"label_agreement":null},{"id":"W4404639867","doi":"10.2196/62726","title":"Migration of Health Workers and Its Impacts on the Nigerian Health Care Sector: Protocol for a Scoping Review","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Health care; Medicine; Computer science; Alternative medicine; Economic growth; World Wide Web; Economics","score_opus":0.6962497762545788,"score_gpt":0.7506257613426516,"score_spread":0.05437598508807273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404639867","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.759603e-8,0.46660218,7.94814e-7,0.005207876,0.00002092993,0.52763903,0.00016613412,0.00007748089,0.0002855391],"genre_scores_gemma":[3.474262e-8,0.4265459,0.00004128527,0.0010204377,0.00027528527,0.5715311,0.000070949136,0.00012610547,0.00038890206],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9766029,0.014121285,0.0039113928,0.0012034652,0.001594596,0.0025663213],"domain_scores_gemma":[0.99097633,0.003371892,0.0024516226,0.0013621162,0.0010665484,0.00077145797],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.017205186,0.0008125755,0.0037929604,0.00056519476,0.002242143,0.00009868776,0.00092277623,0.0006600311,0.000203067],"category_scores_gemma":[0.0014547519,0.00047326225,0.0004803664,0.001940364,0.00017304109,0.0001411352,0.0005123461,0.0037614626,0.00022800874],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000102006474,0.000055832057,0.000006485873,0.6629721,0.00002540986,9.773404e-7,0.0012913329,2.7593812e-8,2.2503754e-8,0.0004616133,0.21928735,0.11579685],"study_design_scores_gemma":[0.00034167702,0.0014292308,0.000001004538,0.49820694,0.000007303628,0.0000012676571,0.00043036882,8.6825645e-7,1.6602492e-7,0.000024219065,0.49940848,0.00014845993],"about_ca_topic_score_codex":0.0004201426,"about_ca_topic_score_gemma":0.0012568382,"teacher_disagreement_score":0.28012115,"about_ca_system_score_codex":0.0027191977,"about_ca_system_score_gemma":0.02491917,"threshold_uncertainty_score":0.9997719},"labels":[],"label_agreement":null},{"id":"W4404650492","doi":"10.34172/ijhpm.8653","title":"Training it Forward: The Role of Embedded Research Fellows in the Network of Scholars Program in Nova Scotia Comment on \"Early Career Outcomes of Embedded Research Fellows: An Analysis of the Health System Impact Fellowship Program\"","year":2024,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Nova scotia; Nova (rocket); Medical education; Psychology; Outcomes research; Training (meteorology); Medicine; Sociology; Alternative medicine; Engineering; Aeronautics","score_opus":0.2284132019677631,"score_gpt":0.5927004422058979,"score_spread":0.3642872402381348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404650492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92416686,0.0026381335,0.000017678787,0.06501269,0.0004777893,0.0053629046,0.00008734371,0.000015871217,0.0022207398],"genre_scores_gemma":[0.9964289,0.000712707,0.00041988195,0.0020051314,0.00019345885,0.00013150006,0.000013672039,0.000026611018,0.0000681256],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98484135,0.0074325074,0.0031908283,0.000329085,0.003010018,0.0011962015],"domain_scores_gemma":[0.9941115,0.002346538,0.0015197943,0.0006534078,0.0011395508,0.00022922519],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.034931194,0.00024288741,0.0010849158,0.001718872,0.00037740188,0.00006838096,0.0016015862,0.00012931993,0.000019605433],"category_scores_gemma":[0.0004224539,0.0001333248,0.00035247538,0.003635191,0.00036110202,0.00019805245,0.0003954408,0.0019133618,0.0000019290242],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026463899,0.0033766092,0.3351925,0.008542027,0.005279677,0.00009566909,0.24739699,0.017773036,0.000010559933,0.16880494,0.01272155,0.19816004],"study_design_scores_gemma":[0.0032433665,0.0069727367,0.5187842,0.025165929,0.0002593837,0.00001689262,0.39780918,0.011968151,0.000013206582,0.0048838696,0.03060364,0.00027944226],"about_ca_topic_score_codex":0.05517022,"about_ca_topic_score_gemma":0.014166696,"teacher_disagreement_score":0.1978806,"about_ca_system_score_codex":0.0017701273,"about_ca_system_score_gemma":0.0017094621,"threshold_uncertainty_score":0.99374145},"labels":[],"label_agreement":null},{"id":"W4404691856","doi":"10.1016/j.anzjph.2024.100201","title":"Taking a strengths-based approach to mental health in rural communities: A systematic literature review","year":2024,"lang":"en","type":"review","venue":"Australian and New Zealand Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Westpac Scholars Trust","keywords":"Systematic review; Mental health; Strengths and weaknesses; MEDLINE; Psychology; Medicine; Environmental health; Psychiatry; Social psychology; Political science","score_opus":0.2007448681993576,"score_gpt":0.4965786332878261,"score_spread":0.2958337650884685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404691856","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000010169275,0.93621993,0.000013014551,0.0561169,0.0009787604,0.0061337897,0.00030390773,0.00005043737,0.00017310349],"genre_scores_gemma":[0.000030477418,0.98198014,0.00072937616,0.011635097,0.00059407274,0.00014114223,0.0004692288,0.00010448195,0.0043159625],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98248225,0.008250469,0.006161626,0.00034544393,0.0007512703,0.0020089268],"domain_scores_gemma":[0.9903474,0.0007511102,0.0049559805,0.0006406876,0.00023152809,0.0030732884],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.012061205,0.00087704015,0.0067543983,0.0014889542,0.0005640094,0.00019620522,0.00082388846,0.0005709447,0.00010927741],"category_scores_gemma":[0.0003919378,0.0005824407,0.0005385741,0.0023406341,0.000049970233,0.00028763816,0.00016854648,0.004712035,0.00004960857],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007225308,0.00009412247,0.000024692037,0.6202029,0.00008074172,0.000011651262,0.0077594384,1.9038895e-7,7.2021505e-10,0.00016390145,0.2406874,0.13096774],"study_design_scores_gemma":[0.00041771127,0.00035272702,0.00000666891,0.49832594,0.00009381099,0.00025924336,0.004113633,0.0000026799232,2.583912e-10,0.000008636505,0.49622953,0.00018942745],"about_ca_topic_score_codex":0.0023230275,"about_ca_topic_score_gemma":0.00089650427,"teacher_disagreement_score":0.25554213,"about_ca_system_score_codex":0.002430231,"about_ca_system_score_gemma":0.011781841,"threshold_uncertainty_score":0.9996627},"labels":[],"label_agreement":null},{"id":"W4404706674","doi":"10.1007/s12630-024-02869-0","title":"The anesthesia human resources crisis in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"","keywords":"Workforce; Postponement; Medicine; Human resources; Closure (psychology); Human services; Health care; Business; Nursing; Economic growth; Political science; Economics; Management; Marketing","score_opus":0.020286192000985713,"score_gpt":0.30967276744284056,"score_spread":0.28938657544185487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404706674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9183139,0.014463178,0.0000013838122,0.06385635,0.0012190202,0.00039169344,0.0000057934253,0.00002159697,0.0017270931],"genre_scores_gemma":[0.9945785,0.00044228486,0.000056605677,0.0010310883,0.0016201212,0.000016082651,0.000003660082,0.00011528818,0.002136371],"study_design_codex":"case_report","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920695,0.0012271012,0.0025357862,0.00038598114,0.0010524448,0.002729177],"domain_scores_gemma":[0.993013,0.0009469503,0.000899406,0.0005065872,0.00082355214,0.0038104958],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0047288807,0.00052508374,0.0008824065,0.0010117707,0.0036060922,0.00039766883,0.0016506555,0.00034914498,0.0006302583],"category_scores_gemma":[0.00029769196,0.00038512534,0.00027587826,0.0013775858,0.0002469893,0.00050368026,0.000019135132,0.003729813,0.00006288597],"study_design_candidate":"case_report","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000069489266,0.000007932939,0.03654031,0.00015332442,0.00007001864,0.7303331,0.006104005,0.00019588502,0.0000027549177,0.0023520852,0.22209159,0.002079487],"study_design_scores_gemma":[0.00037201846,0.00022896889,0.013324569,0.0014522531,0.00005305476,0.46717945,0.02091994,0.000034591303,0.0000023807615,0.0010890851,0.49501812,0.00032557224],"about_ca_topic_score_codex":0.9790407,"about_ca_topic_score_gemma":0.9981446,"teacher_disagreement_score":0.2729265,"about_ca_system_score_codex":0.01089816,"about_ca_system_score_gemma":0.053699244,"threshold_uncertainty_score":0.99986005},"labels":[],"label_agreement":null},{"id":"W4404789024","doi":"10.32920/27921135.v1","title":"Black nurses in the nursing profession in Canada: a scoping review","year":2024,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Medicine","score_opus":0.16486896449992425,"score_gpt":0.5746242633985332,"score_spread":0.40975529889860896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404789024","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000035780847,0.94648045,4.1943053e-7,0.0034867376,0.0035671003,0.01632294,0.000020755118,0.00006319106,0.030054798],"genre_scores_gemma":[0.000004815226,0.9888988,0.000035550576,0.0039613815,0.00028338277,0.0019298285,0.00008854844,0.00008268978,0.0047149723],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98993003,0.004295224,0.0030519767,0.00069962704,0.0006491662,0.0013739942],"domain_scores_gemma":[0.9966291,0.0017040876,0.0006410177,0.0008184046,0.00006664769,0.00014070013],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002537794,0.00062472094,0.0031430924,0.00026393033,0.00026650654,0.000013608039,0.0008047114,0.0004920947,0.00051393325],"category_scores_gemma":[0.00039117032,0.00033494868,0.00019974957,0.0021777744,0.00006072013,0.00008225601,0.00014608761,0.0036993492,0.0008129335],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000013368644,0.000016638103,0.000028366616,0.5517258,0.0000043964537,0.000056760335,0.0008223946,8.6779266e-8,4.3483264e-10,0.0003908387,0.12206003,0.32489336],"study_design_scores_gemma":[0.000049358878,0.0000059991885,0.0000029607183,0.5402655,0.00014318402,0.000004250241,0.0030693295,0.000003687528,1.0422256e-9,0.000040996438,0.4562478,0.00016694966],"about_ca_topic_score_codex":0.6999679,"about_ca_topic_score_gemma":0.976286,"teacher_disagreement_score":0.33418778,"about_ca_system_score_codex":0.006897036,"about_ca_system_score_gemma":0.03277779,"threshold_uncertainty_score":0.9999651},"labels":[],"label_agreement":null},{"id":"W4404789151","doi":"10.32920/27921135","title":"Black nurses in the nursing profession in Canada: a scoping review","year":2024,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Political science; Psychology; Medicine","score_opus":0.16486896449992425,"score_gpt":0.5746242633985332,"score_spread":0.40975529889860896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404789151","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000035780847,0.94648045,4.1943053e-7,0.0034867376,0.0035671003,0.01632294,0.000020755118,0.00006319106,0.030054798],"genre_scores_gemma":[0.000004815226,0.9888988,0.000035550576,0.0039613815,0.00028338277,0.0019298285,0.00008854844,0.00008268978,0.0047149723],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98993003,0.004295224,0.0030519767,0.00069962704,0.0006491662,0.0013739942],"domain_scores_gemma":[0.9966291,0.0017040876,0.0006410177,0.0008184046,0.00006664769,0.00014070013],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002537794,0.00062472094,0.0031430924,0.00026393033,0.00026650654,0.000013608039,0.0008047114,0.0004920947,0.00051393325],"category_scores_gemma":[0.00039117032,0.00033494868,0.00019974957,0.0021777744,0.00006072013,0.00008225601,0.00014608761,0.0036993492,0.0008129335],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000013368644,0.000016638103,0.000028366616,0.5517258,0.0000043964537,0.000056760335,0.0008223946,8.6779266e-8,4.3483264e-10,0.0003908387,0.12206003,0.32489336],"study_design_scores_gemma":[0.000049358878,0.0000059991885,0.0000029607183,0.5402655,0.00014318402,0.000004250241,0.0030693295,0.000003687528,1.0422256e-9,0.000040996438,0.4562478,0.00016694966],"about_ca_topic_score_codex":0.6999679,"about_ca_topic_score_gemma":0.976286,"teacher_disagreement_score":0.33418778,"about_ca_system_score_codex":0.006897036,"about_ca_system_score_gemma":0.03277779,"threshold_uncertainty_score":0.9999651},"labels":[],"label_agreement":null},{"id":"W4404807626","doi":"10.1370/afm.22.s1.6638","title":"A Primary Care PBRN Impact and Strategic Clarity Initiative : Journey, Outcomes and Lessons Learned","year":2024,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CLARITY; Primary care; Political science; Psychology; Public relations; Business; Process management; Medical education; Medicine; Family medicine","score_opus":0.5996995110086909,"score_gpt":0.6003352806992399,"score_spread":0.0006357696905490151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404807626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.828137,0.075604096,0.0000046538157,0.06361089,0.00029864028,0.0005853543,0.00009494496,0.00007572715,0.03158874],"genre_scores_gemma":[0.9774061,0.013735024,0.000030468764,0.00811623,0.00024497462,0.00002150595,0.000032224838,0.000023680082,0.00038978524],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9975486,0.0006924793,0.00058937364,0.0002735018,0.0003669591,0.0005290826],"domain_scores_gemma":[0.9972634,0.0016674246,0.00019388147,0.00031526387,0.00029224486,0.00026781711],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016195702,0.0002333891,0.0006503424,0.00013318294,0.0004361453,0.000011873225,0.0001733567,0.00018377483,0.000087994966],"category_scores_gemma":[0.00022737043,0.00012213357,0.00006320869,0.00030929648,0.00046192392,0.00012048503,0.00015179768,0.0009940374,0.000015407746],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019312233,0.00019991418,0.26206356,0.021466982,0.001497574,0.00028726057,0.39060006,0.00001967152,0.001627145,0.062525086,0.104160994,0.15362053],"study_design_scores_gemma":[0.0014672917,0.0012712436,0.7937685,0.0072578057,0.00016715087,0.000010809561,0.14003384,0.00010507266,0.000008940423,0.046572376,0.009109042,0.000227923],"about_ca_topic_score_codex":0.0018195956,"about_ca_topic_score_gemma":0.00017058429,"teacher_disagreement_score":0.53170496,"about_ca_system_score_codex":0.00007227484,"about_ca_system_score_gemma":0.00051045336,"threshold_uncertainty_score":0.49804622},"labels":[],"label_agreement":null},{"id":"W4404808683","doi":"10.1370/afm.22.s1.6417","title":"The Good, the Bad and the Necessity of Locum Tenens","year":2024,"lang":"en","type":"article","venue":"The Annals of Family Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business","score_opus":0.25657763011830137,"score_gpt":0.5325785959506913,"score_spread":0.27600096583239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404808683","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37313217,0.11543394,0.000031558666,0.4744409,0.0013174257,0.0013321711,0.00002263825,0.00005636205,0.034232832],"genre_scores_gemma":[0.9547258,0.024784172,0.000007159486,0.015254345,0.0006843639,0.00005295957,0.0000027803844,0.000019057483,0.004469361],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964111,0.0014643399,0.0008208817,0.00018779635,0.00058835844,0.0005275571],"domain_scores_gemma":[0.9888367,0.009549858,0.0003301508,0.00087737833,0.0003071843,0.00009874404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008603174,0.00017653154,0.00045356253,0.000036452893,0.0012278866,0.000008420974,0.0007675055,0.00010639182,0.00006883994],"category_scores_gemma":[0.0009953587,0.000051419607,0.00008285011,0.00043366442,0.0022355863,0.00005147144,0.00027289343,0.0007995836,0.00003682452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010747543,0.00003556298,0.0033047881,0.0010482791,0.00026594137,0.0000065249096,0.03719162,0.0000128281745,0.000412783,0.21972944,0.7027911,0.034126416],"study_design_scores_gemma":[0.0019254592,0.0004399571,0.063125975,0.0056169424,0.00025477883,0.0000075447156,0.063425004,0.0009828425,0.00016445339,0.061168168,0.80272895,0.00015993808],"about_ca_topic_score_codex":0.0037902512,"about_ca_topic_score_gemma":0.00029624318,"teacher_disagreement_score":0.58159363,"about_ca_system_score_codex":0.000016316775,"about_ca_system_score_gemma":0.0001842803,"threshold_uncertainty_score":0.9444036},"labels":[],"label_agreement":null},{"id":"W4404808750","doi":"10.1370/afm.22.s1.6334","title":"Gender, Racial and Immigration Pay Gaps in Canadian Family Medicine: Qualitative findings from a mixed-methods analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Gender pay gap; Qualitative research; Qualitative analysis; Sociology; Psychology; Gender studies; Political science; Social science; Law","score_opus":0.07593875821995928,"score_gpt":0.5366590539728361,"score_spread":0.4607202957528768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404808750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93347365,0.013036039,0.009384208,0.016907385,0.0021821915,0.0010982014,0.00039553584,0.00021515143,0.023307651],"genre_scores_gemma":[0.9802289,0.00060894876,0.012526933,0.0035962972,0.00030977625,0.000074932614,0.0005738176,0.000024134664,0.0020562564],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9950019,0.0025138322,0.0008269334,0.00062327634,0.00026481654,0.0007692188],"domain_scores_gemma":[0.99563015,0.0032937631,0.000077454155,0.00036289348,0.00010173762,0.0005339889],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004583049,0.00020493602,0.000527285,0.0008705519,0.00039115682,0.00002221679,0.0002003211,0.0003235813,0.0011033003],"category_scores_gemma":[0.0006359737,0.00014336397,0.000046115034,0.0020150398,0.00009193707,0.00021861668,0.000088635825,0.0006806575,0.00012552453],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007978809,0.000022752425,0.13256025,0.0005045062,0.0005694284,0.00006691267,0.69287205,0.00001287444,0.00022322295,0.02121174,0.116046235,0.035830215],"study_design_scores_gemma":[0.00068392284,0.00007658842,0.26491207,0.00075698155,0.00050205144,3.8645754e-7,0.5051342,0.022739967,0.000008186355,0.013641842,0.19114292,0.00040084607],"about_ca_topic_score_codex":0.93869364,"about_ca_topic_score_gemma":0.97115827,"teacher_disagreement_score":0.18773784,"about_ca_system_score_codex":0.0006491521,"about_ca_system_score_gemma":0.0011007098,"threshold_uncertainty_score":0.9998098},"labels":[],"label_agreement":null},{"id":"W4404809268","doi":"10.1370/afm.22.s1.5939","title":"Predictors for success and failure in international medical graduates: a systematic review of prognostic factor studies","year":2024,"lang":"en","type":"review","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Systematic review; Medicine; Computer science; MEDLINE; Political science","score_opus":0.15010176207352594,"score_gpt":0.5471694996365648,"score_spread":0.39706773756303887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404809268","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000071545005,0.9790615,0.000009769592,0.001532811,0.0013869366,0.01737346,0.00034499407,0.000097174685,0.00018621341],"genre_scores_gemma":[0.000019996802,0.9898169,0.00015544968,0.00036318484,0.00019177447,0.00794447,0.00016744957,0.00006049182,0.0012802747],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9933699,0.0010128234,0.0037503373,0.00053638045,0.0008104969,0.00052007334],"domain_scores_gemma":[0.99227905,0.00564752,0.0010615577,0.000327802,0.00045656922,0.00022748753],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0021933496,0.00050814153,0.0050658565,0.00033451317,0.00009437874,0.000009916435,0.0005658871,0.00056406547,0.00025192773],"category_scores_gemma":[0.01230343,0.00028584807,0.0003242357,0.0005142322,0.00011005817,0.00007981065,0.00040669896,0.0009152493,0.00006110082],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018867835,0.000024044935,0.00027861595,0.9829117,0.00047460478,0.0000085309675,0.0004729039,2.6714162e-9,3.2541703e-10,0.0010587022,0.01173845,0.0030305376],"study_design_scores_gemma":[0.00013362907,0.000045922654,0.0000019062011,0.78309625,0.0017065367,0.000007009872,0.0007466343,0.000008229157,2.117999e-9,0.00008471507,0.21401672,0.00015245256],"about_ca_topic_score_codex":0.00005825577,"about_ca_topic_score_gemma":0.0005604159,"teacher_disagreement_score":0.20227827,"about_ca_system_score_codex":0.00043788223,"about_ca_system_score_gemma":0.0011395244,"threshold_uncertainty_score":0.99995935},"labels":[],"label_agreement":null},{"id":"W4404833386","doi":"10.1186/s12913-024-11977-y","title":"Factors influencing the intention of doctors to emigrate: a cross-sectional study of Ghanaian doctors","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cross-sectional study; Remuneration; Logistic regression; Emigration; Health administration; Family medicine; Descriptive statistics; Odds ratio; Health care; Demography; Public health; Nursing; Geography","score_opus":0.19224994785641883,"score_gpt":0.5749682173950609,"score_spread":0.3827182695386421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404833386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921131,0.0010353419,0.000016456886,0.0002340649,0.0011895057,0.0046282797,0.000082792205,0.00013103615,0.0005694119],"genre_scores_gemma":[0.99785715,0.00007832343,0.000051473206,0.0003021352,0.0002550077,0.00028296086,0.00003146207,0.000051496983,0.0010899614],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9898543,0.0033193897,0.0023651756,0.000709771,0.0021711525,0.0015802095],"domain_scores_gemma":[0.99367416,0.0028812836,0.00039959222,0.0008425603,0.001571645,0.00063074956],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00909445,0.00028189938,0.00059986865,0.0009532734,0.0015698812,0.000083135965,0.0009893434,0.00027032968,0.0005040293],"category_scores_gemma":[0.00023120112,0.0001867135,0.00012960142,0.003735298,0.00015872945,0.00029364636,0.00062921346,0.0016785495,0.00021937262],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001861607,0.0001628651,0.89417523,0.00903693,0.00003634661,0.0000012683229,0.095246285,0.00016600982,0.000052898722,0.00047222528,0.00022125177,0.00024251734],"study_design_scores_gemma":[0.00032060567,0.00090079877,0.8031619,0.0022082147,0.000005369047,4.4253196e-7,0.18898417,0.00035035054,0.000032819535,0.000117303476,0.003817496,0.00010047646],"about_ca_topic_score_codex":0.10175706,"about_ca_topic_score_gemma":0.06530994,"teacher_disagreement_score":0.09373789,"about_ca_system_score_codex":0.0011691032,"about_ca_system_score_gemma":0.0022788951,"threshold_uncertainty_score":0.99972993},"labels":[],"label_agreement":null},{"id":"W4404850378","doi":"10.3138/ptc-2022-0054-cc_hall","title":"Clinician's Commentary on Hopkins-Rosseel et al.","year":2024,"lang":"en","type":"letter","venue":"Physiotherapy Canada","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Gerontology; Computer science; Medicine; Psychology","score_opus":0.03663920510053868,"score_gpt":0.4460274188888346,"score_spread":0.40938821378829593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404850378","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005800412,0.0011498032,0.0000020422244,0.959563,0.012995207,0.0015927224,0.0013663912,0.00026861508,0.022482183],"genre_scores_gemma":[0.00037048612,0.0026504477,0.000054848064,0.9583439,0.009438561,0.00034755951,0.001421365,0.00034774578,0.027025089],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993912,0.0010576879,0.001093676,0.0010271714,0.0012570308,0.0016524793],"domain_scores_gemma":[0.99614114,0.0016915593,0.00050013233,0.00127055,0.00013344643,0.0002632047],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004158149,0.0007963467,0.0010385312,0.00023770996,0.0006784878,0.000034377903,0.0007450893,0.0008047889,0.0025012537],"category_scores_gemma":[0.000021061,0.0007081646,0.00022077805,0.00049829145,0.000075810145,0.00007016728,0.00013554718,0.007903391,0.00085912785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069654976,0.000028271239,0.00011606835,0.00088752055,0.00015050927,0.00039309871,0.00027721928,0.000007300087,0.00000322687,0.00010777209,0.9966638,0.001295575],"study_design_scores_gemma":[0.00056267646,0.00016211938,0.00006508791,0.0032015548,0.00002588293,9.469379e-7,0.00017348064,0.0000396986,0.000003767866,0.00034420108,0.99481136,0.0006092261],"about_ca_topic_score_codex":0.93804103,"about_ca_topic_score_gemma":0.8637837,"teacher_disagreement_score":0.07425731,"about_ca_system_score_codex":0.0030425575,"about_ca_system_score_gemma":0.004376556,"threshold_uncertainty_score":0.9999188},"labels":[],"label_agreement":null},{"id":"W4404860871","doi":"10.1080/16549716.2024.2432754","title":"Understanding the exodus: a 15-year retrospective cohort study on the pattern and determinants of migration among Nigerian doctors and dentists","year":2024,"lang":"en","type":"article","venue":"Global Health Action","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services; University of Toronto; Abbotsford Veterinary Clinic; Medicine Hat Regional Hospital","funders":"","keywords":"Retrospective cohort study; Medicine; Demography; Family medicine; Geography; Sociology; Surgery","score_opus":0.10291165477873496,"score_gpt":0.45508629037161324,"score_spread":0.3521746355928783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404860871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919483,0.00038111146,0.00025228382,0.0017804963,0.0018893627,0.0031941594,0.00006654874,0.000090765236,0.00039694348],"genre_scores_gemma":[0.9987669,0.0003492123,0.0000046850955,0.00042412925,0.00016482573,0.00013510704,0.000008233521,0.00001606557,0.00013085689],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99719167,0.0008916641,0.0006100058,0.0004147592,0.00039922842,0.00049267034],"domain_scores_gemma":[0.99884826,0.00032016853,0.0003231501,0.00029452087,0.00007275216,0.00014114416],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017483442,0.00018968567,0.0003166396,0.00006326765,0.0013174021,0.000054856213,0.00010205555,0.00013346858,0.000040507628],"category_scores_gemma":[0.00011454252,0.000118131335,0.000033173055,0.0004123149,0.00013146183,0.00017905864,0.00007404866,0.00047230482,0.00002256645],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055711815,0.000035194607,0.9894741,0.00028004884,0.000020682495,0.000003071147,0.0041783215,9.185273e-7,0.0000013854313,0.0010207392,0.0024122149,0.0025175752],"study_design_scores_gemma":[0.00027517352,0.00043125227,0.9686343,0.0008639092,0.000028582881,0.0000054812594,0.027835386,0.00030629372,0.0000025857428,0.0012427284,0.0002907146,0.00008357157],"about_ca_topic_score_codex":0.009149232,"about_ca_topic_score_gemma":0.03560742,"teacher_disagreement_score":0.026458189,"about_ca_system_score_codex":0.0017850305,"about_ca_system_score_gemma":0.00020991739,"threshold_uncertainty_score":0.9999828},"labels":[],"label_agreement":null},{"id":"W4404868881","doi":"10.22605/rrh9144","title":"Barriers and facilitators to continuous quality improvement engagement among rural physicians in British Columbia, Canada: a mixed-methods study","year":2024,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Quality management; Medicine; Family medicine; Medical education; Nursing; Psychology; Business","score_opus":0.019527902992816062,"score_gpt":0.4116065920846614,"score_spread":0.39207868909184534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404868881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9864925,0.002746316,0.0000772653,0.004306755,0.0016848749,0.004231686,0.00019492203,0.00012735956,0.00013832013],"genre_scores_gemma":[0.99153686,0.0005676597,0.00080530765,0.004091211,0.00013780032,0.00008689233,0.000015424175,0.00003182909,0.002727035],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9937884,0.0027440551,0.0012131343,0.0005621266,0.0004129839,0.0012792613],"domain_scores_gemma":[0.99799854,0.0005180634,0.0001701425,0.0002733217,0.000082068014,0.0009578846],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0041567683,0.00023353142,0.0007891301,0.000071119386,0.0012461717,0.00010958884,0.00013535572,0.00012511823,0.00006894452],"category_scores_gemma":[0.00022865004,0.00028666155,0.00004267144,0.00044817175,0.00009035384,0.00011106177,0.0002615186,0.0009169188,0.000004905469],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019021883,0.00003073479,0.25368118,0.0013169753,0.00003127914,0.000033777924,0.011473754,0.0000020503694,0.000010892804,0.0000194315,0.011149329,0.72223157],"study_design_scores_gemma":[0.0007367684,0.0005650163,0.70940936,0.0021759998,0.0000117720665,0.000002315736,0.2624285,0.00020858107,6.892717e-7,0.0001607673,0.024027709,0.0002725344],"about_ca_topic_score_codex":0.9952321,"about_ca_topic_score_gemma":0.99773884,"teacher_disagreement_score":0.72195905,"about_ca_system_score_codex":0.0014490462,"about_ca_system_score_gemma":0.0015975338,"threshold_uncertainty_score":0.9999586},"labels":[],"label_agreement":null},{"id":"W4404906889","doi":"10.1097/acm.0000000000005928","title":"In the Eye of the Beholder: A Stakeholder Analysis of the Value of the “Promotion in Place” Competency-Based Time-Variable Graduate Medical Education Pilot","year":2024,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Medical education; Promotion (chess); Value (mathematics); Credibility; Psychology; Workforce; Public relations; Medicine; Nursing; Political science","score_opus":0.10256227773485203,"score_gpt":0.447201500289435,"score_spread":0.34463922255458296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404906889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8368372,0.001609711,0.000038524824,0.15619981,0.0013044133,0.0017398591,0.000028049915,0.000016547934,0.0022259261],"genre_scores_gemma":[0.9914509,0.00022227832,0.000030589046,0.006465564,0.00019354833,0.00011441578,0.000020247116,0.000017063827,0.0014854169],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9932052,0.0029396655,0.0016033998,0.0002943263,0.001543666,0.0004137547],"domain_scores_gemma":[0.9962107,0.0020448542,0.0006515503,0.0008457701,0.0001655374,0.00008162032],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0072279773,0.00018622588,0.0005992857,0.00028237447,0.00018294743,0.0000015536918,0.0012205973,0.00033324276,0.00079618895],"category_scores_gemma":[0.0026744346,0.00007645419,0.00010447625,0.0047150753,0.0005285116,0.00006577099,0.00016809144,0.0023259327,0.000006674963],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030821707,0.00076018565,0.60545975,0.0054071997,0.00048346413,0.0000036641006,0.08977757,0.00415041,0.00419256,0.14369321,0.14442126,0.0013424967],"study_design_scores_gemma":[0.0045333467,0.00060572854,0.75622296,0.056653984,0.0029371204,0.000007472079,0.02750459,0.10418892,0.0007440225,0.029650759,0.01653902,0.0004120532],"about_ca_topic_score_codex":0.0053642686,"about_ca_topic_score_gemma":0.000826728,"teacher_disagreement_score":0.15461372,"about_ca_system_score_codex":0.00022603928,"about_ca_system_score_gemma":0.0033375984,"threshold_uncertainty_score":0.99997574},"labels":[],"label_agreement":null},{"id":"W4404959497","doi":"10.1186/s12909-024-06258-5","title":"Rural physicians and social capital: the potential and promises of a rural health research capacity building program","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of Saskatchewan; University of Toronto; Memorial University of Newfoundland","funders":"International Grenfell Association; Mitacs","keywords":"Social capital; Focus group; Capacity building; Relational capital; Medical education; Qualitative property; Social cognitive theory; Qualitative research; Public relations; Health care; Knowledge management; Psychology; Medicine; Business; Sociology; Marketing; Political science; Intellectual capital; Computer science; Social psychology; Social science","score_opus":0.10109192684265664,"score_gpt":0.5258222777606884,"score_spread":0.4247303509180317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404959497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9569314,0.0038030979,0.00006441306,0.035983145,0.0010898421,0.0017930936,0.000009689996,0.00010094817,0.00022438333],"genre_scores_gemma":[0.99580884,0.00046919694,0.0008061425,0.00081328326,0.0013255057,0.00044613553,0.000024594716,0.000018571638,0.00028770795],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9966263,0.0013248515,0.00047398455,0.00018709057,0.00078097207,0.0006067693],"domain_scores_gemma":[0.99849176,0.00078864006,0.00011698359,0.00013803842,0.00021005608,0.00025450575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027834794,0.00011121961,0.00023455526,0.000090353744,0.0011191354,0.00003521187,0.0001504495,0.00018219369,0.00009700782],"category_scores_gemma":[0.00081573124,0.000077444434,0.000036620808,0.00033550887,0.0006118409,0.00011234411,0.000119784,0.0009099869,0.00001062246],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012420288,0.00056392077,0.010741017,0.0110898325,0.000037014906,9.641604e-7,0.13598795,5.460431e-7,0.00013108639,0.07580302,0.07119207,0.69432837],"study_design_scores_gemma":[0.0014910314,0.0009941385,0.17069146,0.0176883,0.0000800681,0.000042102623,0.72109437,0.0049061333,0.00003224721,0.03226066,0.050270207,0.00044925514],"about_ca_topic_score_codex":0.0050320816,"about_ca_topic_score_gemma":0.0010969322,"teacher_disagreement_score":0.6938791,"about_ca_system_score_codex":0.00020971133,"about_ca_system_score_gemma":0.0049968134,"threshold_uncertainty_score":0.8864132},"labels":[],"label_agreement":null},{"id":"W4405016844","doi":"10.1002/pds.70068","title":"Does Physicians' Clinical Competence, Communication Ability, or Cultural Background Influence Potentially Inappropriate Prescribing of Benzodiazepines and Z‐Drugs Among Older Adults With Insomnia?","year":2024,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Medical Council of Canada; McGill University","funders":"McGill University; Fonds de Recherche du Québec - Santé; Foundation for Advancement of International Medical Education and Research","keywords":"Medicine; Family medicine; Logistic regression; Licensure; Competence (human resources); Psychiatry; Internal medicine; Nursing","score_opus":0.04326799975617807,"score_gpt":0.4401920078224994,"score_spread":0.39692400806632133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405016844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9868942,0.0039667143,0.00020753771,0.0059920955,0.00063588243,0.0015325589,0.000085671556,0.00017249936,0.0005128753],"genre_scores_gemma":[0.9829348,0.011575777,0.00273951,0.0020243612,0.00022736503,0.000121815385,0.00008021209,0.000026192345,0.0002699927],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9920735,0.0046359873,0.0017429447,0.00071880076,0.00017705324,0.0006517449],"domain_scores_gemma":[0.9905989,0.007788307,0.00058950746,0.00043239043,0.00035049542,0.00024037092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004794805,0.00033479114,0.00095137657,0.00007679492,0.0007668965,0.000016352707,0.00032885303,0.0002981451,0.000095592004],"category_scores_gemma":[0.00062074594,0.00018124413,0.00008340093,0.000306064,0.0014224756,0.00067545316,0.00045102873,0.001359371,0.000012805656],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003741681,0.0001834484,0.92895967,0.004912642,0.00021875485,0.000010541299,0.02085064,0.00011077124,0.00008091898,0.0038645845,0.0026713244,0.034395035],"study_design_scores_gemma":[0.0037577827,0.00022602278,0.9466769,0.0102636535,0.00027438047,0.000008719631,0.018183041,0.005839815,0.00003419444,0.0018342413,0.01239152,0.00050969305],"about_ca_topic_score_codex":0.0026352482,"about_ca_topic_score_gemma":0.0011025734,"teacher_disagreement_score":0.03388534,"about_ca_system_score_codex":0.00006356176,"about_ca_system_score_gemma":0.00018364501,"threshold_uncertainty_score":0.7390922},"labels":[],"label_agreement":null},{"id":"W4405073225","doi":"10.46747/cfp.701112683","title":"Rural generalists and quality of care","year":2024,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Generalist and specialist species; Quality (philosophy); Computer science; Data science; World Wide Web; Medicine; Biology; Ecology","score_opus":0.0657120739158112,"score_gpt":0.3964398463345623,"score_spread":0.3307277724187511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405073225","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043999337,0.03645276,5.801082e-7,0.40365618,0.005988719,0.0022320217,0.007508257,0.00020432008,0.4999578],"genre_scores_gemma":[0.0108221,0.00015930888,0.00004453637,0.97420084,0.0058169137,0.00009760842,0.0015903974,0.00012523062,0.0071430802],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962895,0.00058181206,0.0008647242,0.0005169655,0.00038654366,0.0013604384],"domain_scores_gemma":[0.99787945,0.00021945161,0.00032571983,0.000722769,0.00032275196,0.000529868],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00020191324,0.00045297507,0.0009607749,0.0003054573,0.00045463414,0.00002142864,0.00037212984,0.0012836823,0.000019939736],"category_scores_gemma":[0.000019374404,0.000457183,0.0001666596,0.0003443855,0.00018777576,0.00006689657,0.00009881713,0.0029023557,0.00047624353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051005163,0.0000014992238,0.00032199392,0.005440129,0.00004167879,0.000059614908,0.0010740841,5.402428e-7,0.000020466345,0.0010903294,0.98977304,0.0021715201],"study_design_scores_gemma":[0.00017408503,0.000038698676,0.003275338,0.0026639302,0.000059046124,1.2444917e-7,0.00575077,0.0000027207823,0.000001919601,0.00046454306,0.9871767,0.00039212723],"about_ca_topic_score_codex":0.39748594,"about_ca_topic_score_gemma":0.20653026,"teacher_disagreement_score":0.5705446,"about_ca_system_score_codex":0.0013982827,"about_ca_system_score_gemma":0.0025907909,"threshold_uncertainty_score":0.999788},"labels":[],"label_agreement":null},{"id":"W4405073433","doi":"10.46747/cfp.701112e211","title":"Craintes d’une nouvelle diplômée en médecine de famille","year":2024,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Humanities; Medicine; Philosophy","score_opus":0.025525844594353673,"score_gpt":0.34045316270346365,"score_spread":0.31492731810910995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405073433","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07646217,0.08577194,0.00017225568,0.10528688,0.014258213,0.001822958,0.0020641095,0.00049468863,0.7136668],"genre_scores_gemma":[0.5788058,0.0026480097,0.0009226304,0.2567145,0.0075134705,0.00019184726,0.00026258797,0.00036995832,0.15257117],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99277633,0.0010206237,0.0009684525,0.0010086063,0.0004427847,0.0037832079],"domain_scores_gemma":[0.99444366,0.0012187356,0.00013465052,0.00092967623,0.00023795337,0.003035332],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009160817,0.0007335353,0.0008239079,0.00052721816,0.0013358862,0.00014881763,0.00075321354,0.0010411736,0.0005009088],"category_scores_gemma":[0.00013341625,0.0008220226,0.000270405,0.0020187616,0.00039694618,0.00037999955,0.00015713954,0.002392505,0.014109437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000031946878,0.000076992175,0.00026213116,0.0015636992,0.00014173446,0.0005558992,0.0059584524,0.00009707523,0.0003552729,0.055143803,0.7878572,0.14795585],"study_design_scores_gemma":[0.00046821008,0.00020019615,0.0113826515,0.0066631553,0.00013924004,0.000004041868,0.03433686,0.0031668632,0.000024112873,0.010297046,0.93260145,0.0007161689],"about_ca_topic_score_codex":0.44602904,"about_ca_topic_score_gemma":0.25293118,"teacher_disagreement_score":0.5610956,"about_ca_system_score_codex":0.005811673,"about_ca_system_score_gemma":0.008621088,"threshold_uncertainty_score":0.99996424},"labels":[],"label_agreement":null},{"id":"W4405074317","doi":"10.17533/udea.iee.v42n3e13","title":"Intention, Motivations, and Barriers to Emigration of Nursing Students in Colombia","year":2024,"lang":"en","type":"article","venue":"Investigación y Educación en Enfermería","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Remuneration; Nursing; Descriptive research; Psychology; Medicine; Political science; Sociology; Social science","score_opus":0.042288548351155454,"score_gpt":0.45178963436721786,"score_spread":0.4095010860160624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405074317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872128,0.00083908817,0.00012480491,0.006524766,0.0019448006,0.0014107743,0.000030840976,0.0001546834,0.0017574608],"genre_scores_gemma":[0.9951524,0.00014416274,0.0010880148,0.0013778363,0.00017135988,0.00025464848,0.00003830309,0.000043959153,0.0017292812],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99683934,0.00060078956,0.00099585,0.0005079424,0.00043436166,0.0006217123],"domain_scores_gemma":[0.9981738,0.0005256287,0.00013017369,0.00030181164,0.00018884848,0.00067976286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010736419,0.0002458119,0.00039640706,0.0006165281,0.00031037294,0.000036902406,0.0002576688,0.0002725422,0.00037103274],"category_scores_gemma":[0.0017096265,0.0002504363,0.00004802646,0.001213101,0.00019191107,0.00032316506,0.000110259105,0.0006353155,0.00012926744],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039983126,0.00010895491,0.89907616,0.0005551494,0.000027554108,0.0000065715776,0.046958044,0.000038048925,0.0018089326,0.011946133,0.035505854,0.003928594],"study_design_scores_gemma":[0.00068017154,0.00022891033,0.90888757,0.0137267355,0.00006365972,0.000008136091,0.04340392,0.00036127257,0.0006217425,0.008129891,0.02346015,0.0004278319],"about_ca_topic_score_codex":0.0015017804,"about_ca_topic_score_gemma":0.00074935204,"teacher_disagreement_score":0.013171586,"about_ca_system_score_codex":0.00070032413,"about_ca_system_score_gemma":0.00093238073,"threshold_uncertainty_score":0.9999948},"labels":[],"label_agreement":null},{"id":"W4405081611","doi":"10.12688/mep.20642.2","title":"Twelve Tips for Engaging Medical Students in Rural-Focused Research","year":2024,"lang":"en","type":"article","venue":"MedEdPublish","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical education; Psychology; Medicine","score_opus":0.15993432980485006,"score_gpt":0.5809621305124003,"score_spread":0.42102780070755025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405081611","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8780952,0.00455625,0.00022623288,0.062669456,0.0076978253,0.0048713046,0.000054746928,0.00080692134,0.041022073],"genre_scores_gemma":[0.9757114,0.00026180828,0.0004843652,0.0029773647,0.0018666139,0.0018746145,0.00010193977,0.0000976743,0.016624212],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9919964,0.001734952,0.0009711594,0.0005584789,0.0028197444,0.0019192756],"domain_scores_gemma":[0.99292964,0.0055398117,0.000064217806,0.0004791414,0.00046954336,0.00051767286],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.019764734,0.00020656644,0.0004159022,0.000696452,0.0009703453,0.00027601322,0.0013322916,0.0005559316,0.002713767],"category_scores_gemma":[0.0069418857,0.00017794185,0.00008535306,0.0017115586,0.00013134662,0.00054161146,0.0006916856,0.0031594168,0.00092542043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010494881,0.00012450386,0.08875398,0.0012916662,0.000028065566,0.000119756514,0.01012617,7.2657446e-7,0.0000067550563,0.015069596,0.8413295,0.043044295],"study_design_scores_gemma":[0.0018775992,0.00012416524,0.009256373,0.00599175,0.000009787741,0.000004659949,0.016738754,0.0015105704,0.000011328426,0.008540117,0.9556903,0.00024456298],"about_ca_topic_score_codex":0.0018611767,"about_ca_topic_score_gemma":0.0034969517,"teacher_disagreement_score":0.1143608,"about_ca_system_score_codex":0.0009192107,"about_ca_system_score_gemma":0.0014453796,"threshold_uncertainty_score":0.9998525},"labels":[],"label_agreement":null},{"id":"W4405099435","doi":"10.22215/etd/2024-16154","title":"Spatial Analysis of Access to Health and Care Services in Canada Across the Rural/Urban Spectrum","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rurality; Geography; Context (archaeology); Rural area; Health care; Health services; Regional science; Population; Business; Medicine; Environmental health; Economic growth","score_opus":0.023440879302129097,"score_gpt":0.4405843179179561,"score_spread":0.41714343861582703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405099435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98040146,0.006548073,6.5519833e-7,0.004708835,0.0016972736,0.002018108,0.00054855616,0.000038401395,0.0040386366],"genre_scores_gemma":[0.98981774,0.00050973834,0.000007633118,0.0032259633,0.00014935363,0.00018207368,0.0022708194,0.000042711556,0.0037939579],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99637043,0.00040177722,0.0012344803,0.00047855996,0.0005602022,0.00095455564],"domain_scores_gemma":[0.99808216,0.00033987002,0.0005107036,0.0005170841,0.00017193702,0.00037826388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042356917,0.00035203053,0.0011387126,0.0003219292,0.00052443426,0.000043819797,0.0006127677,0.0002639656,0.0003814811],"category_scores_gemma":[0.000027320613,0.00023772278,0.00008956446,0.0021145733,0.000015302787,0.00007703459,0.00021861149,0.00088955206,0.000014931702],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027594695,0.000007973278,0.7776469,0.013601257,0.0003095108,0.0000075551143,0.19314344,0.0001257046,5.134351e-7,0.000162097,0.009488903,0.0052301763],"study_design_scores_gemma":[0.0001988539,0.00007981275,0.43526688,0.0028176703,0.00020991638,1.0681482e-7,0.5526723,0.00026435856,0.000009382297,0.000030548617,0.008237163,0.00021295632],"about_ca_topic_score_codex":0.99907047,"about_ca_topic_score_gemma":0.9999874,"teacher_disagreement_score":0.35952893,"about_ca_system_score_codex":0.0019153926,"about_ca_system_score_gemma":0.0052535604,"threshold_uncertainty_score":0.96940535},"labels":[],"label_agreement":null},{"id":"W4405175107","doi":"10.22605/rrh8792","title":"Shaping the future rural healthcare landscape: perspectives of young healthcare professionals","year":2024,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Island Health","funders":"Universiteit Stellenbosch; Government of Canada; World Health Organization","keywords":"Health care; Health professionals; Healthcare system; Medicine; Nursing; Public relations; Political science","score_opus":0.030331002740002815,"score_gpt":0.421126071169511,"score_spread":0.3907950684295082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405175107","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26378268,0.30474153,0.000030745774,0.42389542,0.0037411773,0.0023953216,0.00015351821,0.00035276456,0.00090685964],"genre_scores_gemma":[0.94728714,0.03915323,0.000469595,0.007587967,0.002614117,0.000034898585,0.00007846575,0.0000675251,0.002707035],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99471533,0.0014580355,0.0012657058,0.00050009374,0.0006365969,0.0014242134],"domain_scores_gemma":[0.9976172,0.00049470505,0.0004384112,0.0004903446,0.0003491483,0.0006102294],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018085837,0.00039572318,0.00079212076,0.00018100225,0.002489665,0.00003136461,0.00031151008,0.00041011107,0.00018693211],"category_scores_gemma":[0.000058837966,0.00023184366,0.000156362,0.0007701175,0.00018590917,0.00020581517,0.0002283831,0.0019194835,0.000066922534],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005585487,0.00013219459,0.03388748,0.036394536,0.00016745614,0.000033251155,0.26189348,0.000004523194,0.000037748494,0.115532875,0.085136,0.4662219],"study_design_scores_gemma":[0.00091435434,0.0006837308,0.05716317,0.0237483,0.000032814874,0.00012342048,0.8174062,0.0018561068,0.0000044667668,0.006680947,0.09086233,0.0005242055],"about_ca_topic_score_codex":0.009722662,"about_ca_topic_score_gemma":0.0036458857,"teacher_disagreement_score":0.6835045,"about_ca_system_score_codex":0.00044405393,"about_ca_system_score_gemma":0.0018215547,"threshold_uncertainty_score":0.998809},"labels":[],"label_agreement":null},{"id":"W4405240306","doi":"10.3389/fmed.2024.1452932","title":"Challenging perceptions about rural practice using narratives: a living library approach in medical education","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Cumming School of Medicine, University of Calgary","keywords":"Narrative; Thematic analysis; Medical education; Rural area; Curiosity; Psychology; Qualitative research; Medicine; Sociology; Social psychology; Social science","score_opus":0.035559352905583194,"score_gpt":0.4465094324955825,"score_spread":0.4109500795899993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405240306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34830984,0.17508313,0.055195797,0.16526245,0.028282542,0.004504268,0.000010775078,0.0010321888,0.222319],"genre_scores_gemma":[0.88299835,0.009389196,0.09031598,0.009394703,0.0039678537,0.0004409065,0.00010820249,0.00012166847,0.0032631282],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9960761,0.0012574709,0.00093040767,0.00041067725,0.0006030753,0.00072227255],"domain_scores_gemma":[0.99849373,0.0007144324,0.00013613858,0.00026847664,0.000060232036,0.00032698025],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021164885,0.00022685528,0.0005237567,0.0007728181,0.00034502358,0.000015094235,0.00026996832,0.0003837823,0.0012721653],"category_scores_gemma":[0.0016119824,0.00019373295,0.000036978057,0.0013066825,0.00019028106,0.0008844242,0.000119774326,0.0019197974,0.00003206047],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012081727,0.0004715754,0.21722637,0.003529802,0.000058572583,0.000111800444,0.4460823,0.0002816658,0.000012276156,0.011429416,0.29045197,0.030223414],"study_design_scores_gemma":[0.0004910988,0.000064180844,0.010451514,0.037120584,0.000028390516,0.000035184818,0.83668447,0.06508074,5.1837823e-8,0.0014104062,0.048411354,0.0002220285],"about_ca_topic_score_codex":0.0006932283,"about_ca_topic_score_gemma":0.00004831192,"teacher_disagreement_score":0.53468853,"about_ca_system_score_codex":0.000733332,"about_ca_system_score_gemma":0.0019471019,"threshold_uncertainty_score":0.9996408},"labels":[],"label_agreement":null},{"id":"W4405315856","doi":"10.4103/ijcn.ijcn_102_24","title":"The Importance of Diploma Nursing Courses in India: A Comparative Analysis with Developed Countries","year":2024,"lang":"en","type":"article","venue":"Indian Journal of Continuing Nursing Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Bachelor; Nurse education; Nursing; Nursing shortage; Empowerment; Medicine; Health care; Political science","score_opus":0.025540652595619405,"score_gpt":0.4474485070010666,"score_spread":0.4219078544054472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405315856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979603,0.011876113,0.00018724376,0.003230835,0.0017686312,0.000420531,0.0000061867718,0.000020793852,0.002886672],"genre_scores_gemma":[0.99805033,0.0001758379,0.0010574686,0.000083853825,0.0002858255,0.000016544016,0.000007087157,0.000016671893,0.00030640265],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99725324,0.00047813944,0.0012303976,0.00016998524,0.00042360066,0.00044460874],"domain_scores_gemma":[0.99645597,0.0012195761,0.0011978156,0.00018840046,0.00080740557,0.00013081261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001481035,0.00016692554,0.00054657675,0.00069809315,0.0003531758,0.00006777611,0.00023555371,0.00011896944,0.000027077165],"category_scores_gemma":[0.0001731125,0.00011527257,0.00008542637,0.0017573753,0.00032301585,0.00034688276,0.000006458308,0.0007204486,0.0000057960096],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047649042,0.00022071345,0.62034106,0.00025416652,0.00034763583,0.00004293983,0.32858863,0.000095997406,0.000017920005,0.007894576,0.0044218847,0.037298],"study_design_scores_gemma":[0.0006576757,0.00033117988,0.6658894,0.06020265,0.0006435414,0.00010709869,0.26113388,0.00012803132,0.00012972673,0.003286547,0.0072316877,0.00025860753],"about_ca_topic_score_codex":0.000039639377,"about_ca_topic_score_gemma":0.00045700974,"teacher_disagreement_score":0.06745477,"about_ca_system_score_codex":0.0009825887,"about_ca_system_score_gemma":0.0030776507,"threshold_uncertainty_score":0.545962},"labels":[],"label_agreement":null},{"id":"W4405324746","doi":"10.4000/12whu","title":"Black students’ Mental Health Matters : une étude du racisme structurel académique sur les campus canadiens","year":2022,"lang":"fr","type":"article","venue":"Archipélies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Sociology; Mental health; Political science; Psychology; Psychiatry","score_opus":0.0267824803372444,"score_gpt":0.36148038457145704,"score_spread":0.33469790423421264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405324746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66358155,0.008721061,0.00003021773,0.3161654,0.006207233,0.0023864885,0.0020490906,0.00017784131,0.0006811133],"genre_scores_gemma":[0.927141,0.004670465,0.0008952767,0.04708767,0.0008303286,0.00028406325,0.00048733052,0.00018292226,0.018420938],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98790586,0.004655096,0.0016986176,0.0010512336,0.0014623422,0.0032268362],"domain_scores_gemma":[0.99573386,0.00093808904,0.0008984042,0.00089222076,0.00015244423,0.0013849613],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002120103,0.0007806296,0.0011260405,0.00034452163,0.0061974823,0.000067417255,0.0015159406,0.00033670967,0.004487016],"category_scores_gemma":[0.00015694978,0.0008644453,0.00024289096,0.0009007641,0.0008272719,0.0002444003,0.002069394,0.0038004916,0.0003321395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034401673,0.00035836283,0.2299875,0.0019266095,0.0002500022,0.00016063491,0.26685455,0.0013598129,0.000019391127,0.017682403,0.46367723,0.017379494],"study_design_scores_gemma":[0.0020861167,0.00080180523,0.24550259,0.0010156475,0.000056980876,0.00010886742,0.11775714,0.00029892087,0.0000043796754,0.0031893451,0.6284295,0.0007486972],"about_ca_topic_score_codex":0.26382104,"about_ca_topic_score_gemma":0.37386712,"teacher_disagreement_score":0.26907772,"about_ca_system_score_codex":0.003503808,"about_ca_system_score_gemma":0.0019711652,"threshold_uncertainty_score":0.99938065},"labels":[],"label_agreement":null},{"id":"W4405366825","doi":"10.1080/10401334.2024.2439848","title":"Disabled Students in Health and Social Services Fieldwork: Perceptions of Canadian Fieldwork Educators and Academic Coordinators","year":2024,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Toronto; Dalhousie University","funders":"","keywords":"Perception; Medical education; Psychology; Nursing; Pedagogy; Sociology; Medicine","score_opus":0.03460123307229294,"score_gpt":0.4627256263942465,"score_spread":0.42812439332195357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405366825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96521294,0.0062705516,0.000003799122,0.026501372,0.0003129074,0.0002957928,0.0000016094713,0.00004428419,0.0013567164],"genre_scores_gemma":[0.9944273,0.0021146487,0.00008137506,0.0020634509,0.0002218194,0.000017257316,0.000016285798,0.000014280572,0.0010435516],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99747884,0.0011301144,0.0005107107,0.00025214482,0.00016323105,0.00046498486],"domain_scores_gemma":[0.99863553,0.0009313944,0.000092301634,0.00006384507,0.000012852826,0.00026406298],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0032847337,0.00012854983,0.00037755238,0.0005657224,0.0008345433,0.000008718675,0.00009113211,0.00023090688,0.00008338116],"category_scores_gemma":[0.00025038308,0.000109912085,0.0000100103825,0.00034536197,0.00009773291,0.00006756851,0.00006615715,0.0036076983,0.0000023328764],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000111186255,0.000006290042,0.7913189,0.001633209,0.0000050950966,0.0000028346183,0.1933899,0.000005846666,0.0000015741317,0.0009782169,0.0011707292,0.011476273],"study_design_scores_gemma":[0.00073796004,0.00019630676,0.5582568,0.014679114,0.000013944028,0.00000389465,0.37930593,0.00048483638,3.769547e-8,0.00045082447,0.045735303,0.00013507111],"about_ca_topic_score_codex":0.3780429,"about_ca_topic_score_gemma":0.10112649,"teacher_disagreement_score":0.2769164,"about_ca_system_score_codex":0.00014586926,"about_ca_system_score_gemma":0.00023088697,"threshold_uncertainty_score":0.998691},"labels":[],"label_agreement":null},{"id":"W4405367958","doi":"10.1111/ajr.13205","title":"Facilitating the future of small rural hospitals","year":2024,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; MEDLINE; Rural health; Medical emergency; Business; Nursing; Rural area; Political science; Pathology","score_opus":0.03382939332481715,"score_gpt":0.4271125128010154,"score_spread":0.39328311947619826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405367958","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03403992,0.027074808,0.000007704294,0.03439533,0.90143305,0.0014695527,0.0011807401,0.00006551396,0.00033337605],"genre_scores_gemma":[0.012166686,0.009978931,0.001026836,0.0007036517,0.9490258,0.000034857476,0.00020432557,0.00016091147,0.026698014],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9887991,0.0022259648,0.0048963954,0.00028955887,0.0018971699,0.001891828],"domain_scores_gemma":[0.9869372,0.0039114133,0.0057589333,0.0007256768,0.0017700556,0.0008966922],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005886364,0.0007386766,0.0021965061,0.0003438244,0.00090933463,0.00004734328,0.0014876722,0.0016081928,0.00051714916],"category_scores_gemma":[0.00094157615,0.00046498273,0.0007359336,0.00070463587,0.0002670428,0.00022736192,0.00022122714,0.0095641315,0.0002710484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019145373,0.000028404818,0.0005591058,0.007087057,0.00014756767,0.00002951975,0.010020281,0.000012856884,0.000002055753,0.00027944223,0.97100616,0.010636104],"study_design_scores_gemma":[0.0007591454,0.0014712904,0.0003601686,0.017928,0.000108632754,0.000023372102,0.109424144,0.0000016062014,0.0000017196875,0.001220489,0.8683988,0.00030266342],"about_ca_topic_score_codex":0.0024021422,"about_ca_topic_score_gemma":0.00073550106,"teacher_disagreement_score":0.102607384,"about_ca_system_score_codex":0.0013631276,"about_ca_system_score_gemma":0.0065220348,"threshold_uncertainty_score":0.9997802},"labels":[],"label_agreement":null},{"id":"W4405558490","doi":"10.24083/apjhm.v19i3.4153","title":"International Medical Graduate Integration into the Sunshine Coast Hospital and Health Service (SCHHS): A practice note","year":2024,"lang":"en","type":"article","venue":"Asia Pacific Journal of Health Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Mentorship; Project commissioning; Health care; Public relations; Workforce development; Nursing; Medical education; Publishing; Business; Medicine; Political science","score_opus":0.052409708129516314,"score_gpt":0.45916297191724986,"score_spread":0.4067532637877336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405558490","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030604277,0.017272191,0.008107743,0.9548955,0.006579952,0.0016475852,0.000012392853,0.00010010441,0.008324134],"genre_scores_gemma":[0.8945247,0.05780166,0.00861649,0.0363437,0.001312199,0.00012295382,0.00004995613,0.000068115325,0.0011602145],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930509,0.0016864123,0.0022837203,0.00038675492,0.0018115215,0.00078071817],"domain_scores_gemma":[0.9961103,0.0008887441,0.0014190095,0.00034797986,0.0006359728,0.00059799687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014823229,0.00030285347,0.0006502162,0.00032496106,0.0010290431,0.00011328779,0.00056406524,0.00014212787,0.00024744283],"category_scores_gemma":[0.00036673012,0.00018990294,0.00013114863,0.00068161637,0.000090163834,0.0006185678,0.00031772486,0.0020743639,0.00010767889],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020986324,0.00023971367,0.00049640925,0.0023703482,0.00093555485,0.00024289846,0.061451104,0.000017496246,2.475198e-7,0.036331598,0.33463222,0.56307256],"study_design_scores_gemma":[0.00082785723,0.0006597291,0.0031308457,0.003408838,0.00017836037,0.00014977634,0.09419085,0.001305807,2.6883305e-7,0.0025633615,0.89342225,0.00016204956],"about_ca_topic_score_codex":0.0035055778,"about_ca_topic_score_gemma":0.0011868012,"teacher_disagreement_score":0.91855174,"about_ca_system_score_codex":0.001138322,"about_ca_system_score_gemma":0.0013169466,"threshold_uncertainty_score":0.9012194},"labels":[],"label_agreement":null},{"id":"W4405649711","doi":"10.1186/s12913-024-12117-2","title":"GP emigration from Ireland: an analysis of data from key destination countries","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Health Research Board","keywords":"Emigration; Workforce; Medicine; Irish; Austerity; Health care; Population; Health policy; Public health; Economic growth; Political science; Nursing; Environmental health; Economics","score_opus":0.19844746108956207,"score_gpt":0.5773812375080166,"score_spread":0.37893377641845455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405649711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97652763,0.0128633585,0.0015920949,0.0013069768,0.00044676434,0.0015178159,0.0050044083,0.00027148542,0.00046945715],"genre_scores_gemma":[0.9696779,0.0024708763,0.0043238266,0.0011962502,0.0007784166,0.00013445287,0.020982292,0.000049482103,0.00038648004],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99059093,0.003986712,0.0014625115,0.0010588275,0.0017436431,0.0011573978],"domain_scores_gemma":[0.99075574,0.0055020824,0.00034052055,0.0018872701,0.0009395064,0.00057487556],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006888257,0.0002218618,0.00070144323,0.0009654848,0.0012075885,0.00010777082,0.0012992963,0.00037043286,0.0020949189],"category_scores_gemma":[0.00014394894,0.00019795467,0.000061589366,0.003197421,0.00010692037,0.0011297064,0.00059058185,0.0010557115,0.00075221877],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004136399,0.00013878159,0.93872327,0.0059874854,0.0002851797,0.0000070902224,0.044922043,0.00031681615,0.00004645761,0.0019272488,0.0034405417,0.0037914237],"study_design_scores_gemma":[0.0003709196,0.00017603225,0.5535998,0.0029212658,0.00015834207,1.08678904e-7,0.02465293,0.37671584,0.0000095369805,0.0010803611,0.04014831,0.0001665697],"about_ca_topic_score_codex":0.31632513,"about_ca_topic_score_gemma":0.42601112,"teacher_disagreement_score":0.3851235,"about_ca_system_score_codex":0.0007559708,"about_ca_system_score_gemma":0.0028981993,"threshold_uncertainty_score":0.9988173},"labels":[],"label_agreement":null},{"id":"W4405673720","doi":"10.1111/medu.15587","title":"Social connections, social capital and social hierarchies in medicine","year":2024,"lang":"en","type":"letter","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Wilson Centre; Toronto East General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Social capital; Sociology; Social competence; Social connectedness; Social isolation; Social psychology; Public relations; Social science; Social change; Psychology; Political science","score_opus":0.04092196530881906,"score_gpt":0.47654709238020404,"score_spread":0.435625127071385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405673720","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018844927,0.002045483,0.000005034686,0.96155256,0.00758638,0.00086263794,0.000037979993,0.00017878482,0.008886193],"genre_scores_gemma":[0.023172762,0.000272355,0.000026511594,0.8833458,0.07489482,0.0006918858,0.0016721151,0.00009489064,0.015828868],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99498826,0.0011681442,0.0011182134,0.0006232132,0.0011662501,0.0009359447],"domain_scores_gemma":[0.99856365,0.0006913089,0.00030458832,0.00012735653,0.00018135401,0.00013175022],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0011714908,0.00038216833,0.0008246835,0.0004995299,0.0014999188,0.000020916943,0.00027236124,0.0028389487,0.0032771586],"category_scores_gemma":[0.0009442765,0.000343182,0.00008730532,0.0004981822,0.0007447348,0.00008632375,0.00016699723,0.00717664,0.00037346393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000171252,0.000048090704,0.0004095857,0.002102575,0.00002134974,0.000026927051,0.057530653,3.0975114e-9,2.5611598e-7,0.0048543625,0.9239797,0.011009347],"study_design_scores_gemma":[0.0005226371,0.000043943925,0.0026489792,0.0013123852,0.00007013039,0.000008266071,0.017491668,0.000007543988,4.9821587e-8,0.0106336335,0.96700025,0.00026049998],"about_ca_topic_score_codex":0.0038529113,"about_ca_topic_score_gemma":0.0014484337,"teacher_disagreement_score":0.07820679,"about_ca_system_score_codex":0.0009516361,"about_ca_system_score_gemma":0.004702364,"threshold_uncertainty_score":0.999902},"labels":[],"label_agreement":null},{"id":"W4405978770","doi":"10.29173/ijcc1016","title":"Developing Specialty Nursing Education in Oman","year":2024,"lang":"en","type":"article","venue":"International Journal of Critical Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nurse education; Nursing; Workforce; Health care; Medicine; Team nursing; Government (linguistics); Bachelor; Political science","score_opus":0.0710725297598591,"score_gpt":0.5747709233457207,"score_spread":0.5036983935858615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405978770","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67280346,0.021578087,0.0056486027,0.097774565,0.056202076,0.00045568825,0.000034277255,0.00009891586,0.14540434],"genre_scores_gemma":[0.9912381,0.0000847996,0.0037506067,0.0013212471,0.003348168,0.000005287703,0.000008467655,0.000014995199,0.00022830251],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981591,0.0001816888,0.0007381627,0.00012231307,0.0005322839,0.00026646495],"domain_scores_gemma":[0.9978062,0.0005625361,0.000077921526,0.00006185363,0.0013639674,0.0001275113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003588888,0.00008783596,0.00016239114,0.00033522665,0.00008967607,0.000040749423,0.0002622061,0.00011190221,0.0004292778],"category_scores_gemma":[0.00079890963,0.00007970905,0.00006716953,0.0001632691,0.00006619016,0.00030725126,0.00003502124,0.0006799004,0.00010488131],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013870347,0.00014284329,0.02099338,0.0009051316,0.00002148978,0.0004128362,0.016461622,0.000013587552,0.00003384263,0.7581763,0.011385076,0.19131513],"study_design_scores_gemma":[0.0013019115,0.0002672568,0.08703387,0.07695005,0.00007680563,0.0005009702,0.17513257,0.0002755353,0.00025142505,0.25109515,0.40655708,0.0005573618],"about_ca_topic_score_codex":0.000051829487,"about_ca_topic_score_gemma":0.000119949844,"teacher_disagreement_score":0.5070812,"about_ca_system_score_codex":0.0021979406,"about_ca_system_score_gemma":0.0028584579,"threshold_uncertainty_score":0.5747538},"labels":[],"label_agreement":null},{"id":"W4406012135","doi":"10.24926/jrmc.v7i4.6256","title":"Regional Medical Campuses in Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Regional Medical Campuses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Lethbridge; University of Calgary","funders":"","keywords":"Political science; Geography; Regional science","score_opus":0.053066414381126165,"score_gpt":0.42653483299771766,"score_spread":0.3734684186165915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406012135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7276122,0.03276449,0.00018297702,0.22729674,0.00904005,0.00044504658,0.000018596314,0.00008674318,0.0025531398],"genre_scores_gemma":[0.94571036,0.008328926,0.0003900339,0.03879622,0.0054102964,0.000033753196,0.000016431102,0.00007017702,0.0012438043],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99001956,0.0008976655,0.0022182958,0.00036361333,0.0054522622,0.0010486332],"domain_scores_gemma":[0.9905782,0.0062057464,0.0005084996,0.0002495689,0.000480739,0.0019772735],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002968802,0.00031818048,0.0008427858,0.00038073404,0.000265981,0.000016735074,0.0008902319,0.0006265662,0.006380879],"category_scores_gemma":[0.0044696275,0.00022870247,0.00020523604,0.00074673875,0.0003245835,0.00025527668,0.00016701697,0.0037827794,0.00012567184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023857133,0.0000947304,0.08458605,0.0006315707,0.00009373619,0.007447856,0.00082919904,0.000016137321,0.0000018918319,0.0073980335,0.8873495,0.011312736],"study_design_scores_gemma":[0.0012800716,0.00015556952,0.015600727,0.013544342,0.000034024175,0.0017666976,0.0037712972,0.00045126156,0.000001989827,0.0029085942,0.9602209,0.00026455158],"about_ca_topic_score_codex":0.37134185,"about_ca_topic_score_gemma":0.8081104,"teacher_disagreement_score":0.43676856,"about_ca_system_score_codex":0.0023290226,"about_ca_system_score_gemma":0.0530432,"threshold_uncertainty_score":0.99851555},"labels":[],"label_agreement":null},{"id":"W4406026949","doi":"10.1503/cjs.000124","title":"Rurality predisposes departure from gold-standard care, leading to delayed or accelerated access to surgery: insights from a scoping review","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Université Laval; University of Calgary; Western University","funders":"","keywords":"Rurality; Medicine; Socioeconomic status; Ethnic group; Psychological intervention; MEDLINE; Population; Health care; Guideline; Family medicine; Rural area; Gerontology; Nursing; Environmental health; Pathology","score_opus":0.24669683483260355,"score_gpt":0.5022713013760532,"score_spread":0.25557446654344973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406026949","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012382774,0.97840124,0.000030601583,0.0015112596,0.008265323,0.0050198925,0.005027173,0.00006572336,0.0004405184],"genre_scores_gemma":[0.0002536655,0.9853808,0.00019276682,0.010286353,0.0017475543,0.00033746724,0.0011722333,0.00014720384,0.00048193705],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9871368,0.003294711,0.005922696,0.0009205831,0.0008170853,0.0019081245],"domain_scores_gemma":[0.9744017,0.014585727,0.003119437,0.0010752568,0.002072379,0.004745496],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018442369,0.0011057756,0.009251146,0.00206248,0.0009910119,0.00026715733,0.001490362,0.001159474,0.0018093643],"category_scores_gemma":[0.009326968,0.00085930555,0.0012706802,0.0037871518,0.00006375108,0.00067388185,0.00024832907,0.002383808,0.00016810429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017210963,0.000008143977,0.0027621496,0.1397854,0.00036470892,0.0011345653,0.0006336789,0.0000031040697,4.830677e-8,0.0000037227633,0.61302435,0.24210799],"study_design_scores_gemma":[0.00006446615,0.000017983168,0.00011588149,0.49469677,0.00056066114,0.000007918448,0.00015853623,4.987044e-8,3.814387e-7,0.000010732335,0.50396687,0.0003997413],"about_ca_topic_score_codex":0.05154626,"about_ca_topic_score_gemma":0.3993582,"teacher_disagreement_score":0.35491136,"about_ca_system_score_codex":0.0044685723,"about_ca_system_score_gemma":0.08124392,"threshold_uncertainty_score":0.99991775},"labels":[],"label_agreement":null},{"id":"W4406039046","doi":"10.1007/s13187-024-02527-5","title":"Professional Development Among African Oncologists: Examining Professional Development Activities, Satisfaction Levels, Barriers, and Enablers","year":2025,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Michael's Hospital; Occupational Cancer Research Centre; University of Toronto; Queen's University","funders":"Royal College of Physicians and Surgeons of Glasgow","keywords":"Mentorship; Professional development; Medicine; Workforce; Curriculum; Faculty development; Thematic analysis; Oncology; Medical education; Internal medicine; Nursing; Psychology; Qualitative research; Political science; Pedagogy","score_opus":0.0467679891844201,"score_gpt":0.47038819314960173,"score_spread":0.42362020396518163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406039046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97477347,0.0023911644,0.00012269495,0.002582569,0.016884241,0.0007819396,0.0000049851446,0.000031148345,0.00242781],"genre_scores_gemma":[0.96985126,0.00023485761,0.0043140734,0.0011751527,0.0005161001,0.00042437232,0.00000959542,0.00002012737,0.023454444],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9967378,0.0005221072,0.0013045571,0.00027546423,0.0005827612,0.00057735346],"domain_scores_gemma":[0.99701005,0.00047314496,0.0013877626,0.00013828036,0.0006092123,0.000381545],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015635212,0.00024064843,0.0004335384,0.0004015833,0.0014319132,0.000023498313,0.00017663704,0.00028538457,0.0006279875],"category_scores_gemma":[0.0003424958,0.00020097685,0.00003294369,0.0004158966,0.000106386615,0.0004887452,0.00011966572,0.0009857538,0.0000045969327],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00028193687,0.00011611431,0.7541754,0.00053104176,0.000101234444,0.000001533331,0.016156707,0.000017551214,0.0001350947,0.00028064032,0.044824712,0.18337803],"study_design_scores_gemma":[0.00052659214,0.000038177073,0.6796991,0.0036569382,0.000028225077,0.0000023076966,0.0461098,0.0000060503967,0.00022412349,0.00013139036,0.26943806,0.00013920519],"about_ca_topic_score_codex":0.0004947777,"about_ca_topic_score_gemma":0.0019845173,"teacher_disagreement_score":0.22461334,"about_ca_system_score_codex":0.0045864712,"about_ca_system_score_gemma":0.03398596,"threshold_uncertainty_score":0.9998681},"labels":[],"label_agreement":null},{"id":"W4406045337","doi":"10.1002/cncy.22926","title":"State pathology societies—valuable resources for trainees","year":2025,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; State (computer science); Editorial board; Public relations; Political science; Library science","score_opus":0.047695062985589017,"score_gpt":0.47064480124905866,"score_spread":0.42294973826346965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406045337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91255194,0.014839787,0.0042109815,0.017498735,0.0062253913,0.00393639,0.00042587848,0.00051024364,0.03980064],"genre_scores_gemma":[0.5875842,0.0042932974,0.0074185594,0.0730854,0.0017557456,0.021094965,0.00010313606,0.00016547255,0.30449924],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99660045,0.0006706468,0.00073622656,0.00058593095,0.00012248225,0.0012842532],"domain_scores_gemma":[0.997929,0.00088243233,0.00025816305,0.0004547265,0.0003454027,0.00013028638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011513606,0.00025222858,0.0006463894,0.0001540448,0.0009926072,0.000007634512,0.00036423036,0.0004547094,0.0005678973],"category_scores_gemma":[0.0003467007,0.00023533011,0.00012506158,0.0003503898,0.0003023883,0.000065048785,0.00016856026,0.00057702436,0.000087149565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011452213,0.00013236332,0.13834281,0.0027761078,0.000087602246,0.00009046032,0.02996935,0.00033545867,0.0037098334,0.023136364,0.75363123,0.046643186],"study_design_scores_gemma":[0.0020343505,0.00021799208,0.018257296,0.00041128724,0.000059782386,0.0000064990386,0.0063830223,0.00014135473,0.0001800842,0.033042315,0.93900996,0.00025606726],"about_ca_topic_score_codex":0.00014348807,"about_ca_topic_score_gemma":0.0003900762,"teacher_disagreement_score":0.32496777,"about_ca_system_score_codex":0.00042385393,"about_ca_system_score_gemma":0.00072029454,"threshold_uncertainty_score":0.9596483},"labels":[],"label_agreement":null},{"id":"W4406045549","doi":"10.70397/jbnc.14","title":"Abroad Migration Intention among Nursing Students of Selected Nursing Colleges of the Kaski District","year":2024,"lang":"en","type":"article","venue":"Journal of Birgunj Nursing Campus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Psychology; Medicine","score_opus":0.01825904181805008,"score_gpt":0.4296745842087098,"score_spread":0.4114155423906597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406045549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813123,0.004525607,0.00094997283,0.0021873817,0.008106385,0.00091462594,0.000020941856,0.00007076579,0.0019120262],"genre_scores_gemma":[0.99776065,0.0002683019,0.00058331277,0.000033712036,0.0004246984,0.0000072278904,0.000007742617,0.000045486267,0.00086888525],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952085,0.00085738936,0.0019689375,0.00023946681,0.0011551478,0.0005705855],"domain_scores_gemma":[0.99594134,0.0004929367,0.0018762803,0.00030574837,0.0011961694,0.00018754906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011016977,0.0002533585,0.00065080525,0.00047595776,0.0005461176,0.00004285501,0.0004932535,0.0003110605,0.000055432698],"category_scores_gemma":[0.0004594351,0.00018528095,0.00029098208,0.0019133432,0.00040875902,0.0003822413,0.00002834609,0.0011369346,0.000005565447],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015957872,0.003730606,0.46399367,0.002439356,0.0005400502,0.00005162488,0.08562045,0.0005312286,0.01764142,0.0018901685,0.16012478,0.26184085],"study_design_scores_gemma":[0.0017972385,0.0010790918,0.7882984,0.16999218,0.0008236893,0.00012860866,0.025706135,0.0032461393,0.0038470195,0.0029093819,0.0018378977,0.0003341734],"about_ca_topic_score_codex":0.00017089346,"about_ca_topic_score_gemma":0.00007075073,"teacher_disagreement_score":0.32430476,"about_ca_system_score_codex":0.0019268615,"about_ca_system_score_gemma":0.00080071925,"threshold_uncertainty_score":0.7555538},"labels":[],"label_agreement":null},{"id":"W4406047558","doi":"10.5325/nursinghistory.31.0226","title":"<i>Black History Month 2022—Celebrating the Contributions of Black Nurses in Health Care</i>","year":2023,"lang":"en","type":"article","venue":"Nursing History Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Black women; Black history; Health care; History; Gender studies; Sociology; Political science; Law","score_opus":0.0670645988403084,"score_gpt":0.4359496947328272,"score_spread":0.3688850958925188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406047558","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028898378,0.92771167,0.0000141120845,0.01534298,0.0064196647,0.0038129922,0.00007201373,0.00030858605,0.043428157],"genre_scores_gemma":[0.12117904,0.68705976,0.000786569,0.0721527,0.0019532463,0.0018192668,0.0010994623,0.00047393632,0.11347601],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99353653,0.0024731176,0.0018982145,0.00046487912,0.00051997957,0.0011072678],"domain_scores_gemma":[0.9965598,0.000783195,0.0011724622,0.00087062817,0.0003797806,0.00023413733],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0026924536,0.0003015928,0.0010977533,0.00018129579,0.0005202904,0.0000018778093,0.00045587242,0.00020020985,0.0007301874],"category_scores_gemma":[0.0007911248,0.0002547974,0.00019654995,0.0008263637,0.0006859711,0.00011665979,0.00005446906,0.0011301234,0.0006843689],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001882353,0.00006145952,0.00033159906,0.010820456,0.0000070652045,0.000003778516,0.026510851,0.000018700715,0.000033030392,0.0027826782,0.9521101,0.0073014214],"study_design_scores_gemma":[0.00041982566,0.00009606138,0.00046558716,0.053568214,0.00004233678,0.0000011562141,0.0067525995,0.00012875989,0.0000019635097,0.00008692331,0.9382534,0.00018316403],"about_ca_topic_score_codex":0.0012015998,"about_ca_topic_score_gemma":0.0006169017,"teacher_disagreement_score":0.24065188,"about_ca_system_score_codex":0.01783979,"about_ca_system_score_gemma":0.0030469925,"threshold_uncertainty_score":0.9999904},"labels":[],"label_agreement":null},{"id":"W4406075816","doi":"10.1101/2025.01.04.25319991","title":"Challenges and Facilitators for Physicians and Medical Schools to Promote Social Accountability in Rural Communities: A Scoping Review and Thematic Analysis","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Algoma University; McMaster University; University of Ottawa; Western University","funders":"","keywords":"Thematic analysis; Accountability; Thematic map; Public relations; Social accounting; Political science; Medical education; Public administration; Sociology; Medicine; Nursing; Qualitative research; Business; Geography; Social science","score_opus":0.14553935014038513,"score_gpt":0.5239263208374515,"score_spread":0.3783869706970664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406075816","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0051019313,0.9818282,0.000012843998,0.0022293425,0.000078182275,0.010368305,0.00013904742,0.00005068781,0.00019144017],"genre_scores_gemma":[0.00033018357,0.9948595,0.00016006584,0.0009124486,0.000071808514,0.00352627,0.000048607155,0.000026910317,0.000064177766],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9947407,0.0021896504,0.0015926299,0.00043688438,0.00034854226,0.00069159444],"domain_scores_gemma":[0.99542534,0.0032323352,0.00043691616,0.0005025284,0.000142032,0.0002608212],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004369026,0.00047634772,0.004305412,0.00034439776,0.0006109655,0.000018780478,0.00034949023,0.000525151,0.000051640884],"category_scores_gemma":[0.0018234267,0.00037771536,0.00021900517,0.0008296789,0.0001619507,0.000099641176,0.00047951002,0.001096312,0.000006063424],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049893556,0.000018322322,0.00064119743,0.5068006,0.00012772866,4.4949584e-7,0.005566085,6.5093415e-9,1.7495089e-9,0.00010000963,0.000056484976,0.48668417],"study_design_scores_gemma":[0.00027391006,0.000052738913,0.0005827994,0.9532438,0.0021613603,0.0000011615776,0.014227379,0.000007143733,3.837969e-9,0.0002491306,0.028883716,0.00031688312],"about_ca_topic_score_codex":0.00038156018,"about_ca_topic_score_gemma":0.008889595,"teacher_disagreement_score":0.4863673,"about_ca_system_score_codex":0.00022023963,"about_ca_system_score_gemma":0.00058349833,"threshold_uncertainty_score":0.9998675},"labels":[],"label_agreement":null},{"id":"W4406109343","doi":"10.1017/s1463423624000677","title":"The healthcare experiences of rural-living Canadians with and without a primary care provider: a qualitative analysis of open-ended cross-sectional survey responses","year":2025,"lang":"en","type":"article","venue":"Primary Health Care Research & Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Primary care; Primary health care; Qualitative research; Cross-sectional study; Health care; Nursing; Closed-ended question; Medicine; Family medicine; Psychology; Sociology; Political science","score_opus":0.1172129417246426,"score_gpt":0.5535214601797566,"score_spread":0.436308518455114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406109343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9630905,0.0261963,0.000055156528,0.0024711716,0.00023233925,0.0050290637,0.0003706922,0.000042998385,0.0025118105],"genre_scores_gemma":[0.9894773,0.0020030916,0.0027805625,0.0014824083,0.000022950513,0.0023593642,0.0004488006,0.000033436412,0.0013920907],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98107404,0.012435868,0.0021711807,0.0007573693,0.0017450723,0.0018164822],"domain_scores_gemma":[0.98287064,0.009588193,0.00082171697,0.00076588406,0.0052767145,0.0006768718],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.015605356,0.00035126778,0.0012698702,0.0011442855,0.005355295,0.00011104684,0.0010757952,0.00023195521,0.00003339569],"category_scores_gemma":[0.001723922,0.00025584822,0.000073576586,0.0040092883,0.0010607917,0.00027613973,0.0011460513,0.0011430725,0.0000023748082],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001755587,0.000034649558,0.59036094,0.004672579,0.000292411,9.478918e-7,0.39704698,0.000004367549,0.000002513456,0.0004669164,0.0006446726,0.0047174143],"study_design_scores_gemma":[0.00046765417,0.0002457402,0.57620066,0.0015083794,0.000012057906,5.24839e-7,0.41855854,0.000002673688,0.0000068674212,0.00002574314,0.0028441625,0.00012699432],"about_ca_topic_score_codex":0.1975899,"about_ca_topic_score_gemma":0.43535426,"teacher_disagreement_score":0.23776436,"about_ca_system_score_codex":0.0073312754,"about_ca_system_score_gemma":0.06171768,"threshold_uncertainty_score":0.9999894},"labels":[],"label_agreement":null},{"id":"W4406189529","doi":"10.3389/fpubh.2024.1435001","title":"The significance of task shifting for surgeons in high-income countries: an examination of the Japanese case","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Task (project management); High income countries; Medicine; Developing country; Economic growth; Economics; Management","score_opus":0.03186128731272206,"score_gpt":0.3828576693870339,"score_spread":0.35099638207431183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406189529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9605885,0.0009927513,0.0011215118,0.027869161,0.0036609995,0.0046805465,0.00019730229,0.00004037578,0.0008488382],"genre_scores_gemma":[0.9964644,0.00024163097,0.0008977922,0.0011167848,0.000045831774,0.00055007334,0.000018665083,0.000018859086,0.00064601103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99384326,0.0027565525,0.0016920211,0.00032676567,0.0003299591,0.0010514264],"domain_scores_gemma":[0.9954241,0.0024374775,0.00089226005,0.0006962297,0.00038958061,0.0001603745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011079408,0.0001658299,0.00058308797,0.00032820276,0.00096682296,0.000013800324,0.0005333356,0.00023008957,0.0000094811385],"category_scores_gemma":[0.0021896136,0.000117252166,0.000053724332,0.0016113027,0.00025268318,0.00021611663,0.0001091683,0.00057217275,5.7323143e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013842442,0.00016544366,0.89297116,0.0037424935,0.000026450145,0.0000054292113,0.030239843,0.00008321251,0.0000012201348,0.036625426,0.013521677,0.022479197],"study_design_scores_gemma":[0.0026464288,0.0002355045,0.7618278,0.002374251,0.00001240587,0.000002942568,0.12628563,0.0042467685,0.000007090099,0.0038213236,0.098307975,0.00023187097],"about_ca_topic_score_codex":0.015902512,"about_ca_topic_score_gemma":0.022917612,"teacher_disagreement_score":0.13114338,"about_ca_system_score_codex":0.0013543764,"about_ca_system_score_gemma":0.0032242883,"threshold_uncertainty_score":0.9949116},"labels":[],"label_agreement":null},{"id":"W4406389513","doi":"10.1177/08445621251313497","title":"Special Issue on Anti-Racism, Health, and Nursing","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Nursing Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; University of Calgary","funders":"","keywords":"Racism; Medicine; Sociology; Nursing; Engineering ethics; Management science; Engineering; Gender studies","score_opus":0.11106889094504739,"score_gpt":0.5532078865906837,"score_spread":0.44213899564563625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406389513","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00042327383,0.009090389,0.000004247022,0.026969437,0.8338816,0.0010575983,0.00023616684,0.000017959204,0.12831931],"genre_scores_gemma":[0.00056019524,0.0023530913,0.00015452411,0.0005675131,0.9750157,0.0000103314205,0.00007979144,0.00010113714,0.02115773],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9883445,0.0035629205,0.0018293514,0.0006325416,0.0024188254,0.0032118794],"domain_scores_gemma":[0.98510283,0.0053571574,0.000939964,0.00064328173,0.0033073672,0.0046493835],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0071012476,0.00047257906,0.001457972,0.0032612642,0.004357544,0.00017543696,0.0010110307,0.0019432077,0.0007166486],"category_scores_gemma":[0.008516734,0.00046881955,0.00016168189,0.0012532956,0.00096781115,0.00018064708,0.00003942023,0.013193629,0.00019169248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00021826768,0.0000478252,0.00009361035,0.00056450476,0.000020498355,0.00019865033,0.011923892,0.000004059178,1.6434689e-7,0.00034032817,0.791242,0.19534622],"study_design_scores_gemma":[0.00082937436,0.000970707,0.00017150403,0.104368396,0.000024298593,0.000016489665,0.013959326,0.0000054818483,4.3993688e-7,0.0022941092,0.8771205,0.00023937378],"about_ca_topic_score_codex":0.008823996,"about_ca_topic_score_gemma":0.009189931,"teacher_disagreement_score":0.19510683,"about_ca_system_score_codex":0.01617135,"about_ca_system_score_gemma":0.07234875,"threshold_uncertainty_score":0.99983495},"labels":[],"label_agreement":null},{"id":"W4406390508","doi":"10.1016/s1544-8800(06)70798-9","title":"10.1016/s1544-8800(06)70798-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Medicine; Physics","score_opus":0.020745760732638494,"score_gpt":0.32897921754585907,"score_spread":0.30823345681322056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406390508","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022286973,0.00020919109,6.048364e-7,0.002451053,0.000010085529,0.0011252599,0.000043280088,0.00050693104,0.9934249],"genre_scores_gemma":[0.0002706188,0.000002258768,0.0003014156,0.0009478415,0.0005864422,0.00016882709,0.000053789452,0.00006336371,0.99760544],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99699324,0.0003763357,0.0006407974,0.00042463432,0.0003673296,0.0011976549],"domain_scores_gemma":[0.9981438,0.00031859867,0.00010191335,0.0006626415,0.00014362083,0.00062945526],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004964148,0.00026156544,0.00039889666,0.00010094634,0.00071892596,0.00001416327,0.00040932442,0.00028803846,0.99939007],"category_scores_gemma":[0.0001190955,0.0002478973,0.00007763197,0.000467626,0.000047138874,0.00012656914,0.00011636598,0.00057748996,0.99966866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012899734,0.000040732757,0.000005202565,0.0000554261,0.000008739783,0.000006203398,0.00017102787,0.000024439953,0.0000034842599,0.000008152965,0.83383524,0.16571237],"study_design_scores_gemma":[0.00047655683,0.00015769241,0.00027242198,0.00030204124,0.000016081778,0.0000026553466,0.000031512634,0.00008161263,0.000004705234,0.000040143168,0.9983622,0.0002524157],"about_ca_topic_score_codex":0.00045630665,"about_ca_topic_score_gemma":0.0000059856543,"teacher_disagreement_score":0.16545996,"about_ca_system_score_codex":0.00027366757,"about_ca_system_score_gemma":0.00022178814,"threshold_uncertainty_score":0.9999973},"labels":[],"label_agreement":null},{"id":"W4406399496","doi":"10.1007/s44155-025-00148-x","title":"Gender and ethnic diversity and wage gaps in the Canadian chiropractic workforce","year":2025,"lang":"en","type":"article","venue":"Discover Social Science and Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Ethnic group; Workforce; Diversity (politics); Wage; Chiropractic; Demographic economics; Labour economics; Political science; Medicine; Economic growth; Economics; Alternative medicine","score_opus":0.1666528640608615,"score_gpt":0.4915652903890791,"score_spread":0.3249124263282176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406399496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9040108,0.0029798115,0.0000045173056,0.036028206,0.0002720715,0.0008640849,0.000013187246,0.000014448414,0.05581289],"genre_scores_gemma":[0.96611035,0.0014464703,0.000020030564,0.03201724,0.00006369753,0.000015000692,0.0000020127018,0.000003187039,0.0003220189],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979248,0.0002833805,0.00023431257,0.00032906575,0.0003530172,0.0008754374],"domain_scores_gemma":[0.9992613,0.00014850695,0.00009714171,0.00012731185,0.000061325816,0.00030436495],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003711087,0.00010681036,0.00019777642,0.00014878823,0.012911236,0.000051122108,0.00021462774,0.000114857714,0.000013086267],"category_scores_gemma":[0.0001231673,0.00007966891,0.000011723581,0.0009983645,0.0005904159,0.00034050064,0.00042354118,0.0005714477,0.0000036307251],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016366901,0.000017417286,0.69489306,0.00020524992,0.0000026669745,0.000003840861,0.119269766,2.1344867e-7,7.5275364e-7,0.16721489,0.0038286452,0.014547154],"study_design_scores_gemma":[0.00028474673,0.000021969163,0.9502403,0.000112633206,0.0000050537246,7.0973533e-7,0.033041246,0.000020187097,8.5422556e-8,0.003913318,0.012288605,0.000071138405],"about_ca_topic_score_codex":0.41519454,"about_ca_topic_score_gemma":0.5859656,"teacher_disagreement_score":0.25534725,"about_ca_system_score_codex":0.00072435185,"about_ca_system_score_gemma":0.0031319587,"threshold_uncertainty_score":0.9883738},"labels":[],"label_agreement":null},{"id":"W4406404008","doi":"10.1080/22423982.2024.2442155","title":"Exploring integrated tertiary care for children from Nunavut: experiences of families and healthcare providers at the Aakuluk clinic in Ottawa, Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Circumpolar Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Qaujigiartiit Health Research Centre; University of Ottawa","funders":"Indigenous Services Canada; University of Ottawa","keywords":"Tertiary care; Health care; Circumpolar star; Medicine; Family medicine; Gerontology; Political science","score_opus":0.04313645079608004,"score_gpt":0.39568096618787507,"score_spread":0.35254451539179504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406404008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9549589,0.018454658,0.00007202834,0.021898374,0.0031663475,0.0010888965,0.00028107755,0.000010604532,0.00006910369],"genre_scores_gemma":[0.98949337,0.0029601753,0.00028873718,0.006734712,0.0002415498,0.00012754953,0.00007200838,0.000016514607,0.00006539916],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99601483,0.0006726287,0.0019817327,0.0002592581,0.00059457304,0.00047699004],"domain_scores_gemma":[0.9960588,0.001414687,0.0012368388,0.00021060671,0.00087527186,0.00020377824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010777152,0.00019219337,0.00055508816,0.00028345123,0.00044882347,0.00001527805,0.00058630185,0.00011412995,0.000056902583],"category_scores_gemma":[0.00070753484,0.00014349153,0.00009034347,0.00023235987,0.00012041111,0.0002769182,0.00012815613,0.0007521173,0.0000010549278],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003109157,0.00003541305,0.88708824,0.0004415959,0.00009449062,0.00000619262,0.08740155,0.000019954372,0.000014019139,0.0002532584,0.006317955,0.018016443],"study_design_scores_gemma":[0.0020164198,0.00017096625,0.56738776,0.0047078608,0.000017558983,0.000008428056,0.40408027,0.00003235943,0.000121881574,0.00041803578,0.020893643,0.00014480301],"about_ca_topic_score_codex":0.64031297,"about_ca_topic_score_gemma":0.81952316,"teacher_disagreement_score":0.31970042,"about_ca_system_score_codex":0.0021578674,"about_ca_system_score_gemma":0.0077842367,"threshold_uncertainty_score":0.9978407},"labels":[],"label_agreement":null},{"id":"W4406413632","doi":"10.1016/s1541-9800(06)71141-3","title":"10.1016/s1541-9800(06)71141-3","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Psychology; Medical education; Medicine","score_opus":0.020729028336845427,"score_gpt":0.32900899630729735,"score_spread":0.30827996797045193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406413632","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002396126,0.00022662665,5.7570526e-7,0.002485933,0.000010425616,0.0011154393,0.000044164084,0.00051238,0.99320835],"genre_scores_gemma":[0.00029567137,0.0000025542781,0.00029229713,0.0010265165,0.00059347955,0.00016912959,0.000055245673,0.00006427811,0.99750084],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969542,0.0003808394,0.0006484089,0.00043180006,0.00037305307,0.0012117184],"domain_scores_gemma":[0.9981269,0.00031348813,0.00010289127,0.0006746581,0.00014466186,0.00063736626],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005211973,0.00026507385,0.00040348253,0.000099861834,0.00072799483,0.000014319599,0.00041630483,0.00029249498,0.9994478],"category_scores_gemma":[0.00012867688,0.00025108946,0.00007855439,0.0004715842,0.000047451285,0.00012602874,0.000118238306,0.0005853233,0.99965656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012540481,0.00004230835,0.0000050027425,0.00005699568,0.000009018924,0.000006459181,0.00018787096,0.00002774807,0.0000031010911,0.000008509535,0.833813,0.16571458],"study_design_scores_gemma":[0.0004969116,0.0001593712,0.00017248084,0.00030589514,0.000015787753,0.0000026961425,0.00003426427,0.00009177755,0.0000045548927,0.000046914833,0.99841326,0.0002560677],"about_ca_topic_score_codex":0.00034963942,"about_ca_topic_score_gemma":0.0000052738665,"teacher_disagreement_score":0.16545852,"about_ca_system_score_codex":0.00026817902,"about_ca_system_score_gemma":0.00020674327,"threshold_uncertainty_score":0.99999416},"labels":[],"label_agreement":null},{"id":"W4406455908","doi":"10.1016/s0029-7437(08)70629-3","title":"10.1016/s0029-7437(08)70629-3","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rage (emotion); Medicine; Psychology; Neuroscience","score_opus":0.022716484360071523,"score_gpt":0.33048661387671346,"score_spread":0.30777012951664195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406455908","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020724912,0.00021566838,6.610936e-7,0.002084929,0.0000029663865,0.0011126593,0.000042733423,0.0005952238,0.99387264],"genre_scores_gemma":[0.0002531017,0.0000023703362,0.0003355811,0.00091505854,0.0006150939,0.0001647967,0.00004084505,0.00006300914,0.99761015],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99697924,0.00036983332,0.000647343,0.00043089277,0.00036800583,0.0012046946],"domain_scores_gemma":[0.9981459,0.0003113328,0.00010533644,0.000673121,0.00014305982,0.0006212893],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004999456,0.0002647887,0.00040144697,0.00010391174,0.0007306983,0.00001441121,0.00041630265,0.00028943166,0.9996308],"category_scores_gemma":[0.00011926204,0.00025097543,0.00007832032,0.00047338585,0.000047221107,0.00012694528,0.00011786571,0.00058160705,0.99967825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015126415,0.00004271589,0.0000050178433,0.000058165708,0.000009086877,0.0000053993317,0.00018724399,0.000023219214,0.0000032457494,0.000008373418,0.9041107,0.095395535],"study_design_scores_gemma":[0.0004966172,0.00017895977,0.00017746758,0.00030170317,0.000016273163,0.0000028860272,0.000031624848,0.00008640156,0.000005478317,0.00003976025,0.9984069,0.00025596443],"about_ca_topic_score_codex":0.00036827975,"about_ca_topic_score_gemma":0.000005258719,"teacher_disagreement_score":0.09513957,"about_ca_system_score_codex":0.0002678055,"about_ca_system_score_gemma":0.00019829287,"threshold_uncertainty_score":0.9999943},"labels":[],"label_agreement":null},{"id":"W4406504381","doi":"10.1186/s12889-025-21387-2","title":"Exploring barriers to accessing health care services by young women in rural settings: a qualitative study in Australia, Canada, and Sweden","year":2025,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada; Umeå Universitet; Vetenskapsrådet; Flinders University","keywords":"Health care; Rural area; Qualitative research; Medicine; Focus group; Health services research; Confidentiality; Biostatistics; Residence; Health policy; Nursing; Economic growth; Public health; Business; Political science; Sociology; Marketing","score_opus":0.1259514790019737,"score_gpt":0.4883109901263898,"score_spread":0.3623595111244161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406504381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9705231,0.0010737736,0.000010781344,0.02299828,0.0007807219,0.004046026,0.00014922133,0.00009978876,0.00031825688],"genre_scores_gemma":[0.98092115,0.00007370156,0.00029363463,0.01592686,0.00006911357,0.0018064375,0.00006415041,0.000037290516,0.00080767693],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9879821,0.0051124413,0.0020381645,0.00079553924,0.0006276672,0.0034440747],"domain_scores_gemma":[0.99556273,0.00074418134,0.00051608024,0.00046328703,0.00020405835,0.0025096685],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007683052,0.0004006157,0.0010908208,0.0006895543,0.0013457718,0.00010176054,0.0004969333,0.00014104605,0.000066309745],"category_scores_gemma":[0.0006683307,0.00041499807,0.00002416214,0.0022507485,0.000039847837,0.00076920894,0.00038614473,0.0010601624,0.000007109349],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004715374,0.000037059104,0.46806842,0.0023478325,0.000007754376,0.0000025874626,0.5243829,0.0000054777074,2.8600337e-7,0.00005825004,0.0034672767,0.0015749977],"study_design_scores_gemma":[0.0013321054,0.00017848298,0.23399085,0.0017758749,0.0000012761143,3.1880296e-7,0.7537819,0.000018704004,1.9604884e-7,0.00003591729,0.008678871,0.00020551248],"about_ca_topic_score_codex":0.9812201,"about_ca_topic_score_gemma":0.99460626,"teacher_disagreement_score":0.23407757,"about_ca_system_score_codex":0.016093578,"about_ca_system_score_gemma":0.021702114,"threshold_uncertainty_score":0.99995434},"labels":[],"label_agreement":null},{"id":"W4406505071","doi":"10.1016/s0765-2046(97)80054-8","title":"10.1016/s0765-2046(97)80054-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Lift (data mining); Computer science; Data mining","score_opus":0.025948752093111538,"score_gpt":0.33333465002246637,"score_spread":0.30738589792935483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406505071","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012989048,0.00026423566,5.2968574e-7,0.0024756982,0.000014013906,0.0011363875,0.000038316404,0.0004165163,0.9943554],"genre_scores_gemma":[0.00015927985,0.000002444513,0.00032626084,0.0009894611,0.0006416853,0.00017222122,0.00003786423,0.00006137355,0.99760944],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970207,0.0003636157,0.0006384659,0.0004231736,0.0003629937,0.0011910385],"domain_scores_gemma":[0.99817157,0.00030737583,0.00010367175,0.000658068,0.00014108527,0.00061825075],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004942949,0.0002607952,0.00039548782,0.00010193732,0.00071409607,0.000014517683,0.00041640544,0.00028556323,0.9996577],"category_scores_gemma":[0.00011166336,0.00024707214,0.000076511766,0.00047178494,0.000046017067,0.0001272957,0.00011609043,0.0005704218,0.9997878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015318107,0.00003815496,0.0000035816447,0.00005231376,0.0000082707975,0.0000060723737,0.00016094549,0.000021665803,0.00000234307,0.0000071614945,0.65787244,0.34167385],"study_design_scores_gemma":[0.0005118478,0.00017706287,0.00010084355,0.00030397146,0.000016006077,0.0000024519554,0.000031631076,0.00008110838,0.000005133863,0.00004850281,0.99847,0.00025145532],"about_ca_topic_score_codex":0.00038572462,"about_ca_topic_score_gemma":0.000006090379,"teacher_disagreement_score":0.34142238,"about_ca_system_score_codex":0.00026782937,"about_ca_system_score_gemma":0.00020234485,"threshold_uncertainty_score":0.99999815},"labels":[],"label_agreement":null},{"id":"W4406506569","doi":"10.1016/j.yort.2013.04.025","title":"10.1016/j.yort.2013.04.025","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Spinal surgery; General surgery; Family medicine; Surgery","score_opus":0.021275800618536216,"score_gpt":0.3254381581964094,"score_spread":0.3041623575778732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406506569","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021346968,0.00025346954,5.4586747e-7,0.003562663,0.000014758373,0.0010756329,0.000038955335,0.00047495984,0.99244434],"genre_scores_gemma":[0.00025843017,0.0000035650407,0.00028465007,0.0009582668,0.0005417057,0.00015146201,0.00003976928,0.00005546843,0.9977067],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99723077,0.00032583706,0.0006107451,0.00039285683,0.0003357949,0.0011039726],"domain_scores_gemma":[0.9982757,0.00027655446,0.00009925789,0.0006374287,0.00013708071,0.00057398074],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000466351,0.00024047763,0.0003749175,0.00009605645,0.0006553402,0.000012374657,0.0003778616,0.00027075617,0.999479],"category_scores_gemma":[0.00008076195,0.0002260707,0.00007050103,0.00035448888,0.000042398395,0.000116035,0.00010661738,0.00052101194,0.9995841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011606934,0.000034376866,0.0000051208567,0.000046785244,0.000007768466,0.0000048771726,0.0001347926,0.0000223963,0.0000019054913,0.000007622223,0.76466745,0.23495081],"study_design_scores_gemma":[0.00041603576,0.00015479623,0.00018036709,0.00026124224,0.000015100337,0.0000020906275,0.000025453703,0.00008140131,0.0000033196268,0.000037739694,0.99859434,0.00022808304],"about_ca_topic_score_codex":0.00081226736,"about_ca_topic_score_gemma":0.000012091892,"teacher_disagreement_score":0.23472272,"about_ca_system_score_codex":0.00022068687,"about_ca_system_score_gemma":0.00021339515,"threshold_uncertainty_score":0.92188954},"labels":[],"label_agreement":null},{"id":"W4406538989","doi":"10.1016/s0765-2046(97)80138-4","title":"10.1016/s0765-2046(97)80138-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Computer science; History; Archaeology","score_opus":0.02593342469169111,"score_gpt":0.3326246829465556,"score_spread":0.3066912582548645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406538989","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001344317,0.0002776394,5.773599e-7,0.0023164134,0.000013650308,0.0011051582,0.000038372666,0.00040925766,0.9944946],"genre_scores_gemma":[0.00016078333,0.0000024855183,0.00034851354,0.0010108809,0.00060990383,0.00017087704,0.000037197427,0.000060827068,0.9975985],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99702305,0.00036898933,0.00064369047,0.0004241963,0.0003638539,0.0011761982],"domain_scores_gemma":[0.9981492,0.0003199959,0.00010473434,0.0006665854,0.00014714379,0.00061235274],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00049141294,0.00026081863,0.0004032406,0.0001040202,0.00071225694,0.0000143836005,0.00040830212,0.00028530002,0.99963456],"category_scores_gemma":[0.000115619536,0.00024628328,0.00007847311,0.0004929423,0.0000453344,0.00012762453,0.00011346441,0.0005668013,0.9997939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001479588,0.000039936862,0.000004215876,0.00005392145,0.000009169384,0.0000060718125,0.00015796741,0.000023650522,0.0000024629007,0.000007583747,0.6744521,0.3250949],"study_design_scores_gemma":[0.0004971068,0.0001763127,0.000102678394,0.00029507984,0.000017570957,0.0000023182868,0.000032197928,0.00009133935,0.0000045735655,0.000050298502,0.99848026,0.0002502591],"about_ca_topic_score_codex":0.0004259468,"about_ca_topic_score_gemma":0.000006456337,"teacher_disagreement_score":0.32484466,"about_ca_system_score_codex":0.00026147228,"about_ca_system_score_gemma":0.00019657149,"threshold_uncertainty_score":0.9999989},"labels":[],"label_agreement":null},{"id":"W4406545403","doi":"10.1016/s1544-8800(06)70833-8","title":"10.1016/s1544-8800(06)70833-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Business; Medicine","score_opus":0.020811176278087262,"score_gpt":0.329478569901131,"score_spread":0.30866739362304374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406545403","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025981108,0.00020847164,6.0983587e-7,0.0025274232,0.00001025115,0.0011284425,0.00004329043,0.000507666,0.9929757],"genre_scores_gemma":[0.00028607468,0.000002306237,0.00030301363,0.0008940915,0.000595945,0.00016910183,0.000052097195,0.00006342718,0.99763393],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996988,0.00037532492,0.0006427942,0.00042542772,0.000368175,0.0012002862],"domain_scores_gemma":[0.9981436,0.00031467952,0.000102223865,0.0006641313,0.00014456513,0.00063076295],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00049986533,0.00026197018,0.0004002841,0.00010144434,0.00072247436,0.000014243763,0.00041002955,0.00028880138,0.99936014],"category_scores_gemma":[0.00012255015,0.0002481619,0.00007777388,0.00047518525,0.00004697477,0.00012540317,0.000116485724,0.0005787611,0.9996649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012767588,0.000039803836,0.0000053834533,0.00005606505,0.0000085931115,0.00000621215,0.00017233336,0.000025348749,0.0000033358076,0.000008647546,0.80582106,0.19372553],"study_design_scores_gemma":[0.00047698218,0.00015803172,0.00027247894,0.00030545954,0.000016029351,0.0000026616517,0.000032611824,0.00008382184,0.0000045686133,0.000039866263,0.99835473,0.00025274194],"about_ca_topic_score_codex":0.00048278878,"about_ca_topic_score_gemma":0.0000062793183,"teacher_disagreement_score":0.19347279,"about_ca_system_score_codex":0.0002683504,"about_ca_system_score_gemma":0.00021377929,"threshold_uncertainty_score":0.9999971},"labels":[],"label_agreement":null},{"id":"W4406551068","doi":"10.1016/s1541-9800(09)70255-8","title":"10.1016/s1541-9800(09)70255-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vital signs; Medicine; Anesthesia","score_opus":0.02063610987634142,"score_gpt":0.3297418411144803,"score_spread":0.3091057312381389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406551068","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018818133,0.00022176302,5.6939143e-7,0.0023889516,0.000014826564,0.001129351,0.000044176955,0.000502678,0.9938159],"genre_scores_gemma":[0.00019386793,0.000002325221,0.00031349086,0.00076042797,0.00057908066,0.0001683413,0.00004130437,0.00006185103,0.9978793],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99701357,0.00037210903,0.0006410928,0.0004246988,0.0003650031,0.0011835434],"domain_scores_gemma":[0.99816084,0.00031652956,0.00010319001,0.0006656794,0.00014421051,0.0006095396],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00050836575,0.0002609361,0.0003989187,0.000102158665,0.0007222521,0.000014195998,0.00041469873,0.0002873119,0.99942285],"category_scores_gemma":[0.00012853755,0.00024718416,0.000077366414,0.0004742686,0.000046542136,0.000096966665,0.00011559151,0.0005729585,0.99954313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014408122,0.00003780917,0.0000044720723,0.00005134404,0.000008020622,0.0000060838306,0.00017589465,0.000018624061,0.0000028531447,0.0000075811085,0.6429913,0.35655192],"study_design_scores_gemma":[0.00049846375,0.00017767384,0.00019975138,0.00031202164,0.000016187,0.0000026895452,0.000033648812,0.00007304115,0.0000055796427,0.000046969733,0.9983851,0.00024891447],"about_ca_topic_score_codex":0.00039247234,"about_ca_topic_score_gemma":0.000008431969,"teacher_disagreement_score":0.356303,"about_ca_system_score_codex":0.00026367322,"about_ca_system_score_gemma":0.00020743709,"threshold_uncertainty_score":0.99999803},"labels":[],"label_agreement":null},{"id":"W4406551938","doi":"10.1016/s1544-8800(13)70004-6","title":"10.1016/s1544-8800(13)70004-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Action (physics); Political science; Geology; Physics","score_opus":0.01967600574453265,"score_gpt":0.326697630153365,"score_spread":0.30702162440883235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406551938","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030654834,0.00021656873,5.8038137e-7,0.0024026663,0.000014720128,0.001115964,0.000043277625,0.0005234056,0.9926173],"genre_scores_gemma":[0.00037079898,0.0000022220054,0.0002523564,0.00092574226,0.00059487805,0.000166971,0.000039551876,0.00006421804,0.99758327],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99699086,0.00037059447,0.00064587535,0.00042884433,0.00036887126,0.0011949376],"domain_scores_gemma":[0.99815,0.0003129076,0.00010363901,0.00066997414,0.00014243522,0.0006210804],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00048818922,0.00026429683,0.00040210277,0.000101721525,0.0007259959,0.000014428234,0.00041558009,0.0002887455,0.99949497],"category_scores_gemma":[0.000116348754,0.00025022306,0.00007941022,0.00047570543,0.000047995825,0.0001267871,0.000115070456,0.0005786479,0.9995706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016195183,0.000039671366,0.00000500401,0.000053467724,0.000008468963,0.0000064576802,0.00016765762,0.00003257209,0.000002792928,0.0000062890986,0.7240001,0.27551556],"study_design_scores_gemma":[0.00049889256,0.00018113153,0.0003192915,0.00030778156,0.000016116199,0.0000027132744,0.000031419655,0.00009100033,0.00000431839,0.000044340828,0.9982478,0.00025516655],"about_ca_topic_score_codex":0.0007963428,"about_ca_topic_score_gemma":0.000012378298,"teacher_disagreement_score":0.2752604,"about_ca_system_score_codex":0.00026839296,"about_ca_system_score_gemma":0.00021499018,"threshold_uncertainty_score":0.999995},"labels":[],"label_agreement":null},{"id":"W4406553803","doi":"10.1016/s1558-0164(09)70061-6","title":"10.1016/s1558-0164(09)70061-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; Vital signs; Pediatrics; Surgery","score_opus":0.020353911942400056,"score_gpt":0.3281727773958914,"score_spread":0.30781886545349135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406553803","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022928005,0.00020588994,6.757948e-7,0.002245918,0.0000146374105,0.0011151816,0.000042185555,0.00051125156,0.99357146],"genre_scores_gemma":[0.00019336684,0.000002178946,0.00030491035,0.00076704076,0.00060167524,0.00016682787,0.000042152384,0.000064001695,0.99785787],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99699545,0.00037126322,0.0006454303,0.00042806697,0.00036955904,0.0011902129],"domain_scores_gemma":[0.9981609,0.00031433918,0.00010696196,0.000663918,0.00014299706,0.00061085576],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005109556,0.0002630482,0.00040034432,0.00010288717,0.00072836754,0.000014519397,0.00041220506,0.00028320818,0.99948406],"category_scores_gemma":[0.00012428939,0.00024796708,0.000078348705,0.00047283483,0.000047990292,0.00012425319,0.000114208524,0.00057110307,0.9998651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017450207,0.000044824646,0.0000012113636,0.00005890998,0.000009558783,0.0000073391852,0.00019055484,0.000025716125,0.000004199869,0.000009601403,0.8980419,0.101431705],"study_design_scores_gemma":[0.000480499,0.00017917553,0.00016226133,0.0003033523,0.000015694315,0.0000022621145,0.000031790743,0.000078451376,0.000005767664,0.000044887125,0.99844104,0.00025480753],"about_ca_topic_score_codex":0.0004534436,"about_ca_topic_score_gemma":0.000006585688,"teacher_disagreement_score":0.101176895,"about_ca_system_score_codex":0.00026895388,"about_ca_system_score_gemma":0.00020929948,"threshold_uncertainty_score":0.99999726},"labels":[],"label_agreement":null},{"id":"W4406580716","doi":"10.1016/s1541-9800(08)70497-6","title":"10.1016/s1541-9800(08)70497-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Physician supply; Business; Medicine; Environmental health","score_opus":0.02036119468194659,"score_gpt":0.327291579540592,"score_spread":0.30693038485864543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406580716","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019949733,0.00022665523,5.68897e-7,0.0023232738,0.000014632334,0.0011079819,0.000043266627,0.0005078865,0.99378073],"genre_scores_gemma":[0.00028087737,0.0000024004955,0.00030691404,0.0009962962,0.00059415674,0.00016007492,0.00004211939,0.00006343289,0.9975537],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969985,0.0003719639,0.0006429766,0.00042731295,0.00036846814,0.0011907626],"domain_scores_gemma":[0.9981501,0.0003139564,0.00010424472,0.00066904223,0.00014385027,0.00061877235],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000513671,0.0002624003,0.0003991784,0.00010185272,0.0007260974,0.000014147056,0.00041172918,0.00028717637,0.99957234],"category_scores_gemma":[0.0001226456,0.00024844956,0.00007655268,0.00047247284,0.00004764885,0.00012824623,0.00011651043,0.0005757058,0.9996425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015165945,0.00004001147,0.0000038165463,0.000053678043,0.0000086400805,0.000006610646,0.00018095768,0.000022966922,0.00000335417,0.0000089138375,0.80101246,0.1985069],"study_design_scores_gemma":[0.00050870876,0.00018119908,0.00015804393,0.0003038633,0.00001581213,0.0000034679845,0.000032110078,0.00008180572,0.0000053918693,0.00004964853,0.9984067,0.0002532259],"about_ca_topic_score_codex":0.00036869102,"about_ca_topic_score_gemma":0.000005748867,"teacher_disagreement_score":0.19825368,"about_ca_system_score_codex":0.0002697185,"about_ca_system_score_gemma":0.00020713787,"threshold_uncertainty_score":0.9999968},"labels":[],"label_agreement":null},{"id":"W4406647448","doi":"10.1016/b978-84-8086-219-6.00001-7","title":"10.1016/b978-84-8086-219-6.00001-7","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Medicine; History","score_opus":0.027640233626657414,"score_gpt":0.3129943585432513,"score_spread":0.2853541249165939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406647448","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000018542123,0.0011483711,4.147315e-7,0.0013633078,0.00005258719,0.0028289582,0.0005172302,0.0008002342,0.993287],"genre_scores_gemma":[0.0000011384118,0.000013934849,0.00017970841,0.0012588868,0.0019710886,0.0002071174,0.00047187906,0.00036214906,0.9955341],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99448824,0.00023828134,0.0015722065,0.0010653957,0.000873906,0.001761991],"domain_scores_gemma":[0.9958792,0.00056287827,0.0005649227,0.0015397206,0.0003526543,0.0011006763],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00060240086,0.000966546,0.0013692519,0.0004020039,0.0009536446,0.000028828204,0.0009163311,0.0018132598,0.9995017],"category_scores_gemma":[0.00009606945,0.0009746234,0.00029658858,0.00015085406,0.00013206944,0.000116454845,0.0004048934,0.0023597414,0.9995847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023821986,0.000023321836,1.1598417e-7,0.00021897492,0.00005107249,0.000035069832,0.00009672312,0.0000062037225,3.431459e-7,0.00043550815,0.7455329,0.25336155],"study_design_scores_gemma":[0.00053378334,0.0002984477,0.0000033835058,0.0028528522,0.00011014283,0.0000074872764,0.000008469893,0.000010840898,5.6547395e-7,0.0010631124,0.9942459,0.00086504023],"about_ca_topic_score_codex":0.00031043406,"about_ca_topic_score_gemma":0.000011934878,"teacher_disagreement_score":0.2524965,"about_ca_system_score_codex":0.0008482769,"about_ca_system_score_gemma":0.0007070401,"threshold_uncertainty_score":0.9999418},"labels":[],"label_agreement":null},{"id":"W4406704283","doi":"10.2139/ssrn.5106403","title":"&lt;span&gt;Troubling Diagnosis: Comparing Canada’s Healthcare with International Peers&lt;/span&gt;","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Span (engineering); Life span; Health care; Psychology; Political science; Medicine; Gerontology; Engineering; Structural engineering; Law","score_opus":0.022304278193754207,"score_gpt":0.36338834469268744,"score_spread":0.34108406649893325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406704283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7169357,0.031117314,0.0043550967,0.19867943,0.008522541,0.002349672,0.00006391062,0.00042372406,0.03755259],"genre_scores_gemma":[0.9778141,0.006711411,0.00023827545,0.003892201,0.0010634719,0.00015889382,0.000051374584,0.00006771741,0.0100025665],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99073607,0.00061102066,0.0012982762,0.0005879799,0.0011719895,0.005594675],"domain_scores_gemma":[0.9967963,0.0005387479,0.00074057654,0.00045759615,0.0009427753,0.00052401883],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024666502,0.0004654686,0.0007321427,0.00039018522,0.002407672,0.000078864396,0.0010107086,0.00029190216,0.00021588871],"category_scores_gemma":[0.00032984102,0.00041314628,0.00012453644,0.0006783554,0.000076284596,0.0003396495,0.00023668299,0.00606623,0.00005350385],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00074758194,0.00014349703,0.6775247,0.000337972,0.00068515894,0.000051128893,0.0011968965,0.0011352715,0.000013372301,0.25876388,0.049397983,0.010002588],"study_design_scores_gemma":[0.0080632,0.0008395506,0.048482407,0.0076733073,0.00028564213,0.00029792494,0.041508134,0.0027992441,0.000033585216,0.035115037,0.8536048,0.0012971893],"about_ca_topic_score_codex":0.19649115,"about_ca_topic_score_gemma":0.9628393,"teacher_disagreement_score":0.8042068,"about_ca_system_score_codex":0.016536808,"about_ca_system_score_gemma":0.04504297,"threshold_uncertainty_score":0.99983203},"labels":[],"label_agreement":null},{"id":"W4406759307","doi":"10.2196/70059","title":"Authors’ Response to Peer Reviews of “The Impact of Rural Alimentation on the Motivation and Retention of Indigenous Community Health Workers in India: Qualitative Study”","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Indigenous; Qualitative research; Community health; Psychology; Rural community; Medicine; Environmental health; Nursing; Socioeconomics; Sociology; Public health; Social science","score_opus":0.13887772867981496,"score_gpt":0.5613883753087682,"score_spread":0.4225106466289532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406759307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851706,0.00014305113,0.000009018056,0.007616952,0.00013949252,0.006689687,0.000035170804,0.000008185888,0.00018783023],"genre_scores_gemma":[0.9980048,0.000040981402,0.000047070826,0.00035073538,0.000006191325,0.00024802453,0.000016031601,0.00000768117,0.0012784615],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.97576135,0.022253372,0.0012535682,0.00010570293,0.00035838023,0.00026764077],"domain_scores_gemma":[0.9949741,0.0031225071,0.0010609953,0.00047303113,0.00030635612,0.000063047075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016009852,0.00012689814,0.0004958797,0.00023837844,0.00043387106,0.0000027428769,0.00021191352,0.000105620944,0.00002262925],"category_scores_gemma":[0.0035112575,0.00007559115,0.00006920952,0.0012096196,0.0000827309,0.00005638332,0.00010740682,0.0006183205,0.000002168861],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002092834,0.00031827437,0.39229092,0.0004310389,0.000034063294,5.8425876e-8,0.5985907,0.000016768216,0.00036538273,0.00019334907,0.0048342925,0.00083231763],"study_design_scores_gemma":[0.0005592574,0.0006979001,0.66443515,0.0021917552,0.000008125651,3.1463344e-8,0.33168676,0.0000021330316,0.00005959836,0.00025669404,0.00007233443,0.000030284351],"about_ca_topic_score_codex":0.024319647,"about_ca_topic_score_gemma":0.0022206076,"teacher_disagreement_score":0.2721442,"about_ca_system_score_codex":0.0006717126,"about_ca_system_score_gemma":0.0005195154,"threshold_uncertainty_score":0.9821775},"labels":[],"label_agreement":null},{"id":"W4406817859","doi":"10.1177/10398562251316365","title":"Mapping the regional and remote specialised mental health workforce: Commentary on the AIHW data for 2022–2023","year":2025,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Workforce; Mental health; Rural area; Medicine; Welfare; Public health; Social Welfare; Nursing; Environmental health; Psychology; Psychiatry; Political science","score_opus":0.10816352395187337,"score_gpt":0.4414612530341548,"score_spread":0.3332977290822814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406817859","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014111367,0.0021988926,0.00019388317,0.9619535,0.0065165064,0.0045071426,0.00071512634,0.00010103273,0.009702547],"genre_scores_gemma":[0.0815519,0.0029036582,0.010429811,0.85072076,0.008458514,0.0003763819,0.0029721153,0.00014987915,0.042436965],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99647975,0.0006847484,0.00084040925,0.0006460922,0.00033664703,0.0010123804],"domain_scores_gemma":[0.99688226,0.00089317374,0.00037649905,0.0015968544,0.0000462908,0.00020494095],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0017832493,0.0003076448,0.0003614243,0.00010866085,0.0038433508,0.000040118583,0.0010837417,0.00020797711,0.00025197899],"category_scores_gemma":[0.000073445895,0.00019946162,0.00008593079,0.0005819988,0.000223054,0.000116631876,0.00039626242,0.0010877519,0.000059156886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019567934,0.00004488974,0.008738548,0.00025310196,0.000048842187,3.4974352e-7,0.000978427,0.000001089867,0.0000011623983,0.021771833,0.9612521,0.006714008],"study_design_scores_gemma":[0.0013261004,0.00010926495,0.016065847,0.0022093717,0.00002014157,0.000002687329,0.02719792,0.00029946413,4.0885595e-7,0.010168299,0.9424326,0.00016788412],"about_ca_topic_score_codex":0.0007056684,"about_ca_topic_score_gemma":0.0020124284,"teacher_disagreement_score":0.11123272,"about_ca_system_score_codex":0.00027755625,"about_ca_system_score_gemma":0.00060048554,"threshold_uncertainty_score":0.9974535},"labels":[],"label_agreement":null},{"id":"W4406928226","doi":"10.1136/bmjopen-2024-086461","title":"Understanding the impact of racism on surgical outcomes in settler nation-states USA and Canada: a protocol for a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Medicine; Protocol (science); Meta-analysis; Racism; MEDLINE; Gerontology; Alternative medicine; Law; Pathology","score_opus":0.5922448136748408,"score_gpt":0.6477053730379753,"score_spread":0.05546055936313443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406928226","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[1.4060112e-7,0.40430883,0.0000067758137,0.0011988225,0.0000114083805,0.59340805,0.0004963165,0.0000035177673,0.0005661398],"genre_scores_gemma":[0.0000036486813,0.26557705,0.000029147946,0.00045470212,0.000006185789,0.73076487,0.000050363495,0.000016594508,0.0030974457],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9930703,0.0033032838,0.002466076,0.00039862274,0.00036304665,0.00039869495],"domain_scores_gemma":[0.98709065,0.010128042,0.0018720679,0.0006494812,0.00014643699,0.00011329624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0058650426,0.00041789818,0.009028584,0.00023184447,0.00032575257,0.000038775946,0.0005053155,0.0002024575,0.00026486095],"category_scores_gemma":[0.0013410022,0.00018267603,0.000782602,0.00078613986,0.00003652442,0.00006765729,0.0003349916,0.0003977535,0.000002178326],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021701477,0.00001695853,0.00021190709,0.97745526,0.015657088,0.0000036785975,0.000095706535,0.0000040063505,2.860351e-11,0.0008259939,0.0056547243,0.00005294991],"study_design_scores_gemma":[0.00092207297,0.00010130194,0.000057486366,0.72508246,0.2402039,0.0000054255065,0.00056172383,0.000042680982,1.6011628e-9,0.00044217502,0.03219306,0.0003877072],"about_ca_topic_score_codex":0.23627783,"about_ca_topic_score_gemma":0.48656258,"teacher_disagreement_score":0.25237283,"about_ca_system_score_codex":0.0011794722,"about_ca_system_score_gemma":0.003701046,"threshold_uncertainty_score":0.7688079},"labels":[],"label_agreement":null},{"id":"W4406970857","doi":"10.54932/fxog8994","title":"Yes, family doctors do move to remote areas. Here’s how.","year":2025,"lang":"en","type":"report","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology","score_opus":0.09113565163530474,"score_gpt":0.47764809295790345,"score_spread":0.3865124413225987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406970857","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026271665,0.0075694313,0.00025516262,0.007608348,0.016229957,0.005051338,0.0004038789,0.0009277101,0.959327],"genre_scores_gemma":[0.0036605042,0.010483791,0.003467903,0.013395315,0.0027500761,0.00021183126,0.000503109,0.00017551516,0.96535194],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912477,0.00079647143,0.002025004,0.0015328916,0.0020669696,0.0023309388],"domain_scores_gemma":[0.9925156,0.0009975568,0.00090178597,0.0022405037,0.002147627,0.0011968846],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002283432,0.0010039163,0.002013535,0.00059996074,0.00094117725,0.00006688544,0.0010487702,0.0025054216,0.0027304343],"category_scores_gemma":[0.0022222262,0.0008498414,0.00038584063,0.0012064704,0.00006476236,0.000110262496,0.0010322386,0.0031043775,0.0032949392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000051884454,0.000029104187,0.0036635,0.0030058243,0.00009105509,0.0000633279,0.00041680186,0.0000027406436,0.0000015678858,0.0008416507,0.9488932,0.042939376],"study_design_scores_gemma":[0.00036259735,0.000085277585,0.0048004007,0.011316237,0.00010427454,0.00000476051,0.0043247985,0.0000068753316,0.0000019708139,0.0006200332,0.97767156,0.00070119184],"about_ca_topic_score_codex":0.046250112,"about_ca_topic_score_gemma":0.0055256123,"teacher_disagreement_score":0.042238183,"about_ca_system_score_codex":0.0044173254,"about_ca_system_score_gemma":0.010265474,"threshold_uncertainty_score":0.99940455},"labels":[],"label_agreement":null},{"id":"W4407040571","doi":"10.1097/sla.0000000000006646","title":"International Medical Graduates in Academic Cardiothoracic Surgery","year":2025,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine; Workforce; Cardiothoracic surgery; Accreditation; Economic shortage; Family medicine; Graduate medical education; Medical education; Surgery","score_opus":0.42618675227046227,"score_gpt":0.5525468274911871,"score_spread":0.12636007522072484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407040571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91186357,0.0041202726,0.00002069416,0.05905137,0.0040719025,0.00026970054,0.000026673291,0.00008927156,0.02048653],"genre_scores_gemma":[0.9741971,0.015811253,0.000020610885,0.007928272,0.00032539532,0.00007523743,0.00004750614,0.000016513195,0.0015781007],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99598444,0.0007327915,0.0015781142,0.00029082087,0.00068310875,0.00073073077],"domain_scores_gemma":[0.9898766,0.008982815,0.0003319073,0.00027587893,0.00033378863,0.00019896074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005788365,0.00016280104,0.0007772855,0.0007811469,0.000127251,0.0000035589574,0.00029852433,0.00050765177,0.00081823335],"category_scores_gemma":[0.0058047455,0.00015626432,0.00023115965,0.0008661121,0.000119368946,0.00016988699,0.00018141694,0.0009988799,0.000116412295],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008239231,0.000032274886,0.7070242,0.0003121602,0.000032526255,0.000024070225,0.00014408313,0.0000029681894,0.0000059830127,0.0008157155,0.2693526,0.022170987],"study_design_scores_gemma":[0.00020180263,0.0000060889442,0.5695987,0.010550798,0.000010984393,0.0000024388212,0.0011021442,0.00012380819,0.00037072654,0.00472952,0.41304022,0.00026277878],"about_ca_topic_score_codex":0.00091676356,"about_ca_topic_score_gemma":0.000079215395,"teacher_disagreement_score":0.1436876,"about_ca_system_score_codex":0.00007595635,"about_ca_system_score_gemma":0.0012358564,"threshold_uncertainty_score":0.8959081},"labels":[],"label_agreement":null},{"id":"W4407068219","doi":"10.1016/j.drugalcdep.2024.111819","title":"The Role of Chronic Pain in Smoking and Smoking Cessation: A Secondary Analysis of Program Data","year":2025,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Centre for Addiction and Mental Health Foundation; Ministry of Health, Ontario","keywords":"Smoking cessation; Chronic pain; Medicine; Environmental health; Psychiatry","score_opus":0.03679536985397612,"score_gpt":0.4159252969490333,"score_spread":0.37912992709505716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407068219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96985406,0.024439929,0.00005260498,0.0006455667,0.000111527275,0.0006985775,0.00005791212,0.000030146648,0.004109686],"genre_scores_gemma":[0.998113,0.0013381095,0.00012595202,0.00011003587,0.000021861257,0.000058887803,0.000041995136,0.0000049817822,0.0001852167],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99803954,0.00052929384,0.0005879525,0.00030968364,0.00020998208,0.00032353587],"domain_scores_gemma":[0.9978978,0.0011778143,0.0002737914,0.00051652576,0.000083915285,0.00005014855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031318953,0.00010216754,0.00031790175,0.00018566434,0.00038921917,0.000014954203,0.0003498671,0.00009858721,0.000029031102],"category_scores_gemma":[0.00022373463,0.00007900374,0.000025100882,0.0009920114,0.000125057,0.00015009166,0.0004073116,0.000396542,2.5178878e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018564757,0.000026075399,0.65921915,0.00032817898,0.000120298966,0.0000011941121,0.0011916714,0.000029664709,0.000018755376,0.0018528369,0.00013099791,0.3370626],"study_design_scores_gemma":[0.0016176458,0.000111847745,0.8068253,0.0038235341,0.0006972341,9.679355e-7,0.032928728,0.10421498,0.00018907031,0.0050331904,0.04427563,0.00028189327],"about_ca_topic_score_codex":0.0029694217,"about_ca_topic_score_gemma":0.009917122,"teacher_disagreement_score":0.33678073,"about_ca_system_score_codex":0.00006597109,"about_ca_system_score_gemma":0.00030076067,"threshold_uncertainty_score":0.55339867},"labels":[],"label_agreement":null},{"id":"W4407133619","doi":"10.18584/iipj.2024.15.3.15104","title":"Patient Reported Outcome (PROMs) and Experience Measures (PREMs) for Indigenous Peoples:","year":2024,"lang":"en","type":"article","venue":"International Indigenous Policy Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Victoria; University of British Columbia; B.C. Women's Hospital & Health Centre","funders":"Michael Smith Health Research BC","keywords":"Indigenous; Patient-reported outcome; Outcome (game theory); Political science; Sociology; Medicine; Nursing; Economics; Quality of life (healthcare)","score_opus":0.09124259620559093,"score_gpt":0.479278053347579,"score_spread":0.38803545714198806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407133619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98338574,0.0030154476,0.0010902246,0.0025126128,0.00421202,0.0016246472,0.000155326,0.0002200999,0.0037838933],"genre_scores_gemma":[0.98945343,0.0011608234,0.00089526,0.0021900472,0.0028683713,0.00033107054,0.000029578452,0.000073765776,0.002997665],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99558884,0.00021471007,0.0017163462,0.00045840166,0.00087767246,0.0011440332],"domain_scores_gemma":[0.99700963,0.000879744,0.0006022554,0.0002670803,0.0007368147,0.00050449517],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0010732263,0.0003193819,0.00040081656,0.00068934297,0.0019445976,0.00023331944,0.0004564742,0.00028080444,0.00026921413],"category_scores_gemma":[0.0014239063,0.0002702888,0.00017234897,0.00033139973,0.00010400167,0.0004066568,0.00015600017,0.0010204553,0.000094876596],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035500285,0.00022098167,0.2326913,0.0006016905,0.000549059,0.0006736062,0.6996974,0.00007357731,0.0004026684,0.0068985885,0.0060488195,0.051787324],"study_design_scores_gemma":[0.0024326933,0.001291369,0.050895445,0.0035025931,0.00014717615,0.0067509003,0.07869731,0.00043739463,0.00026288576,0.018241156,0.8360865,0.0012545862],"about_ca_topic_score_codex":0.002947441,"about_ca_topic_score_gemma":0.0007308906,"teacher_disagreement_score":0.83003765,"about_ca_system_score_codex":0.0015790727,"about_ca_system_score_gemma":0.0024769148,"threshold_uncertainty_score":0.9999749},"labels":[],"label_agreement":null},{"id":"W4407263111","doi":"10.33137/utjph.v6i1.42933","title":"Participation of Racialized Individuals in Healthcare Research: A Scoping Review Protocol","year":2025,"lang":"en","type":"review","venue":"University of Toronto Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Protocol (science); Health care; Sociology; Political science; Medicine; Alternative medicine","score_opus":0.45257618440209735,"score_gpt":0.6306906622327738,"score_spread":0.17811447783067647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407263111","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000002577588,0.8843209,0.000042716776,0.005875091,0.0002336752,0.10775371,0.00008129447,0.000013366909,0.0016766512],"genre_scores_gemma":[0.0000057326342,0.99706966,0.0010119459,0.00040693395,0.00010758952,0.00096123194,0.00003086758,0.000022836417,0.00038321948],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9706179,0.021687508,0.0046217027,0.0003652239,0.001394435,0.0013132291],"domain_scores_gemma":[0.9846147,0.002611751,0.008539728,0.00060735986,0.0027745916,0.00085187145],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0298068,0.00033175945,0.004963623,0.000814565,0.0005512637,0.000007570811,0.0011493459,0.00061050523,0.0010284799],"category_scores_gemma":[0.004072818,0.00031512507,0.00049403054,0.0011423402,0.00018804299,0.0005509232,0.00041828098,0.001996688,0.000008705091],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000336053,0.00016711804,0.00031503584,0.6017972,0.000049371218,0.000006830318,0.0020968542,1.4148111e-7,4.9200803e-9,0.0007632367,0.010349273,0.38442132],"study_design_scores_gemma":[0.00071787,0.00031589746,0.00008128937,0.48702145,0.0000448297,0.0000013401666,0.001051247,2.739159e-7,7.105431e-9,0.000025979438,0.5106586,0.0000811736],"about_ca_topic_score_codex":0.028849304,"about_ca_topic_score_gemma":0.036467787,"teacher_disagreement_score":0.50030935,"about_ca_system_score_codex":0.006018454,"about_ca_system_score_gemma":0.049437087,"threshold_uncertainty_score":0.9999301},"labels":[],"label_agreement":null},{"id":"W4407285904","doi":"10.1093/jcag/gwae059.177","title":"A177 RESILIENCE AND EMPOWERMENT OF INDIGENOUS PERSONS LIVING WITH INFLAMMATORY BOWEL DISEASE: A PHOTOVOICE STUDY FROM CANADA","year":2025,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"First Nations Health and Social Secretariat of Manitoba; Assembly of First Nations; University of Saskatchewan","funders":"","keywords":"Photovoice; Indigenous; Empowerment; Inflammatory bowel disease; Resilience (materials science); Medicine; Disease; Psychological resilience; Gerontology; Psychology; Political science; Internal medicine; Ecology; Economic growth; Biology; Psychotherapist","score_opus":0.006793920960410095,"score_gpt":0.2896563654208213,"score_spread":0.2828624444604112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407285904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99374306,0.00009526877,0.0000037142304,0.004863069,0.00053977,0.00051383075,0.00011943175,0.0000022014008,0.00011966484],"genre_scores_gemma":[0.9976162,0.000016743752,0.00003978902,0.0017533854,0.00004127686,0.000008797183,0.000001020286,0.000007100722,0.0005156977],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972647,0.001010924,0.0007288997,0.000117899,0.00040184602,0.00047574617],"domain_scores_gemma":[0.99691737,0.00045986695,0.0016707057,0.00019523485,0.00044179684,0.00031503415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010479927,0.00010798821,0.00035816676,0.00016392361,0.0004488674,0.000005148675,0.00030544456,0.00008127687,0.000035904402],"category_scores_gemma":[0.00057837786,0.00008290738,0.000043416654,0.00013254852,0.000058727783,0.000056579054,0.000070167705,0.00047094192,2.5346196e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023021601,0.000041742336,0.9902386,0.000059166152,0.00015844872,0.00001130842,0.004428664,0.000103328704,0.00001125236,0.0000065223144,0.004699456,0.000011284843],"study_design_scores_gemma":[0.0008679444,0.0003283721,0.98857766,0.0007039029,0.000104808554,0.0000013027778,0.008722344,0.00001269748,0.0000015335027,0.000019210984,0.00062769454,0.00003255059],"about_ca_topic_score_codex":0.85110325,"about_ca_topic_score_gemma":0.998977,"teacher_disagreement_score":0.14787373,"about_ca_system_score_codex":0.0032428158,"about_ca_system_score_gemma":0.00681789,"threshold_uncertainty_score":0.99881256},"labels":[],"label_agreement":null},{"id":"W4407418497","doi":"10.47172/2965-730x.sdgsreview.v5.n03.pe04465","title":"Human Resource Shortages Caused by the Emigration of Moroccan Health Professionals to Canada: A Focus on Sdgs, With Particular Emphasis on SDG 3 To Ensure Healthy Living and Well-Being at All Ages","year":2025,"lang":"en","type":"article","venue":"Journal of Lifestyle and SDGs Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Emphasis (telecommunications); Economic shortage; Focus (optics); Human resources; Resource (disambiguation); Political science; Economic growth; Business; Medicine; Economics; Engineering; Computer science; Law","score_opus":0.023794088783223987,"score_gpt":0.4019397056700922,"score_spread":0.3781456168868682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407418497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77490336,0.060321417,0.0000069053654,0.1622117,0.00011079907,0.0019589122,0.000016399752,0.000011462027,0.0004590316],"genre_scores_gemma":[0.8662513,0.02010077,0.00010181422,0.111885585,0.00013439282,0.000089655696,0.0000076615515,0.000028486907,0.001400361],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952451,0.0016463968,0.0015438759,0.00030658732,0.00066776987,0.0005902564],"domain_scores_gemma":[0.9965846,0.0011611569,0.0010208313,0.00034657662,0.00026961725,0.0006172281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031277204,0.00027507037,0.0010371438,0.00013042109,0.001006201,0.000014985061,0.0002027583,0.00010316536,0.00003435134],"category_scores_gemma":[0.0004953483,0.00016335216,0.00006418361,0.0004147347,0.000035708716,0.000054413045,0.000112315756,0.00062798173,0.00000230978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038305033,0.00023225359,0.06258206,0.011648906,0.00019696564,0.000040648927,0.00966881,0.00006155258,0.000087326065,0.0007233792,0.89504224,0.019332828],"study_design_scores_gemma":[0.001034853,0.0036926502,0.08147057,0.17078614,0.00026934966,0.0000395946,0.0064240703,0.000008085246,0.000116553856,0.0000407375,0.7357297,0.00038769428],"about_ca_topic_score_codex":0.02864955,"about_ca_topic_score_gemma":0.16547292,"teacher_disagreement_score":0.15931252,"about_ca_system_score_codex":0.00052964437,"about_ca_system_score_gemma":0.00094386673,"threshold_uncertainty_score":0.9778188},"labels":[],"label_agreement":null},{"id":"W4407578409","doi":"10.4337/9781035302093.00022","title":"The political economy of racialized health inequities: a panoramic view","year":2025,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Politics; Sociology; Political economy; Political science; Law","score_opus":0.047060252080494046,"score_gpt":0.3881210028811472,"score_spread":0.3410607508006532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407578409","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008122801,0.0049158623,0.00006469923,0.03611462,0.0034742649,0.0029411197,0.0002985894,0.00036318807,0.95181954],"genre_scores_gemma":[0.0016141365,0.00038185692,0.0003885128,0.038510557,0.0019253553,0.00032091019,0.00026169908,0.00018642764,0.9564105],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9917706,0.0009011374,0.0034140428,0.00082753197,0.0007345567,0.0023521148],"domain_scores_gemma":[0.99096227,0.0035623123,0.00219525,0.001606236,0.00092830166,0.0007456121],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0037510437,0.0007609447,0.002103856,0.00038836946,0.0020841463,0.0003808154,0.0016366267,0.0014499398,0.0005749611],"category_scores_gemma":[0.0013310508,0.0006081364,0.00045759996,0.00008020487,0.0005390506,0.0003601681,0.001049985,0.0038089533,0.0002274981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062383,0.000007373861,0.000022731769,0.0021272497,0.00010120871,0.000002974391,0.0007219418,8.5524654e-8,9.990671e-8,0.71325326,0.26879355,0.014907172],"study_design_scores_gemma":[0.00052266486,0.000083063285,0.0000055913465,0.0055912538,0.000047702102,0.0000017589448,0.0010309984,0.000008482301,9.440764e-7,0.27920702,0.71321404,0.00028646764],"about_ca_topic_score_codex":0.0022883061,"about_ca_topic_score_gemma":0.0018696064,"teacher_disagreement_score":0.44442052,"about_ca_system_score_codex":0.0020548168,"about_ca_system_score_gemma":0.010118588,"threshold_uncertainty_score":0.9998464},"labels":[],"label_agreement":null},{"id":"W4407614986","doi":"10.55737/qjss.v-iv.24279","title":"Nurses’ Brain Drain in Pakistan: The Determinants and Reasons Pertaining to Nurses Leaving Pakistan to Overseas Territories in Health System","year":2024,"lang":"en","type":"article","venue":"Qlantic journal of social sciences.","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Medicine; Nursing; Political science; Economic growth; Economics","score_opus":0.04018446769522103,"score_gpt":0.4938805987914929,"score_spread":0.4536961310962718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407614986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94833034,0.001382987,0.000036488407,0.04355134,0.003577941,0.00086913834,0.000021121079,0.000036967234,0.002193689],"genre_scores_gemma":[0.9967216,0.000042660402,0.00027377627,0.0017601815,0.0006579093,0.000018715646,3.8924577e-7,0.00001701694,0.0005077313],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9956387,0.0010182374,0.0012506667,0.00032005244,0.0007284578,0.0010438699],"domain_scores_gemma":[0.9977654,0.0013298622,0.0003554295,0.000112478156,0.00010117902,0.00033560614],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007243365,0.00018733634,0.00054216984,0.00038824033,0.0013952282,0.00015922268,0.00044848904,0.00012165303,0.00002140315],"category_scores_gemma":[0.00054614624,0.0001310009,0.00006222576,0.0015801509,0.000249813,0.00028220605,0.00011044578,0.0007399258,0.000012221623],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016136782,0.000056202927,0.4923918,0.001478969,0.000014311286,0.00040888943,0.40511242,0.000070926224,0.000055363416,0.0561162,0.013501487,0.030632071],"study_design_scores_gemma":[0.00065360207,0.0005378106,0.223722,0.021585647,0.000014417544,0.0000999932,0.6379392,0.00057029346,0.0000025118284,0.0006681693,0.113895446,0.00031087815],"about_ca_topic_score_codex":0.010113589,"about_ca_topic_score_gemma":0.016788527,"teacher_disagreement_score":0.2686698,"about_ca_system_score_codex":0.0014887745,"about_ca_system_score_gemma":0.0017789274,"threshold_uncertainty_score":0.9999048},"labels":[],"label_agreement":null},{"id":"W4407685142","doi":"10.20944/preprints202502.1086.v1","title":"Systemic Racism in Canadian Healthcare: Narrative Review and Policy Analysis of Racial Disparities and Institutional Barriers","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Medical Association","keywords":"Racism; Narrative; Institutional racism; Health care; Political science; Racial bias; Health equity; Narrative review; Narrative inquiry; Sociology; Gender studies; Psychology; Psychotherapist; Law; Art","score_opus":0.09761900443588648,"score_gpt":0.4841266139144331,"score_spread":0.3865076094785467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407685142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9143272,0.051111437,0.0000064831634,0.022637626,0.000614746,0.003863325,0.0013593156,0.000059923343,0.0060199606],"genre_scores_gemma":[0.9539149,0.039843872,0.00004412574,0.0041087917,0.000098727185,0.0007115061,0.00022422404,0.000014468507,0.0010394024],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99438065,0.0016054066,0.0017473532,0.0009840995,0.00034164495,0.0009408502],"domain_scores_gemma":[0.9966317,0.0003691158,0.0007301459,0.00084436993,0.0004556809,0.0009689953],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023777965,0.00042784767,0.0019195884,0.0015734439,0.00074005075,0.0000073637652,0.00040478286,0.00080081495,0.0003232246],"category_scores_gemma":[0.0023957088,0.00045126877,0.00015208984,0.0014380906,0.00035756192,0.000105704195,0.001206717,0.001908131,0.000019450763],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042895303,0.000011603422,0.9474506,0.022657866,0.00038640588,0.000007671111,0.016328,0.00017451838,0.0000021012008,0.012545218,0.00015584019,0.00023729424],"study_design_scores_gemma":[0.0004772897,0.000013865541,0.9566169,0.028275933,0.0008908366,0.0000036664508,0.0039020933,0.00023243797,0.0000036661584,0.0015767163,0.0075899186,0.0004166924],"about_ca_topic_score_codex":0.8284837,"about_ca_topic_score_gemma":0.739881,"teacher_disagreement_score":0.08860271,"about_ca_system_score_codex":0.0023495215,"about_ca_system_score_gemma":0.012064099,"threshold_uncertainty_score":0.9997939},"labels":[],"label_agreement":null},{"id":"W4407712420","doi":"10.5539/gjhs.v17n2p10","title":"Changes in Dental Care Utilization and Barriers among Mexican Americans: Evidence from NHANES III and 2011-2020","year":2025,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"National Health and Nutrition Examination Survey; Socioeconomic status; Odds; Medicine; Logistic regression; Demography; Immigration; Dental care; Ethnic group; Odds ratio; Gerontology; Environmental health; Health care; Family medicine; Population; Geography","score_opus":0.04864109897546695,"score_gpt":0.4471954575887442,"score_spread":0.39855435861327726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407712420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600877,0.03289752,0.0001094361,0.0050084153,0.0010252498,0.0005294115,0.000022581298,0.000017557111,0.00030208222],"genre_scores_gemma":[0.98381734,0.012508413,0.0008654257,0.0026860365,0.00008051819,0.0000093972485,0.0000016424292,0.0000045053075,0.00002670065],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.996925,0.00036933,0.00093318656,0.0003886816,0.00061976427,0.0007640459],"domain_scores_gemma":[0.9976023,0.00024355229,0.00078718463,0.00018501465,0.0003910067,0.00079097593],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0018556529,0.00016919621,0.0005043368,0.00018939508,0.0016104504,0.00006023223,0.0004190445,0.000102025646,0.000059431608],"category_scores_gemma":[0.00063469115,0.0001454905,0.00002301244,0.0012303096,0.0008266081,0.0005477551,0.00023731173,0.00042132422,0.0000029164296],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079088466,0.000007120102,0.9790464,0.00024305627,0.0000033914207,0.00000898911,0.0024065247,0.000008627782,0.00003639413,0.00010087267,0.001115009,0.016944505],"study_design_scores_gemma":[0.0006072377,0.0002317148,0.93418974,0.0045946343,0.000011885236,0.000014926202,0.05859401,0.00021268157,0.000035425746,0.0004080144,0.0009913588,0.00010838742],"about_ca_topic_score_codex":0.022049088,"about_ca_topic_score_gemma":0.029552758,"teacher_disagreement_score":0.05618749,"about_ca_system_score_codex":0.0012272942,"about_ca_system_score_gemma":0.0034628166,"threshold_uncertainty_score":0.99968934},"labels":[],"label_agreement":null},{"id":"W4407907995","doi":"10.1111/ajr.70021","title":"Time to Re‐Think Rural Medical Education? Challenges and Issues Raised in Planning Umeå University's ‘Rural Stream’","year":2025,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Umeå Universitet","keywords":"Rural health; Rural area; Medical education; Sociology; Medicine","score_opus":0.036262114414938665,"score_gpt":0.44551046392872035,"score_spread":0.4092483495137817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407907995","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060510583,0.03680604,0.0000025257652,0.32738382,0.5680318,0.0028798778,0.0003229548,0.00016921898,0.0038932113],"genre_scores_gemma":[0.012575262,0.07972018,0.0018817211,0.0053072027,0.70785755,0.000031837255,0.00080520834,0.00023944827,0.19158158],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99138296,0.002105934,0.0025244614,0.00040366984,0.0018414753,0.001741501],"domain_scores_gemma":[0.99231315,0.001960836,0.0019654008,0.0005043921,0.00093498774,0.0023212298],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0035864892,0.0007017946,0.0021081197,0.0011827064,0.000711379,0.000034409466,0.0011368159,0.0019310269,0.0015567917],"category_scores_gemma":[0.0018363331,0.00066746457,0.00020156063,0.0006297845,0.00019665009,0.000443522,0.00030543318,0.005618407,0.00019434559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00071216375,0.00012595822,0.00069806044,0.001889644,0.00006822794,0.000102905324,0.013556132,0.000010491881,3.4394452e-7,0.00015822683,0.9678761,0.014801792],"study_design_scores_gemma":[0.0022138655,0.0010186791,0.0025434536,0.045332264,0.00004827304,0.00002241447,0.10655464,0.0000041638923,2.8378446e-7,0.00025557054,0.8415752,0.00043117205],"about_ca_topic_score_codex":0.0039455537,"about_ca_topic_score_gemma":0.0012211204,"teacher_disagreement_score":0.32207662,"about_ca_system_score_codex":0.0023822093,"about_ca_system_score_gemma":0.017604586,"threshold_uncertainty_score":0.99957764},"labels":[],"label_agreement":null},{"id":"W4407987717","doi":"10.1002/hpm.3898","title":"The Organisational Infrastructure of a Canadian Rural Health Network: A Four‐Year Longitudinal Survey Study","year":2025,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Capital Regional District; University of British Columbia","funders":"","keywords":"Longitudinal study; Regional science; Business; Geography; Medicine","score_opus":0.06639052257022347,"score_gpt":0.433462842960849,"score_spread":0.36707232039062554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407987717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72668034,0.011719517,0.0018791311,0.24016757,0.009963457,0.0037244058,0.00010760934,0.000038994578,0.0057189576],"genre_scores_gemma":[0.99019974,0.0018392698,0.0004232103,0.0065431423,0.00028629843,0.000015270143,0.000014271151,0.000010337642,0.0006684291],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9961001,0.0012367489,0.0013221182,0.00012702536,0.0006517269,0.00056225655],"domain_scores_gemma":[0.99697036,0.0009263353,0.0011990693,0.00019180881,0.0005240238,0.00018842086],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00836878,0.00013907229,0.0003444689,0.00037391356,0.0016253224,0.00003878945,0.00066201366,0.00004616676,0.0000376],"category_scores_gemma":[0.00016943534,0.00008451485,0.00004213316,0.0004539125,0.000069591704,0.00006480854,0.00021666716,0.00058156915,0.000003169237],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003320225,0.000032704953,0.7239955,0.00011999328,0.00039742803,0.000012255063,0.003475181,0.0018351002,5.464693e-8,0.011068163,0.25140244,0.007329165],"study_design_scores_gemma":[0.0009109557,0.0002097177,0.8951979,0.0010783968,0.000016219794,0.000010113473,0.018421605,0.00008197969,4.711114e-8,0.0015903489,0.08243229,0.00005041768],"about_ca_topic_score_codex":0.067163154,"about_ca_topic_score_gemma":0.060135327,"teacher_disagreement_score":0.2635194,"about_ca_system_score_codex":0.00069562066,"about_ca_system_score_gemma":0.0017912595,"threshold_uncertainty_score":0.99967444},"labels":[],"label_agreement":null},{"id":"W4408038517","doi":"10.3390/socsci14030147","title":"Afghan and Arab Refugee International Medical Graduate Brain Waste: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Social Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Afghan; Refugee; Psychology; Political science; Medicine; Law","score_opus":0.2545383866241938,"score_gpt":0.618680744169213,"score_spread":0.3641423575450192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408038517","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004011812,0.94987625,0.0000042014226,0.01975124,0.002479788,0.002347994,0.000033314423,0.00008114191,0.02542204],"genre_scores_gemma":[0.0000019973047,0.9882097,0.00009110893,0.007230741,0.0012517886,0.0003854953,0.000038396447,0.00001329331,0.0027774782],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9940718,0.0017411417,0.0013323404,0.00067466736,0.0013902364,0.0007898135],"domain_scores_gemma":[0.9966054,0.0020998057,0.0007605809,0.00016428111,0.00013917008,0.0002307799],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0056438837,0.00032510722,0.0016873878,0.0001786908,0.0022010398,0.00003940459,0.0010432112,0.0005389925,0.0006485388],"category_scores_gemma":[0.004009049,0.00023916615,0.00022294045,0.0012269206,0.00065774744,0.00013575118,0.0006479165,0.0011110877,0.00012632032],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[8.424687e-7,0.000008039932,0.000019273437,0.1625033,0.0000148993095,0.0000049457194,0.00020956139,3.8880743e-9,9.545197e-10,0.003667495,0.045801025,0.7877706],"study_design_scores_gemma":[0.000052961852,0.000011357743,0.0000015627397,0.47545344,0.00005070023,0.0000017829906,0.00019080781,7.3104167e-7,1.5575266e-9,0.00031082856,0.52381176,0.000114065675],"about_ca_topic_score_codex":0.00019608246,"about_ca_topic_score_gemma":0.00047102352,"teacher_disagreement_score":0.78765655,"about_ca_system_score_codex":0.00029202728,"about_ca_system_score_gemma":0.006047516,"threshold_uncertainty_score":0.9995873},"labels":[],"label_agreement":null},{"id":"W4408045814","doi":"10.37964/cr24786","title":"Leadership in rural health: from challenges to change","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Health equity; Workforce; Population health; Health care; Public relations; Nursing; Cultural humility; Political science; Medicine; Economic growth; Cultural competence; Medical education; Public health","score_opus":0.4235696282201011,"score_gpt":0.42626202005408403,"score_spread":0.0026923918339829545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408045814","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10645809,0.08367562,0.000040935247,0.7900741,0.0048190495,0.0017778712,0.000089662746,0.000048871843,0.013015763],"genre_scores_gemma":[0.8624067,0.00019292465,0.0001729268,0.13465522,0.0016369945,0.000044516117,0.000009518365,0.000037204616,0.00084403926],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99540716,0.0009321281,0.0010992861,0.00027825046,0.00028679665,0.0019963526],"domain_scores_gemma":[0.99684745,0.000510321,0.00047125548,0.00038158646,0.00024756923,0.0015418157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011364189,0.0002917968,0.00079552253,0.0010054082,0.0004481812,0.000021480962,0.0006588798,0.0002814462,0.00018266609],"category_scores_gemma":[0.00028516483,0.00030189237,0.00013739346,0.00091599306,0.00010920813,0.0002922102,0.000025542056,0.0015038917,0.00031352666],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003869219,0.00013279846,0.1003838,0.0028363494,0.00016904967,0.00028029736,0.22500034,0.00004392741,0.000046212048,0.022658747,0.22204348,0.42601806],"study_design_scores_gemma":[0.0018601138,0.0003998135,0.25429696,0.023732934,0.000029084666,0.0000023440764,0.532389,0.000016080572,0.00002753064,0.0050363783,0.18174301,0.00046676397],"about_ca_topic_score_codex":0.07243351,"about_ca_topic_score_gemma":0.5440041,"teacher_disagreement_score":0.75594854,"about_ca_system_score_codex":0.0020047976,"about_ca_system_score_gemma":0.003955944,"threshold_uncertainty_score":0.9999433},"labels":[],"label_agreement":null},{"id":"W4408157673","doi":"10.1017/cjn.2025.42","title":"Indigenous Peoples Living with Multiple Sclerosis in Canada","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Toronto; University of Calgary; University of Northern British Columbia; University of Alberta","funders":"","keywords":"Indigenous; Multiple sclerosis; Geography; Political science; Ethnology; Medicine; History; Ecology; Biology; Psychiatry","score_opus":0.09523808706330247,"score_gpt":0.3655170119506625,"score_spread":0.27027892488736005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408157673","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33552873,0.6597515,0.000002460833,0.00045054496,0.001631206,0.0007749523,0.00005785912,0.00001610283,0.001786681],"genre_scores_gemma":[0.10931157,0.8869224,0.00061774295,0.0026375072,0.00034412154,0.000036247304,0.000001157515,0.000032794076,0.000096455384],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9852196,0.005638592,0.003004996,0.0009824436,0.0013148172,0.0038395678],"domain_scores_gemma":[0.98141605,0.011522574,0.00307997,0.0003211846,0.0006744359,0.002985794],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.006780886,0.0008737575,0.0028118684,0.002351999,0.0066574872,0.0003345807,0.004470521,0.00064306066,0.00029768902],"category_scores_gemma":[0.008207916,0.0005415184,0.0003703967,0.004507025,0.0032667636,0.0007215442,0.00021287164,0.005469481,0.000006339466],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000289904,0.000023042974,0.90831155,0.0016824435,0.000028160239,0.005409871,0.00105167,0.0007380919,2.0109036e-8,0.000087274726,0.0016198675,0.08101899],"study_design_scores_gemma":[0.0011146441,0.06135428,0.16468243,0.12066368,0.0006989076,0.020522699,0.010288645,0.00019315904,3.2671335e-7,0.0013526668,0.61625177,0.0028767681],"about_ca_topic_score_codex":0.8494036,"about_ca_topic_score_gemma":0.9995325,"teacher_disagreement_score":0.74362916,"about_ca_system_score_codex":0.004870306,"about_ca_system_score_gemma":0.19050498,"threshold_uncertainty_score":0.99970365},"labels":[],"label_agreement":null},{"id":"W4408205843","doi":"10.7748/ncyp.37.2.8.s3","title":"Nursing school could close as university seeks ‘secure’ future","year":2025,"lang":"en","type":"article","venue":"Nursing Children and Young People","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Nursing; Pediatric nursing; Psychology; Medicine","score_opus":0.008061943897457083,"score_gpt":0.36459693747218014,"score_spread":0.35653499357472307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408205843","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8366385,0.0027994197,0.00014245338,0.013472512,0.0038550787,0.0010566851,0.000056327885,0.00035795706,0.14162107],"genre_scores_gemma":[0.9769329,0.0006621725,0.00046082938,0.0014291615,0.00077103206,0.000004619344,0.000113556154,0.00003098306,0.019594789],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997632,0.00036673667,0.00035082837,0.0005400019,0.00026254382,0.0008478624],"domain_scores_gemma":[0.99876136,0.000118137905,0.00015634243,0.00042715768,0.00015207267,0.00038495086],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00029764214,0.00027745694,0.0004107067,0.0002076357,0.0022949898,0.000034791377,0.0002579455,0.0005162905,0.00032516534],"category_scores_gemma":[0.00007706037,0.00028998769,0.00007702805,0.0006924575,0.00015262318,0.00019892174,0.000059918217,0.001148963,0.00017710145],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045312656,0.00027636372,0.5874505,0.00016606302,0.0000650748,0.000007649195,0.018442333,0.0000040264613,0.000034176297,0.080328085,0.2956558,0.017116811],"study_design_scores_gemma":[0.0020208932,0.000103489256,0.93663263,0.0049394346,0.00016538773,0.000030573487,0.022229252,0.00007514654,0.000012900334,0.006116449,0.02730405,0.00036976894],"about_ca_topic_score_codex":0.0016867311,"about_ca_topic_score_gemma":0.0010194388,"teacher_disagreement_score":0.34918216,"about_ca_system_score_codex":0.0008519742,"about_ca_system_score_gemma":0.00062002934,"threshold_uncertainty_score":0.99995524},"labels":[],"label_agreement":null},{"id":"W4408227365","doi":"10.4103/cjrm.cjrm_64_23","title":"Predictors of sustained rural practice","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","score_opus":0.01932893642455596,"score_gpt":0.41149487878442087,"score_spread":0.3921659423598649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408227365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6825645,0.015956376,0.000157808,0.181995,0.012101917,0.0010255416,0.000029920451,0.000028789758,0.10614018],"genre_scores_gemma":[0.98677194,0.0003255887,0.00015817882,0.0054759155,0.0009910599,0.0000045315405,0.0000071321583,0.000014257428,0.0062513724],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99702823,0.0004798197,0.001375966,0.00006911816,0.00034969125,0.0006971857],"domain_scores_gemma":[0.9948996,0.001171015,0.0009356015,0.00024518298,0.0016806006,0.0010680441],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015851313,0.0001590554,0.0006042362,0.00060435914,0.00035765165,0.0000033390947,0.00036753298,0.00019180385,0.0010484036],"category_scores_gemma":[0.0065531246,0.000117232405,0.00006992686,0.0007300478,0.0002966403,0.00021860843,0.00002236966,0.0008989953,0.00001247824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047269973,0.000021230093,0.2662488,0.00069990155,0.00021548381,0.00021294625,0.011155089,0.000019463308,0.000103757455,0.020707725,0.69494534,0.0051975767],"study_design_scores_gemma":[0.0032796923,0.000895548,0.031440094,0.009977769,0.00028404078,0.0000731671,0.2707531,0.000013639734,0.000020752224,0.0014515483,0.6816771,0.00013358105],"about_ca_topic_score_codex":0.04351555,"about_ca_topic_score_gemma":0.01711263,"teacher_disagreement_score":0.3042075,"about_ca_system_score_codex":0.0007670751,"about_ca_system_score_gemma":0.0058883685,"threshold_uncertainty_score":0.99986476},"labels":[],"label_agreement":null},{"id":"W4408227371","doi":"10.4103/cjrm.cjrm_6_24","title":"Factors influencing retention of International Medical Graduates in rural practice","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medical education; Business; Medicine","score_opus":0.10566034448796535,"score_gpt":0.4928243693737938,"score_spread":0.38716402488582846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408227371","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022734222,0.98002595,0.0000056968624,0.006657338,0.006917781,0.00067589636,0.00004194736,0.0000078839375,0.003394115],"genre_scores_gemma":[0.0031707985,0.99435335,0.000048320664,0.0006177272,0.001042458,0.000012688793,0.0001086411,0.00002726626,0.0006187555],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9934354,0.0012538075,0.003500616,0.00013832231,0.0009938873,0.00067799486],"domain_scores_gemma":[0.99123526,0.0032311056,0.0030170884,0.00023783316,0.0010577466,0.0012209693],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029848164,0.00036800271,0.0023443315,0.0017690754,0.00017497814,0.00000633195,0.0008581074,0.0007072702,0.0015498527],"category_scores_gemma":[0.020263089,0.00024686288,0.00026690544,0.0009278073,0.00023765834,0.0002855914,0.000056340996,0.0027523222,0.000011109129],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007551054,0.00003554757,0.026465606,0.037996903,0.00047647714,0.00061095774,0.0069237594,0.0000021822166,3.7241398e-7,0.0023382236,0.05004398,0.87503046],"study_design_scores_gemma":[0.00055698946,0.00013441026,0.0006698709,0.31156522,0.00031003106,0.000065771,0.015699415,0.0000016676254,5.2810385e-8,0.00011226576,0.670765,0.0001193061],"about_ca_topic_score_codex":0.052017584,"about_ca_topic_score_gemma":0.03655383,"teacher_disagreement_score":0.8749112,"about_ca_system_score_codex":0.0020054278,"about_ca_system_score_gemma":0.013526892,"threshold_uncertainty_score":0.9999984},"labels":[],"label_agreement":null},{"id":"W4408227401","doi":"10.4103/cjrm.cjrm_8_25","title":"Se recentrer","year":2025,"lang":"fr","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.0407532962912591,"score_gpt":0.4235233290123316,"score_spread":0.38277003272107246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408227401","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05160755,0.23266205,0.000078961675,0.61849177,0.04069385,0.0004392078,0.000034106204,0.000009553702,0.055982973],"genre_scores_gemma":[0.54037696,0.013160738,0.0004918982,0.049999345,0.0073643313,0.000004775519,0.000017835373,0.000050416904,0.3885337],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956223,0.00088594813,0.0016474214,0.00012590435,0.0003302656,0.0013881829],"domain_scores_gemma":[0.9940451,0.0007556638,0.00067374756,0.00033089524,0.0011064602,0.0030881315],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017496132,0.00027671788,0.0008415022,0.0007388596,0.00062323717,0.000012703365,0.00048785695,0.00054432015,0.021452706],"category_scores_gemma":[0.0027168386,0.00022822694,0.00011600595,0.0010624558,0.0006687862,0.00019377719,0.000026309266,0.0020826762,0.00035073658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006394725,0.000011414015,0.022272723,0.00056815,0.000079210484,0.00041868523,0.007115608,0.000009632311,0.000005988459,0.013154782,0.88183457,0.07446526],"study_design_scores_gemma":[0.0018487311,0.00037488295,0.0071193078,0.034397185,0.00020899763,0.0001332639,0.034458,0.00001877794,0.0000045802226,0.004733686,0.9165686,0.00013398574],"about_ca_topic_score_codex":0.16094838,"about_ca_topic_score_gemma":0.201462,"teacher_disagreement_score":0.5684924,"about_ca_system_score_codex":0.0019729678,"about_ca_system_score_gemma":0.009684812,"threshold_uncertainty_score":0.99592936},"labels":[],"label_agreement":null},{"id":"W4408227456","doi":"10.4103/cjrm.cjrm_83_24","title":"Refocusing","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.03918016196684991,"score_gpt":0.4452507276981023,"score_spread":0.4060705657312524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408227456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55968225,0.020587938,0.00025311433,0.19631901,0.012735162,0.00045726245,0.0000064596707,0.000024813966,0.209934],"genre_scores_gemma":[0.97804403,0.00015732882,0.00018705027,0.010205764,0.0010930286,0.0000020149666,0.000002079064,0.00000960641,0.01029907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99825394,0.00019850572,0.00078095356,0.00005357071,0.00016378149,0.0005492344],"domain_scores_gemma":[0.9979223,0.0002612458,0.000309505,0.00016432238,0.0004796215,0.00086301606],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008642055,0.0001001802,0.00036163913,0.00045489124,0.0005313127,0.0000032875166,0.00024072398,0.00012615114,0.0017625572],"category_scores_gemma":[0.00096998655,0.00007084272,0.00003934818,0.0004761029,0.00016554182,0.00008284109,0.000011613774,0.0007137981,0.000051579696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006263843,0.0000038731014,0.12108717,0.00024305956,0.000044156,0.00019169056,0.004698883,0.000008189616,0.00010913125,0.016509568,0.8266382,0.030403405],"study_design_scores_gemma":[0.0013162683,0.00018043876,0.020448707,0.010751624,0.00005113951,0.00003637608,0.022657312,0.00000750895,0.000010357672,0.0050847116,0.93937576,0.00007982529],"about_ca_topic_score_codex":0.03831138,"about_ca_topic_score_gemma":0.052197427,"teacher_disagreement_score":0.4183618,"about_ca_system_score_codex":0.0007180536,"about_ca_system_score_gemma":0.0032527521,"threshold_uncertainty_score":0.99915},"labels":[],"label_agreement":null},{"id":"W4408245650","doi":"10.1002/jdd.13874","title":"Instructors’ Perspectives of Clinical Performance of Internationally‐Trained Dental Students’ Enrolled in a Qualifying Program","year":2025,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medical education; Enthusiasm; Competence (human resources); Psychology; Qualitative research; Medicine","score_opus":0.051337638384420736,"score_gpt":0.5672748212210486,"score_spread":0.5159371828366278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408245650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99302304,0.00059825537,0.000006754124,0.00021506514,0.0029763714,0.0007102942,0.000003677223,0.000008222207,0.0024583344],"genre_scores_gemma":[0.99654436,0.00034935903,0.0018633018,0.000102964135,0.00024877713,0.000029569419,0.0000052180762,0.0000087105755,0.0008477472],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962176,0.00048519264,0.0023961882,0.00013945339,0.00055721874,0.00020434691],"domain_scores_gemma":[0.9969279,0.00036695087,0.0018043608,0.0001292712,0.000678482,0.000093021496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018198683,0.00011313781,0.000524502,0.0004887703,0.00008566125,0.0000075275298,0.00038047504,0.00014528756,0.0001603439],"category_scores_gemma":[0.00080450653,0.000100784375,0.00015318052,0.0004809077,0.00009828402,0.00026308486,0.00009424395,0.0006092696,0.000005991016],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007273252,0.0017894498,0.9728481,0.00037047564,0.00006757804,8.3976977e-7,0.009976279,0.0000075504413,0.00010752142,0.0007062207,0.0003449598,0.013053687],"study_design_scores_gemma":[0.0023896755,0.0004168977,0.8427968,0.00277727,0.000027636352,0.000006755735,0.15088429,0.00007586591,0.000088528934,0.000102132326,0.00037535245,0.000058797894],"about_ca_topic_score_codex":0.00023490716,"about_ca_topic_score_gemma":0.00023533602,"teacher_disagreement_score":0.140908,"about_ca_system_score_codex":0.00052324735,"about_ca_system_score_gemma":0.0017532121,"threshold_uncertainty_score":0.41098675},"labels":[],"label_agreement":null},{"id":"W4408248975","doi":"10.70531/2832-3211.1043","title":"Reflections on Canada’s first international student cap","year":2025,"lang":"en","type":"article","venue":"Critical Internationalization Studies Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science; Mathematics education; Psychology","score_opus":0.20096470764635005,"score_gpt":0.6305356464466542,"score_spread":0.4295709388003041,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408248975","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019079776,0.10193366,0.00244638,0.29977146,0.014101412,0.0015918668,0.000099815225,0.00019434968,0.57967025],"genre_scores_gemma":[0.2747297,0.30773634,0.0006509855,0.3278226,0.0013186507,0.0024297985,0.00035093003,0.00006049504,0.084900506],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971161,0.0003248053,0.0010810478,0.0003938437,0.000705234,0.00037897387],"domain_scores_gemma":[0.9954042,0.0019184053,0.00015829502,0.00028712332,0.0021191884,0.000112805494],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00047010617,0.00021229863,0.00044199754,0.00013199508,0.0010166431,0.000016009488,0.00039082783,0.000080437814,0.0027202554],"category_scores_gemma":[0.0061555477,0.00018682098,0.000078534,0.00045718477,0.00011460429,0.00010693886,0.00025432583,0.00036670952,0.0002453147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010019057,0.000062538464,0.002501954,0.0018056887,0.00013329035,0.000004450653,0.00015531233,0.000022330772,3.0348036e-7,0.46361345,0.53116786,0.00052282476],"study_design_scores_gemma":[0.0002588169,0.000020467338,0.0028682984,0.014836365,0.00006717818,0.000001018292,0.001454676,0.000044871293,0.0000021399612,0.002212782,0.97810084,0.00013257853],"about_ca_topic_score_codex":0.011276265,"about_ca_topic_score_gemma":0.20701613,"teacher_disagreement_score":0.49476975,"about_ca_system_score_codex":0.0023591681,"about_ca_system_score_gemma":0.0007478522,"threshold_uncertainty_score":0.9981914},"labels":[],"label_agreement":null},{"id":"W4408262395","doi":"10.1016/j.sctalk.2025.100448","title":"Beyond representation: Taking concrete action to move towards inclusion and social justice in specialty nursing education","year":2025,"lang":"en","type":"article","venue":"Science Talks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Inclusion (mineral); Specialty; Action (physics); Representation (politics); Social justice; Social representation; Economic Justice; Sociology; Nursing; Psychology; Political science; Medicine; Criminology; Social psychology; Law; Politics; Psychiatry","score_opus":0.06789949642477973,"score_gpt":0.5307149187057272,"score_spread":0.46281542228094746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408262395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80092597,0.00011681971,0.00020186609,0.013464399,0.0042042625,0.00081365753,0.00000329233,0.000048489535,0.18022127],"genre_scores_gemma":[0.9916799,0.000026668811,0.0015008969,0.0043002954,0.0005667356,0.00004476784,0.0000066445873,0.0000061437063,0.0018679319],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.998029,0.00020042314,0.0003957853,0.00043663176,0.00043461248,0.00050356024],"domain_scores_gemma":[0.9990978,0.0001357017,0.00019935613,0.00017373104,0.00026897457,0.00012440393],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012675357,0.000103807506,0.00017202261,0.0003784059,0.0034372534,0.00003835986,0.00022009107,0.00012267973,0.00009568937],"category_scores_gemma":[0.0006533395,0.00010891011,0.000015660296,0.0018421826,0.00027417263,0.00046319858,0.0004400019,0.0003343723,0.00002588329],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018065989,0.000041054856,0.019087924,0.0004010761,0.0000021434496,0.000002067966,0.07649735,0.000023429227,0.004313122,0.06823994,0.009901302,0.8213099],"study_design_scores_gemma":[0.00095587596,0.00007410838,0.7837646,0.0030495832,0.000043676497,0.0000041960616,0.15666193,0.0012081478,0.0012942932,0.032446615,0.020135622,0.00036137298],"about_ca_topic_score_codex":0.0011277009,"about_ca_topic_score_gemma":0.0004507222,"teacher_disagreement_score":0.82094854,"about_ca_system_score_codex":0.00140116,"about_ca_system_score_gemma":0.0021934696,"threshold_uncertainty_score":0.99786013},"labels":[],"label_agreement":null},{"id":"W4408306594","doi":"10.1097/naq.0000000000000662","title":"Leveraging State Legislation to Impact Workforce Shortages","year":2025,"lang":"en","type":"article","venue":"Nursing Administration Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Registered Nurses' Association of Ontario; CARE Canada","funders":"","keywords":"Legislation; Workforce; Leverage (statistics); Economic shortage; Nursing shortage; Business; State (computer science); Public relations; Nursing; Economic growth; Political science; Medicine; Nurse education; Economics; Government (linguistics); Computer science; Law","score_opus":0.04788859860129936,"score_gpt":0.4832860227235459,"score_spread":0.4353974241222466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408306594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8645312,0.00018877002,0.041882087,0.01190749,0.002323936,0.0016847848,0.000029680488,0.0004969802,0.076955035],"genre_scores_gemma":[0.9808745,0.000005228371,0.0015349601,0.0013993224,0.00023110531,0.00010646715,0.00008874344,0.000026385627,0.015733326],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9971468,0.00038836658,0.00085852726,0.00045286855,0.00032936753,0.00082409487],"domain_scores_gemma":[0.9984654,0.00029900548,0.00022575556,0.0004519733,0.00025826463,0.00029957684],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00057512225,0.00026423042,0.00031699135,0.00028004305,0.0010256158,0.00008468309,0.00019525316,0.00018990767,0.0002426943],"category_scores_gemma":[0.00007838788,0.00026438243,0.000085764004,0.0007388955,0.00005113659,0.00031471933,0.000008150012,0.00047603273,0.00034074258],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001260576,0.00034035672,0.07835856,0.00023902277,0.00006891493,0.000020225722,0.07873116,0.0007791009,0.001060475,0.014989588,0.14705433,0.6770977],"study_design_scores_gemma":[0.0044919136,0.007904424,0.62065506,0.022358458,0.00023767636,0.00002179659,0.09814403,0.012344621,0.0009392623,0.036617003,0.19393526,0.0023504833],"about_ca_topic_score_codex":0.00019444371,"about_ca_topic_score_gemma":0.000215242,"teacher_disagreement_score":0.6747472,"about_ca_system_score_codex":0.000901049,"about_ca_system_score_gemma":0.00092485355,"threshold_uncertainty_score":0.99998087},"labels":[],"label_agreement":null},{"id":"W4408389276","doi":"10.1097/acm.0000000000006027","title":"Implementation of a Policy for Accommodations for Physicians With Disabilities","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Reasonable accommodation; Work (physics); Accommodation; Medical education; Process (computing); Psychology; Public relations; Medicine; Nursing; Political science","score_opus":0.08401795620606474,"score_gpt":0.5685386916704446,"score_spread":0.48452073546437985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408389276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6674119,0.0009057094,0.07018983,0.23464526,0.00095436536,0.012799732,0.0005058552,0.00019057804,0.01239675],"genre_scores_gemma":[0.9820615,0.00015880448,0.0009214764,0.007156821,0.00085783046,0.0021334137,0.00020439918,0.000018151632,0.0064875875],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9985193,0.000082284074,0.00066897896,0.00017904385,0.00013967018,0.00041070214],"domain_scores_gemma":[0.99621767,0.0029536108,0.0002849961,0.00021038248,0.00027892124,0.00005442001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000527536,0.000112426984,0.00034520938,0.00014698681,0.0003438361,5.7675436e-7,0.0001702831,0.00013854937,0.00008993143],"category_scores_gemma":[0.0009308926,0.000082832456,0.000028429688,0.00039822975,0.00016482305,0.00007632296,0.00003225167,0.0002495383,0.000002298337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034278817,0.000013750527,0.10083841,0.002977849,0.00007489314,2.6249678e-8,0.042918757,0.000010092875,0.00042973604,0.59266496,0.2401079,0.019620862],"study_design_scores_gemma":[0.007785563,0.000864716,0.013758628,0.005034603,0.00024646483,3.1361822e-7,0.5875698,0.00019154213,0.00058248587,0.09816422,0.2856183,0.00018337634],"about_ca_topic_score_codex":0.0019468442,"about_ca_topic_score_gemma":0.0006650757,"teacher_disagreement_score":0.54465103,"about_ca_system_score_codex":0.00020918132,"about_ca_system_score_gemma":0.0005313707,"threshold_uncertainty_score":0.33778095},"labels":[],"label_agreement":null},{"id":"W4408392310","doi":"10.1016/s0140-6736(25)00191-6","title":"Canada and the EU united for global health, but challenges remain","year":2025,"lang":"en","type":"letter","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Political science; Global health; MEDLINE; Medicine; Health care; Law","score_opus":0.08434689073301072,"score_gpt":0.4213051913863774,"score_spread":0.3369583006533667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408392310","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010793837,0.015523746,0.000011963056,0.95790267,0.0021760685,0.0035694242,0.0023284268,0.00010647264,0.018273288],"genre_scores_gemma":[0.00032682915,0.010278339,0.0001292917,0.95449096,0.011137345,0.00064059225,0.00044072114,0.00003319374,0.022522738],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9943307,0.0025226858,0.00072616275,0.00044048327,0.00041991088,0.00156006],"domain_scores_gemma":[0.9932594,0.004598073,0.00055599323,0.0012788771,0.00019562854,0.00011208437],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022690424,0.00037754755,0.0013303983,0.00003870564,0.0016971932,0.000019261917,0.0010164081,0.00063939707,0.000035401303],"category_scores_gemma":[0.0005324745,0.00020316214,0.0000737019,0.00028112432,0.0002214222,0.000020308504,0.00027286448,0.0027032245,0.000011473374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002345114,0.0000022416586,0.00006700525,0.0030280633,0.000060983726,0.000007834367,0.00045511508,0.0000013835623,4.074642e-9,0.037329707,0.9573823,0.0014308135],"study_design_scores_gemma":[0.0021420126,0.00003244621,0.00037606075,0.0016713548,0.000047892703,0.00000407754,0.0010303495,0.000041404444,3.4239047e-8,0.010688945,0.98379844,0.00016695623],"about_ca_topic_score_codex":0.80809647,"about_ca_topic_score_gemma":0.90793866,"teacher_disagreement_score":0.09984217,"about_ca_system_score_codex":0.0010780456,"about_ca_system_score_gemma":0.0046787458,"threshold_uncertainty_score":0.99960244},"labels":[],"label_agreement":null},{"id":"W4408422797","doi":"10.1016/j.ijnurstu.2025.105052","title":"Systemic and organizational barriers and facilitators to the advancement of ethnic minority women nurses in healthcare leadership: A meta-synthesis","year":2025,"lang":"en","type":"review","venue":"International Journal of Nursing Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Health and Medical Research Council; Department of Education, Australian Governement; Eastern Health","keywords":"Ethnic group; Nursing; Health care; Organizational culture; Psychology; Medicine; Political science; Public relations","score_opus":0.2649235084259956,"score_gpt":0.5456659703035467,"score_spread":0.2807424618775511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408422797","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007779366,0.980933,0.000016938902,0.014206026,0.0029129328,0.0008684347,0.00023569414,0.0000074888876,0.000041541567],"genre_scores_gemma":[0.004124678,0.9941523,0.00016227509,0.00040958327,0.0002074008,0.00030328045,0.0000035950704,0.00001539579,0.00062147214],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955557,0.0012969304,0.0018263932,0.0002648121,0.0006608566,0.00039531474],"domain_scores_gemma":[0.9936388,0.0034795678,0.0012821251,0.00015100029,0.0012688454,0.0001796408],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016667496,0.00031760635,0.0020621093,0.0005760813,0.00024957533,0.000010933821,0.00042067823,0.00017522892,0.00003772712],"category_scores_gemma":[0.0036618144,0.00020312096,0.00018990309,0.0005246985,0.00021507319,0.00009716735,0.00013473131,0.00061778264,0.000002111749],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001842596,0.00006960183,0.0024028802,0.037227463,0.005904291,0.000018069382,0.046375114,0.000019796664,1.9901297e-7,0.0025684321,0.00405267,0.9011772],"study_design_scores_gemma":[0.00060831365,0.00026085172,0.0006237672,0.279078,0.002728043,0.00011222658,0.20865579,0.0000017206064,5.02118e-7,0.0009212461,0.50665385,0.00035569628],"about_ca_topic_score_codex":0.00006576043,"about_ca_topic_score_gemma":0.00011606804,"teacher_disagreement_score":0.9008215,"about_ca_system_score_codex":0.002211659,"about_ca_system_score_gemma":0.0009417772,"threshold_uncertainty_score":0.8283032},"labels":[],"label_agreement":null},{"id":"W4408425238","doi":"10.5194/egusphere-egu25-6886","title":"Embedding Equity, Diversity, Inclusion and Accessibility (EDIA) within a Professional Geoscientist&amp;#8217;s Lifestyle","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Embedding; Equity (law); Inclusion (mineral); Diversity (politics); Political science; Sociology; Gender studies; Computer science; Artificial intelligence; Law","score_opus":0.11174907273642821,"score_gpt":0.5169843347392477,"score_spread":0.40523526200281945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408425238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91338515,0.0009492659,0.0014096309,0.00516898,0.01708666,0.0050635138,0.0007659437,0.0008483437,0.055322517],"genre_scores_gemma":[0.8426307,0.00040607367,0.01518397,0.005481042,0.0008665651,0.0003568958,0.00060273707,0.000052993553,0.13441901],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9908204,0.001939306,0.0018077585,0.0020390283,0.0017778197,0.0016156499],"domain_scores_gemma":[0.99406385,0.0015523452,0.0012160456,0.0015375967,0.0007722653,0.00085786916],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0062038787,0.00076933886,0.0012453829,0.00047957498,0.011569093,0.00010396934,0.0019817685,0.0020112568,0.0018430677],"category_scores_gemma":[0.0014436773,0.00067507575,0.00019785562,0.0006062738,0.00036990305,0.0003615971,0.26946902,0.0045335903,0.00017975226],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004688289,0.0005908635,0.83343995,0.017369738,0.000114138886,0.000028386974,0.036666363,0.00019721466,0.000037398007,0.00964278,0.097712345,0.0037320287],"study_design_scores_gemma":[0.008118241,0.00031864247,0.29965794,0.08029975,0.00089491386,0.000017262697,0.01776657,0.023874331,0.00007686417,0.4406273,0.12302285,0.0053253137],"about_ca_topic_score_codex":0.009211405,"about_ca_topic_score_gemma":0.008491108,"teacher_disagreement_score":0.53378195,"about_ca_system_score_codex":0.0014778938,"about_ca_system_score_gemma":0.0031886417,"threshold_uncertainty_score":0.9995701},"labels":[],"label_agreement":null},{"id":"W4408470766","doi":"10.21083/ruralreview.v7i1.7386","title":"The Urban Exodus: Understanding the Impacts of Migration to Rural Ontario as a Result of the COVID-19 Pandemic","year":2023,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Brock University; University of Guelph","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Geography; Virology; Medicine; Outbreak; Infectious disease (medical specialty)","score_opus":0.14620595722420063,"score_gpt":0.45441534015266355,"score_spread":0.3082093829284629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408470766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9542397,0.005996297,0.000006921109,0.035513904,0.0004351248,0.002352522,0.000013196172,0.00007289557,0.001369394],"genre_scores_gemma":[0.95939535,0.00623437,0.000064538195,0.01323075,0.00018686274,0.00018106806,0.00009854115,0.000029012508,0.020579517],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99637383,0.0005375652,0.0013611898,0.00020019941,0.0006066552,0.00092056947],"domain_scores_gemma":[0.99697113,0.0013012866,0.00076034974,0.00047470504,0.00011754018,0.00037497337],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024897093,0.0003247665,0.0005822881,0.00012833848,0.0023248415,0.000033503708,0.0005664363,0.0001533853,0.00007911803],"category_scores_gemma":[0.00133427,0.00015820014,0.00012467268,0.001014778,0.00015488389,0.0001263641,0.00029526834,0.00074898027,0.00007219212],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020628271,0.000008223151,0.74220556,0.0010821708,0.00007012783,0.0000020198106,0.1473676,0.000022200904,0.000043118533,0.006087956,0.101716176,0.0011885706],"study_design_scores_gemma":[0.0005885017,0.000101096884,0.35115993,0.013273855,0.00006520799,0.000018899062,0.020584576,0.000004008156,0.000010811905,0.001827199,0.612103,0.0002629186],"about_ca_topic_score_codex":0.4554165,"about_ca_topic_score_gemma":0.7499704,"teacher_disagreement_score":0.5103868,"about_ca_system_score_codex":0.0036646035,"about_ca_system_score_gemma":0.005748328,"threshold_uncertainty_score":0.9998882},"labels":[],"label_agreement":null},{"id":"W4408568351","doi":"10.18438/eblip30730","title":"Evidence Summary Theme: Equity, Diversity, and Inclusion","year":2025,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Equity (law); Theme (computing); Diversity (politics); Inclusion (mineral); Computer science; World Wide Web; Data science; Sociology; Political science; Social science; Law; Anthropology","score_opus":0.06342791963643436,"score_gpt":0.41747192626946267,"score_spread":0.3540440066330283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408568351","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06745741,0.037987147,0.0033744853,0.70144236,0.0015213876,0.0031766687,0.000034951707,0.00076620054,0.1842394],"genre_scores_gemma":[0.61562777,0.04414456,0.002680291,0.33488354,0.00009652984,0.00005324037,0.000030124103,0.000008271353,0.002475658],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974241,0.0008852058,0.00063746364,0.00021568676,0.00046038078,0.00037711838],"domain_scores_gemma":[0.9897601,0.009095564,0.00046008034,0.00032562914,0.00015854192,0.0002001034],"candidate_categories":["sts","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0020722689,0.00017149195,0.00020704362,0.00023701368,0.008334696,0.00010836478,0.000410154,0.00021018078,0.00037003937],"category_scores_gemma":[0.0048772423,0.00015416685,0.00002619084,0.00063527125,0.0001114159,0.17644759,0.028179394,0.00060824153,0.00006696652],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003520594,0.00008792678,0.13909861,0.006315783,0.000041651005,0.0000128574575,0.013737326,0.000048594557,0.000037794824,0.5807207,0.1152984,0.14107974],"study_design_scores_gemma":[0.0006801898,0.00017811099,0.02701751,0.017439576,0.00007717016,0.0000036650197,0.004521034,0.0021166205,0.00009133576,0.0043413374,0.9432943,0.00023917857],"about_ca_topic_score_codex":0.00014732454,"about_ca_topic_score_gemma":8.3008047e-7,"teacher_disagreement_score":0.8279959,"about_ca_system_score_codex":0.00006244007,"about_ca_system_score_gemma":0.00052499305,"threshold_uncertainty_score":0.99295634},"labels":[],"label_agreement":null},{"id":"W4408588599","doi":"10.62438/tunismed.v103i2.5426","title":"Successes and Challenges Related to Community Participation in Primary Health Care and Health Programs in the IGAD Region: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"La Tunisie Médicale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Primary health care; Primary care; Community health; Political science; Health care; Environmental health; Medicine; Family medicine","score_opus":0.28913543543987386,"score_gpt":0.5445151819101083,"score_spread":0.2553797464702344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408588599","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005826753,0.94429296,0.0000017736554,0.0386724,0.000114361625,0.013576292,0.00001444239,0.00008901127,0.0031804668],"genre_scores_gemma":[0.000092732196,0.98309475,0.00016273759,0.013109599,0.000037186717,0.00309275,0.00027835017,0.000038104765,0.00009380411],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9792157,0.016590845,0.0022676198,0.00056753267,0.0003611982,0.0009971203],"domain_scores_gemma":[0.99474525,0.0030027493,0.0008366444,0.00092271686,0.00008998354,0.00040262862],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0071623,0.0004571011,0.0028272527,0.0002605742,0.0010189546,0.000029661272,0.00050894154,0.00053076085,0.000008085357],"category_scores_gemma":[0.0005195445,0.00033606027,0.00010552159,0.0013782945,0.00016201471,0.000116378345,0.00049918646,0.002929323,0.000008101719],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038877924,0.00007085687,0.00026948025,0.4504214,0.0000054641023,0.000006909263,0.008000786,3.0615666e-8,8.0435256e-11,0.0005561822,0.00072421855,0.5399408],"study_design_scores_gemma":[0.00021608519,0.00018464754,0.00054981053,0.5450209,0.000033788343,0.0000073991214,0.0029125453,1.5643494e-7,2.445938e-10,0.00005865053,0.45088014,0.00013586569],"about_ca_topic_score_codex":0.0038300527,"about_ca_topic_score_gemma":0.019608436,"teacher_disagreement_score":0.53980494,"about_ca_system_score_codex":0.00086012797,"about_ca_system_score_gemma":0.003676948,"threshold_uncertainty_score":0.99990916},"labels":[],"label_agreement":null},{"id":"W4408721725","doi":"10.1186/s12913-025-12531-0","title":"African nurses on the move: decisions, destinations and recruitment practices - a scoping review","year":2025,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Grey literature; Destinations; Nursing; Agency (philosophy); Expatriate; Medicine; Nursing research; Population; Health administration; Health care; Psychological intervention; Public health; Economic growth; Political science; MEDLINE; Sociology; Environmental health; Tourism; Economics","score_opus":0.5476480696755801,"score_gpt":0.6875462709076094,"score_spread":0.13989820123202934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408721725","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000036905553,0.9344372,0.000003749091,0.008080058,0.0005455868,0.046483826,0.00015929023,0.00019616476,0.010090407],"genre_scores_gemma":[0.0000011438859,0.9634023,0.0008855671,0.00820229,0.00036162653,0.021526942,0.00018293115,0.00008988192,0.0053473576],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.96528196,0.025537934,0.003158548,0.0014110894,0.0021295813,0.0024808752],"domain_scores_gemma":[0.9080791,0.084306866,0.0033282095,0.0021852143,0.0011660702,0.00093457423],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.021262933,0.0007269082,0.0030287981,0.0008935762,0.0065149353,0.00013272077,0.0018111859,0.00061861373,0.00052086863],"category_scores_gemma":[0.009309943,0.00045419624,0.0002488315,0.0042319004,0.00018454227,0.00020962695,0.001316819,0.004483209,0.00088085805],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017931434,0.00007328568,0.000042990305,0.56598514,0.000021810543,0.0000030493195,0.00071586465,1.7608627e-7,7.110101e-10,0.001418728,0.008027857,0.42369318],"study_design_scores_gemma":[0.000089628054,0.000106882144,0.000029641376,0.49900517,0.00006439493,0.0000031039692,0.0024974127,0.0000107592405,3.793833e-9,0.00011094291,0.49794072,0.00014136512],"about_ca_topic_score_codex":0.003430651,"about_ca_topic_score_gemma":0.006434308,"teacher_disagreement_score":0.48991284,"about_ca_system_score_codex":0.002322519,"about_ca_system_score_gemma":0.022549948,"threshold_uncertainty_score":0.99989706},"labels":[],"label_agreement":null},{"id":"W4408763203","doi":"10.51594/gjabr.v3i3.118","title":"Addressing healthcare disparities: Tackling socioeconomic and racial inequities in access to medical services","year":2025,"lang":"en","type":"article","venue":"Gulf Journal of Advance Business Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Regent College","funders":"","keywords":"Socioeconomic status; Health equity; Health care; Political science; Economic growth; Medicine; Environmental health; Economics","score_opus":0.15236943289320037,"score_gpt":0.5791005654007783,"score_spread":0.4267311325075779,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408763203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8600089,0.01967786,0.001716228,0.114709534,0.0015516595,0.0008333884,0.000017255703,0.000040179555,0.0014450159],"genre_scores_gemma":[0.9803398,0.009306024,0.0011175221,0.007521541,0.0010272192,0.00008617923,0.000004244313,0.000043110766,0.00055434083],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947707,0.0010296343,0.0015986945,0.0003295898,0.001036858,0.001234537],"domain_scores_gemma":[0.994507,0.0020532992,0.00039050067,0.0002579931,0.0022072562,0.0005839158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00473598,0.00019638051,0.0007716116,0.0011254991,0.0010604745,0.00013143891,0.0009344286,0.00031897376,0.0002613309],"category_scores_gemma":[0.002051254,0.00017733568,0.000040328843,0.0012514964,0.00025717408,0.001156998,0.0009875861,0.0019747196,0.00001954942],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038826622,0.00021269955,0.8365306,0.017037911,0.000059259834,0.00034552242,0.012421195,0.0012552865,0.000059910035,0.01397678,0.011233872,0.10298426],"study_design_scores_gemma":[0.0074609322,0.00043010502,0.5185723,0.099503085,0.000025819272,0.000062666215,0.058496557,0.0013518467,0.0000619221,0.09164165,0.22158352,0.0008096121],"about_ca_topic_score_codex":0.002871173,"about_ca_topic_score_gemma":0.01031502,"teacher_disagreement_score":0.31795835,"about_ca_system_score_codex":0.0008924166,"about_ca_system_score_gemma":0.003682438,"threshold_uncertainty_score":0.8579284},"labels":[],"label_agreement":null},{"id":"W4408798133","doi":"10.1037/cap0000414.supp","title":"Supplemental Material for Antiracist Training and the Development of Cultural Humility in Mental Health Care Providers in Ethnically Diverse Schools in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Psychology/Psychologie canadienne","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethnically diverse; Cultural humility; Humility; Mental health; Cultural competence; Ethnic group; Training (meteorology); Psychology; Medicine; Nursing; Political science; Sociology; Psychiatry; Pedagogy; Anthropology; Geography","score_opus":0.07615196995115786,"score_gpt":0.4455819795192689,"score_spread":0.36943000956811106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408798133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.959252,0.00055655633,0.0000031422123,0.03091701,0.0020766775,0.0041684886,0.001405432,0.000012819341,0.0016078758],"genre_scores_gemma":[0.9861669,0.00008383796,0.0011210339,0.011485384,0.00002988951,0.000610909,0.00042243087,0.00001773771,0.000061864586],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9946132,0.0007606044,0.0016564579,0.00074903073,0.0001261624,0.0020945568],"domain_scores_gemma":[0.99833804,0.00027544555,0.00028107234,0.00042740803,0.00010194903,0.00057610177],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020914313,0.0003089608,0.00079989433,0.00047554923,0.0005417996,0.0000110273495,0.000547302,0.00028375204,0.0001464488],"category_scores_gemma":[0.00034597638,0.00027090102,0.000043505635,0.00068324874,0.0003147515,0.00010603401,0.00008189621,0.00085463695,0.0000014673129],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0021262765,0.0000587076,0.760026,0.0006153636,0.000049495993,0.000057993806,0.119561136,0.000014719591,0.000035634243,0.0015229594,0.06745847,0.048473246],"study_design_scores_gemma":[0.011080521,0.00009803476,0.6410415,0.0006588139,0.0000055089945,0.0000031275433,0.29793927,0.000014258593,0.0000036679228,0.0003251069,0.048555143,0.00027501682],"about_ca_topic_score_codex":0.99485844,"about_ca_topic_score_gemma":0.9999907,"teacher_disagreement_score":0.17837812,"about_ca_system_score_codex":0.010622408,"about_ca_system_score_gemma":0.015524959,"threshold_uncertainty_score":0.9999743},"labels":[],"label_agreement":null},{"id":"W4408849309","doi":"10.1136/bmjopen-2024-087771","title":"Facilitators and barriers for the recruitment and retention of family physician anaesthesiologists in Canada: a scoping review protocol","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"McMaster University","keywords":"Medicine; Scopus; Burnout; Narrative review; Nursing; Grey literature; Protocol (science); MEDLINE; Medical education; Alternative medicine","score_opus":0.37698200089272726,"score_gpt":0.5989374450436672,"score_spread":0.22195544415093993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408849309","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000016264265,0.5241726,0.0000013006974,0.00021525008,0.00006804673,0.4749493,0.00009216931,0.0000037808854,0.00049594394],"genre_scores_gemma":[2.168504e-7,0.5209508,0.00007997492,0.0010045993,0.000011912305,0.4777942,0.00001390533,0.00000920874,0.00013517265],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99549305,0.0017314602,0.0016880499,0.0004515697,0.00019201549,0.0004438246],"domain_scores_gemma":[0.996539,0.0015734166,0.0011179049,0.00053872203,0.00010452212,0.00012642784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033847406,0.0002977859,0.0022411814,0.00006008084,0.00035919528,0.000010695332,0.00048658467,0.00018482545,0.000011784796],"category_scores_gemma":[0.0009838978,0.00018557208,0.000089193665,0.00034484753,0.00006703825,0.00006489233,0.00051083975,0.0003196485,0.0000010437069],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029704364,0.000001985096,0.0001603266,0.5194516,0.00001589361,9.809971e-7,0.00003527433,9.453839e-8,3.745018e-9,0.00008366529,0.004737729,0.47548273],"study_design_scores_gemma":[0.00023112846,0.00005541991,0.00010115433,0.5109737,0.000076848344,1.6227139e-7,0.00034659985,0.0000015911485,1.0878769e-8,0.00003120144,0.48808643,0.000095730975],"about_ca_topic_score_codex":0.3643984,"about_ca_topic_score_gemma":0.59528065,"teacher_disagreement_score":0.48334873,"about_ca_system_score_codex":0.0007899109,"about_ca_system_score_gemma":0.018804487,"threshold_uncertainty_score":0.986758},"labels":[],"label_agreement":null},{"id":"W4408973109","doi":"10.5130/ccs.v17.i1.9398","title":"Commentary: Enhancing Immigration Policy Through Research","year":2025,"lang":"en","type":"article","venue":"Cosmopolitan Civil Societies An Interdisciplinary Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Immigration policy; Political science; Public administration; Sociology; Political economy; Law","score_opus":0.07301678836096952,"score_gpt":0.54085456937424,"score_spread":0.4678377810132705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408973109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49848595,0.0046456344,0.0035027529,0.24913691,0.006112785,0.0016712144,0.000063325766,0.00032706952,0.23605438],"genre_scores_gemma":[0.9532816,0.0011079087,0.001093752,0.01849398,0.0041085514,0.00015189676,0.00006607015,0.00007044372,0.021625817],"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9923534,0.0027056125,0.0015148971,0.0005162212,0.0008504187,0.0020594497],"domain_scores_gemma":[0.9963935,0.0009738184,0.000408424,0.00072096725,0.0010460714,0.0004571881],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004420775,0.0003605622,0.00056306453,0.0004574465,0.013222161,0.00015485506,0.00080928876,0.00043364495,0.00087474333],"category_scores_gemma":[0.00020330414,0.00032741096,0.00027274055,0.0012250424,0.0006213515,0.0010117452,0.0017677918,0.003734666,0.00013063796],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001543465,0.00017110292,0.005714522,0.00029815055,0.00007251496,0.000023727594,0.05513068,0.0000074411696,0.00016417999,0.021872878,0.9156863,0.0007041576],"study_design_scores_gemma":[0.00062215066,0.00049511786,0.0017860504,0.0022893476,0.000023216035,0.0000333934,0.39867723,0.00009964384,0.00008089426,0.50946075,0.086193405,0.00023881023],"about_ca_topic_score_codex":0.00086756505,"about_ca_topic_score_gemma":0.0025809358,"teacher_disagreement_score":0.8294929,"about_ca_system_score_codex":0.005605157,"about_ca_system_score_gemma":0.0014941071,"threshold_uncertainty_score":0.9999178},"labels":[],"label_agreement":null},{"id":"W4409064992","doi":"10.1016/j.cgpj.2025.100050","title":"Research on education of graduates of bonded medical program for rural health in China: A systematic review","year":2025,"lang":"en","type":"review","venue":"Chinese general practice journal.","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Medical education; Medicine; Engineering ethics; Engineering; Political science","score_opus":0.1274851223543666,"score_gpt":0.6382673440925305,"score_spread":0.5107822217381639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409064992","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000023168122,0.95407224,0.000007332123,0.018222809,0.0017012055,0.023853237,0.000048952494,0.00003240765,0.0020386544],"genre_scores_gemma":[0.00001169149,0.9879596,0.002072684,0.0021896933,0.00069425296,0.0044988804,0.00020153576,0.000075267264,0.0022963553],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9709243,0.018673128,0.0069334144,0.00046430514,0.0018217396,0.0011830878],"domain_scores_gemma":[0.9750334,0.013320261,0.007776794,0.0009894264,0.0022674813,0.0006126623],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03443194,0.000603629,0.006688439,0.0012977889,0.0006499978,0.000025569601,0.0011454141,0.0007270906,0.00008889556],"category_scores_gemma":[0.06269956,0.000377478,0.00073948235,0.0032475,0.00010958562,0.0002883563,0.0002415557,0.005392984,0.000027616436],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064736516,0.00085008045,0.000004975157,0.8003108,0.000119152835,0.0000036749077,0.00026091517,6.0830433e-7,1.5343694e-8,0.0011468877,0.05324377,0.1439944],"study_design_scores_gemma":[0.000409197,0.0005472807,0.000007902146,0.74860126,0.00048233714,0.00009053654,0.0006499248,0.000012094679,1.41060665e-8,0.00069835404,0.24833946,0.00016164011],"about_ca_topic_score_codex":0.0007608594,"about_ca_topic_score_gemma":0.00014737029,"teacher_disagreement_score":0.19509569,"about_ca_system_score_codex":0.0015092143,"about_ca_system_score_gemma":0.02498498,"threshold_uncertainty_score":0.99986774},"labels":[],"label_agreement":null},{"id":"W4409084607","doi":"10.1177/01632787251331713","title":"Factors Associated With the Workforce Participation Intentions of Australian Primary Health Care Nurses and Midwives","year":2025,"lang":"en","type":"article","venue":"Evaluation & the Health Professions","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Rurality; Nursing; Quarter (Canadian coin); Job satisfaction; Scope of practice; Medicine; Logistic regression; Scale (ratio); Explanatory model; Health care; Workforce planning; Work (physics); Psychology; Medical education; Rural area; Social psychology","score_opus":0.21612117327343333,"score_gpt":0.5374015665716465,"score_spread":0.3212803932982132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409084607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6269215,0.004907108,0.00039353466,0.34995428,0.001974631,0.011327198,0.00014322801,0.00020301198,0.004175521],"genre_scores_gemma":[0.9819862,0.00018447467,0.0000827042,0.008603364,0.00006387214,0.0012809591,0.00034299953,0.000028928342,0.0074264756],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9887169,0.007589868,0.0013249067,0.00040758832,0.0009990196,0.0009616998],"domain_scores_gemma":[0.99362886,0.00272115,0.0015176744,0.0006808001,0.00119677,0.00025472068],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004946756,0.0002998666,0.0005956616,0.00017953149,0.005902066,0.000017604954,0.0003418873,0.00022200776,0.00013075818],"category_scores_gemma":[0.001166834,0.00015727636,0.00007904573,0.0012556204,0.0004430791,0.00018051009,0.00016063073,0.0010726871,0.00000768611],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004925843,0.00064024446,0.29392898,0.0033310363,0.00037707953,2.8324487e-7,0.36350358,0.0007681181,0.00004407067,0.03122148,0.26142368,0.04426886],"study_design_scores_gemma":[0.0013997088,0.0003572855,0.79311115,0.0058327727,0.00016349538,1.2499731e-7,0.17049682,0.00027601252,0.000007563529,0.0010091799,0.027177205,0.0001686622],"about_ca_topic_score_codex":0.0006529656,"about_ca_topic_score_gemma":0.006585832,"teacher_disagreement_score":0.49918216,"about_ca_system_score_codex":0.00144727,"about_ca_system_score_gemma":0.0057766624,"threshold_uncertainty_score":0.9998597},"labels":[],"label_agreement":null},{"id":"W4409179504","doi":"10.1007/978-981-97-9715-8_14","title":"International Student Mobility: New and Emerging Patterns in Medical Education in the Global South","year":2025,"lang":"en","type":"book-chapter","venue":"International perspectives on migration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Global South; Global education; Mathematics education; Geography; Economic geography; Psychology; Pedagogy","score_opus":0.02529406367546552,"score_gpt":0.4556642313643446,"score_spread":0.4303701676888791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409179504","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.107764125,0.0013455399,0.00021487803,0.06317784,0.0040682447,0.002224957,0.00021179492,0.000072944196,0.8209197],"genre_scores_gemma":[0.7823562,0.0049070674,0.00021806666,0.0076714507,0.002706054,0.00030857258,0.0006801183,0.000045361263,0.20110713],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9965125,0.00024264408,0.0009243118,0.00070749846,0.001319453,0.0002936045],"domain_scores_gemma":[0.9984715,0.0003739292,0.00038728878,0.00030983717,0.00033291275,0.00012455508],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00081858406,0.00033674823,0.00032512212,0.00047573127,0.00014745149,0.000056271343,0.00069313165,0.00047688335,0.0018647963],"category_scores_gemma":[0.0005664133,0.000289647,0.00009040974,0.00011119475,0.00006905426,0.00017278582,0.00019396884,0.0012478613,0.000072717325],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003036654,0.00044950246,0.26165292,0.00008709255,0.00011057842,0.000025523843,0.0500218,0.000045825356,5.6685127e-7,0.6409587,0.0124349445,0.03390885],"study_design_scores_gemma":[0.0026381502,0.00017799587,0.4276866,0.009017332,0.0000503641,0.00001309456,0.14325768,0.0012363552,3.433816e-7,0.043602716,0.37165383,0.0006655571],"about_ca_topic_score_codex":0.0030202959,"about_ca_topic_score_gemma":0.023362111,"teacher_disagreement_score":0.6745921,"about_ca_system_score_codex":0.0029512963,"about_ca_system_score_gemma":0.0016891301,"threshold_uncertainty_score":0.9999556},"labels":[],"label_agreement":null},{"id":"W4409188756","doi":"10.1016/j.socscimed.2025.118026","title":"Navigating healthcare during the pandemic: Experiences of racialized immigrants and racialized non-immigrants in Ontario's Peel Region","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"General Electric (Canada)","funders":"Canadian Institutes of Health Research","keywords":"Immigration; Pandemic; Health care; Sociology; Coronavirus disease 2019 (COVID-19); Gender studies; Political science; Medicine; Disease","score_opus":0.04707973798810008,"score_gpt":0.45836734344215796,"score_spread":0.4112876054540579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409188756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9869366,0.00087944925,0.00001202983,0.0076360456,0.0012566233,0.001369361,0.0000016680209,0.00004603022,0.0018621407],"genre_scores_gemma":[0.996995,0.0002419685,0.000020560723,0.0016922763,0.00021127837,0.00021381261,0.0000026245912,0.000008906178,0.0006135867],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99599606,0.0005176036,0.0011273111,0.0005108428,0.0008381752,0.001010038],"domain_scores_gemma":[0.99822897,0.00045129945,0.00055619935,0.00026388414,0.0003167911,0.00018288278],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003347905,0.0002186089,0.0007199685,0.00013708274,0.0031840948,0.000011494996,0.00056140777,0.00022025603,0.00007777941],"category_scores_gemma":[0.0009673109,0.00014745932,0.000048037324,0.0019775913,0.002213187,0.00023394925,0.00018817365,0.0011164724,0.0000017649427],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015822632,0.000012758838,0.49947387,0.00017040501,0.0000027496826,0.0000036002834,0.49382856,1.8920792e-7,0.0005456724,0.0003304991,0.0001101806,0.0053632837],"study_design_scores_gemma":[0.0026698224,0.00006544279,0.5388676,0.004414878,0.000014449373,0.0000020552886,0.45181137,0.000026777549,0.000060559378,0.0008903246,0.0010410921,0.00013564593],"about_ca_topic_score_codex":0.46029928,"about_ca_topic_score_gemma":0.3695811,"teacher_disagreement_score":0.09071818,"about_ca_system_score_codex":0.00080494425,"about_ca_system_score_gemma":0.0014212596,"threshold_uncertainty_score":0.99811363},"labels":[],"label_agreement":null},{"id":"W4409277309","doi":"10.30770/2572-1852-111.1.4","title":"News &amp; Notes","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"History","score_opus":0.06526002118917962,"score_gpt":0.5109630024931587,"score_spread":0.4457029813039791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409277309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65778,0.0020804158,0.05826283,0.24217595,0.0065486073,0.00049811834,0.0000017014411,0.00006324969,0.032589152],"genre_scores_gemma":[0.97970694,0.00054848124,0.00316245,0.0071415915,0.0016116865,0.0000051618167,0.0000059646222,0.000010877044,0.0078068534],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99718297,0.0003936963,0.0010216527,0.00008216392,0.0010550269,0.00026447605],"domain_scores_gemma":[0.9974453,0.0012402658,0.00051394943,0.00015240749,0.00037561747,0.00027249788],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021790625,0.00007570249,0.00026528115,0.00015913742,0.00022822467,0.000005786654,0.00022974273,0.00034990723,0.002604581],"category_scores_gemma":[0.0055740895,0.00005520811,0.00007309562,0.00031757777,0.000047427384,0.00010523752,0.000057868212,0.0007487241,0.000128459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004137956,0.00014031748,0.14121017,0.0005309965,0.00006782233,0.000019096135,0.0018625674,0.00014609416,0.00020177633,0.062369596,0.59728044,0.19575734],"study_design_scores_gemma":[0.0014138301,0.000058600835,0.08579306,0.0036603024,0.000032990043,0.000009924617,0.0006315642,0.00046350373,0.000025659063,0.02921415,0.8786279,0.0000685036],"about_ca_topic_score_codex":0.00013260992,"about_ca_topic_score_gemma":0.00029061717,"teacher_disagreement_score":0.32192695,"about_ca_system_score_codex":0.00022771828,"about_ca_system_score_gemma":0.00093123433,"threshold_uncertainty_score":0.99830717},"labels":[],"label_agreement":null},{"id":"W4409277330","doi":"10.30770/2572-1852-111.1.35","title":"International Briefs","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Political science","score_opus":0.03404567596287605,"score_gpt":0.5001963842118682,"score_spread":0.46615070824899213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409277330","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33792058,0.00109615,0.054281607,0.37894425,0.020980086,0.0004960071,0.0000034171808,0.00007267779,0.20620523],"genre_scores_gemma":[0.98109424,0.0004528466,0.0012047711,0.0060015237,0.0018235485,0.0000039023907,0.0000057586985,0.0000071671266,0.009406225],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974807,0.00022964715,0.00087285857,0.000069458474,0.001163196,0.00018414672],"domain_scores_gemma":[0.99833,0.00047407832,0.0004429218,0.000095688534,0.00047513243,0.00018219417],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021465418,0.00005765103,0.00017957766,0.00016352627,0.00014900415,0.000006084929,0.0003073453,0.0002527189,0.0043817754],"category_scores_gemma":[0.0025082442,0.00004435297,0.00005971881,0.0002070981,0.000041274878,0.00012566817,0.000068250345,0.00060527294,0.000054288314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032621002,0.00010381957,0.06394864,0.00016869661,0.000085372245,0.00002478894,0.00083396997,0.000058930626,0.000080679056,0.14274943,0.6330438,0.15857562],"study_design_scores_gemma":[0.0011416221,0.0000343493,0.09791965,0.0018781555,0.000013758127,0.000008592202,0.00045781294,0.0014601159,0.0000133981075,0.012171565,0.8848641,0.000036905243],"about_ca_topic_score_codex":0.000036857415,"about_ca_topic_score_gemma":0.000018524815,"teacher_disagreement_score":0.6431737,"about_ca_system_score_codex":0.00027884493,"about_ca_system_score_gemma":0.00069192046,"threshold_uncertainty_score":0.9965283},"labels":[],"label_agreement":null},{"id":"W4409309357","doi":"10.1177/16094069251333208","title":"Relational Approaches to Recruitment During and After the Pandemic: Strategies for Community-Led Research Initiatives With Indigenous Communities in Southern Ontario","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Indigenous; Pandemic; Coronavirus disease 2019 (COVID-19); Economic growth; Geography; Political science; Socioeconomics; Sociology; Medicine; Ecology; Biology","score_opus":0.8853814827451302,"score_gpt":0.6876213173615521,"score_spread":0.1977601653835781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409309357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9635501,0.0004844083,0.028035836,0.0036501123,0.00022947362,0.0014821017,0.000046040357,0.000008619534,0.0025133295],"genre_scores_gemma":[0.90141046,0.000052358275,0.09545356,0.00066206016,0.0000835002,0.00078284513,0.000012178294,0.000015528496,0.001527481],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.97421134,0.0239122,0.00092303427,0.00010917096,0.0004894675,0.0003547766],"domain_scores_gemma":[0.9750275,0.023056177,0.00040079336,0.00017391551,0.001265852,0.000075786236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.027108591,0.0001515978,0.0003492122,0.0005636107,0.00091592444,0.000052712312,0.00046079524,0.000106443986,0.000057839607],"category_scores_gemma":[0.00086980255,0.00009840185,0.000051109986,0.0002795943,0.00035029964,0.00029047026,0.0002449216,0.0021484355,0.000002020298],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034900238,0.00009187168,0.082653396,0.00010716674,0.00023038265,0.0000029521186,0.88976353,0.00019575746,0.0000128285765,0.021530727,0.000024860767,0.0018965075],"study_design_scores_gemma":[0.0012951192,0.0002955535,0.09551732,0.0016023271,0.000014442428,0.000006607183,0.8333465,0.000017103588,0.00000846472,0.06473631,0.0030783622,0.0000818825],"about_ca_topic_score_codex":0.015406859,"about_ca_topic_score_gemma":0.1620688,"teacher_disagreement_score":0.14666194,"about_ca_system_score_codex":0.0011439637,"about_ca_system_score_gemma":0.0012563794,"threshold_uncertainty_score":0.9911496},"labels":[],"label_agreement":null},{"id":"W4409337210","doi":"10.5334/ijic.icic24097","title":"Understanding access to primary health care for newcomers within integrated care models in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Integrated care; Primary care; Health care; Nursing; Primary health care; Medicine; Family medicine; Political science; Population; Environmental health","score_opus":0.10065455015456803,"score_gpt":0.4315900829276412,"score_spread":0.3309355327730732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409337210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81038946,0.011688375,0.044743918,0.03670884,0.03786488,0.0075998553,0.0025800376,0.00018161644,0.048243042],"genre_scores_gemma":[0.97947866,0.000075390795,0.0023027447,0.016459912,0.00014466429,0.000093466944,0.0006930222,0.00004329411,0.00070882373],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9957043,0.00034158936,0.0019630066,0.00038245204,0.00088011124,0.0007285482],"domain_scores_gemma":[0.99289846,0.0003881726,0.0009133695,0.0002395189,0.005174851,0.0003856443],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004536137,0.00036792684,0.0008013773,0.00096571626,0.0004152531,0.00009047164,0.0013184189,0.0002614454,0.00014561473],"category_scores_gemma":[0.0003045064,0.0003173919,0.00016049763,0.00075104303,0.0000386893,0.00044863936,0.00019079504,0.0017530493,0.0000019534402],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0069676875,0.00012265817,0.33179054,0.0024455537,0.0008128588,0.0003233617,0.22624059,0.07791014,0.000044407676,0.013654715,0.32587704,0.013810455],"study_design_scores_gemma":[0.0039297524,0.00038137392,0.0049725194,0.013183859,0.000047000834,0.000011624965,0.8547536,0.00030438296,0.00009393589,0.0011978621,0.12070451,0.0004195871],"about_ca_topic_score_codex":0.96217763,"about_ca_topic_score_gemma":0.9982917,"teacher_disagreement_score":0.62851304,"about_ca_system_score_codex":0.10662529,"about_ca_system_score_gemma":0.05963866,"threshold_uncertainty_score":0.9999278},"labels":[],"label_agreement":null},{"id":"W4409337835","doi":"10.5334/ijic.icic24115","title":"Identifying barriers to integrated and equitable care for older adults from minority groups leading to potentially avoidable emergency department visits.","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Medical emergency; Integrated care; Health care; Nursing; Political science","score_opus":0.018355163100654145,"score_gpt":0.39609270538114366,"score_spread":0.3777375422804895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409337835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9562763,0.005342264,0.022135064,0.0018747249,0.009746485,0.0018123486,0.0011498716,0.000063115614,0.0015998207],"genre_scores_gemma":[0.9871869,0.0001683303,0.008157604,0.0019164586,0.00047040882,0.00016318401,0.0003786021,0.00003349473,0.0015250334],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9964874,0.0002425983,0.0014532312,0.00046099047,0.0006392168,0.0007165568],"domain_scores_gemma":[0.99169123,0.00023157793,0.0004970867,0.00021802424,0.006688006,0.00067410164],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048900745,0.00033416628,0.0005746716,0.00062804273,0.000699035,0.00009550544,0.0007669649,0.00026672322,0.0007972059],"category_scores_gemma":[0.001374102,0.000292673,0.00019307766,0.00053801603,0.000020164542,0.00033776445,0.0002889358,0.00073176535,0.000041265306],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009796286,0.00020569368,0.4933014,0.0021307005,0.001994749,0.00023348733,0.12884259,0.0010170661,0.005784014,0.00402304,0.20858467,0.14408633],"study_design_scores_gemma":[0.0060717696,0.0007429289,0.022121456,0.02177204,0.00036249298,0.000013179395,0.7786079,0.00021060692,0.005223021,0.00140542,0.162683,0.00078617886],"about_ca_topic_score_codex":0.004528299,"about_ca_topic_score_gemma":0.008202577,"teacher_disagreement_score":0.6497653,"about_ca_system_score_codex":0.0029897178,"about_ca_system_score_gemma":0.0014838818,"threshold_uncertainty_score":0.99995255},"labels":[],"label_agreement":null},{"id":"W4409380303","doi":"10.59350/2gp3b-v4c84","title":"Patterns of prejudice: Connecting the dots helps health workers combat bias worldwide","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Prejudice (legal term); Psychology; Business; Demographic economics; Environmental health; Political science; Social psychology; Medicine; Economics","score_opus":0.11482358642023983,"score_gpt":0.46718875271425153,"score_spread":0.3523651662940117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409380303","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5601413,0.016301872,0.005264701,0.15621655,0.024514765,0.02434774,0.0018212211,0.002116074,0.20927574],"genre_scores_gemma":[0.9250417,0.0021955797,0.0021652982,0.020217713,0.0007376936,0.00071957224,0.0003130408,0.00010472096,0.04850473],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898954,0.0035321263,0.0029669132,0.001011823,0.00080868416,0.0017850503],"domain_scores_gemma":[0.9882449,0.0059219203,0.002718909,0.0021182161,0.00055551523,0.00044057064],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004482771,0.00068557006,0.0016934157,0.00031261207,0.0017816027,0.000033533484,0.0014846768,0.0009002057,0.0018019375],"category_scores_gemma":[0.00094762206,0.00049097126,0.00034657997,0.0006384704,0.00009472,0.00006496896,0.003240046,0.0046523516,0.00015423214],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025073736,0.0001944413,0.7276667,0.01962601,0.00037021664,0.0000069785624,0.01906877,0.0015730046,0.0000011502196,0.009788762,0.1995927,0.021860572],"study_design_scores_gemma":[0.004408546,0.00045817075,0.15866272,0.1601778,0.0003927746,0.000006746775,0.19773458,0.0019079811,0.00009142528,0.01157329,0.4623455,0.0022404597],"about_ca_topic_score_codex":0.068488605,"about_ca_topic_score_gemma":0.028940383,"teacher_disagreement_score":0.56900394,"about_ca_system_score_codex":0.0010491355,"about_ca_system_score_gemma":0.0034069726,"threshold_uncertainty_score":0.9997542},"labels":[],"label_agreement":null},{"id":"W4409510276","doi":"10.1016/j.lana.2025.101095","title":"Expanding healthcare capacity in Canada: the potential of internationally trained physicians","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Health care; Business; Nursing; Medicine; Political science","score_opus":0.12119289653507978,"score_gpt":0.43447815827949177,"score_spread":0.31328526174441196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409510276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5032005,0.0016076801,0.00036012483,0.48985785,0.0010627685,0.0013513784,0.00011158909,0.000045052257,0.002403091],"genre_scores_gemma":[0.9186929,0.0009203228,0.0002303849,0.078854986,0.0005038725,0.00016060291,0.000029792924,0.00001591567,0.0005912274],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99554574,0.0014604868,0.0010489878,0.00030597864,0.00059517415,0.0010436305],"domain_scores_gemma":[0.9971031,0.0012550941,0.00075792195,0.0005467145,0.00022020997,0.00011695788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013322607,0.00020391989,0.000741881,0.00009589395,0.00088626787,0.000005092477,0.00073965936,0.00007497529,0.000047616046],"category_scores_gemma":[0.00012706283,0.0001321905,0.00007808152,0.00086564204,0.00026723003,0.000056310604,0.00013018335,0.0011135768,0.000009045092],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017661859,0.00024503583,0.21060634,0.0034355295,0.00019071987,0.000023218487,0.02707751,0.0021516765,0.00008061905,0.17335019,0.52061933,0.060453616],"study_design_scores_gemma":[0.0024820417,0.00018098483,0.78855664,0.004690671,0.000022362185,0.000010636087,0.050107546,0.0022780541,0.000010268156,0.012412057,0.13892505,0.00032368695],"about_ca_topic_score_codex":0.9351399,"about_ca_topic_score_gemma":0.9208951,"teacher_disagreement_score":0.5779503,"about_ca_system_score_codex":0.0025464525,"about_ca_system_score_gemma":0.006987386,"threshold_uncertainty_score":0.9986421},"labels":[],"label_agreement":null},{"id":"W4409539494","doi":"10.63485/bxwpk-sc267","title":"Michael Geist renews call on Canada to mandate OA","year":2006,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geist; Mandate; Business; Political science; Philosophy; Law; Epistemology","score_opus":0.04160611361326665,"score_gpt":0.40662781433012124,"score_spread":0.3650217007168546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409539494","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15345554,0.00038419914,0.00042711355,0.040253427,0.011599388,0.005625639,0.0011776085,0.00054405135,0.78653306],"genre_scores_gemma":[0.19576849,0.00013250604,0.006200081,0.09150914,0.0026692606,0.0010449004,0.0014332441,0.00020551846,0.7010369],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9947451,0.00049753214,0.001334762,0.0010618975,0.0007508606,0.0016098495],"domain_scores_gemma":[0.99640185,0.0004973729,0.00043211138,0.0015171755,0.00032114793,0.0008303509],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00054186804,0.000596521,0.0008784831,0.00015209918,0.00072912424,0.000020613907,0.0008045111,0.000867412,0.0016477915],"category_scores_gemma":[0.00018146684,0.0005268465,0.00009897097,0.00019914188,0.00002890078,0.00002156287,0.0013613051,0.0022695037,0.0015990414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008941833,0.000031762276,0.0060141915,0.0007289,0.000017858478,0.00005026178,0.00023781268,0.0016211768,0.0000019107615,0.001370569,0.9885496,0.0012865227],"study_design_scores_gemma":[0.00035992317,0.000056720826,0.00735566,0.0018349696,0.000021307616,5.5945725e-7,0.00026723734,0.00016291816,0.000017301356,0.0005917391,0.98879653,0.00053512503],"about_ca_topic_score_codex":0.99394363,"about_ca_topic_score_gemma":0.9975814,"teacher_disagreement_score":0.08549618,"about_ca_system_score_codex":0.00335166,"about_ca_system_score_gemma":0.0044820965,"threshold_uncertainty_score":0.9997183},"labels":[],"label_agreement":null},{"id":"W4409648472","doi":"10.22541/au.174522534.41721038/v1","title":"Depriving the Deprived: Examining Brain Drains of Health Professionals from Low- and Middle-Income Countries (LMICs) to Wealthy Nations with an Equity Lens","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Equity (law); Low and middle income countries; Brain drain; Health professionals; Lens (geology); Through-the-lens metering; Business; Economic growth; Optometry; Political science; Developing country; Economics; Medicine; Biology; Health care; Law","score_opus":0.10835289025428885,"score_gpt":0.46317478357767744,"score_spread":0.3548218933233886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409648472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.906544,0.0024902143,0.004140464,0.064759314,0.0015093008,0.009220942,0.0017914582,0.00043686773,0.009107396],"genre_scores_gemma":[0.94072014,0.0010497355,0.017400518,0.03542143,0.00037618357,0.0012118691,0.0003885616,0.0000969343,0.0033346443],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9891886,0.0039474787,0.0026119833,0.0014607575,0.0011476396,0.001643558],"domain_scores_gemma":[0.985286,0.009187374,0.0019680392,0.0019320612,0.0009782921,0.0006482303],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0059263934,0.00075891684,0.001707876,0.0005717317,0.0036004707,0.00007469018,0.0013431214,0.0008840672,0.00029865865],"category_scores_gemma":[0.0016307285,0.0005364531,0.000088982866,0.00077005953,0.00032179648,0.00028549723,0.0049161706,0.002698435,0.000030527153],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012463146,0.00069967814,0.6791346,0.037418075,0.00062513567,0.000015012212,0.18229319,0.0013905441,0.000019579316,0.07794481,0.0073312037,0.011881858],"study_design_scores_gemma":[0.003591001,0.0013419449,0.5690417,0.23462921,0.00023888526,0.000005122516,0.15655214,0.00193823,0.00007312323,0.0135232825,0.01698976,0.002075551],"about_ca_topic_score_codex":0.022476064,"about_ca_topic_score_gemma":0.08898709,"teacher_disagreement_score":0.19721115,"about_ca_system_score_codex":0.0010967116,"about_ca_system_score_gemma":0.0076204794,"threshold_uncertainty_score":0.9997087},"labels":[],"label_agreement":null},{"id":"W4409689597","doi":"10.1177/27536386251336008","title":"Building bridges and moving upstream: Paramedics as policy architects","year":2025,"lang":"en","type":"article","venue":"Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Work & Health; Queen's University; University of Toronto; Island Health","funders":"","keywords":"Upstream (networking); Bridge (graph theory); Computer science; Architectural engineering; Business; Engineering; Medicine; Telecommunications","score_opus":0.02413070706250377,"score_gpt":0.4707811585717331,"score_spread":0.44665045150922933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409689597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88317335,0.0040003955,0.001827331,0.04557009,0.001015228,0.0010544873,0.000009086692,0.00032247705,0.06302754],"genre_scores_gemma":[0.97057563,0.0010707992,0.0022142443,0.017586071,0.0009005162,0.00010452051,0.000011027461,0.000027295173,0.007509875],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99729615,0.00029485265,0.0006585216,0.0004251479,0.00033410234,0.0009912298],"domain_scores_gemma":[0.9970763,0.0017800472,0.00019265998,0.00043276025,0.00010957621,0.00040867992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007550997,0.00025507112,0.0005181056,0.0003566195,0.00070545275,0.000011337695,0.00022987259,0.0002460278,0.00013132939],"category_scores_gemma":[0.0029824066,0.00021337668,0.000036956986,0.00067272433,0.00028327262,0.00005903915,0.00024493746,0.0008990759,0.00012844018],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032527503,0.00011060087,0.4164797,0.0022923911,0.000114238675,0.00013406473,0.006720706,0.00008952911,0.0002730325,0.30931205,0.043383285,0.22076514],"study_design_scores_gemma":[0.0069908593,0.00069171225,0.17214407,0.019906722,0.00022488927,0.00010010024,0.014493994,0.0038860003,0.00036107036,0.12918483,0.65116334,0.00085239764],"about_ca_topic_score_codex":0.008216702,"about_ca_topic_score_gemma":0.000161684,"teacher_disagreement_score":0.6077801,"about_ca_system_score_codex":0.00026935677,"about_ca_system_score_gemma":0.00070989545,"threshold_uncertainty_score":0.9983877},"labels":[],"label_agreement":null},{"id":"W4409788020","doi":"10.1101/2025.04.23.25326253","title":"Comparison of the Distribution of the Dental Hygienist Workforce and Population in Ontario: A Geospatial Analysis","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Dental Hygienists Association; University of Toronto","funders":"","keywords":"Geospatial analysis; Workforce; Population; Distribution (mathematics); Geography; Medicine; Environmental health; Cartography; Economics; Economic growth; Mathematics","score_opus":0.05119130405606884,"score_gpt":0.42640008669689977,"score_spread":0.3752087826408309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409788020","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99575514,0.00024632434,0.00013973676,0.0003607288,0.001083068,0.0013441185,0.00020228517,0.000014035296,0.0008545719],"genre_scores_gemma":[0.99849945,0.0000151217555,0.000055521694,0.000045485012,0.000028862756,0.000070594506,0.00027150605,0.0000065738996,0.00100687],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99673545,0.0008987733,0.001275766,0.0003393772,0.0004289629,0.00032165597],"domain_scores_gemma":[0.9975942,0.00028370807,0.0011608618,0.00077011914,0.00013992729,0.0000512143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070598494,0.00020387655,0.0007760519,0.00010765146,0.00035216735,0.00000640719,0.00049289013,0.00043323459,0.000061021685],"category_scores_gemma":[0.00024820876,0.00013285893,0.00022791339,0.0008882982,0.0001200004,0.000027380596,0.0011493294,0.001387649,9.57315e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056479985,0.000056379627,0.99250585,0.0003479627,0.000056806806,1.2094492e-7,0.0026028075,0.0033880805,0.0000023778412,0.00061727484,0.00008752823,0.00027831172],"study_design_scores_gemma":[0.00024889517,0.0000116297615,0.9924116,0.0017609132,0.0003331023,6.220927e-8,0.00078923476,0.0033590142,0.000023972783,0.0004414178,0.0005317877,0.00008833561],"about_ca_topic_score_codex":0.42740396,"about_ca_topic_score_gemma":0.8699009,"teacher_disagreement_score":0.44249696,"about_ca_system_score_codex":0.00078967714,"about_ca_system_score_gemma":0.00049332343,"threshold_uncertainty_score":0.60287213},"labels":[],"label_agreement":null},{"id":"W4409902967","doi":"10.3389/fmed.2025.1566472","title":"Peer-led learning: a novel approach to promote rural healthcare interest among medical students","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary","keywords":"Health care; Psychology; Medical education; Medicine; Political science","score_opus":0.0429851575516554,"score_gpt":0.44797812551019767,"score_spread":0.4049929679585423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409902967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75843465,0.001997432,0.026714677,0.162621,0.011972736,0.005458899,0.000010362668,0.00041951583,0.03237075],"genre_scores_gemma":[0.9326744,0.0001485654,0.009671126,0.014373935,0.00081865414,0.0006486438,0.00013503685,0.000058638394,0.04147097],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99371064,0.0007979416,0.0014430326,0.0006366642,0.002045343,0.0013663922],"domain_scores_gemma":[0.9976008,0.00021868134,0.00025833436,0.000539577,0.00044087568,0.0009417426],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005036455,0.00037166334,0.0011968145,0.00067507906,0.0005402101,0.000012900376,0.0013308914,0.00063020166,0.000197432],"category_scores_gemma":[0.005219021,0.00030233484,0.000060010625,0.0014902949,0.00028563212,0.000092881986,0.00064944755,0.002937465,0.00005113686],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020039553,0.00019140182,0.7183425,0.00069747336,0.000042732816,0.000014528914,0.010567843,0.000009142737,0.0000037963282,0.0010316994,0.26448473,0.004413778],"study_design_scores_gemma":[0.011588533,0.0008650801,0.45112082,0.024404788,0.00008279872,0.000005523111,0.15984078,0.0040918407,0.0000029840278,0.001256837,0.34615126,0.0005887338],"about_ca_topic_score_codex":0.0034398364,"about_ca_topic_score_gemma":0.0013379725,"teacher_disagreement_score":0.26722166,"about_ca_system_score_codex":0.0010727161,"about_ca_system_score_gemma":0.00058132684,"threshold_uncertainty_score":0.9999429},"labels":[],"label_agreement":null},{"id":"W4409979902","doi":"10.1620/tjem.2025.j048","title":"Factors Related to Recruitment and Retention of Doctors on Remote Islands: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"The Tohoku Journal of Experimental Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medicine","score_opus":0.23897578808288958,"score_gpt":0.5500868585988856,"score_spread":0.31111107051599607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409979902","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00028315085,0.98475444,0.000003202125,0.00096147443,0.001764926,0.009735762,0.000015051399,0.000017332555,0.0024646476],"genre_scores_gemma":[0.0003270858,0.99615616,0.000035020214,0.0008378483,0.0001537807,0.00011432926,0.000019835603,0.000037577414,0.002318379],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99081886,0.0029595916,0.0046828985,0.00027758232,0.0008473183,0.00041376957],"domain_scores_gemma":[0.99210054,0.0023702919,0.0043009734,0.00065645284,0.00025459577,0.00031716033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038755292,0.00053889485,0.0052423095,0.0004188523,0.00026661833,0.0000038753933,0.0005620726,0.00029797398,0.0003546052],"category_scores_gemma":[0.0018889403,0.00024081758,0.00040135405,0.00071258395,0.00012044157,0.000052500203,0.00016977261,0.0011678947,0.000022831062],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007421738,0.000058715184,0.0000035551916,0.97546697,0.00041354256,0.000015125849,0.004494196,1.00322055e-7,0.000005730204,0.00026803516,0.009378164,0.00982168],"study_design_scores_gemma":[0.000517649,0.0015168554,0.00000252465,0.9133599,0.0024010479,0.000040087423,0.004255261,3.7456456e-7,0.0000057917428,0.000048490412,0.07770924,0.00014277193],"about_ca_topic_score_codex":0.00006232535,"about_ca_topic_score_gemma":0.000002370876,"teacher_disagreement_score":0.06833108,"about_ca_system_score_codex":0.0007675252,"about_ca_system_score_gemma":0.00032107846,"threshold_uncertainty_score":0.98202556},"labels":[],"label_agreement":null},{"id":"W4410016921","doi":"10.1101/2025.04.29.25326528","title":"Do Faster-Trained Physicians Fill the Gaps? Geographic Concentration of Emergency Medicine physicians with different postgraduate training in Ontario Canada","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Training (meteorology); Family medicine; Medicine; Medical education; Geography","score_opus":0.053687388496768684,"score_gpt":0.3590438777903682,"score_spread":0.30535648929359954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410016921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9744239,0.00064987765,0.000053871918,0.0076651494,0.004150921,0.0027379722,0.00019662097,0.000058373043,0.010063352],"genre_scores_gemma":[0.9942722,0.00041075354,0.000026268704,0.0010480533,0.00032939055,0.0003991587,0.00031137947,0.000040721236,0.0031620734],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99452305,0.0009666249,0.0017519838,0.0007590898,0.00088468136,0.0011145452],"domain_scores_gemma":[0.99652046,0.00050470553,0.0013855625,0.000998189,0.00045142206,0.00013966695],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00062824896,0.0006235823,0.001310135,0.0001532208,0.00044373714,0.0000056989516,0.0007508662,0.0003142012,0.0005575989],"category_scores_gemma":[0.00011673934,0.00041533,0.00013823535,0.00059894973,0.00019334447,0.00005365646,0.00026434663,0.002575558,0.0000016812088],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019641822,0.00009566178,0.9154064,0.0015444879,0.00018645116,0.000014604936,0.07588258,0.0007111154,0.000059133552,0.00093934836,0.003335257,0.0016285271],"study_design_scores_gemma":[0.0016260728,0.00026257202,0.9350156,0.020042004,0.00025645318,4.973047e-7,0.03239962,0.00048398937,0.000035341905,0.001796092,0.0074999477,0.00058180443],"about_ca_topic_score_codex":0.96220034,"about_ca_topic_score_gemma":0.9987143,"teacher_disagreement_score":0.04348296,"about_ca_system_score_codex":0.0009561617,"about_ca_system_score_gemma":0.0035129066,"threshold_uncertainty_score":0.9998298},"labels":[],"label_agreement":null},{"id":"W4410057553","doi":"10.1177/08404704251329040","title":"Policy options for a pan-Canadian mental health and substance use health workforce strategy","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University; Athabasca University; Canadian Women's Health Network; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Workforce planning; Government (linguistics); Business; Mental health; Workforce development; Public relations; Medicine; Economic growth; Political science; Economics","score_opus":0.07009071486377613,"score_gpt":0.44434429326478725,"score_spread":0.37425357840101114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410057553","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0076280385,0.020919748,0.002375521,0.93262786,0.002127592,0.019842498,0.0013289617,0.0005752012,0.0125746075],"genre_scores_gemma":[0.49098253,0.03854468,0.011349015,0.37251604,0.00045218223,0.003933619,0.0016959317,0.00019988579,0.08032612],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924981,0.000761159,0.0015949225,0.0009927459,0.00037782986,0.0037752143],"domain_scores_gemma":[0.9961094,0.0003127945,0.00054428715,0.0008789613,0.00023142323,0.0019231087],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0013591403,0.000507972,0.00083348644,0.001046002,0.0055903615,0.000090880065,0.00040955684,0.0003917006,0.00003966846],"category_scores_gemma":[0.00007971257,0.000542568,0.00012777033,0.001512606,0.00012737785,0.00034989772,0.00020315626,0.0009295165,0.00006064113],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014621548,0.0000500173,0.023039825,0.0033483426,0.000052383606,0.000002626144,0.0016917014,0.000010805881,9.9852436e-8,0.6725646,0.19814564,0.10094772],"study_design_scores_gemma":[0.00203397,0.00051774614,0.0146510145,0.0038140789,0.000012167998,0.0000022280763,0.031586472,0.0002963925,2.1980857e-7,0.012906103,0.93379664,0.00038293493],"about_ca_topic_score_codex":0.3233369,"about_ca_topic_score_gemma":0.72173464,"teacher_disagreement_score":0.735651,"about_ca_system_score_codex":0.004217147,"about_ca_system_score_gemma":0.004714067,"threshold_uncertainty_score":0.9997026},"labels":[],"label_agreement":null},{"id":"W4410068660","doi":"10.3390/ijerph22050725","title":"Evolving Global Migration Trends: Post-Migration Experiences of Iranian Dentists Attempting to Obtain Credential Recognition in Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Credential; Credentialing; Thematic analysis; Mental health; Qualitative research; Diversity (politics); Public relations; Immigration; Political science; Psychology; Medical education; Economic growth; Medicine; Sociology; Psychiatry; Social science","score_opus":0.07224871734358344,"score_gpt":0.4622181591459686,"score_spread":0.38996944180238513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410068660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9757727,0.00066542195,0.00015483682,0.021698019,0.0008068269,0.00029740145,0.00010453811,0.0000032184173,0.0004970479],"genre_scores_gemma":[0.9975486,0.0006228196,0.00039283017,0.001027959,0.00015797383,0.000028163597,0.00005820322,0.0000054244606,0.00015802802],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959241,0.00087512593,0.0011664019,0.00020001693,0.001268345,0.0005660113],"domain_scores_gemma":[0.99832547,0.00037989483,0.0004423149,0.00008855277,0.0003713969,0.00039238637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025523284,0.0001033175,0.0002415719,0.0005890127,0.00029552687,0.000045870675,0.00031763702,0.00007053901,0.00056279334],"category_scores_gemma":[0.0007270051,0.00009997005,0.000033352186,0.00046077778,0.00007170204,0.00044301737,0.00014483076,0.0004447028,0.0000054641937],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041382876,0.00029928028,0.7630614,0.00012624101,0.000048867227,0.000032752705,0.016500767,0.000014428329,0.00036838482,0.00017822962,0.0065598236,0.21239598],"study_design_scores_gemma":[0.0011613519,0.0005082104,0.8055117,0.0012658839,0.0000023593245,0.00001804742,0.18268758,0.00026299708,0.00004657772,0.00035349763,0.008080005,0.00010178309],"about_ca_topic_score_codex":0.5149672,"about_ca_topic_score_gemma":0.87032264,"teacher_disagreement_score":0.35535544,"about_ca_system_score_codex":0.005380637,"about_ca_system_score_gemma":0.0034023982,"threshold_uncertainty_score":0.9984375},"labels":[],"label_agreement":null},{"id":"W4410179055","doi":"10.1080/10872981.2025.2497325","title":"Rural doctor quota students in Germany – who are they? Data on first year students from two cohorts in the federal state of Saxony","year":2025,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universität Leipzig","keywords":"Rural area; Medical education; Attractiveness; Population; Psychological intervention; Family medicine; Psychology; Cross-sectional study; Medicine; Nursing; Environmental health","score_opus":0.04169604740702536,"score_gpt":0.5130738837646057,"score_spread":0.47137783635758035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410179055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9741298,0.00038989945,0.0000038626495,0.021635367,0.001696295,0.0013030621,0.0003237312,0.000023981647,0.0004939983],"genre_scores_gemma":[0.98612833,0.00069980824,0.00009426481,0.0098232115,0.00041589196,0.000108657216,0.0009430946,0.00001569371,0.0017710561],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956578,0.00089760637,0.0011673406,0.00038263298,0.0014251133,0.00046950762],"domain_scores_gemma":[0.99740857,0.0009886903,0.0003225065,0.0009714135,0.000116205665,0.00019258549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017982901,0.00018488182,0.00047242106,0.00016727229,0.00023635707,0.000021445718,0.0018393174,0.00015506579,0.00067503564],"category_scores_gemma":[0.0017072409,0.00013313914,0.000029148257,0.00043462333,0.00007514564,0.000101200865,0.0005811678,0.0010139017,0.00008726172],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012865373,0.0023781434,0.9652765,0.00012625153,0.000018326125,0.0000057224124,0.0045239655,0.000008400135,2.4830794e-7,0.00014149056,0.023857322,0.003534981],"study_design_scores_gemma":[0.0019111957,0.00003762401,0.95030266,0.0056046,0.000011182635,2.0473823e-7,0.009582483,0.0001996117,2.5009697e-7,0.0005466992,0.031709507,0.00009399733],"about_ca_topic_score_codex":0.016786033,"about_ca_topic_score_gemma":0.1115313,"teacher_disagreement_score":0.09474527,"about_ca_system_score_codex":0.00035435313,"about_ca_system_score_gemma":0.0012632807,"threshold_uncertainty_score":0.9897613},"labels":[],"label_agreement":null},{"id":"W4410234158","doi":"10.3389/fmed.2025.1584501","title":"Retention of doctors in remote, rural and First Nations communities using distributed general practice education: a scalable solution","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Certification; Competence (human resources); Vocational education; Capacity building; Medical education; Rural area; Nursing; Medicine; Psychology; Political science; Pedagogy","score_opus":0.039323168049172234,"score_gpt":0.4250737432729073,"score_spread":0.38575057522373507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410234158","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91906613,0.012116882,0.022867087,0.020081202,0.006216345,0.0018313581,0.000030816733,0.00005805241,0.01773211],"genre_scores_gemma":[0.96080047,0.0030369386,0.03356016,0.00070041517,0.000175799,0.00004072191,0.00028698973,0.000011063882,0.0013874208],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99803865,0.0006205027,0.0007351178,0.00011776438,0.00018412573,0.00030381395],"domain_scores_gemma":[0.9986915,0.00047110682,0.00027405904,0.00022460434,0.00027921062,0.00005949307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011072952,0.00010914569,0.00035943938,0.00055584306,0.00052059744,0.0000035000558,0.0001122719,0.00016413537,0.000033112887],"category_scores_gemma":[0.0014992745,0.000105076826,0.000014634281,0.0011938115,0.00021737626,0.0002276929,0.00007044852,0.00044567863,5.916377e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003522074,0.00018562895,0.88578254,0.0019274678,0.00003579317,0.0000020374928,0.0120083485,0.00036931646,0.000040101677,0.0075873756,0.08610588,0.0056032827],"study_design_scores_gemma":[0.005082023,0.00020811835,0.26459014,0.03568207,0.00019254013,0.000007737114,0.44442236,0.09742731,0.000012280613,0.007283119,0.14476527,0.00032701276],"about_ca_topic_score_codex":0.03898761,"about_ca_topic_score_gemma":0.009724595,"teacher_disagreement_score":0.6211924,"about_ca_system_score_codex":0.00077829574,"about_ca_system_score_gemma":0.0004308548,"threshold_uncertainty_score":0.9674119},"labels":[],"label_agreement":null},{"id":"W4410235691","doi":"10.26443/mjgh.v14i1.1571","title":"Exploring Access to Universal Healthcare among Indigenous Peoples in Canada","year":2025,"lang":"en","type":"article","venue":"McGill Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Indigenous; Health care; Universal design; Political science; Economic growth; Geography; Computer science; World Wide Web; Economics; Law; Biology","score_opus":0.10494195559677319,"score_gpt":0.4384203621178201,"score_spread":0.3334784065210469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410235691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9615802,0.0013625514,0.000054536576,0.029024852,0.0038945158,0.0013027135,0.00021298796,0.000036233763,0.002531395],"genre_scores_gemma":[0.97573245,0.0018567373,0.00033535258,0.021762328,0.00016718125,0.0000312351,0.0000045309835,0.000020851237,0.00008934524],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9938965,0.0010399484,0.00217967,0.0003566009,0.00074309454,0.0017842252],"domain_scores_gemma":[0.996271,0.00046055662,0.0010451479,0.000362283,0.0006113808,0.0012496053],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013547637,0.00030804944,0.0010214704,0.00035247448,0.0012226569,0.000016401465,0.00095165195,0.00013606029,0.000044209974],"category_scores_gemma":[0.0003031702,0.0002988152,0.0000887559,0.0022530023,0.000029229657,0.0006148163,0.00035059202,0.0011683888,0.000014455226],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003830079,0.000058804926,0.955541,0.0010589464,0.000028228746,0.00017571093,0.0017895417,0.00072044623,2.8965465e-7,0.002959531,0.015635427,0.021649033],"study_design_scores_gemma":[0.0012849583,0.00031686286,0.91135925,0.006141696,0.000010889471,0.000014992663,0.029049462,0.000012810916,0.0000032962241,0.00034697054,0.0512437,0.00021510801],"about_ca_topic_score_codex":0.98301136,"about_ca_topic_score_gemma":0.9980903,"teacher_disagreement_score":0.044181783,"about_ca_system_score_codex":0.033936825,"about_ca_system_score_gemma":0.032694463,"threshold_uncertainty_score":0.9999464},"labels":[],"label_agreement":null},{"id":"W4410243790","doi":"10.1186/s12913-025-12848-w","title":"Rural and urban disparities in access and quality of healthcare in the Japanese healthcare system: a scoping review","year":2025,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Japan Society for the Promotion of Science","keywords":"Health informatics; Health administration; Medicine; Health care; Nursing research; Public health; Healthcare system; Quality (philosophy); Health services research; Nursing; Health equity; Environmental health; Economic growth","score_opus":0.321491071622816,"score_gpt":0.6411767908553556,"score_spread":0.31968571923253963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410243790","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005945559,0.9662572,2.8166667e-7,0.004378785,0.00027021248,0.027625024,0.00035070616,0.0000631808,0.00046006867],"genre_scores_gemma":[0.0024741155,0.9870587,0.000035541103,0.004054133,0.0002039301,0.005686884,0.0002790022,0.0000687663,0.00013894595],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.93951905,0.04802532,0.006388941,0.0012348973,0.0018554284,0.0029763826],"domain_scores_gemma":[0.980056,0.01461191,0.0020139453,0.0017363786,0.00081867236,0.00076308387],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.034935314,0.00077027484,0.0064313086,0.0013458051,0.0014941444,0.000092968396,0.0020191227,0.0010331488,0.000018093771],"category_scores_gemma":[0.0006068046,0.00055331766,0.00019464844,0.0046692854,0.00031565112,0.00035256424,0.001779487,0.004949604,0.000012082001],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005966762,0.000045222267,0.04360332,0.9124389,0.000009179192,0.0000050519734,0.005894712,9.839408e-8,1.1375665e-9,0.0026861911,0.00009656323,0.03516108],"study_design_scores_gemma":[0.0005179912,0.00014240897,0.007992168,0.94031143,0.000026248468,0.000007334845,0.029236024,0.000008441848,2.3327966e-9,0.000052587042,0.021413848,0.00029148374],"about_ca_topic_score_codex":0.30072108,"about_ca_topic_score_gemma":0.30904523,"teacher_disagreement_score":0.04053698,"about_ca_system_score_codex":0.0019738418,"about_ca_system_score_gemma":0.012373332,"threshold_uncertainty_score":0.99980575},"labels":[],"label_agreement":null},{"id":"W4410266043","doi":"10.2196/70505","title":"Continuous Rural High School Educational Outreach and Lasting Impact on Health Care Career Attitudes: Qualitative Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Preprint; Outreach; Medical education; Health care; Psychology; Peer review; Medicine; Nursing; Political science; Computer science","score_opus":0.14969435470023174,"score_gpt":0.614396607050731,"score_spread":0.4647022523504992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410266043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97100794,0.0010041932,0.000011533093,0.009026256,0.00037646378,0.0055851424,0.00023252788,0.00009562208,0.012660338],"genre_scores_gemma":[0.99340314,0.000051486633,0.00009682174,0.0006698444,0.00021378789,0.0017378922,0.00015598084,0.000030510912,0.0036405108],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9897221,0.0061520995,0.00087921903,0.00045596532,0.0011776177,0.0016130151],"domain_scores_gemma":[0.9914171,0.005435989,0.0002899873,0.00046744276,0.0018005278,0.0005889221],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003923185,0.0003350127,0.0006750089,0.0006669781,0.003099474,0.00007768152,0.00038473168,0.00012084073,0.00039312552],"category_scores_gemma":[0.0010109582,0.00025417306,0.000054252727,0.0010769329,0.00024413723,0.0003636781,0.0004431646,0.0023383934,0.0004752852],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001415324,0.0014500452,0.296705,0.0019315059,0.00018897056,0.000003019741,0.5350262,0.000017696126,0.0000061501332,0.009992612,0.14917193,0.004091538],"study_design_scores_gemma":[0.0017789876,0.0059332764,0.483427,0.0018025099,0.0000046649147,4.7672538e-7,0.5051755,0.000014415888,0.0000016330196,0.00064477924,0.0010727985,0.00014398243],"about_ca_topic_score_codex":0.014660318,"about_ca_topic_score_gemma":0.0027269586,"teacher_disagreement_score":0.18672198,"about_ca_system_score_codex":0.0038536566,"about_ca_system_score_gemma":0.0036877466,"threshold_uncertainty_score":0.99999106},"labels":[],"label_agreement":null},{"id":"W4410293944","doi":"10.1186/s12909-025-07283-8","title":"Exploring the emigration intentions of Nigerian medical and nursing students: factors driving migration and implications for Nigeria’s healthcare system","year":2025,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Health care; Medical education; Nursing; Psychology; Healthcare system; Medicine; Political science","score_opus":0.09545906194816722,"score_gpt":0.48719896432236565,"score_spread":0.3917399023741984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410293944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9434918,0.00090010685,0.014522224,0.036664993,0.0022544342,0.0018746853,0.0000116309475,0.00008294944,0.0001971537],"genre_scores_gemma":[0.99609035,0.00066391635,0.00061977014,0.0006225864,0.00027694492,0.0014396983,0.000111843525,0.000014604142,0.00016026935],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972167,0.0006011294,0.00095220184,0.0003174973,0.00057552714,0.0003369179],"domain_scores_gemma":[0.9966466,0.0019058427,0.0003141085,0.0002984435,0.00046228204,0.0003727511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001670648,0.00014934204,0.00029201622,0.00016938383,0.0011820435,0.000025931316,0.00023751394,0.00023464185,0.000020967307],"category_scores_gemma":[0.0055201226,0.00011366302,0.000047206922,0.00037492745,0.00017259011,0.00020495601,0.00007418588,0.00034324918,0.0000012230304],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026996791,0.0002096593,0.9119188,0.002229422,0.000019461966,3.78662e-8,0.009188469,6.558528e-7,0.000032024403,0.053010285,0.0026776828,0.020686494],"study_design_scores_gemma":[0.00044680122,0.000052498435,0.877729,0.011436117,0.00004754488,0.0000029702408,0.10705553,0.00045750485,0.000014308295,0.0009898127,0.0016650893,0.00010280076],"about_ca_topic_score_codex":0.0013379875,"about_ca_topic_score_gemma":0.018603353,"teacher_disagreement_score":0.097867064,"about_ca_system_score_codex":0.000445388,"about_ca_system_score_gemma":0.0039317994,"threshold_uncertainty_score":0.9993046},"labels":[],"label_agreement":null},{"id":"W4410362657","doi":"10.4103/cjrm.cjrm_12_24","title":"Rural–urban differences in wait-time to general surgical outpatient care","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rurality; Referral; Ethnic group; Christian ministry; Rural area; Psychological intervention; Medicine; Demography; Geography; Location; Health care; Family medicine; Nursing; Sociology; Economic growth","score_opus":0.024839743797539903,"score_gpt":0.368804412341291,"score_spread":0.34396466854375113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410362657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94088817,0.0073665194,0.000003485041,0.03664126,0.0025118121,0.0005586805,0.000019876517,0.000011391949,0.0119988145],"genre_scores_gemma":[0.982309,0.00009524748,0.00006373351,0.003952837,0.0010319762,0.00001546113,0.000015008152,0.0000139374515,0.012502811],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969515,0.00043519403,0.0012145048,0.000121732024,0.0003400603,0.00093700725],"domain_scores_gemma":[0.9970512,0.0003284872,0.0002697713,0.00021249145,0.00048747298,0.0016505956],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005530006,0.00021436065,0.0007661186,0.0007786524,0.00034914244,0.000007856499,0.00041691517,0.00021527661,0.0029954338],"category_scores_gemma":[0.00050824933,0.00015203084,0.00006904398,0.00071460626,0.00013229156,0.000080465245,0.000034727505,0.0009253219,0.00016078747],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017855932,0.000012363951,0.7009377,0.0002061563,0.000026258404,0.00035879484,0.019086316,0.000017461549,0.000018854384,0.001164849,0.26619965,0.011793045],"study_design_scores_gemma":[0.0047178115,0.0016531483,0.30654687,0.020173557,0.00007003555,0.000043513905,0.0859711,0.000051016665,0.0000083951545,0.00044249505,0.57996386,0.00035817345],"about_ca_topic_score_codex":0.053369366,"about_ca_topic_score_gemma":0.069035634,"teacher_disagreement_score":0.39439082,"about_ca_system_score_codex":0.0013921898,"about_ca_system_score_gemma":0.0023039666,"threshold_uncertainty_score":0.997916},"labels":[],"label_agreement":null},{"id":"W4410362663","doi":"10.4103/cjrm.cjrm_84_24","title":"Rurally focussed undergraduate medical education at the Northern Ontario School of Medicine University","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medical education; Medical school; Medicine; Sociology","score_opus":0.017902577075843185,"score_gpt":0.3502204833622798,"score_spread":0.3323179062864366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410362663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5267769,0.0037391891,0.000051056384,0.43240377,0.0034954087,0.00044077396,0.000004156984,0.0000086776345,0.033080053],"genre_scores_gemma":[0.9207006,0.00032071688,0.000032706062,0.009273159,0.0007111355,0.0000018281347,0.000016822945,0.000012690192,0.06893032],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971973,0.00053201395,0.0010299628,0.00010923757,0.00060898316,0.0005225594],"domain_scores_gemma":[0.9956947,0.00057492824,0.00074873277,0.00033067202,0.001057307,0.0015936702],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014922787,0.00017741905,0.000576034,0.00043026058,0.00072787446,0.0000020482328,0.00064512476,0.00021662655,0.008476257],"category_scores_gemma":[0.0024083087,0.00010623518,0.00007390376,0.00063716184,0.0008016107,0.00009705563,0.000046509762,0.0011467201,0.00005133851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020077305,0.000013696113,0.46095973,0.00014124972,0.00008555248,0.000054551776,0.0042373007,0.0000058784394,0.000021825797,0.004391888,0.5227417,0.007145875],"study_design_scores_gemma":[0.0040722666,0.00049538777,0.16401678,0.013482386,0.00023704859,0.00007153938,0.040155955,0.000005637762,0.000004105207,0.004719344,0.7726096,0.00012994494],"about_ca_topic_score_codex":0.63956904,"about_ca_topic_score_gemma":0.9870526,"teacher_disagreement_score":0.4231306,"about_ca_system_score_codex":0.003646123,"about_ca_system_score_gemma":0.033404738,"threshold_uncertainty_score":0.99243015},"labels":[],"label_agreement":null},{"id":"W4410391914","doi":"10.1186/s12903-025-06092-1","title":"Comparison of the distribution of the dental hygienist workforce and population in Ontario: a geospatial analysis","year":2025,"lang":"en","type":"article","venue":"BMC Oral Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Dental Hygienists Association; Public Health Ontario; Home and Community Care Support Services","funders":"","keywords":"Workforce; Geospatial analysis; Medicine; Population; Census; Distribution (mathematics); Environmental health; Workforce planning; Public health; Geography; Nursing; Economic growth; Cartography","score_opus":0.07234831972732424,"score_gpt":0.46793017799000586,"score_spread":0.3955818582626816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410391914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967813,0.00030312221,0.00038310423,0.0004774111,0.00046233684,0.0011737645,0.00005447065,0.000012706787,0.00035177323],"genre_scores_gemma":[0.9987383,0.000009053761,0.00019472199,0.00024879447,0.000013718127,0.000025750982,0.000091936534,0.0000048543247,0.0006728521],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971127,0.0009075389,0.0010959518,0.00020897009,0.00028445633,0.00039037742],"domain_scores_gemma":[0.99853826,0.00023077738,0.0006946486,0.0003886729,0.000079307196,0.000068319896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077388826,0.0001199552,0.00054617476,0.00008438667,0.0005656642,0.000004129587,0.00021431269,0.00014009532,0.000031504445],"category_scores_gemma":[0.00011918787,0.00007777946,0.00011039224,0.0014191611,0.00009252822,0.000049492442,0.00019713536,0.00047754415,0.0000011167601],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107481996,0.00006970427,0.9935199,0.00027978737,0.000012039273,2.3583189e-8,0.00090748887,0.0005744337,6.8513475e-7,0.003368499,0.00036357113,0.0007963774],"study_design_scores_gemma":[0.0004935508,0.000044595992,0.99280775,0.00070439954,0.00006097737,7.71471e-8,0.0018017183,0.0029244272,0.0000055432324,0.00033835493,0.0007693106,0.000049281236],"about_ca_topic_score_codex":0.6124118,"about_ca_topic_score_gemma":0.98386246,"teacher_disagreement_score":0.3714506,"about_ca_system_score_codex":0.0010862706,"about_ca_system_score_gemma":0.00091985235,"threshold_uncertainty_score":0.4350689},"labels":[],"label_agreement":null},{"id":"W4410443987","doi":"10.25259/ijma_11_2025","title":"Crisis of Brain Drain in Nigeria’s Health Sector: Challenges, Opportunities, and the Path Forward","year":2025,"lang":"en","type":"editorial","venue":"International Journal of Maternal and Child Health and AIDS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Path (computing); Health sector; Business; Development economics; Economics; Medicine; Computer science; Environmental health; Health services","score_opus":0.028926371939099516,"score_gpt":0.37650005419282667,"score_spread":0.34757368225372715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410443987","genre_codex":"editorial","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029740604,0.19610526,0.000048120106,0.36577863,0.40274358,0.001469929,0.0015751886,0.000025863827,0.0025128303],"genre_scores_gemma":[0.06128597,0.7175661,0.000352653,0.023064122,0.19557709,0.000046434336,0.00015437689,0.0000649882,0.001888295],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99316406,0.0017642406,0.0029028417,0.00034713268,0.0012059135,0.00061579375],"domain_scores_gemma":[0.9934411,0.0020738095,0.0030398625,0.00020560772,0.0006655265,0.0005740883],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0063341027,0.00037592542,0.0015984457,0.00051389914,0.00037533505,0.000046958066,0.00052941806,0.00046461786,0.000063109626],"category_scores_gemma":[0.0007107499,0.00025192797,0.00013633369,0.00008877873,0.00020532146,0.00015825301,0.00031301985,0.002004073,8.937556e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026077458,0.000075196716,0.004317477,0.004762499,0.00023563697,0.000045229328,0.0104189105,0.000001143042,1.0343695e-7,0.0090003,0.92892003,0.039615706],"study_design_scores_gemma":[0.005910032,0.0008253431,0.0026751924,0.014228489,0.000018174844,0.00005708015,0.009714795,0.000009086128,3.3826586e-7,0.0040833745,0.9623011,0.00017704819],"about_ca_topic_score_codex":0.003861854,"about_ca_topic_score_gemma":0.0013854022,"teacher_disagreement_score":0.52146083,"about_ca_system_score_codex":0.0003668693,"about_ca_system_score_gemma":0.002906734,"threshold_uncertainty_score":0.9999933},"labels":[],"label_agreement":null},{"id":"W4410488571","doi":"10.1177/27536386251338525","title":"The future of paramedic education: Problematizing the <i>translucent</i> curriculum in paramedicine","year":2025,"lang":"en","type":"article","venue":"Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Northern Lakes College; University of the Fraser Valley","funders":"","keywords":"Curriculum; Pedagogy; Medicine; Sociology; Medical education","score_opus":0.011786457636983006,"score_gpt":0.42078976916005806,"score_spread":0.40900331152307506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410488571","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25468844,0.18018553,0.0004621709,0.45033643,0.015905984,0.009392043,0.00001230739,0.00022025625,0.08879685],"genre_scores_gemma":[0.9695443,0.009541259,0.00031390763,0.013682442,0.0014332469,0.001104465,0.00003151258,0.000026980471,0.0043218657],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99572796,0.00077643205,0.0016263287,0.0003482417,0.00061229063,0.0009087297],"domain_scores_gemma":[0.9957021,0.0023983796,0.00051493634,0.000878808,0.00033563355,0.00017017886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026520828,0.00028133122,0.0006314581,0.0001499736,0.0009197238,0.000008489036,0.00071010116,0.00025995082,0.00015409366],"category_scores_gemma":[0.00068212,0.0001388858,0.00007605457,0.0016873716,0.0005500082,0.00006842285,0.00010165661,0.001520318,0.000053779222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000252124,0.00048216459,0.27447477,0.0029412892,0.000090660644,0.000012525408,0.011897707,0.00005320853,0.000039759565,0.1226218,0.46537536,0.121758625],"study_design_scores_gemma":[0.0020025996,0.00013893037,0.0284636,0.0098503195,0.000096924334,0.0000070871124,0.06285446,0.00053323706,0.000010472435,0.014001,0.8818734,0.00016792453],"about_ca_topic_score_codex":0.0013038553,"about_ca_topic_score_gemma":0.0013327523,"teacher_disagreement_score":0.7148559,"about_ca_system_score_codex":0.00023116678,"about_ca_system_score_gemma":0.0013612905,"threshold_uncertainty_score":0.70738655},"labels":[],"label_agreement":null},{"id":"W4410562309","doi":"10.1136/bmjopen-2024-093994","title":"Building rural health research capacity: protocol for a realist review","year":2025,"lang":"en","type":"review","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"CINAHL; Capacity building; Medicine; PsycINFO; Health services research; Health care; Knowledge translation; Grey literature; MEDLINE; Scopus; Relevance (law); Rural health; Rural area; Public relations; Health policy; Medical education; Nursing; Public health; Knowledge management; Economic growth; Political science; Psychological intervention","score_opus":0.7816225348531572,"score_gpt":0.7545918266003138,"score_spread":0.027030708252843483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410562309","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.849152e-10,0.46966496,0.00002539473,0.0043565854,0.00028980774,0.5029475,0.00024367856,0.000076438126,0.022395633],"genre_scores_gemma":[1.4915652e-10,0.48195368,0.0065656607,0.003731258,0.00048749807,0.48971516,0.00018749738,0.000076763325,0.017282473],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.97618425,0.013936043,0.004652852,0.0011680232,0.001131999,0.002926837],"domain_scores_gemma":[0.9867791,0.005983735,0.002650089,0.002622408,0.0012018345,0.00076285406],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.039770078,0.00078837515,0.0063954084,0.00044497015,0.0034636317,0.00013131236,0.003712591,0.0009199662,0.00080742023],"category_scores_gemma":[0.0070339716,0.0006067473,0.00060571166,0.0022622652,0.00013986642,0.00023100225,0.0033498672,0.0034052934,0.0008089026],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003306319,0.000021304937,0.0000011745972,0.37118566,0.000019692752,0.0000014743584,0.000043346634,8.442212e-9,6.229879e-10,0.008769507,0.33026642,0.28965837],"study_design_scores_gemma":[0.00046377353,0.00013393529,2.9012799e-7,0.48507163,0.00005574682,0.000004527564,0.000083137966,5.726976e-7,4.658467e-9,0.0010792741,0.5128644,0.00024268417],"about_ca_topic_score_codex":0.008600703,"about_ca_topic_score_gemma":0.0012735116,"teacher_disagreement_score":0.2894157,"about_ca_system_score_codex":0.0033180995,"about_ca_system_score_gemma":0.025098303,"threshold_uncertainty_score":0.99996907},"labels":[],"label_agreement":null},{"id":"W4410644009","doi":"10.1080/14739879.2025.2506070","title":"Cultural concordant care: insights from international medical graduate family physicians in Canadian practice","year":2025,"lang":"en","type":"article","venue":"Education for Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medical education; Graduate medical education; Medical practice; Primary care; Medicine; Family medicine; Patient care; Psychology; Nursing; Accreditation","score_opus":0.03056958870840095,"score_gpt":0.4440659615629232,"score_spread":0.4134963728545223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410644009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.545534,0.0090084635,0.000041257437,0.039853696,0.01965728,0.0022997763,0.00037406586,0.00009891053,0.38313255],"genre_scores_gemma":[0.9404114,0.00041511146,0.0013667475,0.048794046,0.0009946026,0.0007139515,0.00493635,0.000021851833,0.0023459448],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99796647,0.00027988091,0.00053202076,0.0003596988,0.0003814331,0.00048052412],"domain_scores_gemma":[0.99740285,0.00058810896,0.00017978813,0.00025918754,0.001283294,0.0002867908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014356288,0.00016463581,0.00024463635,0.00020309679,0.000481837,0.000022502902,0.00037169788,0.00023008835,0.00007092963],"category_scores_gemma":[0.00074830133,0.00016137707,0.000058514295,0.00032557436,0.000049526832,0.0003050022,0.00006798705,0.0005678005,0.000090694004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003062271,0.00023454592,0.057819903,0.0010394978,0.00010038342,0.000015215439,0.13339311,0.000021138716,0.000041908006,0.03063864,0.602499,0.1738904],"study_design_scores_gemma":[0.0006006984,0.00001933467,0.05860871,0.0010322238,0.000020563373,2.540028e-7,0.19337973,0.000021521071,0.0000057213774,0.00037641943,0.7458142,0.00012058625],"about_ca_topic_score_codex":0.5281204,"about_ca_topic_score_gemma":0.4815002,"teacher_disagreement_score":0.3948774,"about_ca_system_score_codex":0.0053547244,"about_ca_system_score_gemma":0.015224762,"threshold_uncertainty_score":0.9984636},"labels":[],"label_agreement":null},{"id":"W4410777101","doi":"10.1002/jdd.13734","title":"Institutional Climate Matters: American Dental Education Association United States Climate Study results—Dental and Allied Dental programs","year":2025,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dental education; Accreditation; Dental hygiene; Medicine; Family medicine; Medical education; Dentistry","score_opus":0.019442568209106163,"score_gpt":0.43601240799512503,"score_spread":0.41656983978601886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410777101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98754996,0.00040428885,0.000010660229,0.002538831,0.006266814,0.0017102563,0.00010437945,0.00006146686,0.0013533195],"genre_scores_gemma":[0.99209315,0.0008893294,0.00071359135,0.0032931576,0.0006075902,0.00014227962,0.0010581872,0.000030129757,0.0011726115],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9953941,0.00079336576,0.0018591104,0.00038100628,0.0008395037,0.00073291874],"domain_scores_gemma":[0.9960752,0.00030116586,0.0023435443,0.00022717637,0.00071621046,0.00033670655],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016603478,0.00031707925,0.00050927245,0.000761798,0.001142774,0.00015083571,0.00030229814,0.00017409136,0.00007431485],"category_scores_gemma":[0.00027762528,0.0003057282,0.000118101416,0.0011036111,0.00014543007,0.00074563135,0.00019480218,0.0008224695,0.0001270507],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00094068126,0.003527743,0.9621709,0.00025236784,0.00013528918,0.000005670756,0.004884856,0.00002175998,0.000088180976,0.00039519308,0.015388829,0.012188523],"study_design_scores_gemma":[0.0030707696,0.0007515106,0.5648595,0.0018465066,0.00026715334,0.000080479236,0.40727204,0.000110605775,0.000038040358,0.000115637245,0.021289414,0.000298324],"about_ca_topic_score_codex":0.0030244696,"about_ca_topic_score_gemma":0.0030146025,"teacher_disagreement_score":0.40238717,"about_ca_system_score_codex":0.0039402666,"about_ca_system_score_gemma":0.0016480392,"threshold_uncertainty_score":0.9999395},"labels":[],"label_agreement":null},{"id":"W4410777148","doi":"10.1002/jdd.13732","title":"Beyond diversity, equity, and inclusion: American Dental Education Association's role in inclusivity, humanism, and leadership","year":2025,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Dental education; Equity (law); Diversity (politics); Humanism; Higher education; Oral health; Medical education; Political science; Health equity; Psychology; Sociology; Dentistry; Medicine; Health care; Social science","score_opus":0.038302814450237165,"score_gpt":0.4333781829525478,"score_spread":0.3950753685023107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410777148","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96464735,0.0029235252,0.000005195814,0.008034968,0.002424137,0.0004172441,0.000004852166,0.000012419411,0.021530308],"genre_scores_gemma":[0.9883193,0.0004294562,0.00026754822,0.006110872,0.0003911799,0.000011907516,0.000011658051,0.000009912562,0.004448162],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99775606,0.00045638726,0.00064354873,0.00018886893,0.00061158114,0.00034357485],"domain_scores_gemma":[0.9981231,0.00033762038,0.00092958705,0.00011284187,0.00030239538,0.00019447516],"candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0015567071,0.00014327191,0.00032428507,0.0004868619,0.0021045,0.000041849464,0.00030479985,0.00017076456,0.00008130397],"category_scores_gemma":[0.00034758556,0.00014928152,0.000043823482,0.0004841207,0.00008679317,0.00048531123,0.009474879,0.0007004341,0.000011882916],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007493165,0.00043185535,0.92313635,0.00019621859,0.000019262841,0.0000013638468,0.016667953,9.940476e-7,0.00013436306,0.001740696,0.0106372,0.046958834],"study_design_scores_gemma":[0.0010670763,0.00018292187,0.7340384,0.0012480785,0.0000854306,0.000026869695,0.22348285,0.000015417521,0.00004958064,0.03291326,0.0067114253,0.00017865397],"about_ca_topic_score_codex":0.0032730992,"about_ca_topic_score_gemma":0.006266249,"teacher_disagreement_score":0.2068149,"about_ca_system_score_codex":0.002748536,"about_ca_system_score_gemma":0.0015621482,"threshold_uncertainty_score":0.9991946},"labels":[],"label_agreement":null},{"id":"W4410812978","doi":"10.32920/29169686.v1","title":"The Invisibility of Black Nurses","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Invisibility; Physics; Optics","score_opus":0.07376333767101448,"score_gpt":0.5079844634442979,"score_spread":0.4342211257732834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410812978","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18008463,0.0016510317,0.00014400521,0.009209704,0.007235384,0.0042112805,0.00019548275,0.0002609083,0.79700756],"genre_scores_gemma":[0.60411185,0.0025002065,0.0016072957,0.0029499328,0.00049126626,0.00041493002,0.000066053886,0.000028782168,0.38782972],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99617314,0.0010755616,0.0013213468,0.00045437113,0.00034070984,0.0006348481],"domain_scores_gemma":[0.9941333,0.0028596257,0.00060441333,0.0017223374,0.0005692546,0.00011109457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015171375,0.00024887917,0.0005739483,0.0000560535,0.0006290107,0.000007977023,0.0008517457,0.0007349937,0.0006886292],"category_scores_gemma":[0.00095576985,0.0001524496,0.00015970714,0.00020061055,0.00033605323,0.000020663558,0.0017702432,0.0018419229,0.00023808467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002602983,0.00015369017,0.13957673,0.010243033,0.00013531643,0.0000011855035,0.007892631,0.00017138143,0.000003334225,0.113507405,0.7122245,0.015830508],"study_design_scores_gemma":[0.0006125819,0.00007244217,0.036416184,0.0076802555,0.00010354285,9.714739e-8,0.021366857,0.0012249342,0.00010506637,0.1346813,0.7973119,0.00042485018],"about_ca_topic_score_codex":0.0045403587,"about_ca_topic_score_gemma":0.003292042,"teacher_disagreement_score":0.4240272,"about_ca_system_score_codex":0.0003134678,"about_ca_system_score_gemma":0.0016803705,"threshold_uncertainty_score":0.8002341},"labels":[],"label_agreement":null},{"id":"W4410813751","doi":"10.32920/29169686","title":"The Invisibility of Black Nurses","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Invisibility; Physics; Optics","score_opus":0.07376333767101448,"score_gpt":0.5079844634442979,"score_spread":0.4342211257732834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410813751","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18008463,0.0016510317,0.00014400521,0.009209704,0.007235384,0.0042112805,0.00019548275,0.0002609083,0.79700756],"genre_scores_gemma":[0.60411185,0.0025002065,0.0016072957,0.0029499328,0.00049126626,0.00041493002,0.000066053886,0.000028782168,0.38782972],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99617314,0.0010755616,0.0013213468,0.00045437113,0.00034070984,0.0006348481],"domain_scores_gemma":[0.9941333,0.0028596257,0.00060441333,0.0017223374,0.0005692546,0.00011109457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015171375,0.00024887917,0.0005739483,0.0000560535,0.0006290107,0.000007977023,0.0008517457,0.0007349937,0.0006886292],"category_scores_gemma":[0.00095576985,0.0001524496,0.00015970714,0.00020061055,0.00033605323,0.000020663558,0.0017702432,0.0018419229,0.00023808467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002602983,0.00015369017,0.13957673,0.010243033,0.00013531643,0.0000011855035,0.007892631,0.00017138143,0.000003334225,0.113507405,0.7122245,0.015830508],"study_design_scores_gemma":[0.0006125819,0.00007244217,0.036416184,0.0076802555,0.00010354285,9.714739e-8,0.021366857,0.0012249342,0.00010506637,0.1346813,0.7973119,0.00042485018],"about_ca_topic_score_codex":0.0045403587,"about_ca_topic_score_gemma":0.003292042,"teacher_disagreement_score":0.4240272,"about_ca_system_score_codex":0.0003134678,"about_ca_system_score_gemma":0.0016803705,"threshold_uncertainty_score":0.8002341},"labels":[],"label_agreement":null},{"id":"W4410860133","doi":"10.17269/s41997-025-01040-6","title":"Correction: Unmasking population undercounts, health inequities, and health service access barriers across Indigenous populations in urban Ontario","year":2025,"lang":"en","type":"erratum","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Public Health Ontario; First Nations Health and Social Secretariat of Manitoba; University of Toronto; Aboriginal Affairs Northern Dev Canada; Inuit Tapiriit Kanatami; St. Michael's Hospital","funders":"","keywords":"Indigenous; Health equity; Health services; Population; Geography; Service (business); Population health; Political science; Environmental health; Economic growth; Medicine; Health care; Business; Economics; Law; Biology","score_opus":0.1702817398100113,"score_gpt":0.45984201631967125,"score_spread":0.28956027650966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410860133","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051495355,0.10523548,0.00097509625,0.48457223,0.3285449,0.01211054,0.0029666924,0.00029355663,0.013806115],"genre_scores_gemma":[0.3128739,0.016922852,0.0013912332,0.36571208,0.013817182,0.0003623568,0.013136731,0.0007347606,0.2750489],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9840206,0.0033630654,0.0058023455,0.00085033564,0.0010005995,0.004963087],"domain_scores_gemma":[0.9824727,0.00033771395,0.0063215094,0.00077708036,0.0013120241,0.008778927],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.014279282,0.000818402,0.0028932279,0.0027824016,0.0065999245,0.00043993513,0.0011905237,0.0014003508,0.0006286947],"category_scores_gemma":[0.0011434531,0.0009091705,0.00016742053,0.0030312042,0.00013023055,0.0012993681,0.00020781935,0.00857467,0.000011937385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000009159043,0.000017543438,0.36940354,0.002264741,0.000035446632,0.000017206496,0.05594411,0.000058093676,8.999504e-10,0.00041462958,0.5652203,0.006615252],"study_design_scores_gemma":[0.0007405428,0.0002542083,0.3678209,0.009077943,0.000009299588,0.000053191765,0.018519849,0.000058602902,1.6852811e-9,0.0003445851,0.60278136,0.0003395345],"about_ca_topic_score_codex":0.99048734,"about_ca_topic_score_gemma":0.9996837,"teacher_disagreement_score":0.31944197,"about_ca_system_score_codex":0.07315147,"about_ca_system_score_gemma":0.39259344,"threshold_uncertainty_score":0.99989605},"labels":[],"label_agreement":null},{"id":"W4410893282","doi":"10.1080/13625187.2025.2506554","title":"Investigating barriers to effective contraceptive use in Sub-Saharan Africa and addressing associated challenges","year":2025,"lang":"en","type":"article","venue":"The European Journal of Contraception & Reproductive Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Medicine; Population; Developing country; Environmental health; Economic growth","score_opus":0.06551148281083201,"score_gpt":0.38959673257135446,"score_spread":0.32408524976052244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410893282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87927693,0.07423088,0.00023296995,0.03584478,0.0014416443,0.004442279,0.000047720525,0.000086017644,0.0043967967],"genre_scores_gemma":[0.99247444,0.003280373,0.00030947322,0.003074204,0.00057994685,0.000058957092,0.000004898682,0.000050598534,0.00016712141],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9792778,0.017129647,0.0016617451,0.0005981016,0.00044090868,0.0008918232],"domain_scores_gemma":[0.99350595,0.001996514,0.0016378448,0.00047306862,0.0017503661,0.0006362399],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.012498046,0.00033047757,0.0008753197,0.00040735723,0.0014299992,0.000046929774,0.00030818078,0.000109733715,0.000017056422],"category_scores_gemma":[0.014337427,0.00025705498,0.00010028876,0.000720115,0.00026148942,0.00041926908,0.00015950225,0.0019000384,0.000022206339],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019115959,0.00013623154,0.026445294,0.0013121148,0.00032500058,0.000085495194,0.4782926,0.00076845393,0.0019656862,0.0011485219,0.03312749,0.4544815],"study_design_scores_gemma":[0.0036578516,0.00095768494,0.8161771,0.012379399,0.000074844844,0.000011494892,0.12659213,0.000021584394,0.00006679126,0.000371505,0.039379198,0.00031039835],"about_ca_topic_score_codex":0.00018237771,"about_ca_topic_score_gemma":0.00076650816,"teacher_disagreement_score":0.7897318,"about_ca_system_score_codex":0.0014379425,"about_ca_system_score_gemma":0.000832905,"threshold_uncertainty_score":0.99998814},"labels":[],"label_agreement":null},{"id":"W4410942321","doi":"10.1177/00084174251346555","title":"Supporting Students in Relation to Racism: Occupational Therapy Fieldwork Educator Perspectives","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Occupational Therapy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Racism; Occupational therapy; Indigenous; Health care; Psychology; Medical education; Sociology; Medicine; Gender studies; Political science","score_opus":0.13498861769730156,"score_gpt":0.5496283119147001,"score_spread":0.41463969421739855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410942321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867713,0.0027757098,0.0004371552,0.005448724,0.0015414121,0.0008447921,0.000029157622,0.000011571083,0.0021401846],"genre_scores_gemma":[0.9890955,0.00024653657,0.0010633242,0.007085077,0.0005297423,0.000053857104,0.000021358059,0.000018283197,0.0018862836],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99706167,0.00045008503,0.0011552739,0.00023622543,0.0004830958,0.00061363645],"domain_scores_gemma":[0.9972208,0.0006518256,0.00052275666,0.00020020978,0.0008816522,0.00052275264],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014963017,0.00018956723,0.00034326912,0.00096728164,0.0006159249,0.000038993232,0.0004437414,0.00021346958,0.0019144762],"category_scores_gemma":[0.0006055982,0.00017703488,0.00010387836,0.0008982569,0.000046495075,0.0002588185,0.000017134093,0.00067920523,0.000056987228],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085763505,0.00006670327,0.9572167,0.00001126747,0.000046801175,0.000012073086,0.009860512,0.0002914977,0.00001625877,0.0038276692,0.023011124,0.0047817654],"study_design_scores_gemma":[0.0014984629,0.0001349,0.92964065,0.0004905961,0.0000035851042,0.0000030019078,0.008195755,0.000013531799,0.000012024202,0.0019320896,0.05794356,0.00013182078],"about_ca_topic_score_codex":0.00545464,"about_ca_topic_score_gemma":0.014201605,"teacher_disagreement_score":0.034932435,"about_ca_system_score_codex":0.0012827776,"about_ca_system_score_gemma":0.009361683,"threshold_uncertainty_score":0.9989979},"labels":[],"label_agreement":null},{"id":"W4410947546","doi":"10.3138/jmvfh-2024-0023","title":"Instruments for measuring financial well-being among Veterans: A systematic review","year":2025,"lang":"en","type":"review","venue":"Journal of Military Veteran and Family Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Impact; University of Toronto; McMaster University","funders":"","keywords":"Psychology; Business","score_opus":0.07603474670869824,"score_gpt":0.4335212916880069,"score_spread":0.35748654497930865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410947546","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017865284,0.9847177,0.00010361326,0.00028258792,0.0026064178,0.011537559,0.000114913346,0.000037651847,0.00042090635],"genre_scores_gemma":[0.000034568526,0.98905665,0.0010275202,0.008273873,0.00058482785,0.0005434338,0.00004670762,0.0000728256,0.00035961333],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98653233,0.003815231,0.007179172,0.0005465226,0.000680173,0.00124658],"domain_scores_gemma":[0.99240124,0.0022407349,0.0034968527,0.00061708695,0.0004980253,0.0007460475],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007470113,0.00079984684,0.008399736,0.0006133462,0.0010873944,0.000009971528,0.00067093543,0.0005922644,0.000016154543],"category_scores_gemma":[0.0015196623,0.00059699663,0.0011591141,0.00052042154,0.00007704466,0.00027462962,0.00014504488,0.0021228509,0.000016788561],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055523793,0.00003867034,0.000030738425,0.87502676,0.00014947054,0.000016037264,0.00077400485,1.3371113e-7,1.1773449e-8,0.000033772445,0.0072854785,0.1165894],"study_design_scores_gemma":[0.00080346834,0.00054284616,0.000042678254,0.7542246,0.0012469306,0.000047927755,0.00039345393,0.0000048760744,2.7686862e-9,0.000095092786,0.24232788,0.00027024574],"about_ca_topic_score_codex":0.00040181848,"about_ca_topic_score_gemma":0.00009609461,"teacher_disagreement_score":0.23504241,"about_ca_system_score_codex":0.001174852,"about_ca_system_score_gemma":0.004279158,"threshold_uncertainty_score":0.99964815},"labels":[],"label_agreement":null},{"id":"W4410972385","doi":"10.1503/cmaj.250791","title":"New models of care needed to address Canada’s shortage of medical specialists","year":2025,"lang":"en","type":"editorial","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Data science; Computer science; Medicine; World Wide Web","score_opus":0.017810297719854557,"score_gpt":0.38400595358392725,"score_spread":0.3661956558640727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410972385","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034333163,0.0016981073,0.00012863032,0.05877069,0.9026055,0.0009235052,0.0029667518,0.000023075652,0.03254044],"genre_scores_gemma":[0.001809415,0.0012471837,0.0002284222,0.014641033,0.96639425,0.000030389863,0.000598217,0.00007786139,0.0149732465],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9813841,0.0011779217,0.0029043343,0.00040762825,0.01256061,0.0015654078],"domain_scores_gemma":[0.9818481,0.0034333263,0.001669732,0.0004016361,0.0042354986,0.008411671],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003994211,0.00040961057,0.0016410733,0.0005576289,0.0005961298,0.000024246634,0.0017857057,0.005654819,0.014411585],"category_scores_gemma":[0.029858317,0.00041053508,0.00022791077,0.00070664624,0.00004645008,0.00008880317,0.00018463026,0.0070237406,0.00002612675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00004621743,0.000009320774,0.0006086697,0.00065760216,0.00014277388,0.00020735005,0.0023582806,0.00002018468,5.2257658e-8,0.0004843911,0.99000376,0.0054614083],"study_design_scores_gemma":[0.0010947454,0.00006365102,0.0001132983,0.0072855414,0.00008168967,0.0000022099964,0.006791264,0.00003090718,0.0000011535078,0.00010888756,0.98416793,0.00025871053],"about_ca_topic_score_codex":0.9874467,"about_ca_topic_score_gemma":0.99924403,"teacher_disagreement_score":0.40458885,"about_ca_system_score_codex":0.014884721,"about_ca_system_score_gemma":0.41947356,"threshold_uncertainty_score":0.99983466},"labels":[],"label_agreement":null},{"id":"W4411031730","doi":"10.1007/978-3-031-86286-1_2","title":"How to Read This Book: Key Features for Fostering Diversity and Well-Being in Perioperative and Critical Care Medicine","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Diversity (politics); Key (lock); Perioperative; Medicine; Psychology; Sociology; Computer science; Surgery; Anthropology; Computer security","score_opus":0.054535500206665956,"score_gpt":0.4089305268516087,"score_spread":0.3543950266449427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411031730","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032540568,0.007948377,0.00009270833,0.037817296,0.000596375,0.0027639326,0.00006066698,0.00007924548,0.950316],"genre_scores_gemma":[0.024469638,0.0017999545,0.0017415122,0.01150974,0.00039383222,0.00009922762,0.000046097062,0.000041247546,0.95989877],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980244,0.00009418482,0.00039158593,0.00066491147,0.00023932553,0.0005855873],"domain_scores_gemma":[0.997687,0.0012745884,0.0000760688,0.00025711744,0.00037011618,0.00033512508],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00028618425,0.000391392,0.00080413587,0.00027515614,0.0018841015,0.000022701446,0.00015326978,0.0006860814,0.00059275277],"category_scores_gemma":[0.00050123077,0.00032474042,0.000040243325,0.000044490564,0.00024030262,0.00012837794,0.0027937414,0.0008767374,0.0000068499553],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048672638,0.000006437826,0.0031280292,0.008749244,0.000041849256,0.000058559686,0.14160526,2.5833143e-7,0.0000036045606,0.759792,0.07351923,0.01260883],"study_design_scores_gemma":[0.0015085983,0.0006277004,0.00072569813,0.01675215,0.0001386403,0.0000044870003,0.04697625,0.0000146367875,0.0000047774906,0.006454712,0.92624503,0.0005473129],"about_ca_topic_score_codex":0.002190276,"about_ca_topic_score_gemma":0.0083159385,"teacher_disagreement_score":0.8527258,"about_ca_system_score_codex":0.0003652431,"about_ca_system_score_gemma":0.00012096698,"threshold_uncertainty_score":0.9999205},"labels":[],"label_agreement":null},{"id":"W4411033410","doi":"10.1111/ajr.70050","title":"Rural Health Pro—A Digital Platform Connecting Rural People, Organisations, and Communities","year":2025,"lang":"en","type":"article","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Medical Research Council; National Health and Medical Research Council; Charles Sturt University","keywords":"Workforce; Thematic analysis; Rural health; Workforce development; Health care; Professional development; Nursing; Rural area; Business; Isolation (microbiology); Public relations; Qualitative research; Medicine; Medical education; Sociology; Political science","score_opus":0.0609875026334268,"score_gpt":0.4267313848296683,"score_spread":0.36574388219624154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411033410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9133597,0.0024730896,0.00011653126,0.08013599,0.0016536866,0.0012920917,0.000114024966,0.000121318495,0.00073359336],"genre_scores_gemma":[0.9886103,0.0019276444,0.0007416432,0.0050595873,0.00040126935,0.000015223857,0.00009983948,0.000046821795,0.0030976676],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9940671,0.00076332054,0.0028235374,0.0001418144,0.0005521227,0.0016521601],"domain_scores_gemma":[0.99487174,0.0009747287,0.0022185498,0.0004124197,0.00055370363,0.0009688865],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002263986,0.0004316866,0.0012619101,0.00044364584,0.0031075834,0.00013289745,0.0005181648,0.00026224746,0.0003207748],"category_scores_gemma":[0.00023742454,0.00037379077,0.00015325061,0.0007337275,0.00017940174,0.0011109645,0.00021307038,0.0022147268,0.00004907785],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066309416,0.00024257942,0.67683476,0.0044945204,0.00021405457,0.000012332879,0.092110574,0.0000458073,0.000011508055,0.013471295,0.13079609,0.08110336],"study_design_scores_gemma":[0.0033541715,0.0016864982,0.121166095,0.011944178,0.000036101635,0.0003302347,0.8225703,0.000036604575,0.000008966268,0.0035721806,0.03487052,0.00042413388],"about_ca_topic_score_codex":0.00913351,"about_ca_topic_score_gemma":0.0038856065,"teacher_disagreement_score":0.73045975,"about_ca_system_score_codex":0.0015306267,"about_ca_system_score_gemma":0.003237282,"threshold_uncertainty_score":0.99987143},"labels":[],"label_agreement":null},{"id":"W4411045660","doi":"10.1177/27536386251348671","title":"Professionalization of Paramedicine in the United States of America: Unlocking the Future with the American College of Paramedics","year":2025,"lang":"en","type":"article","venue":"Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Health PEI; University of Prince Edward Island","funders":"","keywords":"Professionalization; Political science; Psychology; Medicine; Law","score_opus":0.021334896512515786,"score_gpt":0.4178039020232453,"score_spread":0.3964690055107295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411045660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8582715,0.0023461422,0.0012389249,0.13405834,0.000409315,0.0026610047,0.000083248844,0.00002773013,0.0009038371],"genre_scores_gemma":[0.9820485,0.0015182979,0.000253883,0.015362774,0.00018183705,0.00019555814,0.00012677698,0.000018125133,0.0002942219],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99547416,0.0016544171,0.001237329,0.00023525309,0.00089218357,0.00050666404],"domain_scores_gemma":[0.99136746,0.0056918403,0.0015426187,0.00075696537,0.00057555985,0.00006556512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019986592,0.00024073584,0.0008458313,0.0002568285,0.00035072787,0.0000013499958,0.000683977,0.00011330474,0.00005191657],"category_scores_gemma":[0.0005798306,0.000094265066,0.000048587324,0.0049681393,0.0019834808,0.00003375281,0.00009974624,0.0009795194,0.0000018664726],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033862412,0.0007098753,0.67848784,0.003580574,0.0003441358,0.000034555997,0.07427368,0.0047027753,0.000086953965,0.03511275,0.19052856,0.008752082],"study_design_scores_gemma":[0.0034778842,0.0013594276,0.17543368,0.009177946,0.00031505144,0.000007652601,0.60029215,0.00798615,0.000070896625,0.0021683478,0.19951075,0.0002000461],"about_ca_topic_score_codex":0.004627946,"about_ca_topic_score_gemma":0.00082730915,"teacher_disagreement_score":0.5260185,"about_ca_system_score_codex":0.00008528178,"about_ca_system_score_gemma":0.00054963294,"threshold_uncertainty_score":0.7308217},"labels":[],"label_agreement":null},{"id":"W4411111569","doi":"10.2196/70040","title":"Analyzing Disparity in Geographical Accessibility to Home Medical Care Using a Claims Database and Geographical Information System: Simulation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Aging","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Preprint; Database; Computer science; Geography; Information retrieval; Data science; World Wide Web","score_opus":0.03580726718499317,"score_gpt":0.46501449359790303,"score_spread":0.42920722641290987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411111569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98904383,0.00019139895,0.0063119126,0.0004456919,0.0003693374,0.003189072,0.000024652281,0.0001861263,0.00023798212],"genre_scores_gemma":[0.9987175,0.0000075964135,0.00036555302,0.00051249465,0.00008015161,0.00024296754,0.000059939583,0.00001019105,0.0000036080983],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99600583,0.0009670701,0.001238205,0.00048944197,0.0005976767,0.0007017567],"domain_scores_gemma":[0.99802595,0.0006258954,0.00019509793,0.00050591957,0.00025524598,0.00039187633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002194036,0.0002255476,0.00049489405,0.0008906814,0.0010312677,0.00006665358,0.00027152273,0.0003136328,0.000033935394],"category_scores_gemma":[0.00042802145,0.0002098884,0.000050840154,0.0022099786,0.00007334738,0.0007355379,0.0006723411,0.0010786798,0.000007333285],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112948146,0.00007692091,0.9892019,0.0020258431,0.000012132213,0.000007131853,0.0048621865,0.0010407154,0.0000011161382,0.00030844138,0.000021786058,0.0023288883],"study_design_scores_gemma":[0.0012684426,0.000035837482,0.88279957,0.0033421016,0.000032914126,6.1339904e-7,0.027081087,0.08501171,3.100307e-7,0.000041444735,0.00021685481,0.00016909468],"about_ca_topic_score_codex":0.004046068,"about_ca_topic_score_gemma":0.0033472884,"teacher_disagreement_score":0.10640231,"about_ca_system_score_codex":0.0005188948,"about_ca_system_score_gemma":0.00028967258,"threshold_uncertainty_score":0.85590005},"labels":[],"label_agreement":null},{"id":"W4411137925","doi":"10.63315/jrcd.v20i2.2489","title":"Association Between Mental Healthcare Shortages and Impact On Essential Community Resources","year":2025,"lang":"en","type":"article","venue":"Journal of rural and community development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Association (psychology); Mental health; Health care; Mental healthcare; Mental health care; Business; Psychology; Political science; Economics; Economic growth; Psychiatry","score_opus":0.03951650768481225,"score_gpt":0.42432046831472525,"score_spread":0.384803960629913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411137925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9907376,0.00080069853,0.000005849847,0.0068732505,0.00029962533,0.00028511276,0.000019766072,0.0000216359,0.0009564368],"genre_scores_gemma":[0.99722517,0.00066550425,0.00017736618,0.0009476541,0.00008982993,0.0000059615645,0.000027127371,0.00000821364,0.0008531707],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99395955,0.0043653217,0.00087269174,0.00005010275,0.0003574366,0.00039487696],"domain_scores_gemma":[0.9967566,0.0018875141,0.0006445616,0.0001939412,0.0002830272,0.00023434625],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003875028,0.00019020178,0.0004949217,0.0001858359,0.0044621616,0.00003541626,0.0002868354,0.00020310903,0.00003593928],"category_scores_gemma":[0.00020154406,0.00014060378,0.000057500332,0.00018931049,0.000057019064,0.00013696287,0.0003688811,0.0034626282,0.00000428368],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026238136,0.0001356099,0.9147456,0.00032908682,0.00026688288,0.0000011406734,0.04477635,0.0000012535658,0.000018911664,0.000057570593,0.005613994,0.03379121],"study_design_scores_gemma":[0.0008042048,0.000400224,0.9053728,0.0020954327,0.000042710744,0.0000033551964,0.078703925,0.0000017475436,0.000058965743,0.0006190521,0.011786218,0.00011137868],"about_ca_topic_score_codex":0.0035451662,"about_ca_topic_score_gemma":0.001404176,"teacher_disagreement_score":0.03392758,"about_ca_system_score_codex":0.0009792114,"about_ca_system_score_gemma":0.0003408491,"threshold_uncertainty_score":0.9988364},"labels":[],"label_agreement":null},{"id":"W4411169572","doi":"10.15453/3067-3674.1128","title":"It takes a village to raise a grandchild: Developing communities of support for grand-families on PEI, Canada","year":2024,"lang":"en","type":"article","venue":"GrandFamilies The Contemporary Journal of Research Practice and Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Grandchild; Grandparent; Geography; Genealogy; Psychology; History; Developmental psychology","score_opus":0.17909454144372583,"score_gpt":0.5207359839739866,"score_spread":0.34164144253026074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411169572","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30115795,0.026888696,0.00034083228,0.5507206,0.0018749294,0.0057181944,0.0007196725,0.00007317648,0.112506],"genre_scores_gemma":[0.9727996,0.009360668,0.0005183629,0.013520943,0.0007875115,0.00013816447,0.00001585547,0.000047751662,0.002811114],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9936654,0.0027981303,0.0013250228,0.00019269747,0.0011748257,0.0008439154],"domain_scores_gemma":[0.9720902,0.024870452,0.00046251644,0.00041719398,0.0017872943,0.00037236453],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009973318,0.00026185272,0.00068150705,0.00084507384,0.0018328801,0.00009109181,0.00067249266,0.00014022035,0.000031581352],"category_scores_gemma":[0.0055663376,0.00016654441,0.00013791391,0.0010143563,0.0004157448,0.00058271544,0.00017954221,0.0016689781,0.000008959197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0107167,0.00009816426,0.0022499193,0.0043233903,0.0005026614,0.00019185863,0.15247533,0.000022949982,0.00007699338,0.031964567,0.7878397,0.009537742],"study_design_scores_gemma":[0.0012911143,0.0010975326,0.00041639103,0.003669115,0.000031938744,0.00007667225,0.1568527,0.000013045842,0.000053102274,0.0012466273,0.8351164,0.00013533808],"about_ca_topic_score_codex":0.24091509,"about_ca_topic_score_gemma":0.14317665,"teacher_disagreement_score":0.6716417,"about_ca_system_score_codex":0.00032934046,"about_ca_system_score_gemma":0.011144781,"threshold_uncertainty_score":0.9994666},"labels":[],"label_agreement":null},{"id":"W4411176946","doi":"10.1007/s12134-025-01277-7","title":"Exploring the Experiences of International Medical Graduates in the Canadian Healthcare System","year":2025,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Health care; Healthcare system; Medical education; Political science; Medicine","score_opus":0.07373583649501984,"score_gpt":0.4181202121986277,"score_spread":0.34438437570360786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411176946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8099395,0.0005241924,0.014888255,0.14785019,0.0044655255,0.0007895714,0.000036807123,0.000038723476,0.021467227],"genre_scores_gemma":[0.98822474,0.0028467833,0.0011584575,0.005687851,0.0005889633,0.00044373586,0.0001250675,0.000016962225,0.0009074603],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99412745,0.002059172,0.0020899433,0.00027507773,0.0011150893,0.00033328304],"domain_scores_gemma":[0.9936126,0.0024697774,0.0012044878,0.00024203697,0.0022986757,0.00017245128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006531609,0.0002683583,0.00036981853,0.0011472885,0.00047966585,0.00024146565,0.0010821994,0.00026135458,0.00022290662],"category_scores_gemma":[0.0043208725,0.00018102964,0.00017111556,0.000672027,0.00023097382,0.0011276559,0.000060850856,0.0014064787,0.0000076097886],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035806542,0.00020987575,0.10176815,0.000119700664,0.00014370457,0.000028195383,0.13706098,0.00051456917,0.00053330883,0.73903155,0.013718384,0.0065135197],"study_design_scores_gemma":[0.002780054,0.00047682028,0.25428045,0.009019066,0.00008086395,0.000583366,0.4365731,0.08197669,0.0018383189,0.006641662,0.20524651,0.00050313084],"about_ca_topic_score_codex":0.04897224,"about_ca_topic_score_gemma":0.4691854,"teacher_disagreement_score":0.73238987,"about_ca_system_score_codex":0.0018340432,"about_ca_system_score_gemma":0.0020057226,"threshold_uncertainty_score":0.95736074},"labels":[],"label_agreement":null},{"id":"W4411183060","doi":"10.1503/cjs.003423","title":"Rural surgical and obstetric facility-level outcomes for index procedures: a retrospective cohort study (2016–2021)","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Spinal Cord Injury BC","funders":"","keywords":"Medicine; Retrospective cohort study; Obstetrics; Emergency medicine; Medical emergency; Surgery","score_opus":0.05818822634022462,"score_gpt":0.38461377886960196,"score_spread":0.3264255525293773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411183060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890198,0.0028791002,0.000043362008,0.002223212,0.0028980589,0.0018211019,0.00023941418,0.000013904228,0.00086201145],"genre_scores_gemma":[0.99341094,0.00017096299,0.000031941818,0.00044124245,0.00018571924,0.0000988722,0.000009263444,0.000015956277,0.0056350967],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99667317,0.000412433,0.0013570294,0.000267094,0.0003350573,0.00095520477],"domain_scores_gemma":[0.99349695,0.003646619,0.00051379215,0.0002595108,0.0010500185,0.0010330759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002644988,0.00024613115,0.001112009,0.0010021941,0.00092471077,0.000036547463,0.00020585892,0.00025919938,0.00026876968],"category_scores_gemma":[0.0057492414,0.0002034723,0.00019985798,0.0008094901,0.00012304862,0.00019257968,0.00003532148,0.00079922,0.000011161202],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011123243,0.00004052303,0.9611019,0.00021835686,0.0001510221,0.00013327152,0.0009538699,0.0000015940893,1.2852598e-7,0.00017858409,0.035526562,0.0015829947],"study_design_scores_gemma":[0.0010664985,0.00007086773,0.95967704,0.0007638084,0.00006285547,0.000018227958,0.010133786,0.0000050566414,2.7254197e-7,0.00053107174,0.027512778,0.00015775506],"about_ca_topic_score_codex":0.012602046,"about_ca_topic_score_gemma":0.04627735,"teacher_disagreement_score":0.033675306,"about_ca_system_score_codex":0.0013379446,"about_ca_system_score_gemma":0.010745782,"threshold_uncertainty_score":0.9948624},"labels":[],"label_agreement":null},{"id":"W4411183104","doi":"10.1111/ajr.70061","title":"Taking a Strengths‐Based Approach to Mental Health in Rural Communities: What Is the Evidence for Harnessing Strengths?","year":2025,"lang":"en","type":"review","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Westpac Scholars Trust; University of Queensland","keywords":"Mental health; Strengths and weaknesses; Psychology; Medicine; Data science; Psychiatry; Computer science; Social psychology","score_opus":0.24903362357440137,"score_gpt":0.5507061848419164,"score_spread":0.30167256126751496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411183104","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00022299752,0.9307868,0.00017241453,0.05594906,0.0031315994,0.009115139,0.0005027315,0.000050770268,0.00006850517],"genre_scores_gemma":[0.0010931728,0.9793362,0.003264131,0.013331207,0.00077640865,0.0004473989,0.00030552244,0.000119143515,0.0013268347],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98217654,0.007133113,0.0064258375,0.00037816548,0.0009877586,0.0028985825],"domain_scores_gemma":[0.9805099,0.008411661,0.008154549,0.0011559231,0.0005229342,0.0012450741],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008833159,0.0011169396,0.004997511,0.0010867614,0.002899598,0.00025734372,0.0023344506,0.00067654805,0.00018399433],"category_scores_gemma":[0.0007201829,0.0007842394,0.0010417615,0.0019219619,0.00019628539,0.0010231994,0.0003063449,0.00495647,0.000025658834],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00019478436,0.00015245049,0.00012840114,0.07189115,0.00008354468,0.0000019009509,0.016905656,0.000038785496,1.2934299e-8,0.00018455641,0.05940075,0.851018],"study_design_scores_gemma":[0.0008279547,0.0005575317,0.000036017344,0.41487023,0.000089091336,0.000029342878,0.1125404,0.00003107511,5.9112903e-8,0.00003714023,0.47065338,0.0003277692],"about_ca_topic_score_codex":0.006846968,"about_ca_topic_score_gemma":0.0015767398,"teacher_disagreement_score":0.85069025,"about_ca_system_score_codex":0.005953958,"about_ca_system_score_gemma":0.015664479,"threshold_uncertainty_score":0.9997665},"labels":[],"label_agreement":null},{"id":"W4411204577","doi":"10.5744/rhm.2025.2505","title":"Deficit, Exploitation, Beauty, Opportunity","year":2025,"lang":"en","type":"article","venue":"Rhetoric of Health & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Parks and Wilderness Society","funders":"","keywords":"Beauty; Aesthetics; Art","score_opus":0.09870502268467186,"score_gpt":0.4790804333037242,"score_spread":0.38037541061905233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411204577","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24350421,0.05767386,0.0075713703,0.29702145,0.022256974,0.0068416405,0.000065109714,0.00093944184,0.36412594],"genre_scores_gemma":[0.9559673,0.0036189354,0.0009250863,0.02265376,0.0007285576,0.00020978047,0.00010458434,0.00004003143,0.015751956],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99423,0.0011418952,0.0024621936,0.0003971787,0.00062945444,0.001139279],"domain_scores_gemma":[0.9954821,0.0014825037,0.0010644334,0.0006868015,0.00065510324,0.0006290746],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0044952673,0.0002617699,0.0010961988,0.00041179918,0.0009693748,0.0000015420712,0.00035045436,0.00024607746,0.001428804],"category_scores_gemma":[0.0024883414,0.00021684974,0.00006066644,0.0013285473,0.00018758378,0.000100573365,0.00008921658,0.0007398857,0.00009449952],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001335558,0.00019177029,0.10096297,0.0064119436,0.0000481155,0.0000047808285,0.010665692,0.000008345537,0.000029933128,0.11407376,0.7265763,0.04089283],"study_design_scores_gemma":[0.0032199959,0.00069301133,0.06999428,0.008735036,0.000056448527,0.0000020641971,0.023581758,0.000071452894,0.000009259071,0.008121536,0.8852823,0.00023286014],"about_ca_topic_score_codex":0.0057866597,"about_ca_topic_score_gemma":0.00038440578,"teacher_disagreement_score":0.7124631,"about_ca_system_score_codex":0.00094685564,"about_ca_system_score_gemma":0.0039747558,"threshold_uncertainty_score":0.999484},"labels":[],"label_agreement":null},{"id":"W4411213302","doi":"10.1007/s10488-025-01456-9","title":"Patterns and Disparities in Met Needs in Community Mental Health Services: Exploring the Utility of the Ontario Modified Met Needs Index","year":2025,"lang":"en","type":"article","venue":"Administration and Policy in Mental Health and Mental Health Services Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre for Addiction and Mental Health; Canadian Mental Health Association; University of Toronto","funders":"","keywords":"Index (typography); Mental health; Gerontology; Psychology; Medicine; Computer science; Psychiatry; World Wide Web","score_opus":0.13084727800341026,"score_gpt":0.505132082528858,"score_spread":0.37428480452544777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411213302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9420981,0.0029812092,6.996508e-7,0.04846724,0.00033009847,0.0048083067,0.0004404131,0.000021993179,0.0008519556],"genre_scores_gemma":[0.96721447,0.012031537,0.00002754775,0.019526908,0.00004886045,0.00042065638,0.00035144005,0.00002069959,0.00035788483],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9890684,0.005974689,0.0019989095,0.0004265579,0.0007686036,0.0017628456],"domain_scores_gemma":[0.9974244,0.00066372944,0.00047512146,0.00057700666,0.000072171475,0.000787521],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0071686455,0.00037206928,0.000828514,0.0009776234,0.0035605307,0.000069279304,0.0005383227,0.0002099854,0.00003097663],"category_scores_gemma":[0.00001590838,0.00028928398,0.00004464694,0.0019450537,0.00033381148,0.0004282497,0.00084442913,0.002536938,0.0000014012601],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093469827,0.0003415263,0.7098769,0.012759005,0.000009757535,4.128274e-7,0.26670346,9.615216e-7,0.0000020836612,0.00276704,0.000138925,0.006465235],"study_design_scores_gemma":[0.0024639356,0.0008580145,0.58614594,0.0060443296,0.0000012930624,0.0000048119487,0.3982702,0.0006032988,0.000010236853,0.0006558092,0.0048165414,0.00012560924],"about_ca_topic_score_codex":0.8551695,"about_ca_topic_score_gemma":0.9283743,"teacher_disagreement_score":0.13156672,"about_ca_system_score_codex":0.0022375379,"about_ca_system_score_gemma":0.00399229,"threshold_uncertainty_score":0.99995595},"labels":[],"label_agreement":null},{"id":"W4411260837","doi":"10.1016/j.hlpt.2025.101057","title":"Integrating internationally educated nurses into the nursing faculty workforce: a new policy for nursing regulators","year":2025,"lang":"en","type":"article","venue":"Health Policy and Technology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Université de Montréal; Alberta Hospital Edmonton; Université de Saint-Boniface; Canadian Respiratory Research Network","funders":"","keywords":"Workforce; Nursing; Medicine; Political science","score_opus":0.04994801365275794,"score_gpt":0.5342494424740027,"score_spread":0.48430142882124483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411260837","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07590795,0.0047560376,0.0029238411,0.8917167,0.0017267137,0.003415367,0.000034425026,0.0007742854,0.01874465],"genre_scores_gemma":[0.89377224,0.0009242467,0.0143941175,0.039507087,0.002616636,0.00083035626,0.00013455124,0.00009896039,0.047721777],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99636555,0.00029671934,0.0011113476,0.0005479405,0.00019419006,0.0014842422],"domain_scores_gemma":[0.9974046,0.00085976545,0.00055691344,0.0005252536,0.00034770614,0.00030581385],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00060121954,0.0003438725,0.0005774175,0.0013426616,0.00298533,0.00003210592,0.00052742445,0.0006438556,0.000016437003],"category_scores_gemma":[0.002764489,0.00026693734,0.000073587325,0.0028239232,0.00061895594,0.00011466969,0.000119211,0.0011041849,0.00001942539],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051090923,0.000039673996,0.0013337274,0.00015732743,0.000016395234,1.6929118e-7,0.010097671,0.000001453085,0.000014590819,0.60170007,0.050833937,0.33575392],"study_design_scores_gemma":[0.0012408019,0.00021406323,0.002068881,0.009266923,0.000023187817,0.000012562178,0.027553432,0.00041856247,0.00004797514,0.45129246,0.5076311,0.00023007006],"about_ca_topic_score_codex":0.014939579,"about_ca_topic_score_gemma":0.0016661154,"teacher_disagreement_score":0.8522096,"about_ca_system_score_codex":0.0025465416,"about_ca_system_score_gemma":0.008576178,"threshold_uncertainty_score":0.9999783},"labels":[],"label_agreement":null},{"id":"W4411293776","doi":"10.12927/cjnl.2025.27608","title":"Developing a Practice Standard to Address Indigenous-Specific Racism in Healthcare: A Case Study","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Racism; Health care; Nursing; Sociology; Nursing research; Psychology; Political science; Medicine; Gender studies; Law","score_opus":0.35963334705398203,"score_gpt":0.5222957054098197,"score_spread":0.1626623583558377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411293776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72018,0.0060307193,0.004109304,0.24589856,0.004590245,0.011351462,0.000025096786,0.0005351016,0.0072795018],"genre_scores_gemma":[0.9738698,0.000044708006,0.004975055,0.019081121,0.00024780745,0.00050172384,0.000007790699,0.000058231937,0.0012137386],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9923946,0.00291375,0.0012645436,0.0008275102,0.00060742145,0.0019921486],"domain_scores_gemma":[0.99606776,0.0019746837,0.00029514486,0.00072847446,0.00053873943,0.00039516957],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0033274957,0.0003675279,0.0006881709,0.00075337087,0.0017107101,0.0000556689,0.00038199712,0.0004210964,0.000038974766],"category_scores_gemma":[0.0010530583,0.00039664473,0.000050342034,0.0024482205,0.00008709699,0.00028703146,0.0000871335,0.001932618,0.00020234294],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032438457,0.00096387416,0.06714965,0.0016506996,0.00006292593,0.0060196333,0.7702226,0.000062552455,0.0000070743586,0.011172759,0.020783933,0.11866044],"study_design_scores_gemma":[0.0026220058,0.00052817643,0.008670273,0.009721668,0.00003446748,0.00017926759,0.8970009,0.0000066542166,0.0000106983725,0.0010369462,0.07975319,0.0004357693],"about_ca_topic_score_codex":0.00702374,"about_ca_topic_score_gemma":0.009414496,"teacher_disagreement_score":0.25368983,"about_ca_system_score_codex":0.0055953716,"about_ca_system_score_gemma":0.0023669514,"threshold_uncertainty_score":0.99984854},"labels":[],"label_agreement":null},{"id":"W4411326362","doi":"10.4103/jssrp.jssrp_4_25","title":"Health Workforce Dynamics: A Life Cycle Approach","year":2025,"lang":"en","type":"article","venue":"Journal of Surgical Specialties and Rural Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Saskatchewan","funders":"","keywords":"Workforce; Dynamics (music); Psychology; Economics; Economic growth; Pedagogy","score_opus":0.025598964642193234,"score_gpt":0.4147316512425369,"score_spread":0.38913268660034367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411326362","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.078685194,0.04169756,0.0018949953,0.33351222,0.0052333353,0.0013324216,0.000022631299,0.00009990243,0.5375218],"genre_scores_gemma":[0.8186246,0.09839411,0.012354671,0.029386131,0.008505212,0.00003096782,0.000022166236,0.00007190467,0.032610197],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958524,0.0011732881,0.0015804946,0.00018373392,0.00049296574,0.0007171063],"domain_scores_gemma":[0.99452084,0.0026902156,0.001485137,0.00019291794,0.00052693376,0.0005839472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002667862,0.00021507389,0.0008299981,0.00016559534,0.0011163425,0.000057571,0.00024658954,0.00024619934,0.00023584263],"category_scores_gemma":[0.0011315575,0.00015573131,0.00014222757,0.0004872268,0.0001489909,0.0006936181,0.00017584644,0.0016397497,0.000026542828],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008072706,0.00086891634,0.016742747,0.0016512166,0.0003653326,0.00018528335,0.0050837137,0.00046181053,9.513097e-7,0.54258823,0.22084682,0.20313224],"study_design_scores_gemma":[0.0021563638,0.0002683873,0.0031618874,0.0011085011,0.000057850175,0.00014428774,0.048983034,0.0008798391,1.268884e-7,0.0023528684,0.94073355,0.00015332479],"about_ca_topic_score_codex":0.0008697619,"about_ca_topic_score_gemma":0.0000870443,"teacher_disagreement_score":0.73993945,"about_ca_system_score_codex":0.00054312294,"about_ca_system_score_gemma":0.0009357517,"threshold_uncertainty_score":0.85861164},"labels":[],"label_agreement":null},{"id":"W4411389741","doi":"10.1111/jan.70006","title":"‘When I Migrated, I Faced Challenges but Gained Much More…’ Challenges and Support Needs of Internationally Educated Nurses—A Qualitative Study","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Checklist; Nursing; Qualitative research; Health care; Content analysis; Psychology; Professional development; Qualitative property; Language barrier; Medicine; Medical education; Political science; Sociology","score_opus":0.07197639536032012,"score_gpt":0.503657516708224,"score_spread":0.4316811213479039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411389741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9378345,0.023875412,0.00009880113,0.026359094,0.0026503361,0.0010812602,0.000014453298,0.00004387832,0.008042237],"genre_scores_gemma":[0.98954225,0.0051763863,0.0021836727,0.000256335,0.0001889486,0.000027169708,0.0000060236075,0.00003227063,0.002586929],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9959277,0.0010557248,0.0016724516,0.00024846257,0.000549989,0.0005456637],"domain_scores_gemma":[0.99513406,0.0012354072,0.0014993832,0.00026918823,0.0016264571,0.0002355265],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001554615,0.00029757494,0.0009068634,0.0007916002,0.00027662804,0.000009194387,0.00033635466,0.00019128674,0.00004983534],"category_scores_gemma":[0.00068349036,0.00026192085,0.000101954036,0.00034721714,0.00018455289,0.0003874208,0.000059404538,0.000812704,0.000004333295],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016484803,0.0011496547,0.00063063554,0.00055952696,0.00031107923,0.000017230337,0.8686016,0.000046355948,0.000952189,0.004965201,0.0016693485,0.1194487],"study_design_scores_gemma":[0.0032000532,0.0013279472,0.010707127,0.0055945828,0.00013483381,0.00001565933,0.9670559,0.000020491027,0.0002480093,0.008309584,0.0032020337,0.00018378231],"about_ca_topic_score_codex":0.000044088898,"about_ca_topic_score_gemma":0.00007778955,"teacher_disagreement_score":0.119264916,"about_ca_system_score_codex":0.0005032758,"about_ca_system_score_gemma":0.0006732056,"threshold_uncertainty_score":0.9999833},"labels":[],"label_agreement":null},{"id":"W4411412356","doi":"10.36834/cmej.80147","title":"Fostering advocacy of physician health and accessibility from training into practice","year":2025,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Professional Engineers Ontario; Ottawa Hospital","funders":"","keywords":"Training (meteorology); Medical education; Medicine; Geography","score_opus":0.07117799883594599,"score_gpt":0.4916429425910164,"score_spread":0.4204649437550704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411412356","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001608592,0.005491049,0.00004273614,0.97265303,0.0063138907,0.0005992064,0.0000480771,0.000019976953,0.013223428],"genre_scores_gemma":[0.003374305,0.0010048801,0.0022421519,0.9819237,0.01020692,0.00004612392,0.00026352162,0.00003462961,0.0009037804],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408466,0.0019771594,0.0015852454,0.0004453586,0.0008999959,0.0010075705],"domain_scores_gemma":[0.98878694,0.001689166,0.0014269577,0.00042613255,0.00077782315,0.0068929866],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022256996,0.00028728822,0.0007857997,0.00042082753,0.0011796006,0.000045260764,0.00058572704,0.0011960276,0.0045617246],"category_scores_gemma":[0.028071992,0.0002806386,0.00008183318,0.00035086847,0.0001780694,0.0002813341,0.00016163479,0.007835173,0.000022074411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001107011,0.000015128762,0.00019059282,0.000727565,0.000030627958,0.000024630754,0.016809108,6.0394534e-8,6.84476e-8,0.000028469858,0.72012097,0.26204172],"study_design_scores_gemma":[0.00031663227,0.000051550658,0.0003332996,0.009900235,0.00003613774,0.000022693472,0.039597772,0.000013643012,1.0061042e-7,0.0031064155,0.9464581,0.00016338985],"about_ca_topic_score_codex":0.22518569,"about_ca_topic_score_gemma":0.05159393,"teacher_disagreement_score":0.34844005,"about_ca_system_score_codex":0.0024418894,"about_ca_system_score_gemma":0.35088193,"threshold_uncertainty_score":0.9999646},"labels":[],"label_agreement":null},{"id":"W4411530593","doi":"10.5116/ijme.6836.cbfc","title":"Phenomenological study of international medical graduates and the supervisory relationship in Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Psychology; Medical education; Applied psychology; Medicine; Clinical psychology","score_opus":0.059552052443596244,"score_gpt":0.46502430086505353,"score_spread":0.4054722484214573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411530593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84680456,0.0010068095,0.000052964537,0.14375487,0.0054062065,0.00028742268,0.0000020758691,0.0000038349367,0.002681239],"genre_scores_gemma":[0.99388885,0.00082819746,0.000062875486,0.0045411168,0.00040909843,0.000035058267,0.0000070183023,0.0000046728724,0.00022312258],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99508333,0.0008617314,0.0014684028,0.00013252116,0.0022791575,0.00017486047],"domain_scores_gemma":[0.9955906,0.0027894392,0.00051677483,0.000117002426,0.00079949637,0.00018663637],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032625848,0.00009642887,0.00029818708,0.00027441586,0.00010081095,0.000009694556,0.0009928825,0.00015371031,0.0010644251],"category_scores_gemma":[0.011885504,0.00006282076,0.000035786627,0.00024005026,0.00015654384,0.000108891305,0.00020648766,0.0011022892,0.0000026107973],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000456944,0.0006265448,0.9242515,0.000033550306,0.00010570471,0.000019788062,0.0052504377,0.000017048225,3.6239194e-7,0.038041685,0.009894073,0.02130235],"study_design_scores_gemma":[0.008904357,0.000098713426,0.8333579,0.0022509599,0.00003822434,0.00003922274,0.120654665,0.00148945,0.0000011310951,0.015177594,0.01788618,0.00010161445],"about_ca_topic_score_codex":0.3696732,"about_ca_topic_score_gemma":0.48685938,"teacher_disagreement_score":0.14708427,"about_ca_system_score_codex":0.0008439811,"about_ca_system_score_gemma":0.012906979,"threshold_uncertainty_score":0.9998487},"labels":[],"label_agreement":null},{"id":"W4411627233","doi":"10.1097/acm.0000000000006132","title":"Core Competencies for Students Entering Medical School: Reaching Pan-Canadian Consensus for Inclusive and Accessible Medical Education","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ableism; Inclusion (mineral); Medicine; Medical education; Legislation; Core competency; Workforce; Diversity (politics); Public relations; Psychology; Political science; Management","score_opus":0.10554395940979684,"score_gpt":0.5586708381833194,"score_spread":0.4531268787735226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411627233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7640669,0.009616647,0.0010573794,0.20725033,0.0052576116,0.0050632716,0.00004529044,0.00015621069,0.0074863755],"genre_scores_gemma":[0.9086397,0.0025503992,0.00069961936,0.07970624,0.0018937252,0.001032734,0.00014991175,0.000036287376,0.0052913628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99627024,0.00024712388,0.0011989247,0.0004749553,0.00087967335,0.0009290855],"domain_scores_gemma":[0.993761,0.0034597977,0.00030209296,0.00026021744,0.00037358774,0.001843311],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0039378973,0.000246742,0.00061968976,0.00036608172,0.0013430967,0.0000071250743,0.0007379157,0.000924069,0.00062312355],"category_scores_gemma":[0.028750412,0.00020109261,0.00003521452,0.0003036951,0.00032227155,0.00008009764,0.00037789517,0.001683255,0.000013181965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028982147,0.000025158624,0.442991,0.0027162633,0.00010024048,0.000008706114,0.009257102,3.1012002e-7,0.000080710444,0.033532098,0.4810651,0.029933516],"study_design_scores_gemma":[0.008166413,0.00031564527,0.038793217,0.03438841,0.00020723366,0.000029233555,0.04961079,0.0018671448,0.000010708555,0.024188062,0.84203154,0.00039162088],"about_ca_topic_score_codex":0.027853945,"about_ca_topic_score_gemma":0.026800895,"teacher_disagreement_score":0.40419775,"about_ca_system_score_codex":0.00073746283,"about_ca_system_score_gemma":0.008778661,"threshold_uncertainty_score":0.999957},"labels":[],"label_agreement":null},{"id":"W4411631625","doi":"10.62694/efh.2025.299","title":"Analysis of medical student regional profile data to advance social accountability","year":2025,"lang":"en","type":"article","venue":"Education for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut du Savoir Montfort; Bruyère; Neighbourhood Pharmacy Association of Canada; University of Ottawa","funders":"University of Ottawa","keywords":"Accountability; Social accounting; Medical education; Political science; Psychology; Sociology; Medicine; Business; Accounting; Law","score_opus":0.14093811690420094,"score_gpt":0.6292849152171426,"score_spread":0.48834679831294164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411631625","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37366295,0.0023991328,0.0073425155,0.59259313,0.006470291,0.009841188,0.0017354852,0.00019070877,0.005764558],"genre_scores_gemma":[0.8822076,0.00037203118,0.009365605,0.09192255,0.0012058155,0.0023562908,0.0048142513,0.000034225057,0.0077216607],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967086,0.00043390892,0.001112409,0.0005125933,0.0007161238,0.00051641214],"domain_scores_gemma":[0.99713135,0.0007035353,0.00043257218,0.0008625049,0.00054999173,0.00032006807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035302127,0.00012056332,0.00053456944,0.0003135952,0.00081004173,0.000005773518,0.0008599313,0.00017684358,0.000798201],"category_scores_gemma":[0.0008280666,0.00011741608,0.0000724025,0.0017271892,0.000055558234,0.000108012944,0.00029972423,0.0002995654,0.000032178374],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015991366,0.00079611095,0.14538494,0.0016866883,0.00016469575,2.2546326e-8,0.009392575,0.00000777573,9.0562384e-7,0.03417821,0.76589984,0.04232834],"study_design_scores_gemma":[0.0003397793,0.000054667475,0.3293213,0.00043278615,0.000098364915,4.5207486e-8,0.015324033,0.0003830041,5.6902655e-7,0.00042800256,0.6535329,0.0000845058],"about_ca_topic_score_codex":0.0029262998,"about_ca_topic_score_gemma":0.0056306943,"teacher_disagreement_score":0.5085446,"about_ca_system_score_codex":0.0009060422,"about_ca_system_score_gemma":0.011502546,"threshold_uncertainty_score":0.99410135},"labels":[],"label_agreement":null},{"id":"W4411666756","doi":"10.1177/23821205251348015","title":"Challenges and Facilitators for Physicians and Medical Schools to Promote Social Accountability in Rural Communities: A Scoping Review and Thematic Analysis","year":2025,"lang":"en","type":"review","venue":"Journal of Medical Education and Curricular Development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Algoma University; NOSM University; McMaster University; University of Ottawa; Western University","funders":"","keywords":"Accountability; CINAHL; Social accounting; Thematic analysis; Medical education; Public relations; MEDLINE; Psychological intervention; Inclusion (mineral); Medicine; Political science; Qualitative research; Psychology; Nursing; Sociology; Business; Social science; Social psychology","score_opus":0.09236884799750046,"score_gpt":0.5311255745405684,"score_spread":0.43875672654306797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411666756","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042543598,0.9849142,0.000055367556,0.007877764,0.0001905047,0.002664385,0.000005439617,0.0000064523524,0.00003152825],"genre_scores_gemma":[0.00014183331,0.99624175,0.000855771,0.0020392467,0.00010133653,0.0005651566,0.000020232765,0.000009693736,0.000024955896],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99576634,0.0009945887,0.0019015368,0.0002000562,0.0008071696,0.00033031838],"domain_scores_gemma":[0.99746525,0.0008447777,0.0007228815,0.00013342415,0.0002865853,0.00054707075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005899737,0.0002814206,0.0023237532,0.0003598814,0.0003742424,0.00002140152,0.0002386974,0.00041498392,0.000089836816],"category_scores_gemma":[0.0026331681,0.000199192,0.00011990741,0.0004621188,0.000092055714,0.00008644197,0.00022215424,0.0010414646,0.0000010008982],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003510015,0.00008924229,0.00020985056,0.16137749,0.00015524465,5.748456e-7,0.009286501,4.2218207e-9,5.617527e-10,0.00007549076,0.00045383227,0.8283483],"study_design_scores_gemma":[0.00034175284,0.000038017177,0.00078881584,0.8538939,0.0010008801,0.000019872361,0.033028807,0.0000040241034,4.22043e-9,0.00010319457,0.110595375,0.00018540378],"about_ca_topic_score_codex":0.000056102257,"about_ca_topic_score_gemma":0.00059747486,"teacher_disagreement_score":0.82816285,"about_ca_system_score_codex":0.00030434591,"about_ca_system_score_gemma":0.005323868,"threshold_uncertainty_score":0.94443125},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W4411779196","doi":"10.22605/rrh9355","title":"A rural practice affinity model: recognizing the role of emergency medicine competency","year":2025,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; NOSM University","funders":"Northern Ontario Academic Medicine Association","keywords":"Medical education; Medicine","score_opus":0.04714690378669245,"score_gpt":0.44455087736397747,"score_spread":0.397403973577285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411779196","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25362223,0.0831784,0.0011262378,0.38795018,0.0052434034,0.0044047777,0.00005499779,0.0003665225,0.26405326],"genre_scores_gemma":[0.9096772,0.06412501,0.00478912,0.012742306,0.00055954885,0.000019015155,0.000036005484,0.000035091332,0.008016682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963994,0.0010576831,0.0012711921,0.00021960076,0.00029956785,0.0007525772],"domain_scores_gemma":[0.99741834,0.00086140767,0.0007168381,0.00038777798,0.0003655442,0.00025008418],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0019976057,0.00020784361,0.0005467342,0.000091779126,0.001544739,0.0000024675312,0.00023532774,0.0001697531,0.00016279859],"category_scores_gemma":[0.00073715963,0.00012462966,0.000057978694,0.00056046847,0.00012511323,0.00013433839,0.0001842672,0.00085629045,0.000021336466],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001212793,0.00027240886,0.019024847,0.006451014,0.0001759222,0.0000026022533,0.04429981,0.00012712089,0.0003882652,0.15135323,0.07807028,0.6986217],"study_design_scores_gemma":[0.0033586598,0.001160808,0.018648263,0.017434247,0.00023067431,0.000018275452,0.28473172,0.0712695,0.00002989753,0.20551142,0.39694312,0.00066342764],"about_ca_topic_score_codex":0.019884907,"about_ca_topic_score_gemma":0.0013977204,"teacher_disagreement_score":0.6979583,"about_ca_system_score_codex":0.00015400081,"about_ca_system_score_gemma":0.0008310772,"threshold_uncertainty_score":0.9997551},"labels":[],"label_agreement":null},{"id":"W4411963411","doi":"10.21203/rs.3.rs-6583649/v1","title":"Cultivating Rural Surgical Leaders: Insights from a Qualitative Case Study","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Qualitative research; Political science; Business; Process management; Public relations; Sociology; Social science","score_opus":0.38947895594089865,"score_gpt":0.6598166758614347,"score_spread":0.270337719920536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411963411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96510005,0.0034460914,0.000021995316,0.0018564586,0.0010719883,0.010226807,0.0007324503,0.00038012324,0.017164035],"genre_scores_gemma":[0.9840091,0.00018842693,0.0004841765,0.0001339102,0.0013278939,0.003100386,0.00050943956,0.00006839308,0.010178269],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9629029,0.029282233,0.001812711,0.0014058334,0.0024379522,0.0021583866],"domain_scores_gemma":[0.97443616,0.020040058,0.0004446341,0.0016612525,0.00267605,0.0007418378],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0054547098,0.0006441514,0.001381127,0.000785234,0.0034097997,0.00009699693,0.0009789224,0.0013910944,0.0011037028],"category_scores_gemma":[0.0035969098,0.00055125845,0.0002548109,0.0013820807,0.00045765156,0.00016683649,0.004813469,0.011969759,0.00069185265],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005057306,0.0008788399,0.031729862,0.004593456,0.00029235965,0.01120592,0.930262,0.00006268943,0.000002815106,0.0015278206,0.017377235,0.0015612299],"study_design_scores_gemma":[0.002062123,0.0003839487,0.0007986498,0.014201174,0.000033467037,0.000011768065,0.9656674,0.0003002385,0.000003552968,0.004546706,0.011556372,0.00043458003],"about_ca_topic_score_codex":0.1932763,"about_ca_topic_score_gemma":0.018461986,"teacher_disagreement_score":0.17481431,"about_ca_system_score_codex":0.002243303,"about_ca_system_score_gemma":0.0033643018,"threshold_uncertainty_score":0.9999053},"labels":[],"label_agreement":null},{"id":"W4411965780","doi":"10.1016/j.lanwpc.2025.101565","title":"Strengthening cancer education evidence to achieve equity in outcomes for First Nations Australians","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Western Pacific","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Health equity; Political science; Medicine; Development economics; Economic growth; Business; Economics; Health care","score_opus":0.27013011349050403,"score_gpt":0.5828579422971409,"score_spread":0.3127278288066369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411965780","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20908995,0.0033661288,0.0007232753,0.77214026,0.0029785729,0.006702609,0.0002168208,0.00020248423,0.004579887],"genre_scores_gemma":[0.95210207,0.0021656759,0.00074704067,0.023844764,0.0007402428,0.0040639406,0.000048217247,0.00002586907,0.016262202],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99625635,0.0005614485,0.0010337251,0.00049843855,0.00037542073,0.001274635],"domain_scores_gemma":[0.9943842,0.004011671,0.00040439144,0.0006781606,0.00026042358,0.00026112172],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0020090684,0.00026451668,0.00064686086,0.00029910041,0.0019673754,0.000031828695,0.0006717673,0.00017343597,0.000041287556],"category_scores_gemma":[0.0005367245,0.0002027975,0.000083635656,0.0009601026,0.00008007523,0.00018660568,0.00015080802,0.0006760297,0.00007819784],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045073725,0.00012268718,0.80657375,0.0028215803,0.000022961965,3.4826073e-7,0.009137952,0.0003539674,0.0000019244583,0.023190603,0.1457077,0.011615826],"study_design_scores_gemma":[0.0008832099,0.00015586217,0.6386309,0.014410276,0.000018549283,0.0000010399148,0.008965985,0.00007506106,0.0000012178629,0.00415458,0.33245733,0.00024597746],"about_ca_topic_score_codex":0.008046301,"about_ca_topic_score_gemma":0.12548879,"teacher_disagreement_score":0.7482955,"about_ca_system_score_codex":0.0019088633,"about_ca_system_score_gemma":0.003233667,"threshold_uncertainty_score":0.99933195},"labels":[],"label_agreement":null},{"id":"W4411966614","doi":"10.1016/j.jnr.2025.06.004","title":"Licensure pathways for internationally educated nurses: An environmental scan of Canadian nursing regulatory bodies","year":2025,"lang":"en","type":"article","venue":"Journal of Nursing Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association; University of Calgary; Athabasca University; University of Alberta; University of Ottawa; Dalhousie University; Institute on Governance","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research","keywords":"Licensure; Nursing; Medicine","score_opus":0.05343038675286987,"score_gpt":0.4269966600419917,"score_spread":0.37356627328912184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411966614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9792812,0.0009377488,0.0003544876,0.0046957745,0.004451295,0.00073964713,0.00005466961,0.000021993596,0.009463218],"genre_scores_gemma":[0.9944195,0.000040351282,0.0031320802,0.00020348297,0.000507604,0.000008522673,0.00007371667,0.000025094507,0.00158964],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9976608,0.0002620507,0.0011143403,0.00017897118,0.0003605477,0.00042325756],"domain_scores_gemma":[0.9977873,0.00022175504,0.00103345,0.000227202,0.00046075005,0.00026953308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075955153,0.00016294626,0.00036698865,0.0011430306,0.0005736466,0.000014651042,0.00022147413,0.00024823906,0.000089168],"category_scores_gemma":[0.0001508435,0.00016314223,0.00011468319,0.00029655788,0.00016686924,0.00035675603,0.0000071552595,0.00031889635,0.0000032919509],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027679487,0.0019417879,0.119483136,0.00077498046,0.0003514054,0.000007292775,0.10179006,0.0028375487,0.0295045,0.075162835,0.16136962,0.5040089],"study_design_scores_gemma":[0.0019088329,0.00049915304,0.896667,0.017646085,0.0002153015,0.000024818957,0.03455185,0.0022308682,0.0010075303,0.028035164,0.016959906,0.00025349812],"about_ca_topic_score_codex":0.0012498322,"about_ca_topic_score_gemma":0.0025557256,"teacher_disagreement_score":0.77718383,"about_ca_system_score_codex":0.003186391,"about_ca_system_score_gemma":0.0016003682,"threshold_uncertainty_score":0.8332302},"labels":[],"label_agreement":null},{"id":"W4411993823","doi":"10.15353/cjds.v14i1.1220","title":"Commentary: Covid-19 Proved That Universities Could Make Post- Secondary Education More Accessible, They Are Just Choosing Not To","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical education; Mathematics education; Sociology; Psychology; Political science; Medicine; Virology; Internal medicine","score_opus":0.10301724384436024,"score_gpt":0.4872541506831596,"score_spread":0.38423690683879935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411993823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6457485,0.0024128158,0.000008443996,0.34671125,0.0020456074,0.0008994982,0.0002916214,0.00002049949,0.0018617855],"genre_scores_gemma":[0.8840465,0.00010251473,0.00016238641,0.11429596,0.00024359733,0.000027150129,0.000017611348,0.000014937003,0.0010893395],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99748266,0.00050385343,0.00076221355,0.0002845855,0.0002641471,0.0007025201],"domain_scores_gemma":[0.99591345,0.0009211102,0.0005110137,0.0003956722,0.0009986823,0.0012600695],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010019783,0.00025555122,0.0006345683,0.00030598376,0.002346969,0.00004242784,0.00048814144,0.00015626274,0.00022442685],"category_scores_gemma":[0.0012502306,0.00022815485,0.00011896043,0.00038882988,0.00046614284,0.00030175576,0.000121863464,0.00083598343,0.00000943291],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00019384986,0.00005733472,0.7302453,0.0019120093,0.00017537265,0.000012468849,0.03610477,0.000038661314,0.0000025855516,0.00047852338,0.22787756,0.002901579],"study_design_scores_gemma":[0.00047678646,0.00006971038,0.30783913,0.0014403295,0.00008953507,0.000002541381,0.5633638,0.0000016448187,0.0000061714773,0.0006823238,0.12588915,0.00013888133],"about_ca_topic_score_codex":0.100011125,"about_ca_topic_score_gemma":0.75905806,"teacher_disagreement_score":0.65904695,"about_ca_system_score_codex":0.010126191,"about_ca_system_score_gemma":0.014757409,"threshold_uncertainty_score":0.99895185},"labels":[],"label_agreement":null},{"id":"W4412033792","doi":"10.4103/jspf.jspf_8_25","title":"Undergraduate Psychiatric Education in SAARC Countries","year":2024,"lang":"en","type":"article","venue":"Journal of SAARC Psychiatric Federation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Psychology; Medical education; Medicine","score_opus":0.017506004609686973,"score_gpt":0.42080025458821774,"score_spread":0.40329424997853075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412033792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7496332,0.05784975,0.003525458,0.09958145,0.042352606,0.0019782702,0.000016977736,0.0002163032,0.04484598],"genre_scores_gemma":[0.9785902,0.0059663956,0.0051620393,0.002413302,0.00420183,0.00003625406,0.000018754146,0.000053893546,0.0035573628],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99584347,0.00057555875,0.002003624,0.00029941564,0.00070262764,0.00057528424],"domain_scores_gemma":[0.9978316,0.00045389414,0.00075390236,0.0002314362,0.0005052424,0.00022392915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017552848,0.00025553795,0.0004322142,0.0012153883,0.00071567454,0.0001437801,0.00023312177,0.0002956287,0.00031068927],"category_scores_gemma":[0.00015248878,0.00021824121,0.00015862557,0.0014197956,0.000036035595,0.0007934119,0.00003110929,0.0012937164,0.00039218168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005908004,0.00052119466,0.18822987,0.0025684284,0.00008181223,0.000031737698,0.0037305115,0.00046863267,0.000059186223,0.074839346,0.69443864,0.03443981],"study_design_scores_gemma":[0.0031320786,0.0011238074,0.08190617,0.004142476,0.00023757883,0.00024967248,0.008849102,0.002800914,0.000014987807,0.13475372,0.76201737,0.00077212945],"about_ca_topic_score_codex":0.00029790282,"about_ca_topic_score_gemma":0.0009738519,"teacher_disagreement_score":0.22895697,"about_ca_system_score_codex":0.0009615926,"about_ca_system_score_gemma":0.0054223165,"threshold_uncertainty_score":0.9618957},"labels":[],"label_agreement":null},{"id":"W4412066158","doi":"10.1080/02701960.2025.2523922","title":"Exploring equity, diversity, and inclusion strategies in geriatric healthcare education: A scoping review","year":2025,"lang":"en","type":"review","venue":"Gerontology & Geriatrics Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; Western University; University Health Network; Toronto Metropolitan University; University of Toronto; Wilfrid Laurier University","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Health equity; Health care; Nursing; Gerontology; Medicine; Psychology; Sociology; Economic growth; Political science; Social science; Economics","score_opus":0.3233849283886937,"score_gpt":0.5518030432945229,"score_spread":0.2284181149058292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412066158","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00024049096,0.9727216,0.000018116296,0.0024381618,0.00926015,0.009675173,0.000021905522,0.00015058968,0.0054738307],"genre_scores_gemma":[0.00015345172,0.990605,0.0006010191,0.0018999742,0.001050188,0.004477564,0.00040656712,0.000054472166,0.0007517877],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9914731,0.0028778978,0.0026505773,0.0012327667,0.000514136,0.0012515273],"domain_scores_gemma":[0.9947717,0.0014844962,0.0018685359,0.00093074923,0.0005629064,0.00038158818],"candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0025844905,0.0007638189,0.0031452589,0.0014323081,0.0062034344,0.000032905595,0.0009710453,0.0010968149,0.00013425207],"category_scores_gemma":[0.0007679269,0.000783978,0.00023047447,0.0025260844,0.00008601795,0.0006885657,0.02123284,0.0017162673,0.000058214304],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006139193,0.00009550632,0.00034460012,0.41326952,0.000010031645,0.000001569651,0.0028243058,8.742999e-8,4.3924406e-9,0.002858719,0.001746791,0.57884276],"study_design_scores_gemma":[0.00021417558,0.000062876636,0.00019742156,0.7298104,0.0005971584,0.000017781133,0.0031411652,2.7762124e-7,6.8456085e-9,0.0031213951,0.26227948,0.0005578534],"about_ca_topic_score_codex":0.0057149394,"about_ca_topic_score_gemma":0.004268585,"teacher_disagreement_score":0.57828486,"about_ca_system_score_codex":0.0029222185,"about_ca_system_score_gemma":0.03324476,"threshold_uncertainty_score":0.9994611},"labels":[],"label_agreement":null},{"id":"W4412078765","doi":"10.12927/hcpol.2025.27601","title":"What Explains Interprovincial Differences in the Uptake of Autonomous NP Primary Care Practice?","year":2025,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Primary care; Primary (astronomy); Psychology; Political science; Medicine; Family medicine; Physics","score_opus":0.05066736350908717,"score_gpt":0.46153118541456356,"score_spread":0.4108638219054764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412078765","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6112516,0.017928978,0.00003123358,0.26849326,0.0039640907,0.0047384077,0.00015022722,0.00021027679,0.0932319],"genre_scores_gemma":[0.9396259,0.0027078227,0.00035312225,0.05522508,0.0006088797,0.00046072094,0.000057742454,0.000024117615,0.0009365934],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99435127,0.0020352504,0.0015365891,0.00045440477,0.00047663046,0.0011458638],"domain_scores_gemma":[0.9961486,0.0018121672,0.0005652773,0.00080589275,0.00047959774,0.00018845321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012327605,0.00029517367,0.00067301415,0.00047523077,0.00071661884,0.000037752936,0.00073857565,0.00042930405,0.00004042047],"category_scores_gemma":[0.0011385853,0.00022090365,0.000102827005,0.0012071432,0.00014948133,0.0004704786,0.000288433,0.0013418234,0.00005937213],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088088313,0.00035970143,0.10642446,0.012497177,0.000044270437,0.000044233806,0.4002122,0.000003837407,0.000011107913,0.22268602,0.007817743,0.24901839],"study_design_scores_gemma":[0.0012816105,0.00042453,0.18715055,0.0065181423,0.00003197571,0.000008757479,0.47457463,0.000024973606,0.000007849486,0.003306268,0.326387,0.00028373714],"about_ca_topic_score_codex":0.06426315,"about_ca_topic_score_gemma":0.031383317,"teacher_disagreement_score":0.3283743,"about_ca_system_score_codex":0.001871948,"about_ca_system_score_gemma":0.007105743,"threshold_uncertainty_score":0.99852306},"labels":[],"label_agreement":null},{"id":"W4412093557","doi":"10.5694/mja2.52683","title":"Decolonising primary health care practice: a definition and its importance","year":2025,"lang":"en","type":"article","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Health and Medical Research Council","keywords":"Primary care; Primary health care; Medicine; Family medicine; Environmental health","score_opus":0.07859438391325843,"score_gpt":0.5074952703532584,"score_spread":0.4289008864399999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412093557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68531454,0.020762319,0.00013286177,0.2820263,0.0022581941,0.00076091266,0.000009770579,0.00003286316,0.008702237],"genre_scores_gemma":[0.9675446,0.0029405942,0.0014023457,0.027037807,0.00045055297,0.0000087970975,0.0000047190533,0.000010192064,0.00060037343],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99658775,0.0010038733,0.0011032459,0.00012260267,0.00069263123,0.0004898996],"domain_scores_gemma":[0.9967127,0.0013836784,0.00091908406,0.00014993887,0.00043676066,0.0003978533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033575562,0.000120124656,0.00037540944,0.00007687252,0.0007124042,0.000012433629,0.00027137646,0.00020759941,0.00031670745],"category_scores_gemma":[0.0023972597,0.000076805416,0.00005235515,0.00026000207,0.00009914011,0.00017544709,0.00009458805,0.0015535619,0.000029157827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029702354,0.0004526188,0.07093929,0.0079629645,0.00046448552,0.0011045248,0.04440931,0.000013023161,0.00008432343,0.094353616,0.7326551,0.04459048],"study_design_scores_gemma":[0.006657019,0.0014633993,0.1944673,0.017971093,0.00041514123,0.0010958385,0.0665031,0.000028013814,0.000046093486,0.011926242,0.6989933,0.00043344792],"about_ca_topic_score_codex":0.00013199438,"about_ca_topic_score_gemma":0.00015795855,"teacher_disagreement_score":0.28223008,"about_ca_system_score_codex":0.00055340957,"about_ca_system_score_gemma":0.0021991418,"threshold_uncertainty_score":0.67495394},"labels":[],"label_agreement":null},{"id":"W4412105674","doi":"10.36834/cmej.81730","title":"Beyond the exam room: skin health as a window into rural health equity","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Window (computing); Equity (law); Health equity; Computer science; Medicine; World Wide Web; Political science; Nursing; Public health","score_opus":0.024622229513179623,"score_gpt":0.4780353309318213,"score_spread":0.4534131014186417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412105674","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021864306,0.009022239,0.00010686357,0.9062635,0.011930683,0.0012272708,0.000009540103,0.000048441714,0.049527172],"genre_scores_gemma":[0.293918,0.0012891158,0.00030469807,0.6921276,0.002511061,0.000115169,0.000038170496,0.000025926669,0.009670261],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932155,0.0021547885,0.0014680552,0.00028529463,0.001068553,0.0018078149],"domain_scores_gemma":[0.98343825,0.00046745132,0.0005885838,0.0005118849,0.00050915167,0.01448469],"candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006710516,0.00024401785,0.00048279783,0.00042460387,0.0054678796,0.00007564969,0.0009672897,0.00037540976,0.019620739],"category_scores_gemma":[0.009201614,0.00018363271,0.000104662606,0.0009380277,0.00020213999,0.0001629084,0.00012698666,0.0034618522,0.0005901533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00001273381,0.000046972873,0.0021589817,0.0001551338,0.000016649896,0.000004266204,0.0076945308,0.0000011519807,9.730833e-8,0.016817227,0.74141335,0.23167892],"study_design_scores_gemma":[0.00060306984,0.0001288749,0.018063301,0.002113483,0.00000918995,0.00009852257,0.037659474,0.000038615257,2.5788586e-7,0.02224461,0.918899,0.00014158899],"about_ca_topic_score_codex":0.377688,"about_ca_topic_score_gemma":0.53697306,"teacher_disagreement_score":0.40418512,"about_ca_system_score_codex":0.0073371013,"about_ca_system_score_gemma":0.4115222,"threshold_uncertainty_score":0.9991443},"labels":[],"label_agreement":null},{"id":"W4412117238","doi":"10.1111/capa.70023","title":"Front‐Liners on the Sidelines: The Credential Recognition Experiences of Filipino Internationally Educated Nurses","year":2025,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Victoria; Ministry of Education and Child Care; Government of British Columbia","funders":"","keywords":"Deskilling; Credential; Accreditation; Credentialing; Pace; Public relations; Nursing; Political science; Medicine; Economic growth; Medical education","score_opus":0.06920688332698621,"score_gpt":0.4232391738560058,"score_spread":0.3540322905290196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412117238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79551846,0.00009267909,0.00008055098,0.16358367,0.0037652503,0.0011051699,0.00008963621,0.00004079596,0.035723824],"genre_scores_gemma":[0.9838909,0.000016912067,0.000051039275,0.0066614877,0.000353062,0.00046749468,0.0003303561,0.000008404641,0.008220375],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981226,0.0004025724,0.0006194949,0.00021731059,0.00025592686,0.0003821499],"domain_scores_gemma":[0.9980132,0.00061440835,0.0002687491,0.00029782942,0.000618086,0.00018771076],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00045462506,0.00012911214,0.00013539255,0.00019158277,0.0009267107,0.000051704315,0.00040269652,0.00015497157,0.004002112],"category_scores_gemma":[0.0016166299,0.00008504381,0.00004965278,0.00038675335,0.00016954915,0.00015908183,0.000018333609,0.00031077815,0.00017120867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013456607,0.000111320995,0.0068608113,0.000100762234,0.00007836812,0.0000032854373,0.01791667,0.0000034222485,0.00002994807,0.13875812,0.8227897,0.013212994],"study_design_scores_gemma":[0.00040766684,0.00016979178,0.00403626,0.00063124584,0.00003052257,0.0000022077095,0.44116026,0.0007661168,0.00021486948,0.0030361312,0.5493434,0.00020148787],"about_ca_topic_score_codex":0.009179617,"about_ca_topic_score_gemma":0.35945,"teacher_disagreement_score":0.42324358,"about_ca_system_score_codex":0.00039188418,"about_ca_system_score_gemma":0.0066863536,"threshold_uncertainty_score":0.9989448},"labels":[],"label_agreement":null},{"id":"W4412145162","doi":"10.4081/hls.2025.13433","title":"Insights into gender-equity in healthcare accessibility in Northern Nigeria: descriptive and predictive approaches","year":2025,"lang":"en","type":"article","venue":"Healthcare in Low-resource Settings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"University of Lagos; United States Agency for International Development","keywords":"Equity (law); Health care; Gender equity; Descriptive research; Health equity; Healthcare system; Business; Economics; Sociology; Political science; Economic growth; Social science","score_opus":0.07151248156539516,"score_gpt":0.4069158332473929,"score_spread":0.33540335168199775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412145162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9503336,0.01077192,0.00004702693,0.028810378,0.0004905831,0.005144152,0.00005158203,0.00018714034,0.004163595],"genre_scores_gemma":[0.9895643,0.00032638462,0.0004303802,0.00802468,0.00016835183,0.0011202572,0.000119424454,0.000069934016,0.00017631752],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98782647,0.004394211,0.0028675692,0.0019015954,0.0007019052,0.00230827],"domain_scores_gemma":[0.9958293,0.0014750387,0.0007009753,0.0009905407,0.00036709258,0.00063708023],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0034078849,0.0007083549,0.0014590013,0.0011277834,0.0009882413,0.000044792494,0.0007330995,0.0013228441,0.000015914402],"category_scores_gemma":[0.0013407456,0.0007150496,0.00009559722,0.002299359,0.00037978627,0.0004484291,0.0012150162,0.0040297643,0.000024568362],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007475708,0.00022238176,0.8802678,0.006923918,0.0000127963585,0.000049800776,0.10016743,0.000086353524,0.0000070502692,0.0017901114,0.0002568504,0.009467937],"study_design_scores_gemma":[0.0025232641,0.00018078591,0.85904217,0.008932501,0.000008471422,0.0000017468666,0.10431524,0.0015044793,0.000019209301,0.02018891,0.0027773918,0.000505807],"about_ca_topic_score_codex":0.035564438,"about_ca_topic_score_gemma":0.38598785,"teacher_disagreement_score":0.3504234,"about_ca_system_score_codex":0.005132273,"about_ca_system_score_gemma":0.0022777785,"threshold_uncertainty_score":0.99997365},"labels":[],"label_agreement":null},{"id":"W4412166671","doi":"10.1017/cjn.2025.10325","title":"P.191 Factors affecting access to neurosurgical care in diverse communities in Canada: a qualitative scoping review","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicine","score_opus":0.16816676656571078,"score_gpt":0.48103227027073164,"score_spread":0.31286550370502086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412166671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97645706,0.00994407,0.0000042340835,0.007869615,0.0015822665,0.0009990555,0.000019044977,0.0000126171635,0.0031120353],"genre_scores_gemma":[0.97515494,0.0029949073,0.00019341006,0.021553423,0.00006701638,0.000014218315,6.725125e-7,0.000009421415,0.000011983192],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9863892,0.007978058,0.0020119823,0.0005039604,0.0008179167,0.0022988792],"domain_scores_gemma":[0.9909948,0.0054918635,0.0009427024,0.00020602129,0.0006230588,0.0017415616],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008139588,0.0003923723,0.0010803132,0.0016052282,0.0038042706,0.000242172,0.003097878,0.00019105479,0.00025052874],"category_scores_gemma":[0.0070698727,0.00028348254,0.00013980811,0.0040507093,0.001932272,0.0009922845,0.0003221178,0.0029882144,0.0000018738715],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006429347,0.000009942175,0.98331404,0.00039095344,0.0000031678196,0.0017648094,0.009739491,0.0028281272,3.6831446e-7,0.00016688804,0.000849982,0.00086795836],"study_design_scores_gemma":[0.00085517636,0.016132452,0.7696991,0.040914115,0.00003716926,0.00067363575,0.16642512,0.00022006675,0.000007902373,0.0020511246,0.002288863,0.00069525297],"about_ca_topic_score_codex":0.85738814,"about_ca_topic_score_gemma":0.9994621,"teacher_disagreement_score":0.2136149,"about_ca_system_score_codex":0.002961585,"about_ca_system_score_gemma":0.032629777,"threshold_uncertainty_score":0.99996173},"labels":[],"label_agreement":null},{"id":"W4412170261","doi":"10.4992/pacjpa.88.0_1a-024-pc","title":"Understanding Intergenerational Immigrant Family Belonging and Mental Health in Ethnolinguistically Diverse Québec, Canada","year":2024,"lang":"en","type":"article","venue":"The Proceedings of the Annual Convention of the Japanese Psychological Association","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"","keywords":"Immigration; Mental health; Sociology; Psychology; Geography; Developmental psychology; Psychiatry","score_opus":0.052372311648947886,"score_gpt":0.371066029300162,"score_spread":0.3186937176512141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412170261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8967203,0.0005086814,0.0000066442267,0.09883207,0.0014783794,0.00074349396,0.00010164397,0.000028883062,0.0015799382],"genre_scores_gemma":[0.99640983,0.0001273704,0.000020642576,0.0017331471,0.000104556486,0.000020124582,0.0000051278735,0.000009844718,0.0015693487],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979515,0.00023251219,0.00072845083,0.00022529428,0.0005131592,0.00034909399],"domain_scores_gemma":[0.99855816,0.00041643018,0.00060813525,0.000098709315,0.00026229536,0.000056272347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021664063,0.00013452374,0.00026152146,0.000052079602,0.0006555656,0.000016349532,0.0003720077,0.00013780597,0.000039508064],"category_scores_gemma":[0.00079144596,0.00007142771,0.00009762321,0.00045000843,0.000116663694,0.000097061195,0.00024437511,0.0006070679,0.0000023007337],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005742091,0.0002833654,0.5183118,0.0013115214,0.000265049,8.253214e-7,0.073463865,0.000066511304,0.002224298,0.106922634,0.29572517,0.0008507452],"study_design_scores_gemma":[0.0021438983,0.00031236064,0.7158821,0.0054209074,0.000114925955,0.00000918228,0.23098773,0.0018307096,0.00009245217,0.024569651,0.018203659,0.00043241083],"about_ca_topic_score_codex":0.21374786,"about_ca_topic_score_gemma":0.2309051,"teacher_disagreement_score":0.27752152,"about_ca_system_score_codex":0.0018520601,"about_ca_system_score_gemma":0.00024437005,"threshold_uncertainty_score":0.7914879},"labels":[],"label_agreement":null},{"id":"W4412381049","doi":"10.1177/27536386251355325","title":"Exploring Paramedicine's Research Infrastructure in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Paramedicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institute for Work & Health; Queen's University; The Scarborough Hospital; The Wilson Centre; University of Toronto","funders":"","keywords":"Critical infrastructure; Environmental planning; Geography; Computer science; Computer security","score_opus":0.23070198993979918,"score_gpt":0.49393030589120707,"score_spread":0.2632283159514079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412381049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8806689,0.00088173896,0.00002886906,0.015994033,0.0033381358,0.0012979938,0.0000039279694,0.000069100795,0.09771734],"genre_scores_gemma":[0.9772076,0.00025813558,0.0002504619,0.006428788,0.00034084977,0.0005151785,0.000032830492,0.00002092336,0.014945256],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99541557,0.0006412529,0.0009793746,0.00047786566,0.0009173646,0.0015685847],"domain_scores_gemma":[0.9964836,0.0021140636,0.00011397415,0.00061597,0.00031689045,0.00035545276],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020012483,0.00023665305,0.0006102886,0.00044439765,0.0006004971,0.000005321451,0.00041082385,0.00021397148,0.0021222986],"category_scores_gemma":[0.0014561105,0.00019558935,0.000023296056,0.001503403,0.00018567566,0.00011243046,0.00021086985,0.003872436,0.00007138179],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00015761491,0.000021856591,0.71722394,0.0002998857,0.000015349066,0.00016022542,0.0042348257,0.00011650488,0.000012675113,0.0033833622,0.27083248,0.0035412568],"study_design_scores_gemma":[0.0012683644,0.000063698324,0.4728404,0.003103504,0.00000818316,0.0000017707213,0.012493562,0.00008444542,0.0000064214373,0.0017999382,0.50822407,0.00010566181],"about_ca_topic_score_codex":0.9970272,"about_ca_topic_score_gemma":0.9986948,"teacher_disagreement_score":0.24438356,"about_ca_system_score_codex":0.0050731967,"about_ca_system_score_gemma":0.008762967,"threshold_uncertainty_score":0.9987899},"labels":[],"label_agreement":null},{"id":"W4412455885","doi":"10.1016/s0140-6736(25)00985-7","title":"Surgical health policy 2025–35: strengthening essential services for tomorrow's needs","year":2025,"lang":"en","type":"review","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Centre for Global Health Research","funders":"National Institute for Health and Care Research","keywords":"Business; Policy development; Nursing; Medicine; Economic policy","score_opus":0.10225134493692377,"score_gpt":0.5249237775672022,"score_spread":0.4226724326302784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412455885","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000007903611,0.9586055,0.00002641473,0.01735412,0.0021088193,0.0049893386,0.0011782127,0.00033998973,0.015389649],"genre_scores_gemma":[0.0000142137105,0.95928174,0.00034902312,0.004439533,0.014720687,0.0012930863,0.0008883188,0.00009005469,0.018923337],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9928015,0.0022080627,0.0018560187,0.00055471755,0.00040707784,0.0021726626],"domain_scores_gemma":[0.9926871,0.0040632375,0.0013276909,0.001452497,0.00015177316,0.00031767762],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0023253046,0.0006698223,0.004385976,0.00037569876,0.0018319108,0.000050856015,0.0017369289,0.0007344173,0.0003378837],"category_scores_gemma":[0.00019543806,0.0004277519,0.00055163045,0.0014886522,0.000085430576,0.00007606062,0.0005999852,0.0018159834,0.0003145021],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010052727,0.000034002416,0.000031334457,0.23506068,0.00013176685,0.000004519002,0.0015833165,0.0000023469806,4.33281e-9,0.030582074,0.14088196,0.5915875],"study_design_scores_gemma":[0.000826197,0.00005711903,0.0000024956948,0.08490145,0.00021426975,0.0000057501325,0.000804199,0.000017351533,2.3302693e-8,0.00057963264,0.9123144,0.00027710185],"about_ca_topic_score_codex":0.0038243486,"about_ca_topic_score_gemma":0.0008414524,"teacher_disagreement_score":0.77143246,"about_ca_system_score_codex":0.0007035636,"about_ca_system_score_gemma":0.004584855,"threshold_uncertainty_score":0.99981743},"labels":[],"label_agreement":null},{"id":"W4412494175","doi":"10.1016/j.socscimed.2025.118415","title":"The ‘survival job’ pathway: Risk-focusing and occupational challenges among Canadian racialized and immigrant adults during the COVID-19 pandemic","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Pandemic; Immigration; Coronavirus disease 2019 (COVID-19); Lens (geology); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Demographic economics; Gerontology; Economic growth; Political science; Medicine; Virology; Economics; Engineering","score_opus":0.06033522912455345,"score_gpt":0.4378970488303233,"score_spread":0.37756181970576985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412494175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94907117,0.0055952077,0.00001126455,0.039174017,0.0011154016,0.0008592429,0.00001939263,0.000054610213,0.004099699],"genre_scores_gemma":[0.99287915,0.004049024,0.000004520967,0.0020805376,0.000628733,0.00006652644,0.0000020876141,0.0000069854136,0.0002824619],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99705285,0.00067951466,0.00043406512,0.00038325333,0.0005845652,0.00086575706],"domain_scores_gemma":[0.99749684,0.0013312926,0.00024800102,0.00019037243,0.00020252862,0.0005309764],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0055698464,0.00015637465,0.00026726734,0.00013391984,0.014738763,0.000027450995,0.00033195748,0.00014824687,0.00003185862],"category_scores_gemma":[0.0035056882,0.000087729095,0.000022675138,0.0006769874,0.0028806913,0.00012762802,0.00012650808,0.0005750012,0.000002287328],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014797492,0.000003441585,0.8903915,0.00012965234,0.000008917286,0.0000035811024,0.07736182,6.6884877e-7,0.00004058049,0.010473949,0.00038466873,0.021053195],"study_design_scores_gemma":[0.0012720788,0.00002367145,0.90897524,0.00033371808,0.000019558538,0.0000017078248,0.053024694,0.00006322011,8.864357e-7,0.0025647439,0.033625524,0.00009496345],"about_ca_topic_score_codex":0.42443067,"about_ca_topic_score_gemma":0.76145786,"teacher_disagreement_score":0.33702722,"about_ca_system_score_codex":0.0008159568,"about_ca_system_score_gemma":0.0024332388,"threshold_uncertainty_score":0.99983287},"labels":[],"label_agreement":null},{"id":"W4412543907","doi":"10.63564/jnep.v15n8p1","title":"Internationally educated nurses experiences of rural nursing practice in Western Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing; Nursing practice; Medicine; Psychology","score_opus":0.05979909486706431,"score_gpt":0.548877268089414,"score_spread":0.48907817322234964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412543907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8302236,0.0054426263,0.00006348584,0.082529515,0.013264976,0.00028735635,0.000001282475,0.0000068868503,0.06818028],"genre_scores_gemma":[0.991624,0.00057112874,0.002097686,0.0032994652,0.00026975546,0.000011512926,0.0000031225643,0.000008034199,0.0021153],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99728084,0.0010832109,0.00094639335,0.000096677286,0.00036099678,0.0002318767],"domain_scores_gemma":[0.9926347,0.004221615,0.0014744457,0.00011676517,0.0014304466,0.00012201407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012231328,0.000108339504,0.00025665414,0.00027813474,0.00030235,0.000021955044,0.00017055853,0.00009025033,0.000047610534],"category_scores_gemma":[0.0069667,0.00010099867,0.000023061448,0.00044554475,0.00009169934,0.0010191489,0.000014499448,0.0005614917,0.0000011753087],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018329441,0.0030207986,0.015661146,0.00021639775,0.000071098264,0.0000061908313,0.70887375,0.000026593025,0.00014535591,0.004897881,0.09495391,0.17029393],"study_design_scores_gemma":[0.0004154705,0.00007816534,0.018371105,0.010020112,0.000074291376,0.00023090205,0.8584783,0.0000104582305,0.000022128728,0.00061374606,0.111609094,0.00007624062],"about_ca_topic_score_codex":0.03895429,"about_ca_topic_score_gemma":0.007871487,"teacher_disagreement_score":0.17021768,"about_ca_system_score_codex":0.0011059388,"about_ca_system_score_gemma":0.009357794,"threshold_uncertainty_score":0.9962582},"labels":[],"label_agreement":null},{"id":"W4412578558","doi":"10.17483/k4sfnp82","title":"“Gaining Perspective”: A Photovoice Study of a Circumpolar Experience for Northern Canadian Nursing Students in Northern Norway","year":2025,"lang":"en","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Aurora College","funders":"","keywords":"Circumpolar star; Photovoice; Perspective (graphical); Nursing; Geography; Medicine; Oceanography; Economic growth; Geology; Computer science","score_opus":0.05382060741548149,"score_gpt":0.5245613624147191,"score_spread":0.47074075499923757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412578558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9825918,0.000381493,0.001091849,0.0020874983,0.0017751441,0.0052626315,0.000026263195,0.000045903766,0.006737389],"genre_scores_gemma":[0.99680066,0.000035064473,0.0006882985,0.0004952034,0.000075356686,0.0014079899,0.00007699772,0.000026134794,0.00039427227],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9954425,0.00088801753,0.001886099,0.0004824035,0.00051240536,0.000788545],"domain_scores_gemma":[0.99716574,0.00058427657,0.0007476536,0.0005033927,0.0008247575,0.00017419089],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001492377,0.0002837642,0.00051876786,0.00095280114,0.0007787554,0.000029307177,0.00042967324,0.00018270568,0.00003771001],"category_scores_gemma":[0.00062479795,0.0003326356,0.000056406512,0.0011706363,0.00008624919,0.00081714557,0.000031868054,0.00047865754,0.000017557992],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017396537,0.0020662239,0.6135042,0.00037689286,0.0000108084105,2.2011055e-7,0.3662653,0.0011843374,0.00003816214,0.0043595447,0.000058201207,0.011962186],"study_design_scores_gemma":[0.002221022,0.0001706464,0.25732976,0.00703632,0.000018573463,4.1606913e-7,0.7250699,0.00037039613,0.000034150533,0.0034979698,0.003990959,0.000259924],"about_ca_topic_score_codex":0.08044892,"about_ca_topic_score_gemma":0.5716997,"teacher_disagreement_score":0.49125075,"about_ca_system_score_codex":0.009902259,"about_ca_system_score_gemma":0.0017141232,"threshold_uncertainty_score":0.99991256},"labels":[],"label_agreement":null},{"id":"W4412583970","doi":"10.1007/978-3-031-94435-2_12","title":"Socially Accountable Research: An Emerging Framework","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences North; NOSM University; Centre for Excellence in Mining Innovation","funders":"","keywords":"Business","score_opus":0.2887071155524669,"score_gpt":0.5784581565029598,"score_spread":0.2897510409504929,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412583970","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000029231342,0.0018091645,0.00021742917,0.005796386,0.0026468,0.0021004782,0.00008399402,0.00058917096,0.98672736],"genre_scores_gemma":[0.00023463264,0.002095991,0.0058105807,0.006716034,0.0027152097,0.00014947545,0.00015619629,0.0001475901,0.9819743],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.993825,0.00058917026,0.0012342312,0.00095488684,0.0013698593,0.0020268233],"domain_scores_gemma":[0.9938328,0.0024683352,0.00037337435,0.0013939464,0.0014256211,0.00050587126],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003419592,0.00051973906,0.00091686356,0.00055550266,0.003501901,0.000048731315,0.0009951692,0.0030319174,0.04505821],"category_scores_gemma":[0.0005922203,0.00050120533,0.0001594633,0.0002478927,0.00020870549,0.00022500122,0.00083933125,0.0073730396,0.0071784244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036816622,0.000012145779,0.00013206135,0.0005285203,0.000029620456,0.000010110924,0.0009889393,6.832338e-7,3.208237e-7,0.6457459,0.3478576,0.004657305],"study_design_scores_gemma":[0.00011686613,0.000053218322,0.000019494975,0.0050612353,0.000020624171,1.9740341e-7,0.001958982,0.000011798586,3.393362e-7,0.3548079,0.6376961,0.0002532165],"about_ca_topic_score_codex":0.0025135637,"about_ca_topic_score_gemma":0.005308762,"teacher_disagreement_score":0.29093796,"about_ca_system_score_codex":0.0014147736,"about_ca_system_score_gemma":0.004756173,"threshold_uncertainty_score":0.99974394},"labels":[],"label_agreement":null},{"id":"W4412609846","doi":"10.1016/j.socscimed.2025.118445","title":"Protest and trainees in the health professions: Exploring the global landscape of recent protest action","year":2025,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada; Institute of Population and Public Health","funders":"Uniformed Services University of the Health Sciences; Canada Research Chairs","keywords":"Action (physics); Public health; Sociology; Health professions; Global health; Political science; Public relations; Medicine; Health care; Law; Nursing","score_opus":0.1805012657310867,"score_gpt":0.5182734240649091,"score_spread":0.33777215833382235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412609846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7468664,0.0008711932,0.00003031417,0.23212008,0.0010298631,0.0043034507,0.0000055419646,0.000043633252,0.0147295445],"genre_scores_gemma":[0.99419814,0.0005832375,0.000026958449,0.003969467,0.00033324544,0.0007937002,0.0000026480645,0.000003766091,0.000088847366],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99713427,0.00074758637,0.00058693584,0.0002639045,0.00063758204,0.0006296963],"domain_scores_gemma":[0.9987587,0.0004563174,0.00028498427,0.00020980168,0.00019603354,0.00009418605],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0059883404,0.00011982408,0.00028837824,0.00009305893,0.0023463,0.000007894461,0.00043377257,0.0000688067,0.0000485867],"category_scores_gemma":[0.001676957,0.000058970734,0.000016261263,0.0028704235,0.00094185077,0.00016714982,0.00009475097,0.0005482901,0.0000019259653],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015978242,0.00014117516,0.5563533,0.0009028675,0.0000060522207,0.000001686306,0.21332195,0.0000012558789,0.00013142951,0.05226141,0.0073864977,0.16933262],"study_design_scores_gemma":[0.0010440433,0.000275533,0.6527412,0.0028373988,0.000011244168,0.0000014200575,0.30641136,0.000044457094,0.000009122211,0.00812198,0.028414926,0.00008730599],"about_ca_topic_score_codex":0.0019280541,"about_ca_topic_score_gemma":0.0021810618,"teacher_disagreement_score":0.24733175,"about_ca_system_score_codex":0.0004099052,"about_ca_system_score_gemma":0.0013591831,"threshold_uncertainty_score":0.9989525},"labels":[],"label_agreement":null},{"id":"W4412648715","doi":"10.1093/eurjcn/zvaf122.035","title":"Informing health policy to strengthen the clinical nurse specialist workforce: Insights from Canada","year":2025,"lang":"en","type":"article","venue":"European Journal of Cardiovascular Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Workforce; Nursing; Clinical nurse specialist; Economic growth","score_opus":0.05357020768016418,"score_gpt":0.42078791569763074,"score_spread":0.36721770801746656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412648715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45257166,0.06735585,0.008618094,0.114959285,0.028449826,0.0026456052,0.00005885737,0.00013755077,0.3252033],"genre_scores_gemma":[0.9677865,0.001059224,0.0018255947,0.018742682,0.009618666,0.000003392101,0.000011247193,0.000078664016,0.00087403547],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9888329,0.006312257,0.0026036168,0.0003138971,0.0010642561,0.00087310735],"domain_scores_gemma":[0.99597675,0.0008399876,0.000916258,0.0010070902,0.0005384764,0.00072146306],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0050365953,0.0003039478,0.0011159732,0.00026910868,0.0014717625,0.000055578206,0.00094597763,0.00008507247,0.00002817582],"category_scores_gemma":[0.0013961274,0.00021946685,0.00075628725,0.0009888014,0.00014319787,0.0001668357,0.00011999378,0.0016834827,0.00005016613],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000259699,0.0000492722,0.0019464989,0.000060082082,0.00088755693,0.00021165967,0.008943004,0.0036409907,8.4507263e-7,0.0022465363,0.17528735,0.8064665],"study_design_scores_gemma":[0.0013241234,0.00011420572,0.034812104,0.0063280747,0.0001864404,0.000015895374,0.012565088,0.000025594778,0.0000026213909,0.00023440168,0.9442153,0.00017618165],"about_ca_topic_score_codex":0.09442233,"about_ca_topic_score_gemma":0.024905346,"teacher_disagreement_score":0.8062903,"about_ca_system_score_codex":0.0021713362,"about_ca_system_score_gemma":0.006892621,"threshold_uncertainty_score":0.99982816},"labels":[],"label_agreement":null},{"id":"W4412685815","doi":"10.1016/j.acpath.2025.100207","title":"International medical graduates amongst pathology leadership roles: more than meets the eye","year":2025,"lang":"en","type":"letter","venue":"Academic Pathology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Ophthalmology; Optometry; Pathology; Medicine; Psychology","score_opus":0.09516619279895873,"score_gpt":0.44604298347327065,"score_spread":0.35087679067431193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412685815","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0068903347,0.004628832,0.00006400158,0.95980567,0.010685405,0.0015404435,0.00029739353,0.00044882117,0.015639087],"genre_scores_gemma":[0.008984575,0.0062403344,0.00011437575,0.9243084,0.013295667,0.0010273817,0.0015175263,0.00011979874,0.044391908],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9870926,0.005112573,0.002160885,0.0014818955,0.0014112369,0.0027407843],"domain_scores_gemma":[0.992283,0.0045663863,0.0012126148,0.0012777287,0.00035853378,0.00030177683],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0033742487,0.00088047277,0.0014384907,0.0004923894,0.0009936326,0.000012158761,0.0040906924,0.01275289,0.0016877649],"category_scores_gemma":[0.0041902736,0.0006411172,0.0003166714,0.00046690178,0.001660973,0.0001225974,0.0014543844,0.0299723,0.0014238748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048097623,0.000015783828,0.02709239,0.0004163057,0.00008338803,0.0026913679,0.0030387319,9.153704e-7,0.000010890356,0.0009805562,0.96356624,0.0020553053],"study_design_scores_gemma":[0.0007732986,0.000059342998,0.0051838597,0.0019780893,0.00012677259,0.0002102207,0.0035737744,0.0000501013,0.0000051222155,0.0024469832,0.98512244,0.00047002174],"about_ca_topic_score_codex":0.00021022826,"about_ca_topic_score_gemma":0.00013628439,"teacher_disagreement_score":0.03549725,"about_ca_system_score_codex":0.00056891347,"about_ca_system_score_gemma":0.0012600509,"threshold_uncertainty_score":0.999604},"labels":[],"label_agreement":null},{"id":"W4412696131","doi":"10.1177/10398562251363005","title":"Psychiatrist supply and demand projections from the Department of Health, Disability and Ageing – The map is not the territory","year":2025,"lang":"en","type":"editorial","venue":"Australasian Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Workforce; Compendium; Context (archaeology); Baseline (sea); Workforce development; Workforce planning; Supply and demand; Plan (archaeology); Business; Psychology; Medicine; Gerontology; Political science; Economic growth; Economics; Geography","score_opus":0.018141328388319677,"score_gpt":0.38454628241677613,"score_spread":0.36640495402845646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412696131","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017259328,0.014153406,0.000013531343,0.22905806,0.7271865,0.0061299745,0.005254174,0.00010559872,0.0008394239],"genre_scores_gemma":[0.1417691,0.006076961,0.0014894416,0.011049886,0.8292006,0.0019818202,0.0012479865,0.0001889304,0.0069952244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99293274,0.002431276,0.0018368852,0.0009694694,0.0008136738,0.00101596],"domain_scores_gemma":[0.9927168,0.003995796,0.0012464523,0.0016884916,0.00013538903,0.00021707123],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022255385,0.0006241793,0.0009075905,0.00005378733,0.0043824385,0.00007768682,0.00088724226,0.0010867454,0.00012546519],"category_scores_gemma":[0.00020689896,0.00033614473,0.00022117705,0.00031980054,0.0011045797,0.000097994605,0.00038694803,0.003579525,0.00001536541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110642504,0.000091575945,0.12759475,0.0014486407,0.00012375903,4.7437632e-7,0.0028818373,4.222914e-7,1.1168869e-7,0.00031801214,0.86620253,0.0012272134],"study_design_scores_gemma":[0.0008035392,0.00015362618,0.12549233,0.0019541034,0.00027212265,0.0000010240678,0.010867707,0.0000030024714,2.902936e-7,0.0030108476,0.8572067,0.00023470922],"about_ca_topic_score_codex":0.022201134,"about_ca_topic_score_gemma":0.040176466,"teacher_disagreement_score":0.21800818,"about_ca_system_score_codex":0.00031578494,"about_ca_system_score_gemma":0.0024903535,"threshold_uncertainty_score":0.99990904},"labels":[],"label_agreement":null},{"id":"W4412704280","doi":"10.36834/cmej.79882","title":"Experienced or witnessed racism and microaggressions during medical education: an exploratory survey of medical learners at a large Canadian medical school","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Montréal; McGill University; University of Ottawa","funders":"","keywords":"Racism; Medical education; Medical school; Psychology; Medicine; Family medicine; Sociology; Gender studies","score_opus":0.034957394904523494,"score_gpt":0.4499891861081145,"score_spread":0.415031791203591,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412704280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.823007,0.0044047246,0.000025597812,0.16049981,0.008188527,0.00076903834,0.000053049607,0.00005047915,0.0030017972],"genre_scores_gemma":[0.86000836,0.0028891366,0.00015262292,0.12955426,0.0017335454,0.00030013578,0.0001809079,0.00006404231,0.0051170047],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98849046,0.003020013,0.0019931376,0.0006629243,0.003997591,0.0018358764],"domain_scores_gemma":[0.92466956,0.00076468877,0.0004716023,0.000621939,0.001353115,0.07211912],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00919509,0.00039684284,0.00076703745,0.0011730072,0.0030312599,0.000057300367,0.0015511569,0.0022585539,0.33107838],"category_scores_gemma":[0.17192507,0.00033555852,0.00008068826,0.0013977109,0.0007202715,0.0003704633,0.00023134818,0.0042917947,0.00015399889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029873342,0.0006456143,0.1775709,0.0006441117,0.0001005652,0.0005863618,0.016967386,6.0669896e-7,0.0000043381683,0.002526082,0.7582109,0.042444423],"study_design_scores_gemma":[0.005767601,0.00017922407,0.19358155,0.023297042,0.00006740495,0.0016633427,0.135157,0.0008946405,0.0000113702845,0.00026222738,0.6381721,0.0009464907],"about_ca_topic_score_codex":0.45825878,"about_ca_topic_score_gemma":0.9797685,"teacher_disagreement_score":0.68623835,"about_ca_system_score_codex":0.0029729416,"about_ca_system_score_gemma":0.6892113,"threshold_uncertainty_score":0.99990964},"labels":[],"label_agreement":null},{"id":"W4412706631","doi":"10.1016/j.ssmhs.2025.100109","title":"Navigating policy and infrastructure inequities in Indigenous primary health care: A qualitative comparative policy analysis of Alberta and Ontario","year":2025,"lang":"en","type":"article","venue":"SSM - Health Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; CARE Canada; University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Indigenous; Primary care; Qualitative research; Primary health care; Political science; Environmental planning; Public administration; Economic growth; Geography; Health care; Sociology; Medicine; Economics; Social science; Family medicine","score_opus":0.03730620927678916,"score_gpt":0.5012701285473277,"score_spread":0.4639639192705385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412706631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9636451,0.020399678,0.000036712656,0.007241372,0.00035438206,0.0039074393,0.00031888683,0.00005254995,0.0040439013],"genre_scores_gemma":[0.9901828,0.00063007756,0.00038744006,0.0070355455,0.00016786641,0.0002536624,0.0002800048,0.000023729155,0.0010388488],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9912701,0.0035207234,0.002737396,0.0006255098,0.00041644726,0.0014298199],"domain_scores_gemma":[0.99482703,0.0022111288,0.0016989382,0.00045857916,0.0003137,0.0004906508],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023252338,0.00041329514,0.0025853857,0.0010857824,0.0011504287,0.000027305352,0.00021840967,0.00033472758,0.000009570482],"category_scores_gemma":[0.0002704496,0.00038756573,0.000076509445,0.0033959618,0.00024571177,0.00016624515,0.00026531814,0.0013953276,0.0000023213586],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000103545935,0.000027566442,0.122545876,0.008723355,0.00022630572,8.6635146e-7,0.8520598,0.00015231693,9.873843e-7,0.01382716,0.00095611834,0.0013761353],"study_design_scores_gemma":[0.0016888336,0.00049578375,0.2543485,0.0068997145,0.000073299525,0.0000029772489,0.72506654,0.00014190437,5.132764e-7,0.0006276144,0.010342562,0.00031174484],"about_ca_topic_score_codex":0.95750874,"about_ca_topic_score_gemma":0.8190599,"teacher_disagreement_score":0.1384488,"about_ca_system_score_codex":0.008269478,"about_ca_system_score_gemma":0.018277543,"threshold_uncertainty_score":0.9998576},"labels":[],"label_agreement":null},{"id":"W4412708034","doi":"10.22605/rrh9205","title":"Framing ârural health equityâ and implications for governance: thematic analysis of 51 expert narratives from a global webinar series","year":2025,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Government of Canada; World Health Organization","keywords":"Narrative; Public relations; Health equity; Framing (construction); Thematic analysis; Equity (law); Sociology; Health care; Corporate governance; Rural health; Reflexivity; Political science; Qualitative research; Social science; Management; Economics; Geography; Law","score_opus":0.037284425563530225,"score_gpt":0.4572681698814064,"score_spread":0.41998374431787616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412708034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6870276,0.07939937,0.008215172,0.21877038,0.0005740714,0.0033966263,0.0015682088,0.00015612399,0.0008924552],"genre_scores_gemma":[0.94178337,0.024117492,0.022500962,0.009850813,0.00016540632,0.00008548623,0.000246518,0.000022204184,0.0012277694],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9970645,0.00043006343,0.0011424598,0.0004030913,0.00017134371,0.0007885566],"domain_scores_gemma":[0.9978414,0.00050974835,0.0007739179,0.00038084417,0.0001630836,0.0003309804],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006461611,0.0002525599,0.0011114497,0.000098540215,0.001661202,0.000016640248,0.00016815179,0.0001786979,0.000028824736],"category_scores_gemma":[0.00012828593,0.000199374,0.00011520663,0.0009440657,0.00018668802,0.00016017997,0.00016598051,0.00025433698,0.0000015722187],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001017775,0.00028803045,0.12263884,0.010295763,0.0016038452,9.2448244e-7,0.08610569,0.000022694287,0.00022409523,0.24646205,0.028395476,0.5029448],"study_design_scores_gemma":[0.0022785563,0.0008693161,0.7832512,0.00829001,0.00023336663,0.0000034015748,0.09269612,0.0044248877,0.000007148354,0.0737576,0.03369894,0.0004894125],"about_ca_topic_score_codex":0.01746016,"about_ca_topic_score_gemma":0.009083492,"teacher_disagreement_score":0.6606124,"about_ca_system_score_codex":0.0004990974,"about_ca_system_score_gemma":0.00093748793,"threshold_uncertainty_score":0.9996385},"labels":[],"label_agreement":null},{"id":"W4412709357","doi":"10.15273/dmj.vol50no1.12498","title":"Building bridges between provinces: The Conference of Atlantic Medical Students","year":2025,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Geography","score_opus":0.048618949342674134,"score_gpt":0.4562789746341967,"score_spread":0.40766002529152257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412709357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9434442,0.0007706362,0.00888825,0.039846133,0.0019975873,0.0006607622,0.00001056602,0.000077831355,0.0043040416],"genre_scores_gemma":[0.9913447,0.00093529857,0.0003068058,0.005266972,0.0013078817,0.000024599676,0.000005721096,0.000018238188,0.0007897852],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9914387,0.0014790939,0.001657759,0.000269969,0.004215679,0.0009388167],"domain_scores_gemma":[0.9948305,0.0028898083,0.0005804655,0.00036527132,0.00045520425,0.0008787596],"candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0077306037,0.00021658825,0.0006657068,0.00014058164,0.0011256778,0.00004759746,0.002668603,0.0005212415,0.0026482223],"category_scores_gemma":[0.00608725,0.00012772095,0.00011786775,0.00043677178,0.00053419935,0.000099790435,0.00090199366,0.0031537649,0.00006980972],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059617607,0.00011124369,0.9186815,0.00043208487,0.000119899814,0.00012207328,0.0013670982,0.0000013178983,0.0000044557873,0.007263154,0.030109743,0.04172781],"study_design_scores_gemma":[0.0045994767,0.0003110802,0.62928545,0.025654374,0.000273852,0.00013900554,0.0062161363,0.000811132,0.00004262,0.00807266,0.32419205,0.0004021667],"about_ca_topic_score_codex":0.0010114711,"about_ca_topic_score_gemma":0.0005677964,"teacher_disagreement_score":0.2940823,"about_ca_system_score_codex":0.00020823805,"about_ca_system_score_gemma":0.004324504,"threshold_uncertainty_score":0.999146},"labels":[],"label_agreement":null},{"id":"W4412779787","doi":"10.1186/s12875-025-02874-2","title":"27 Years of retention outcomes for a nine-university primary health care nurse practitioner program in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University; Western University; Lakehead University; University of Windsor; University of Ottawa; University of Toronto; Queen's University; McMaster University; Laurentian University; Council of Ontario Universities","funders":"","keywords":"Primary care; Nursing; Nurse practitioners; Primary health care; Medicine; Family medicine; Psychology; Health care; Political science; Environmental health","score_opus":0.023278420903743244,"score_gpt":0.3600973759016848,"score_spread":0.3368189549979415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412779787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.890532,0.0033672443,0.00018655598,0.004189044,0.0038339954,0.013086159,0.0010093908,0.00028524434,0.08351036],"genre_scores_gemma":[0.8474326,0.00019196195,0.052229375,0.017723924,0.0001873863,0.00082129973,0.011052911,0.00012535683,0.0702352],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99764806,0.00037497716,0.0006349812,0.0003927406,0.00032117218,0.0006280682],"domain_scores_gemma":[0.9982474,0.00032536127,0.000404898,0.0004256255,0.0004487108,0.00014800607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025040167,0.00018524854,0.0005708513,0.00018532186,0.00030790284,0.000004927248,0.0002363353,0.00021288513,0.00008368953],"category_scores_gemma":[0.0000946278,0.00020877575,0.00011708817,0.00037265004,0.00003869167,0.00015629701,0.00010939654,0.00051078724,0.0000038019562],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004543378,0.00008931463,0.8970112,0.0065678433,0.000024064659,0.000008157102,0.006264187,0.000024887337,0.00000231743,0.00064618635,0.07995483,0.008952648],"study_design_scores_gemma":[0.0015542648,0.000107140484,0.6875962,0.0008598373,0.000026558453,2.1669508e-7,0.025963563,0.0000016566032,9.95128e-7,0.00002000673,0.28374964,0.00011992733],"about_ca_topic_score_codex":0.9322872,"about_ca_topic_score_gemma":0.99710566,"teacher_disagreement_score":0.20941505,"about_ca_system_score_codex":0.016242666,"about_ca_system_score_gemma":0.027217325,"threshold_uncertainty_score":0.9875338},"labels":[],"label_agreement":null},{"id":"W4412785043","doi":"10.46747/cfp.710708451","title":"Rethinking return-of-service mandates for international medical graduates","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Hamilton Health Sciences; College of Family Physicians of Canada; University of Saskatchewan; University of Calgary","funders":"","keywords":"Data science; Service (business); World Wide Web; Computer science; Medical education; Medicine; Business; Marketing","score_opus":0.0508190496463269,"score_gpt":0.3958796945167523,"score_spread":0.3450606448704254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412785043","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17612807,0.0015810755,0.00029963133,0.11343415,0.010839632,0.0022939167,0.0006267528,0.00019430231,0.69460243],"genre_scores_gemma":[0.44697878,0.00009600108,0.0010489412,0.5471749,0.0010085503,0.00022728194,0.00041086852,0.000041437015,0.0030132686],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99803025,0.00012511166,0.0005658151,0.0002857326,0.00030227404,0.0006908509],"domain_scores_gemma":[0.99780935,0.0005726371,0.00016909707,0.0003060827,0.0007349448,0.0004078776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053407205,0.00015977086,0.0003127663,0.00023463467,0.000561462,0.0000108203685,0.0006111185,0.00027745165,0.00004183396],"category_scores_gemma":[0.00032546578,0.00016127793,0.00007413399,0.0004773028,0.000068094305,0.00009645182,0.00007714667,0.00045345878,0.00006553277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000114669405,0.000047316924,0.008604618,0.0012329484,0.00017590201,0.000012057519,0.002723944,0.000010481411,0.00025705647,0.14850205,0.79267544,0.04564355],"study_design_scores_gemma":[0.0008891521,0.000032298823,0.0054685352,0.0030902151,0.000032485448,6.7833824e-8,0.0038219502,0.001990485,0.00011387877,0.06826297,0.9160939,0.00020408588],"about_ca_topic_score_codex":0.054887217,"about_ca_topic_score_gemma":0.16146827,"teacher_disagreement_score":0.6915892,"about_ca_system_score_codex":0.00051823916,"about_ca_system_score_gemma":0.0025021592,"threshold_uncertainty_score":0.95140636},"labels":[],"label_agreement":null},{"id":"W4412785115","doi":"10.46747/cfp.710708e154","title":"Repenser les mandats de retour de services pour les diplômés internationaux en médecine","year":2025,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; College of Family Physicians of Canada","funders":"","keywords":"Humanities; Political science; Medicine; Art","score_opus":0.026407293122086565,"score_gpt":0.36687303073367145,"score_spread":0.3404657376115849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412785115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47760752,0.017551653,0.00017939194,0.124268584,0.0023913633,0.0011512501,0.000648315,0.00016882157,0.3760331],"genre_scores_gemma":[0.67379075,0.001115021,0.001385602,0.24280196,0.0021630472,0.00007564931,0.00023734845,0.000085758176,0.07834486],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99482846,0.0011975478,0.00085858576,0.0006836514,0.00029078213,0.0021409867],"domain_scores_gemma":[0.996737,0.0005642457,0.00029753783,0.0007302613,0.00043453806,0.0012364378],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00090287154,0.0005035964,0.00062432897,0.00043977014,0.0013495241,0.00008876396,0.0009206406,0.0009121705,0.00018089764],"category_scores_gemma":[0.00012419878,0.0005915299,0.00016928423,0.00071173755,0.0001487945,0.0002846722,0.00014940124,0.0014523267,0.00074680237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008720447,0.00014912456,0.04375182,0.0018588651,0.00018467971,0.00020648578,0.0027793671,0.00021096371,0.00039565182,0.107937396,0.68669444,0.15574397],"study_design_scores_gemma":[0.00096699974,0.00007143145,0.24467576,0.008834726,0.00012436122,0.0000015805364,0.02855289,0.0016626104,0.000060533635,0.029334802,0.68523353,0.00048076417],"about_ca_topic_score_codex":0.51995045,"about_ca_topic_score_gemma":0.44505817,"teacher_disagreement_score":0.29768825,"about_ca_system_score_codex":0.0049692052,"about_ca_system_score_gemma":0.0060783885,"threshold_uncertainty_score":0.9999506},"labels":[],"label_agreement":null},{"id":"W4412791877","doi":"10.36834/cmej.81307","title":"Fulfilling a social mission: examining practice locations of residency graduates over two decades","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medical education; Data science; Computer science; Medicine","score_opus":0.06050497355456683,"score_gpt":0.5104059634405147,"score_spread":0.44990098988594784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412791877","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19464776,0.0077335723,0.0006520398,0.6732655,0.009595545,0.00089462113,0.000015952395,0.00006561454,0.1131294],"genre_scores_gemma":[0.91074,0.0005525335,0.0035183881,0.07641181,0.0025617282,0.000046044428,0.00002383204,0.000027425853,0.0061182333],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99653655,0.0009057815,0.0010544801,0.00020371847,0.00066151004,0.0006379701],"domain_scores_gemma":[0.992269,0.0012736762,0.0005154689,0.00019408311,0.0012207442,0.004527048],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0023803383,0.00013784085,0.00026740792,0.0005134916,0.0020067613,0.000027666445,0.00036379695,0.00031993794,0.013811622],"category_scores_gemma":[0.05940136,0.00013113176,0.00005234195,0.0007781925,0.00014189075,0.00025676846,0.00003357063,0.0015726872,0.000059826394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034259265,0.00012606176,0.012527658,0.00022027784,0.000046435445,0.000021213189,0.009064885,0.000007944379,0.0000098213195,0.0372957,0.9033649,0.037280846],"study_design_scores_gemma":[0.00089745026,0.000054388256,0.014470535,0.005081994,0.000093229704,0.00008944067,0.063438505,0.00018283122,0.000010395956,0.009897247,0.9055845,0.0001994892],"about_ca_topic_score_codex":0.034407333,"about_ca_topic_score_gemma":0.026353331,"teacher_disagreement_score":0.7160922,"about_ca_system_score_codex":0.0010121249,"about_ca_system_score_gemma":0.16298383,"threshold_uncertainty_score":0.9992925},"labels":[],"label_agreement":null},{"id":"W4412800312","doi":"10.37964/cr24794","title":"Rural leadership isn’t a subset — it’s the stress test for the whole system","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Test (biology); Stress (linguistics); Psychology; Philosophy; Linguistics; Biology; Botany","score_opus":0.1465100925452593,"score_gpt":0.38405875538311895,"score_spread":0.23754866283785966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412800312","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020159828,0.021240583,0.0009236962,0.9181898,0.010174965,0.005148074,0.00088884146,0.000102397076,0.023171786],"genre_scores_gemma":[0.9470387,0.000010950922,0.000034036617,0.039624516,0.00219023,0.00009461068,0.000014381997,0.00004455204,0.010948005],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99617356,0.00064064946,0.0009783339,0.00020670031,0.00033890083,0.0016618588],"domain_scores_gemma":[0.99332124,0.004150782,0.00069913536,0.000599807,0.0006299408,0.0005991155],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016464253,0.00030830182,0.0005227156,0.00022704725,0.002631221,0.00009180924,0.0013436187,0.00025340563,0.000073214316],"category_scores_gemma":[0.00071282155,0.00019223819,0.0003030482,0.0007026328,0.00042609553,0.0002059929,0.000024313253,0.0015402134,0.00013559952],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012861,0.000034383418,0.02476394,0.002323894,0.0002170564,0.000030827217,0.0170274,0.00023056217,0.000042349548,0.018463043,0.93207663,0.00466129],"study_design_scores_gemma":[0.0011433199,0.00016082774,0.01109464,0.0076827006,0.00022324402,0.000008818831,0.7066785,0.00027780712,0.00004452854,0.00039778714,0.27205956,0.00022828228],"about_ca_topic_score_codex":0.0073853154,"about_ca_topic_score_gemma":0.11353844,"teacher_disagreement_score":0.92687887,"about_ca_system_score_codex":0.0011808547,"about_ca_system_score_gemma":0.004334712,"threshold_uncertainty_score":0.9992246},"labels":[],"label_agreement":null},{"id":"W4412974390","doi":"10.1016/j.ssmhs.2025.100108","title":"Health practitioner regulation and anti-racism: A scoping review","year":2025,"lang":"en","type":"article","venue":"SSM - Health Systems","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Public Health Ontario; Dalhousie University; Athabasca University; Capital District Health Authority","funders":"","keywords":"Racism; Anti-racism; Sociology; Political science; Gender studies","score_opus":0.0705920233498883,"score_gpt":0.5080637228997191,"score_spread":0.43747169954983084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412974390","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0035175118,0.78841865,0.00354922,0.15532011,0.0076244273,0.02412134,0.00009155633,0.0007909211,0.016566245],"genre_scores_gemma":[0.4089122,0.39842045,0.0020941664,0.16431873,0.0017022778,0.0031360008,0.0004935389,0.00015366577,0.020768978],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9919351,0.0030357956,0.0025724126,0.00066007086,0.00047622906,0.0013204446],"domain_scores_gemma":[0.99601513,0.0007080362,0.0016720394,0.0007110963,0.00033783482,0.0005558649],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0057178135,0.00030735292,0.0014115609,0.00024721606,0.0024028118,0.000030375197,0.00016739574,0.0002586293,0.000109498906],"category_scores_gemma":[0.00041645224,0.00028490715,0.000059820613,0.00090252707,0.00006392712,0.00030205984,0.0001245341,0.00076265284,0.00023804189],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004018151,0.000075007214,0.009590657,0.46487486,0.00003396153,0.0000030688623,0.003104718,0.000027358186,0.0000032640692,0.030275913,0.48042297,0.011548055],"study_design_scores_gemma":[0.0010747954,0.0001630428,0.011361107,0.80806607,0.000023267326,0.0000216574,0.0041381023,0.00042433527,4.704124e-7,0.0003388906,0.17407045,0.00031782172],"about_ca_topic_score_codex":0.0051759114,"about_ca_topic_score_gemma":0.0008321628,"teacher_disagreement_score":0.4053947,"about_ca_system_score_codex":0.0011318655,"about_ca_system_score_gemma":0.0043543777,"threshold_uncertainty_score":0.9999603},"labels":[],"label_agreement":null},{"id":"W4412983883","doi":"10.1016/j.aggp.2025.100194","title":"Coronary heart disease racial disparities among older adults in the U.S.: Systematic review, 2000-2024","year":2025,"lang":"en","type":"article","venue":"Archives of Gerontology and Geriatrics Plus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Gerontology; Medicine; Disease; Coronary heart disease; Cardiology; Internal medicine","score_opus":0.016155122187268632,"score_gpt":0.35958247447738034,"score_spread":0.34342735229011173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412983883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5757343,0.39107963,0.00014982939,0.013762555,0.0014899683,0.007347182,0.0000864391,0.000059121514,0.010290947],"genre_scores_gemma":[0.9797362,0.010496074,0.00012850684,0.005482376,0.00006476935,0.00063673855,0.000028175678,0.000009991182,0.003417174],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963338,0.0016930382,0.0009805927,0.00030551135,0.00016165184,0.00052545394],"domain_scores_gemma":[0.99611086,0.0030141647,0.00027640007,0.00044044096,0.00004265961,0.000115507544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071203115,0.00019492726,0.00083064364,0.00016067745,0.00040799959,0.0000054109996,0.0003142493,0.00013565226,0.000054378415],"category_scores_gemma":[0.00069697405,0.0001376415,0.0000850444,0.00026854404,0.00032231543,0.00007891963,0.0001719454,0.0005076853,0.00001166718],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009580329,0.00016045124,0.49204636,0.46228504,0.000047751644,0.000049525173,0.016671399,0.0000041128114,3.5996518e-7,0.011533264,0.015890606,0.00035310577],"study_design_scores_gemma":[0.0011926282,0.000070288464,0.9096972,0.079550564,0.00024575857,0.0000042633765,0.0040243897,0.00018067547,1.1881059e-7,0.004344963,0.00053721986,0.00015198208],"about_ca_topic_score_codex":0.0009220344,"about_ca_topic_score_gemma":0.0019019196,"teacher_disagreement_score":0.41765082,"about_ca_system_score_codex":0.00005230182,"about_ca_system_score_gemma":0.0003902865,"threshold_uncertainty_score":0.56128573},"labels":[],"label_agreement":null},{"id":"W4413006555","doi":"10.1111/imig.70062","title":"Sending State Perspectives on the Global Migration of Indian Nurses","year":2025,"lang":"en","type":"article","venue":"International Migration","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Wilfrid Laurier University","funders":"Canadian Institutes of Health Research","keywords":"State (computer science); Political science; Development economics; Economic geography; Demographic economics; Geography; Economics; Computer science","score_opus":0.02711626958485883,"score_gpt":0.4471987196743189,"score_spread":0.42008245008946005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413006555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92918134,0.000115133385,0.00048071588,0.026911665,0.0016979281,0.0006366033,0.000082751656,0.00006080242,0.040833056],"genre_scores_gemma":[0.99438673,0.00014736329,0.00012000268,0.0011846126,0.00016461244,0.00008791824,0.000056430617,0.000006119089,0.003846219],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9984906,0.0002739161,0.0004705656,0.00021141818,0.00034248293,0.00021102626],"domain_scores_gemma":[0.9985646,0.00048532287,0.00028657893,0.00019010469,0.00043681494,0.00003659133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003452586,0.00011862801,0.00012987701,0.00013364902,0.00034117125,0.000018919576,0.00023633732,0.00009130475,0.00027253598],"category_scores_gemma":[0.00048016856,0.000088642264,0.000058006786,0.00035418026,0.00006436671,0.0001517056,0.000032551132,0.00022731362,0.000102441176],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034117533,0.00016927744,0.41055098,0.00008939691,0.000116292686,0.0000023859893,0.029931264,0.00050925615,0.00036217275,0.51385146,0.038325373,0.0057509774],"study_design_scores_gemma":[0.0016359928,0.00030426763,0.52418596,0.0038910797,0.00005022755,0.0000030894762,0.17095456,0.005462825,0.00418908,0.0659295,0.2229691,0.00042432727],"about_ca_topic_score_codex":0.002871583,"about_ca_topic_score_gemma":0.008648766,"teacher_disagreement_score":0.44792196,"about_ca_system_score_codex":0.0007290099,"about_ca_system_score_gemma":0.00019104357,"threshold_uncertainty_score":0.48262143},"labels":[],"label_agreement":null},{"id":"W4413017328","doi":"10.22215/etd/2025-16676","title":"Unveiling the Spatial Dimensions of Hospitalization and Resource Utilization in Rural Ontario: A Comprehensive Analysis of Travel Time, Socio-demographic Factors, and Healthcare System Usage","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Geography; Healthcare system; Resource (disambiguation); Medicine; Business; Gerontology; Environmental health; Computer science; Economic growth; Economics","score_opus":0.033777439572053335,"score_gpt":0.3637432534565211,"score_spread":0.3299658138844678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413017328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99342114,0.002529238,0.00009449486,0.00012721405,0.00022904547,0.002258974,0.00019545037,0.00004401294,0.0011004108],"genre_scores_gemma":[0.9924185,0.00054238335,0.00006012909,0.00007875807,0.00001578237,0.000057929774,0.004342815,0.000026660256,0.0024569912],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9959645,0.0010765723,0.0016562967,0.00044120074,0.00043841658,0.000422981],"domain_scores_gemma":[0.996506,0.0011182004,0.0012385389,0.00037408157,0.0006400351,0.00012317074],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048508,0.00037895454,0.0013777806,0.0010037165,0.00062649645,0.000010321508,0.00015817618,0.0007579548,0.00007782052],"category_scores_gemma":[0.00009792559,0.00026145214,0.00016068328,0.0018194015,0.00009505578,0.000072282804,0.00007454388,0.00065458973,6.8208027e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024063516,0.00005669491,0.94235474,0.0058741667,0.000502541,0.0000010322133,0.047553893,0.0001609308,0.00007632648,0.0023989533,0.00021447142,0.00056563615],"study_design_scores_gemma":[0.00048525468,0.00009476487,0.82214093,0.0045257267,0.0009287054,1.5639226e-7,0.1652993,0.006153124,0.000021013308,0.00004606284,0.00011897523,0.00018597126],"about_ca_topic_score_codex":0.29160446,"about_ca_topic_score_gemma":0.56706,"teacher_disagreement_score":0.27545553,"about_ca_system_score_codex":0.00037211,"about_ca_system_score_gemma":0.0006076038,"threshold_uncertainty_score":0.9999838},"labels":[],"label_agreement":null},{"id":"W4413019955","doi":"10.33043/r23873x5","title":"Barriers to Mental Health Care for Low-Income Clients As Perceived By Counsellors","year":2025,"lang":"en","type":"article","venue":"Journal for Social Action in Counseling & Psychology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University; Western University","funders":"","keywords":"Mental health; Low income; Mental health care; Psychology; Nursing; Medicine; Psychiatry; Socioeconomics; Sociology","score_opus":0.04087639790672916,"score_gpt":0.5313419687046942,"score_spread":0.49046557079796504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413019955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90797895,0.0014878252,0.0043928926,0.051231455,0.028425992,0.0047508166,0.0003716857,0.00012737175,0.0012330367],"genre_scores_gemma":[0.88164365,0.0039782054,0.0013489446,0.10330817,0.002216004,0.0011895404,0.0001983111,0.00011403944,0.0060031377],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959892,0.0005686578,0.0013783219,0.0004901548,0.00033491952,0.0012387699],"domain_scores_gemma":[0.9975879,0.000462152,0.0005903934,0.00017010144,0.00066724175,0.00052218616],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0017655047,0.00026792113,0.00065310794,0.00037249798,0.004968785,0.00003394951,0.0003285775,0.0005491855,0.00021920953],"category_scores_gemma":[0.0003690785,0.00028538157,0.00020602053,0.00048471996,0.00006877497,0.00014361455,0.000020785343,0.0010792116,0.000057033918],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004301653,0.000118686185,0.0066150343,0.00070558424,0.00008856778,0.0000015716445,0.07793059,0.00005070248,0.0003281677,0.00071058545,0.8928502,0.016298635],"study_design_scores_gemma":[0.004548969,0.00061780657,0.0017148918,0.00078125665,0.000020301964,0.00000624994,0.06761635,0.000038842696,0.0000051276334,0.0029355623,0.9214835,0.00023111323],"about_ca_topic_score_codex":0.00032481717,"about_ca_topic_score_gemma":0.001133998,"teacher_disagreement_score":0.05207672,"about_ca_system_score_codex":0.0027164486,"about_ca_system_score_gemma":0.0012753699,"threshold_uncertainty_score":0.9999598},"labels":[],"label_agreement":null},{"id":"W4413020421","doi":"10.2147/jmdh.s539173","title":"The Economic Impact of Community-Based Allied Health on the Acute Sector: A Systematic Review of Economic Evaluations","year":2025,"lang":"en","type":"review","venue":"Journal of Multidisciplinary Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian Government","keywords":"Economic impact analysis; Economic community; Economic evaluation; Medicine; Data science; Computer science; Economics; Pathology","score_opus":0.162666534166756,"score_gpt":0.5672323909204003,"score_spread":0.4045658567536443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413020421","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019772528,0.97076595,0.000007847318,0.01289846,0.0015099554,0.012670387,0.0017200566,0.000023119996,0.00020648447],"genre_scores_gemma":[0.0005953096,0.99682325,0.00009380423,0.0011151729,0.00029147556,0.00060323376,0.00019489077,0.00009202457,0.00019083997],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.95859087,0.029070651,0.0102626765,0.00030704733,0.0007388722,0.0010298993],"domain_scores_gemma":[0.9507088,0.02533872,0.019926509,0.0025543955,0.00095910596,0.00051245204],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.022532219,0.00085124915,0.0079913335,0.00055654283,0.003045171,0.000017905917,0.0025400538,0.00057977764,0.000120724275],"category_scores_gemma":[0.0011862618,0.00042595234,0.0027566087,0.00053300476,0.00025435357,0.000110757544,0.00043500523,0.004947923,0.000086435095],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001328248,0.000072254166,0.00004241594,0.9764702,0.00089135335,0.0000019624817,0.0010569359,0.00022953683,1.9676701e-8,0.0006676014,0.015171184,0.005263747],"study_design_scores_gemma":[0.0005977138,0.0018077838,0.00006575562,0.9798952,0.0018189028,0.000025033316,0.0015935006,0.000113519745,8.3915154e-8,0.00023772517,0.0135992905,0.0002454868],"about_ca_topic_score_codex":0.0015473317,"about_ca_topic_score_gemma":0.0012600659,"teacher_disagreement_score":0.039854445,"about_ca_system_score_codex":0.013387099,"about_ca_system_score_gemma":0.053241543,"threshold_uncertainty_score":0.9998192},"labels":[],"label_agreement":null},{"id":"W4413099897","doi":"10.4103/cjrm.cjrm_34_25","title":"Recharged","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography","score_opus":0.04280915581914866,"score_gpt":0.44310786395798185,"score_spread":0.40029870813883317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413099897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5035084,0.014961095,0.0002598953,0.2587668,0.018069524,0.0007105112,0.000013262438,0.000034060515,0.2036765],"genre_scores_gemma":[0.9645597,0.0002479246,0.0001569334,0.013728357,0.0010899378,0.000004235076,0.0000037868897,0.0000104954715,0.020198666],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99815965,0.00024944733,0.0008052972,0.00005577222,0.00016666672,0.0005631732],"domain_scores_gemma":[0.9976982,0.00033278734,0.00031079477,0.00016931946,0.0005140266,0.0009748649],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010438864,0.00010476816,0.00038575561,0.0004534647,0.00046834364,0.0000026236132,0.00026861296,0.00014534041,0.0020735778],"category_scores_gemma":[0.0014232496,0.00007503852,0.000043556403,0.0004905256,0.0001280078,0.000071208204,0.000009719564,0.0008081555,0.00013647192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004562146,0.0000027567935,0.07617273,0.00013149907,0.000028557593,0.00008183052,0.002520579,0.0000016940857,0.000068681366,0.010939508,0.8984211,0.011585416],"study_design_scores_gemma":[0.0013038343,0.00019122908,0.017289922,0.006598357,0.000040438685,0.000022020826,0.016736487,0.0000052825676,0.000010423717,0.0048394524,0.95289433,0.000068232206],"about_ca_topic_score_codex":0.02677333,"about_ca_topic_score_gemma":0.042959195,"teacher_disagreement_score":0.46105132,"about_ca_system_score_codex":0.0005965468,"about_ca_system_score_gemma":0.0034045326,"threshold_uncertainty_score":0.99883866},"labels":[],"label_agreement":null},{"id":"W4413101955","doi":"10.4103/cjrm.cjrm_58_24","title":"A rolodex of skills and roles: listening and learning from northern physician recruiters","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Lakehead University; Laurentian University; NOSM University","funders":"","keywords":"Active listening; Psychology; Medical education; Medicine; Communication","score_opus":0.017298673183373563,"score_gpt":0.3535174957312361,"score_spread":0.3362188225478625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413101955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97627807,0.0109311845,0.000042294563,0.009644973,0.00053791463,0.00018968049,0.000006896238,0.0000061173373,0.0023629],"genre_scores_gemma":[0.9954618,0.0003973428,0.0001406899,0.0027366912,0.0003440571,0.0000021585317,0.000005324718,0.000011499595,0.0009004428],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9984047,0.00030752024,0.00067251344,0.00009085798,0.00014389897,0.00038051914],"domain_scores_gemma":[0.9979021,0.0006220092,0.00048492893,0.00010185436,0.00027799988,0.0006111263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057994726,0.0001264698,0.00051424425,0.00027829496,0.00038959133,0.0000049871073,0.00012342767,0.00011653815,0.00007813215],"category_scores_gemma":[0.0007178726,0.0000978271,0.000029912337,0.00022795549,0.00022509333,0.00008839715,0.000020609647,0.0008223529,0.0000019983167],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069775975,0.000006267812,0.883643,0.00022469395,0.00008359325,0.000047046644,0.035480943,0.000035530513,0.00024985572,0.00020723819,0.0037452274,0.07620686],"study_design_scores_gemma":[0.006045765,0.0012797399,0.58035594,0.051432006,0.00036889475,0.00003464837,0.2552326,0.00032668642,0.000036627272,0.0036101763,0.10093315,0.00034375928],"about_ca_topic_score_codex":0.04825823,"about_ca_topic_score_gemma":0.102466024,"teacher_disagreement_score":0.30328703,"about_ca_system_score_codex":0.00017253519,"about_ca_system_score_gemma":0.00071848213,"threshold_uncertainty_score":0.9580795},"labels":[],"label_agreement":null},{"id":"W4413110732","doi":"10.1111/inr.70081","title":"Fostering International Collaborations to Inform Nursing and Midwifery Policy: A Caribbean Initiative","year":2025,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hamilton Health Sciences","funders":"Pan American Health Organization; University of Pennsylvania","keywords":"Workforce; Respondent; Stakeholder; Stakeholder engagement; Nursing; Business; Political science; Medicine; Public relations","score_opus":0.11084400360118027,"score_gpt":0.5380965881146816,"score_spread":0.42725258451350134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413110732","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003244814,0.015828155,0.0018673129,0.42433995,0.0067541236,0.002318837,0.00019998428,0.00020144951,0.5452454],"genre_scores_gemma":[0.8178263,0.02825219,0.008790291,0.1286825,0.0020884902,0.00096065865,0.00044243305,0.00008458137,0.012872605],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99766135,0.00018347743,0.00092432456,0.00035918638,0.00042168132,0.00044999027],"domain_scores_gemma":[0.9979545,0.00039850752,0.00027145282,0.00025326753,0.0009188665,0.00020340826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005131017,0.00022666616,0.00039230956,0.0005012322,0.0006654993,0.0000601786,0.00041288036,0.0001282047,0.00028800004],"category_scores_gemma":[0.001805719,0.0002308019,0.00006495625,0.001035708,0.00011051102,0.0003734516,0.00026830492,0.0004052925,0.00014418308],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017726043,0.00018862299,0.005416164,0.0017264945,0.00019118874,0.000009560807,0.010412751,0.000024297975,0.0000642283,0.22972596,0.29195207,0.46011138],"study_design_scores_gemma":[0.00064760656,0.0000615849,0.0073187547,0.18997991,0.000080582024,0.000015511561,0.003465997,0.00031784386,0.000022832737,0.013752829,0.7840135,0.00032305115],"about_ca_topic_score_codex":0.00011496708,"about_ca_topic_score_gemma":0.000107051324,"teacher_disagreement_score":0.81458145,"about_ca_system_score_codex":0.002118832,"about_ca_system_score_gemma":0.0007998517,"threshold_uncertainty_score":0.94118285},"labels":[],"label_agreement":null},{"id":"W4413115315","doi":"10.12927/cjnl.2025.27660","title":"Championing Specialty Nursing Certification: A Call to Action for Canadian Nurse Executives","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Certification; Workforce; Nursing; Specialty; Call to action; Health care; Quality (philosophy); Public relations; Medicine; Psychology; Business; Political science; Family medicine; Marketing","score_opus":0.35047283572707766,"score_gpt":0.48978657560742317,"score_spread":0.1393137398803455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413115315","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053628944,0.0017198459,0.021394115,0.62018675,0.016692376,0.008549794,0.00007174668,0.0008446246,0.27691182],"genre_scores_gemma":[0.9560229,0.000007741501,0.0037022247,0.010072507,0.0015158419,0.00041285032,0.0000853654,0.00005731194,0.028123215],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99656636,0.00036694284,0.0006140645,0.0005995841,0.00023731754,0.0016157588],"domain_scores_gemma":[0.9978365,0.0005202697,0.00016798977,0.00046845071,0.0003543727,0.0006524255],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006553572,0.00026504978,0.0003594593,0.0005596732,0.0026185182,0.000042962416,0.0002811048,0.00043359655,0.00014263915],"category_scores_gemma":[0.0005539942,0.000300447,0.00009206437,0.00088533165,0.00015920307,0.00017588667,0.0000058464198,0.00063101086,0.00024396944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008806175,0.00021147131,0.0069610593,0.00092076004,0.000041416562,0.0000036208064,0.124083064,0.0001318354,0.000486743,0.06002188,0.6252102,0.1810473],"study_design_scores_gemma":[0.001710087,0.00022202893,0.060265217,0.03208095,0.00013720494,0.0000043006085,0.39059854,0.00088416215,0.0007049696,0.009003951,0.5036003,0.00078828837],"about_ca_topic_score_codex":0.01031155,"about_ca_topic_score_gemma":0.057786275,"teacher_disagreement_score":0.902394,"about_ca_system_score_codex":0.0050112843,"about_ca_system_score_gemma":0.0016503965,"threshold_uncertainty_score":0.99994475},"labels":[],"label_agreement":null},{"id":"W4413226170","doi":"10.21203/rs.3.rs-7222819/v1","title":"To stay or leave: An integrative review of factors, personas, and recommendations for retaining family physicians in Canada","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Health, Saskatchewan; Department of Agriculture, Food and the Marine, Ireland; Saskatchewan Health Research Foundation","keywords":"Psychology; Autonomy; Inclusion (mineral); Nursing; Persona; Licensure; Medicine; Family medicine; Medical education; Political science; Social psychology","score_opus":0.23475350751934018,"score_gpt":0.579047817250768,"score_spread":0.34429430973142783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413226170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67646885,0.08740078,0.0008241595,0.10460277,0.002753034,0.069697164,0.04090975,0.0002245216,0.017118974],"genre_scores_gemma":[0.6581019,0.24997391,0.020107023,0.017655123,0.0009178942,0.017126415,0.010429661,0.00029041807,0.025397647],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.99347323,0.0028871584,0.0010576699,0.0007465119,0.0007208746,0.0011145597],"domain_scores_gemma":[0.9923051,0.004206787,0.00030937712,0.0007071563,0.002125524,0.00034605456],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0028838154,0.0003184745,0.0010703566,0.0004064511,0.0006225602,0.000014573122,0.00053723855,0.0002814636,0.00019388553],"category_scores_gemma":[0.0041820058,0.00025624968,0.00006610281,0.0011543928,0.00006895474,0.00008871728,0.0008461669,0.0026889227,0.0000023378063],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000817741,0.0002129663,0.06544845,0.24180609,0.00014012921,0.0000148843965,0.07131283,0.0000445238,0.000012762205,0.003374482,0.5027625,0.11405268],"study_design_scores_gemma":[0.00050002465,0.00049407466,0.010279869,0.39653513,0.000026255253,1.0229004e-7,0.3488776,0.00030136426,0.000020702799,0.0005449636,0.24206248,0.0003574034],"about_ca_topic_score_codex":0.8947952,"about_ca_topic_score_gemma":0.9634432,"teacher_disagreement_score":0.2775648,"about_ca_system_score_codex":0.0038100944,"about_ca_system_score_gemma":0.018966628,"threshold_uncertainty_score":0.999989},"labels":[],"label_agreement":null},{"id":"W4413270179","doi":"10.1016/s0140-6736(25)01370-4","title":"Global solidarity is needed now more than ever","year":2025,"lang":"en","type":"article","venue":"The Lancet","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Armed Forces; Canadian Red Cross Society; Canadian Public Health Association; University of British Columbia, Okanagan Campus; Queen's University; Canadian Mental Health Association","funders":"","keywords":"Solidarity; MEDLINE; Political science; Business; Medicine; Politics; Law","score_opus":0.06107336192337881,"score_gpt":0.46018531329836554,"score_spread":0.39911195137498673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413270179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5144464,0.00080776535,0.00010647616,0.19463913,0.0017464657,0.00090222043,0.00019217681,0.00032091961,0.28683844],"genre_scores_gemma":[0.88100445,0.00017438277,0.00029712028,0.09062572,0.0012043985,0.00008440432,0.00001617667,0.000012142061,0.026581205],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979129,0.0003606975,0.00035861693,0.00024460972,0.0002373779,0.00088579394],"domain_scores_gemma":[0.99847394,0.00023772879,0.00011982837,0.0009435614,0.00012031524,0.000104646526],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00063054234,0.00016559995,0.0004503042,0.000023765211,0.0009092469,0.000016884413,0.000675739,0.00021105447,0.00065353356],"category_scores_gemma":[0.00012892688,0.00010996145,0.00006524603,0.0005275576,0.00010517835,0.00006161002,0.00030398837,0.000527936,0.0010838564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013138422,0.000016065605,0.2211827,0.00015521816,0.000020642477,0.0000017016762,0.0013549818,0.0000038483304,0.0000026027292,0.011642408,0.7650267,0.0004617245],"study_design_scores_gemma":[0.0012336497,0.000019120795,0.26726475,0.0005499406,0.00003171456,9.413101e-7,0.0041304077,0.00024176095,0.000016128273,0.019396408,0.70698094,0.000134252],"about_ca_topic_score_codex":0.002585173,"about_ca_topic_score_gemma":0.0019138423,"teacher_disagreement_score":0.36655805,"about_ca_system_score_codex":0.0002915785,"about_ca_system_score_gemma":0.00030687047,"threshold_uncertainty_score":0.99969393},"labels":[],"label_agreement":null},{"id":"W4413297707","doi":"10.3389/fpubh.2025.1605845","title":"The growing oversupply of physicians in Ecuador: challenges and implications for the healthcare system","year":2025,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Population; Health care; Context (archaeology); Business; Globe; Medicine; Economic growth; Environmental health; Geography; Economics","score_opus":0.06347417130799939,"score_gpt":0.4075488477488808,"score_spread":0.3440746764408814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413297707","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008720728,0.09776052,0.0026433538,0.87825865,0.0032012179,0.006039412,0.00013292176,0.0001039063,0.003139279],"genre_scores_gemma":[0.96311855,0.025382897,0.0013616523,0.008108214,0.00012442688,0.0016181452,0.000016236141,0.000025053612,0.00024485015],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9960481,0.0010834137,0.0011261171,0.0003735322,0.00016995812,0.0011988889],"domain_scores_gemma":[0.99650174,0.0021135244,0.0004217392,0.0006411574,0.00019127486,0.00013053631],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0041215103,0.00017385269,0.00054423756,0.00025147328,0.0014616172,0.000014942198,0.0004751388,0.00018817984,7.0966627e-7],"category_scores_gemma":[0.00037363617,0.00012189664,0.000058447156,0.0007185581,0.00015987124,0.00021521056,0.00013140833,0.00061407767,8.547376e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067402914,0.00005481096,0.0945066,0.0038854375,0.000037093192,2.4857388e-7,0.009585308,0.000009313718,3.4979894e-7,0.41455603,0.044796493,0.43250093],"study_design_scores_gemma":[0.0013407937,0.00011601772,0.35613906,0.00234975,0.000008396576,5.706886e-7,0.20874634,0.0010728653,6.329288e-7,0.0064566624,0.42363557,0.00013332003],"about_ca_topic_score_codex":0.0023728104,"about_ca_topic_score_gemma":0.005052931,"teacher_disagreement_score":0.9543978,"about_ca_system_score_codex":0.0014124457,"about_ca_system_score_gemma":0.0017181546,"threshold_uncertainty_score":0.99983835},"labels":[],"label_agreement":null},{"id":"W4413300591","doi":"10.20944/preprints202502.1086.v2","title":"Systemic Racism in Canadian Healthcare: A Policy and Equity Analysis","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Equity (law); Health care; Health equity; Healthcare policy; Business; Political science; Economics; Health policy; Economic growth; Health care reform; Law","score_opus":0.20393286814004363,"score_gpt":0.536999164304707,"score_spread":0.3330662961646633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413300591","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91055757,0.0027280033,0.00001889915,0.017130282,0.0013334191,0.0042663077,0.0005712519,0.00026765457,0.06312661],"genre_scores_gemma":[0.9824401,0.0022313704,0.00008909433,0.003969466,0.0003963215,0.0010895076,0.00019945044,0.000040839463,0.00954384],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9907173,0.0023098844,0.0020970376,0.0018177783,0.0005375244,0.0025204571],"domain_scores_gemma":[0.99407405,0.00063180213,0.0007890598,0.0024140517,0.00043422382,0.0016568053],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00465364,0.00064078387,0.0018180219,0.0029246614,0.00077325996,0.000020550271,0.0011237288,0.0018533219,0.0006401057],"category_scores_gemma":[0.0018714406,0.00071099924,0.00027173027,0.002488789,0.00011836756,0.000088962974,0.00532037,0.0041825557,0.0007934906],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00005006322,0.000030201196,0.97954667,0.0048775575,0.000266221,0.00003292,0.0054668332,0.00038951315,0.0000049463724,0.00817086,0.0001673206,0.0009968933],"study_design_scores_gemma":[0.0005973199,0.000011977998,0.9666971,0.0056599043,0.0003192797,0.0000038925873,0.0014359192,0.00064888044,0.000008619844,0.0060973912,0.017934596,0.0005851058],"about_ca_topic_score_codex":0.9735541,"about_ca_topic_score_gemma":0.9354735,"teacher_disagreement_score":0.07188254,"about_ca_system_score_codex":0.008822586,"about_ca_system_score_gemma":0.015054827,"threshold_uncertainty_score":0.9999845},"labels":[],"label_agreement":null},{"id":"W4413336922","doi":"10.1163/15718115-bja10233","title":"Health Disparities in Oxford County—Rural Ontario Quantitative Analysis","year":2025,"lang":"en","type":"article","venue":"International Journal on Minority and Group Rights","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Statistics Canada; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Political science; Regional science; Geography","score_opus":0.027459732156942765,"score_gpt":0.4193258456741487,"score_spread":0.39186611351720596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413336922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9666614,0.0007818017,0.00050643604,0.012917547,0.002520714,0.0003029225,0.00006067902,0.000024235835,0.016224267],"genre_scores_gemma":[0.9823857,0.0006361358,0.000825612,0.007212453,0.00021923876,0.000020487669,0.000066956476,0.0000048884604,0.008628514],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974701,0.0004479881,0.00088065333,0.00022977681,0.0004976615,0.0004738494],"domain_scores_gemma":[0.9984568,0.0005726456,0.0003592343,0.00012399344,0.00029298905,0.00019434492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000856054,0.00018371627,0.0004815104,0.00074197544,0.0008172473,0.000067246714,0.00029993808,0.00014812968,0.00023983486],"category_scores_gemma":[0.000049168095,0.00014517237,0.00011727548,0.00039009278,0.00008603655,0.00028130686,0.00007746121,0.0012077631,0.000017796303],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052631693,0.0001667098,0.643756,0.000043360156,0.00037077203,0.000045037963,0.002226003,0.000046147838,6.175413e-7,0.3475747,0.003992578,0.0012517569],"study_design_scores_gemma":[0.0013661733,0.00018460922,0.8112987,0.0008503092,0.000055811306,0.000006102324,0.0011648982,0.00030247195,6.8895224e-7,0.045512315,0.13911197,0.00014594018],"about_ca_topic_score_codex":0.14844765,"about_ca_topic_score_gemma":0.66610295,"teacher_disagreement_score":0.5176553,"about_ca_system_score_codex":0.0017891988,"about_ca_system_score_gemma":0.00035723278,"threshold_uncertainty_score":0.8572229},"labels":[],"label_agreement":null},{"id":"W4413355991","doi":"10.55136/apsj219","title":"One Step Closer to Equitable Healthcare: Students’ Perspectives on the Impact of Rural Pharmacy Practice","year":2023,"lang":"en","type":"article","venue":"The Australian Pharmacy Students Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pharmacy; Health care; Pharmacy practice; Medical education; Medicine; Nursing; Political science","score_opus":0.1925074220510384,"score_gpt":0.5843358701068215,"score_spread":0.3918284480557831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413355991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88689315,0.0003658894,0.000007689321,0.10692643,0.0013463335,0.002951266,0.00009700857,0.0001333461,0.0012788734],"genre_scores_gemma":[0.9785278,0.002863704,0.00006778812,0.0052976636,0.0015876093,0.00017326731,0.0000080061445,0.000089318666,0.01138487],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9883077,0.0040835845,0.0015508982,0.00038070607,0.0030358979,0.0026412192],"domain_scores_gemma":[0.9938627,0.0021581799,0.0012061498,0.0008193256,0.0010010232,0.00095264835],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009804508,0.0005043066,0.0006908703,0.00031425568,0.003552301,0.0002025723,0.003280953,0.000087781744,0.0026779952],"category_scores_gemma":[0.00079097535,0.0003000032,0.00036252,0.0017486956,0.0001698538,0.0005790696,0.0011956794,0.0033454625,0.0028051776],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004887084,0.0016162591,0.3871322,0.00015669022,0.0017882506,0.00008905038,0.07826113,0.00065158773,0.0008660737,0.0010758846,0.5208535,0.0026222742],"study_design_scores_gemma":[0.01290077,0.0016010401,0.38528925,0.0026020838,0.000576448,0.00012702178,0.49781364,0.000056329,0.00032842753,0.00073163945,0.09710393,0.0008693935],"about_ca_topic_score_codex":0.0074317316,"about_ca_topic_score_gemma":0.000052688458,"teacher_disagreement_score":0.4237496,"about_ca_system_score_codex":0.0014768419,"about_ca_system_score_gemma":0.00067932584,"threshold_uncertainty_score":0.9999452},"labels":[],"label_agreement":null},{"id":"W4413358190","doi":"10.5334/ijic.nacic24029","title":"Building Capacity for Health Workforce Planning","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Workforce planning; Business; Capacity building; Nursing; Process management; Medicine; Economic growth; Economics","score_opus":0.06169923675936688,"score_gpt":0.48911933621260306,"score_spread":0.42742009945323617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413358190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6621237,0.012472661,0.25306413,0.024568243,0.025212657,0.0016989958,0.00043760194,0.000181932,0.020240087],"genre_scores_gemma":[0.9447642,0.00018979849,0.04228425,0.010208984,0.00094034564,0.0000479508,0.000057663146,0.00002993027,0.0014768571],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973635,0.00025037827,0.0012864149,0.00017844289,0.00044392078,0.00047732875],"domain_scores_gemma":[0.9942649,0.0006339378,0.00097289134,0.000140173,0.0038173613,0.00017072345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084893976,0.00018213202,0.00042612132,0.00044109806,0.00039544606,0.00003201563,0.0006702726,0.0001891723,0.000090358015],"category_scores_gemma":[0.00097282726,0.00014970181,0.0001903562,0.00030880066,0.000044584114,0.00018119217,0.00006780199,0.0009493422,0.00000784286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036131279,0.00017411547,0.19466695,0.0012088722,0.0009742417,0.00008000264,0.019933866,0.004436975,0.00068904995,0.13303392,0.327075,0.3141139],"study_design_scores_gemma":[0.0022504593,0.0002581682,0.002062161,0.0138739105,0.000030084262,0.00002027427,0.032407068,0.00029559204,0.0004025037,0.004460062,0.9437691,0.00017062425],"about_ca_topic_score_codex":0.0004673293,"about_ca_topic_score_gemma":0.00011247402,"teacher_disagreement_score":0.6166941,"about_ca_system_score_codex":0.0033144192,"about_ca_system_score_gemma":0.0024066363,"threshold_uncertainty_score":0.8667091},"labels":[],"label_agreement":null},{"id":"W4413358579","doi":"10.5334/ijic.nacic24251","title":"Unpacking the Design, Implementation and Adoption of Community-Integrated Healthcare Services in Indigenous Communities","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unpacking; Health care; Indigenous; Integrated care; Business; Knowledge management; Public relations; Process management; Computer science; Economic growth; Political science","score_opus":0.05208871456468333,"score_gpt":0.4536097385235662,"score_spread":0.40152102395888284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413358579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99124265,0.003084428,0.0008448155,0.00277208,0.00094667973,0.00059503067,0.00011411474,0.000018886185,0.00038134298],"genre_scores_gemma":[0.9963188,0.0011424638,0.00047820443,0.0017055818,0.000050000843,0.000024733616,0.00023243157,0.00001277275,0.00003496706],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9952402,0.0027633514,0.0012702658,0.00006496259,0.00039409092,0.00026713652],"domain_scores_gemma":[0.9941801,0.001042727,0.00094320555,0.00019668319,0.003581477,0.000055831006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015980722,0.00017036575,0.0003499442,0.00056975835,0.0005186114,0.000034328263,0.00075070764,0.00016729566,0.000060706443],"category_scores_gemma":[0.00006876278,0.00011859338,0.000062037216,0.00048400092,0.000104435196,0.00023097383,0.00013820802,0.0017396081,0.0000021110704],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010815676,0.00011364492,0.64119965,0.0008684823,0.0002789862,0.000015759633,0.27439412,0.00055678055,0.00027427045,0.0036647911,0.00071112224,0.07684081],"study_design_scores_gemma":[0.0011982097,0.0002254161,0.051468424,0.0049983757,0.00002866403,0.000013070709,0.93721,0.000069541755,0.00036623393,0.0010610276,0.003284734,0.00007628156],"about_ca_topic_score_codex":0.06240876,"about_ca_topic_score_gemma":0.055663377,"teacher_disagreement_score":0.66281587,"about_ca_system_score_codex":0.0013553388,"about_ca_system_score_gemma":0.0012638702,"threshold_uncertainty_score":0.9615683},"labels":[],"label_agreement":null},{"id":"W4413360896","doi":"10.5334/ijic.nacic24014","title":"Addressing the Educational Determinants of Health in the Integrated Care Workforce","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Integrated care; Workforce; Nursing; Health care; Medicine; Business; Political science","score_opus":0.08726989693254619,"score_gpt":0.49828220684318375,"score_spread":0.41101230991063753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413360896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92272913,0.024130374,0.00026756083,0.033005726,0.0069816867,0.0011188256,0.0002387231,0.000022302183,0.011505667],"genre_scores_gemma":[0.99323785,0.00051142485,0.00035996138,0.0049580066,0.0002600564,0.00003855317,0.00010454567,0.000016375014,0.0005132265],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99511135,0.0015073064,0.00201658,0.00018842569,0.00074780826,0.00042853405],"domain_scores_gemma":[0.9925105,0.0012780085,0.0015263751,0.00030239226,0.0043108687,0.00007187654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015135601,0.00022831393,0.00050039176,0.00047597897,0.00041918532,0.00004525319,0.0016314175,0.00018868348,0.00022086738],"category_scores_gemma":[0.0011646393,0.00012419435,0.00018199813,0.000912713,0.00016092799,0.00018081423,0.000100089215,0.0015871205,0.00001138936],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007192675,0.0001887275,0.656109,0.00044172825,0.00015937457,0.00003447841,0.072349444,0.00045894922,0.000057064022,0.0069023184,0.038554624,0.22402504],"study_design_scores_gemma":[0.0018644463,0.00022217784,0.1058946,0.022748431,0.000045808272,0.00005541663,0.746003,0.00017356436,0.00017953271,0.0015915574,0.12102694,0.00019457952],"about_ca_topic_score_codex":0.0035521577,"about_ca_topic_score_gemma":0.0041184,"teacher_disagreement_score":0.6736535,"about_ca_system_score_codex":0.002517904,"about_ca_system_score_gemma":0.0074090925,"threshold_uncertainty_score":0.998218},"labels":[],"label_agreement":null},{"id":"W4413377110","doi":"10.1186/s12960-026-01081-z","title":"Transforming Healthcare: Evaluating a Decade of Postgraduate Training at the Liberia College of Physicians and Surgeons","year":2025,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of Physicians and Surgeons of Ontario","funders":"Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Medical education; Training (meteorology); Health care; Medicine; Family medicine; Political science; Geography","score_opus":0.10386945587915825,"score_gpt":0.4727354194140881,"score_spread":0.36886596353492984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413377110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9604478,0.0037005302,0.000080362144,0.029404093,0.0002503605,0.0039927037,0.00069482083,0.00007127375,0.0013580754],"genre_scores_gemma":[0.9911188,0.00030919674,0.0005989506,0.0045372695,0.00008589695,0.00031537187,0.0000386482,0.000045827794,0.002950026],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99525887,0.0010628712,0.0017470116,0.00042135263,0.0003916721,0.0011182441],"domain_scores_gemma":[0.9957309,0.0022934505,0.0010560582,0.00044811954,0.0003021225,0.00016939902],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003609026,0.0002579682,0.0009579035,0.00020142674,0.0031271367,0.000004545078,0.00028526454,0.00018671968,0.000030784875],"category_scores_gemma":[0.00024229239,0.00021029373,0.00015824591,0.00056277035,0.00031316848,0.000060374867,0.0001227579,0.00048432563,0.0000015170508],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003019162,0.0003732089,0.059310894,0.045561563,0.0004139014,0.0000035108565,0.5462644,0.000119227516,0.003771687,0.13756897,0.04651941,0.15707403],"study_design_scores_gemma":[0.013710484,0.0056886193,0.11977554,0.03780267,0.00040198475,0.000014930901,0.26279652,0.0026674948,0.0010980358,0.026402114,0.5284393,0.0012023044],"about_ca_topic_score_codex":0.0047529517,"about_ca_topic_score_gemma":0.01541609,"teacher_disagreement_score":0.48191988,"about_ca_system_score_codex":0.00035751684,"about_ca_system_score_gemma":0.0008739312,"threshold_uncertainty_score":0.9981707},"labels":[],"label_agreement":null},{"id":"W4413499617","doi":"10.64628/aam.vpnqwkeqd","title":"‘May cause serious side-effects’: How medical school admissions can perpetuate inequality and reward privilege","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Privilege (computing); Inequality; Psychology; Computer security; Computer science; Mathematics","score_opus":0.06261681299731979,"score_gpt":0.4489125179786613,"score_spread":0.38629570498134147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413499617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84121335,0.00026448283,0.000042135744,0.14212278,0.0013726562,0.0023215099,0.00006818218,0.0016585599,0.01093634],"genre_scores_gemma":[0.9473022,0.0010909961,0.000344702,0.014553986,0.0005296169,0.00042918185,0.00008362475,0.00007455754,0.035591092],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9941068,0.0017092141,0.00080531015,0.0007220529,0.0010070861,0.0016494842],"domain_scores_gemma":[0.99089944,0.0022599716,0.00022536844,0.0008158458,0.0002164897,0.0055828798],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0023045896,0.00038703252,0.00069014775,0.00020367788,0.0014427932,0.00003475252,0.0003898279,0.0006929352,0.0038184477],"category_scores_gemma":[0.019283887,0.00029994358,0.000083133826,0.00092277175,0.00013802,0.00017491762,0.00074740197,0.0015523642,0.0012810577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016440154,0.00014800242,0.42303905,0.0036172802,0.00012331853,0.0008350179,0.0065833074,0.000003746427,0.00017249072,0.00818567,0.5439086,0.013219125],"study_design_scores_gemma":[0.0044628503,0.00058478134,0.43693364,0.004854365,0.00013176091,0.000053040934,0.01546456,0.0015221608,0.00012129827,0.0028799868,0.53170145,0.0012901243],"about_ca_topic_score_codex":0.0037241988,"about_ca_topic_score_gemma":0.008588138,"teacher_disagreement_score":0.1275688,"about_ca_system_score_codex":0.00034477317,"about_ca_system_score_gemma":0.0030296114,"threshold_uncertainty_score":0.9999453},"labels":[],"label_agreement":null},{"id":"W4413500283","doi":"10.64628/aam.vuur4fucj","title":"Why is Canada snubbing internationally trained doctors during a health-care crisis?","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Business; Health care; Economic growth; Economics","score_opus":0.03795908046442242,"score_gpt":0.41618300182587187,"score_spread":0.37822392136144944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413500283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7418524,0.00047382255,0.000045646753,0.22746748,0.002898924,0.0013578704,0.00016662387,0.0009454601,0.024791747],"genre_scores_gemma":[0.8842438,0.0001199362,0.00033234016,0.10194835,0.00041236455,0.00015148341,0.00012886283,0.000053229272,0.012609621],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964938,0.0002653696,0.0009059216,0.0004349254,0.00066155253,0.0012384187],"domain_scores_gemma":[0.9983209,0.00031647037,0.00024463987,0.00035233478,0.00029250322,0.0004731881],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036368,0.00022524144,0.00035501306,0.00019383882,0.0013273297,0.000015816382,0.00033581912,0.00013411784,0.0032167877],"category_scores_gemma":[0.0001301248,0.00021049073,0.0000664801,0.0007466903,0.000017120277,0.00012856135,0.00019380951,0.0005105352,0.00040989433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003181016,0.000006888431,0.014724695,0.0006466694,0.000022390097,0.000021282223,0.016239986,0.000024331806,0.000008364293,0.0011738887,0.9667317,0.00036796808],"study_design_scores_gemma":[0.0011156716,0.000048704784,0.037448946,0.00076336745,0.000006598536,0.0000021640817,0.11942359,0.00018665438,0.00004713035,0.00019366019,0.84044737,0.00031616],"about_ca_topic_score_codex":0.85197425,"about_ca_topic_score_gemma":0.94439137,"teacher_disagreement_score":0.14239138,"about_ca_system_score_codex":0.002141647,"about_ca_system_score_gemma":0.0023699016,"threshold_uncertainty_score":0.9999728},"labels":[],"label_agreement":null},{"id":"W4413503330","doi":"10.64628/aam.pujwpjm4h","title":"Ontario can close students’ access and opportunity gaps with community-led projects","year":2022,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Business","score_opus":0.1339791956376046,"score_gpt":0.46426525043222827,"score_spread":0.3302860547946237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413503330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89798564,0.000034547025,0.0000026213584,0.0017214684,0.00027995522,0.0021563526,0.000033314005,0.00017101798,0.097615115],"genre_scores_gemma":[0.93840617,0.000024561843,0.00019498514,0.009444974,0.000040934992,0.0006687036,0.00011805322,0.00003055462,0.051071066],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951204,0.0026585453,0.00048264928,0.0002879477,0.00067143305,0.0007789898],"domain_scores_gemma":[0.99788094,0.0004611976,0.00025229144,0.00071224,0.00015604399,0.0005373096],"candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018521178,0.00023071512,0.0003903089,0.00011771716,0.0055921385,0.000042595282,0.00087913993,0.00009281146,0.0061179716],"category_scores_gemma":[0.000062048864,0.0001871999,0.000024144689,0.00038088913,0.00008885331,0.00018010777,0.0023412174,0.0028755055,0.000020799393],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027991878,0.00031475307,0.9499875,0.00025911123,0.000033796492,0.00003214904,0.033500526,0.0000032454602,0.0000015228328,0.0012537125,0.013988584,0.00034522513],"study_design_scores_gemma":[0.0041257143,0.0013938526,0.56018627,0.00039947886,0.00006959501,0.000027244605,0.13725473,0.000012049561,0.000007263792,0.0011624345,0.2948396,0.0005217913],"about_ca_topic_score_codex":0.57382226,"about_ca_topic_score_gemma":0.8617942,"teacher_disagreement_score":0.3898012,"about_ca_system_score_codex":0.0012246212,"about_ca_system_score_gemma":0.0022828174,"threshold_uncertainty_score":0.9994249},"labels":[],"label_agreement":null},{"id":"W4413508154","doi":"10.64628/aa.dfkw4cc6c","title":"International student numbers hit record highs in Canada, UK and US as falls continue in Australia and NZ","year":2021,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geography; History","score_opus":0.03597569407142703,"score_gpt":0.43187662923154535,"score_spread":0.3959009351601183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413508154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.965984,0.00010772928,8.1870525e-7,0.00467949,0.0010789837,0.00039313585,0.000019074741,0.000011960034,0.027724832],"genre_scores_gemma":[0.9662872,0.00025362795,0.0003903723,0.0024648055,0.00006418412,0.000040208153,0.000016940128,0.000008973984,0.030473718],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99822354,0.00022672892,0.0005447903,0.00029735718,0.00025158835,0.00045596898],"domain_scores_gemma":[0.99921227,0.0002697563,0.000094979114,0.0001302413,0.00009353664,0.00019922007],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027455937,0.00012254028,0.00026257118,0.000059281203,0.000082163475,0.000014473545,0.00010841814,0.00011478813,0.0036980219],"category_scores_gemma":[0.000111071844,0.000121077646,0.000010365493,0.00015687358,0.000024216713,0.00006630468,0.0001733687,0.00040993153,0.000041521456],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027852466,0.000019941088,0.9800654,0.00004476291,0.000008744864,0.00015376371,0.0011432765,0.0000029204234,0.000008505235,0.0018612248,0.015833842,0.0008297736],"study_design_scores_gemma":[0.0011758475,0.00001776388,0.89321184,0.00037461054,0.0000033630233,0.0000053943177,0.010390852,0.000021388993,0.000010605055,0.00030998007,0.09435942,0.00011896198],"about_ca_topic_score_codex":0.98585707,"about_ca_topic_score_gemma":0.9988051,"teacher_disagreement_score":0.08685358,"about_ca_system_score_codex":0.0010571842,"about_ca_system_score_gemma":0.0009010396,"threshold_uncertainty_score":0.9972127},"labels":[],"label_agreement":null},{"id":"W4413514830","doi":"10.64628/aam.9xtxxupjr","title":"Why Canada needs the United States to fight the coronavirus","year":2020,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Political science; Pandemic; Virology; Medicine; Outbreak; Infectious disease (medical specialty)","score_opus":0.08679035481101277,"score_gpt":0.40653762961584516,"score_spread":0.3197472748048324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413514830","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18073869,0.0002120834,0.00013095782,0.79389983,0.00072166044,0.0014878516,0.00008176032,0.00015755967,0.022569597],"genre_scores_gemma":[0.29425144,0.000053932847,0.00005384834,0.69768876,0.00025880482,0.00009480099,0.00005175036,0.000019997055,0.007526653],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99786025,0.00051259995,0.00039625345,0.00016407191,0.00036638722,0.0007004436],"domain_scores_gemma":[0.9976575,0.0012502709,0.000087876346,0.0003877378,0.00017765778,0.0004389642],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002701221,0.00015362192,0.00017278998,0.000026778978,0.0013482163,0.00001386545,0.00056547043,0.00007143054,0.003593731],"category_scores_gemma":[0.00021349134,0.00007199357,0.000024460207,0.0011874712,0.0000384371,0.000032815402,0.0002237411,0.0005765591,0.0006009207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004219076,0.0000035831838,0.004628651,0.000031183317,0.000009650407,0.000003250163,0.007927097,0.00033472248,0.0000021417184,0.003504261,0.9832259,0.00028736694],"study_design_scores_gemma":[0.00016161824,0.000049239527,0.0019735084,0.000048346286,0.000008496465,3.53238e-7,0.039831363,0.0009829917,0.000010299064,0.00008831204,0.9567534,0.00009211652],"about_ca_topic_score_codex":0.94523907,"about_ca_topic_score_gemma":0.89877194,"teacher_disagreement_score":0.113512754,"about_ca_system_score_codex":0.0002517684,"about_ca_system_score_gemma":0.00075232034,"threshold_uncertainty_score":0.9999519},"labels":[],"label_agreement":null},{"id":"W4413517214","doi":"10.64628/aam.t7jscfnn9","title":"Public health authorities need to reassess how they market to racialized groups","year":2019,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Public health; Business; Public administration; Political science; Public relations; Medicine; Nursing","score_opus":0.11948120561846663,"score_gpt":0.43957938827380094,"score_spread":0.3200981826553343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413517214","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25324118,0.00016447327,0.0009997445,0.42187572,0.004455673,0.0070349886,0.0000794475,0.0009880764,0.3111607],"genre_scores_gemma":[0.7394498,0.00006537616,0.0056194705,0.050523125,0.00056176924,0.00051799545,0.000038527764,0.000080136,0.20314379],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932346,0.0020007896,0.00090584654,0.0007184783,0.0007408804,0.002399403],"domain_scores_gemma":[0.99530876,0.0008496086,0.0002872232,0.0010753231,0.00050156895,0.0019775303],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0038532708,0.00038354864,0.0009117615,0.0003794969,0.0010443298,0.00010521278,0.0006549968,0.00033735624,0.0082141375],"category_scores_gemma":[0.00089753757,0.0003257486,0.00010614319,0.00088732137,0.000024503961,0.0003880806,0.00048536173,0.0006785471,0.0053770314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002959599,0.00008432783,0.052174527,0.0006960392,0.000024945586,0.0000028331776,0.0123464335,0.0000024217186,0.000026906466,0.09491069,0.833407,0.0060279435],"study_design_scores_gemma":[0.0011228907,0.00041440924,0.03475236,0.000597204,0.000004881624,0.000001838487,0.04019413,0.000061633415,0.0000029281227,0.0013892747,0.9210523,0.0004061804],"about_ca_topic_score_codex":0.0061717792,"about_ca_topic_score_gemma":0.005666075,"teacher_disagreement_score":0.48620862,"about_ca_system_score_codex":0.0010243941,"about_ca_system_score_gemma":0.0013114254,"threshold_uncertainty_score":0.9999195},"labels":[],"label_agreement":null},{"id":"W4413520177","doi":"10.64628/aam.3wgfh4guy","title":"Northern Ontario needs more local post-secondary education — and the province’s funding","year":2023,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Geography; Business; Economic growth; Political science; Socioeconomics; Public administration; Sociology; Economics","score_opus":0.028444389492675186,"score_gpt":0.38200862315887896,"score_spread":0.35356423366620376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413520177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88888365,0.0003791055,0.000059849903,0.020027343,0.0011513623,0.0014641614,0.0000060567872,0.00028831186,0.08774014],"genre_scores_gemma":[0.8260897,0.000033391472,0.00008514696,0.0064718653,0.00024243974,0.00018992175,0.000064784545,0.000024140261,0.16679865],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99834234,0.00023247921,0.00040711043,0.00020765088,0.00020956805,0.00060084206],"domain_scores_gemma":[0.9987149,0.00048118902,0.0001232577,0.0003034374,0.00019131118,0.00018589741],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007670577,0.00014489348,0.00021241517,0.00012273341,0.001112646,0.000018403245,0.00017226815,0.00015615101,0.0011712777],"category_scores_gemma":[0.00008765205,0.00009119787,0.00003838536,0.00037046606,0.00017646883,0.0001384889,0.00019361798,0.00066187413,0.0010817425],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046863142,0.000080220656,0.6086753,0.00074553076,0.000042427215,0.000007828672,0.11921186,0.0000289136,0.000010598998,0.054622162,0.0855282,0.13057834],"study_design_scores_gemma":[0.0018675724,0.00009699497,0.30887577,0.00044295608,0.0000331022,0.000008332651,0.2605563,0.00038453535,0.0000042599168,0.0032725343,0.42418948,0.00026813446],"about_ca_topic_score_codex":0.18528782,"about_ca_topic_score_gemma":0.73420924,"teacher_disagreement_score":0.5489214,"about_ca_system_score_codex":0.0006259593,"about_ca_system_score_gemma":0.0041799876,"threshold_uncertainty_score":0.9997418},"labels":[],"label_agreement":null},{"id":"W4413541323","doi":"10.64628/aam.edhyxe6ft","title":"Canada’s treatment of internationally trained physicians exacerbates the health-care crisis","year":2024,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Political science; Health care; Medicine; Family medicine; Law","score_opus":0.03287895859047915,"score_gpt":0.4105322820752452,"score_spread":0.3776533234847661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413541323","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12955298,0.03807347,0.00035044397,0.6895135,0.0051902183,0.0040883143,0.0009978953,0.0005414898,0.13169166],"genre_scores_gemma":[0.97353876,0.0005063818,0.00023261427,0.0100156525,0.000327539,0.0001471712,0.000066966655,0.000024705012,0.015140184],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982088,0.00024055444,0.0005473227,0.00022779708,0.00032318116,0.00045230758],"domain_scores_gemma":[0.99878544,0.00056788116,0.00011794597,0.00026561512,0.0001648334,0.0000983045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014468029,0.00015204369,0.00028478866,0.000045708675,0.00040216057,0.00000852591,0.00017895758,0.00005737976,0.00089131325],"category_scores_gemma":[0.000018477536,0.000089967834,0.000075531345,0.00021311508,0.000030504323,0.000046364563,0.000030519303,0.0001497465,0.0000575642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005005497,0.000056451543,0.0014873254,0.00072070974,0.00012409085,0.000008457419,0.047339026,0.000026104373,0.00000882485,0.03634414,0.87244886,0.04138594],"study_design_scores_gemma":[0.00028153905,0.00027116152,0.0024942476,0.0004717275,0.000018615037,6.84196e-7,0.072101966,0.0002619989,0.000054695953,0.0002679623,0.92368585,0.00008956728],"about_ca_topic_score_codex":0.8853951,"about_ca_topic_score_gemma":0.95058787,"teacher_disagreement_score":0.8439858,"about_ca_system_score_codex":0.0017974116,"about_ca_system_score_gemma":0.0044706813,"threshold_uncertainty_score":0.9759255},"labels":[],"label_agreement":null},{"id":"W4413553756","doi":"10.64628/aam.dgsaqa9mu","title":"Under the guise of coronavirus response, Alberta justifies education cuts","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; 2019-20 coronavirus outbreak; Virology; Medicine","score_opus":0.14890861640173245,"score_gpt":0.5039661304923871,"score_spread":0.35505751409065467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413553756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43544048,0.00384809,0.00032364752,0.20474865,0.012446698,0.0064546946,0.00015001964,0.00032152346,0.33626622],"genre_scores_gemma":[0.8248929,0.00054510875,0.0009913843,0.0150238415,0.00073823525,0.00058838585,0.00015374308,0.00006980219,0.1569966],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950692,0.0020410942,0.0012534292,0.0005776476,0.00046999546,0.00058861997],"domain_scores_gemma":[0.99332714,0.003617663,0.00087233214,0.0013721089,0.00055025803,0.00026047896],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010399995,0.00036460362,0.0006234983,0.00009217927,0.00057625934,0.000014984643,0.0008872202,0.00075645256,0.0030528589],"category_scores_gemma":[0.0011067698,0.00025180914,0.00014927037,0.0002683549,0.0001804447,0.000048202608,0.0014501871,0.001853122,0.0012216131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028553624,0.00024260119,0.0067633297,0.0041359793,0.00013834766,0.000001988485,0.020142157,0.0003344517,0.00018712509,0.11348226,0.8469641,0.0047522658],"study_design_scores_gemma":[0.0005328136,0.00013424673,0.054659944,0.0041048587,0.0002210461,0.0000021212481,0.05382934,0.00022651495,0.00013308619,0.045605026,0.83998555,0.00056544546],"about_ca_topic_score_codex":0.034372464,"about_ca_topic_score_gemma":0.0066709705,"teacher_disagreement_score":0.38945243,"about_ca_system_score_codex":0.00042042314,"about_ca_system_score_gemma":0.005707452,"threshold_uncertainty_score":0.99999344},"labels":[],"label_agreement":null},{"id":"W4413562049","doi":"10.64628/aam.s6vhrwtxe","title":"The coronavirus pandemic is pushing Canadians out of cities and into the countryside","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Coronavirus; Rural area; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Geography; Political science; Virology; Medicine; Outbreak; Infectious disease (medical specialty); Law","score_opus":0.11880224167333288,"score_gpt":0.45042817087987974,"score_spread":0.3316259292065469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413562049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5596333,0.03986243,0.00022361979,0.23116238,0.009109376,0.007117629,0.00074058643,0.00049800286,0.15165263],"genre_scores_gemma":[0.948469,0.011837759,0.00021981898,0.024925638,0.0005706682,0.00029341455,0.000036414014,0.00005840804,0.013588883],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967883,0.000634446,0.000968391,0.00043823256,0.00042918493,0.00074140326],"domain_scores_gemma":[0.9956332,0.0024434782,0.00058569596,0.0007994436,0.00023988516,0.00029829147],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001136147,0.00031736156,0.0005621309,0.000035093617,0.0018796399,0.00004781153,0.0007827993,0.0005295067,0.00033267465],"category_scores_gemma":[0.00038500456,0.00017815635,0.0000827648,0.000094742594,0.00041095362,0.00004481724,0.0012156318,0.0023300352,0.00008629135],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020243588,0.000012980216,0.19466323,0.003532793,0.00032100623,0.000012678534,0.43677917,0.000051568404,0.000027937314,0.033166174,0.3090889,0.022141151],"study_design_scores_gemma":[0.000318926,0.000042919848,0.010431433,0.001679409,0.0000956989,0.0000013444825,0.13422683,0.00047817716,0.0000072303105,0.034364324,0.8180368,0.00031691973],"about_ca_topic_score_codex":0.4998418,"about_ca_topic_score_gemma":0.6387006,"teacher_disagreement_score":0.5089479,"about_ca_system_score_codex":0.00049895665,"about_ca_system_score_gemma":0.0018987224,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W4413562143","doi":"10.64628/aam.xe3xkwwcp","title":"Canadians are less willing to fly during COVID-19 than Americans","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Geography; Business; Virology; Medicine; Outbreak; Internal medicine","score_opus":0.15034105393550498,"score_gpt":0.4656731523000959,"score_spread":0.315332098364591,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413562143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.640163,0.0005509707,0.008606936,0.29072046,0.0051207333,0.007227342,0.0014637812,0.0021013622,0.04404542],"genre_scores_gemma":[0.89057493,0.0002212221,0.00374882,0.088270836,0.00172111,0.00094647025,0.00018699301,0.00018626465,0.014143359],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938752,0.00073185284,0.0012799333,0.0014471199,0.00061108655,0.002054793],"domain_scores_gemma":[0.9925729,0.0005142941,0.00072366855,0.001248314,0.00025614985,0.004684688],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004675997,0.00067228015,0.0012626626,0.00030295606,0.0020039596,0.0000439612,0.0011190617,0.0008380578,0.0014570515],"category_scores_gemma":[0.001058696,0.0006820069,0.0001962223,0.00067314954,0.000085456486,0.000057707246,0.0017298182,0.0031528412,0.0011096859],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003869238,0.000078541205,0.56847537,0.019060245,0.00024190205,0.00076304097,0.07849191,0.02312316,0.000043802305,0.0029596689,0.30543897,0.00093646167],"study_design_scores_gemma":[0.0014388779,0.00015027252,0.073185645,0.008518345,0.00015607825,0.000009830329,0.23241177,0.0009228655,0.000029163702,0.0026511042,0.6778699,0.0026561222],"about_ca_topic_score_codex":0.58894855,"about_ca_topic_score_gemma":0.5350681,"teacher_disagreement_score":0.49528974,"about_ca_system_score_codex":0.0043264995,"about_ca_system_score_gemma":0.005597014,"threshold_uncertainty_score":0.99966806},"labels":[],"label_agreement":null},{"id":"W4413563059","doi":"10.64628/aam.frmv4r3vw","title":"Canadian citizenship study guide should tell the truth about racism","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Citizenship; Racism; Political science; Sociology; Law; Politics","score_opus":0.17984671128668864,"score_gpt":0.4829366155878845,"score_spread":0.30308990430119587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413563059","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10697529,0.0013771383,0.000085588836,0.080052294,0.0121584395,0.012539177,0.00042560897,0.000903861,0.7854826],"genre_scores_gemma":[0.9118865,0.00021641684,0.0005102975,0.031341944,0.0022370054,0.0011292704,0.00015857459,0.00015594298,0.052364018],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9910742,0.0025369604,0.0019775566,0.001310256,0.0009186312,0.0021823887],"domain_scores_gemma":[0.99210966,0.0026663532,0.00060367555,0.0023073656,0.00047266932,0.0018402645],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002546934,0.0007782634,0.0011503799,0.00021776847,0.0023099785,0.00009063741,0.0020760868,0.0013281574,0.007296838],"category_scores_gemma":[0.0019882568,0.0005332729,0.00024220643,0.00046645917,0.00009956235,0.000036276688,0.00187134,0.0066566346,0.0048902794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061969666,0.000051691455,0.09396677,0.00069002615,0.0001875539,0.00015503984,0.01649625,0.000074311065,4.5373386e-7,0.009094401,0.87773913,0.0014823986],"study_design_scores_gemma":[0.0015853991,0.0002626164,0.11901039,0.0018379807,0.00033719762,0.0000044149874,0.08082949,0.0004925124,0.0000034168988,0.020373669,0.7739124,0.0013505503],"about_ca_topic_score_codex":0.69441384,"about_ca_topic_score_gemma":0.80827665,"teacher_disagreement_score":0.80491126,"about_ca_system_score_codex":0.0023406942,"about_ca_system_score_gemma":0.006830934,"threshold_uncertainty_score":0.99996835},"labels":[],"label_agreement":null},{"id":"W4413568174","doi":"10.64628/aam.cw5wa5hqf","title":"Universities have thrived despite past disruptions and could grow even stronger after COVID-19","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Biology; Medicine; Infectious disease (medical specialty); Outbreak","score_opus":0.06695738404404307,"score_gpt":0.4451620128592126,"score_spread":0.37820462881516953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413568174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93577826,0.003942775,0.0045605814,0.020487221,0.0019751573,0.0030927365,0.00095833786,0.0005623082,0.028642606],"genre_scores_gemma":[0.93111295,0.0014940496,0.003075316,0.008694304,0.00055654586,0.00047863965,0.0006406579,0.00007527453,0.05387228],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9957428,0.0010187161,0.00075729523,0.0009516592,0.0004580918,0.0010714461],"domain_scores_gemma":[0.9965045,0.0007741422,0.00038051713,0.0009182278,0.00039560144,0.0010270531],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005018341,0.00053588673,0.00079257047,0.00020848194,0.0012133566,0.00007521315,0.00034923348,0.0011671552,0.00843846],"category_scores_gemma":[0.00010010679,0.0005115787,0.00016970403,0.0001467248,0.00030538198,0.0002119188,0.002365759,0.0022352415,0.000155778],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008105398,0.00028815225,0.79499334,0.010537883,0.00055158685,0.00074416574,0.09101584,0.00079717813,0.000017669625,0.010989257,0.08846666,0.00078774884],"study_design_scores_gemma":[0.0025538153,0.0001526808,0.20286049,0.0046622097,0.00044551183,0.000015075255,0.51777226,0.0006093301,0.00000440409,0.0029026351,0.2664013,0.0016203296],"about_ca_topic_score_codex":0.007842536,"about_ca_topic_score_gemma":0.013748848,"teacher_disagreement_score":0.5921328,"about_ca_system_score_codex":0.0018134066,"about_ca_system_score_gemma":0.002841771,"threshold_uncertainty_score":0.99973357},"labels":[],"label_agreement":null},{"id":"W4413568646","doi":"10.64628/aam.4hyynrdyd","title":"The looming health-care crisis: A shortage of health workers would be disastrous","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Looming; Economic shortage; Health care; Business; Environmental health; Medicine; Economic growth; Economics; Psychology","score_opus":0.07176916819769255,"score_gpt":0.4662116452690857,"score_spread":0.3944424770713931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413568646","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20789611,0.30121052,0.005180314,0.41600648,0.018559296,0.019708388,0.0008824245,0.0015066547,0.029049804],"genre_scores_gemma":[0.9264691,0.011610781,0.011078364,0.04066788,0.00086526404,0.0013766706,0.00091917766,0.0002668364,0.00674593],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.986143,0.0040267287,0.004342541,0.0013533992,0.0012319222,0.002902399],"domain_scores_gemma":[0.99127626,0.0012381965,0.0030952164,0.0027304348,0.0007784512,0.00088145986],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0039151353,0.0008285905,0.0023104819,0.0001784827,0.0035199835,0.000082847066,0.0013424684,0.0016518964,0.0005118573],"category_scores_gemma":[0.00036277817,0.0006236004,0.00053187244,0.00059692655,0.00021271306,0.00009947329,0.0026295774,0.007424201,0.000043933134],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043907916,0.00031673495,0.10516384,0.029204523,0.00056134287,0.000028242323,0.19732171,0.000617239,0.0000012674843,0.00395975,0.5756255,0.086760804],"study_design_scores_gemma":[0.0007040736,0.00024307298,0.0049802805,0.011369472,0.000050551353,0.0000023257196,0.86017936,0.00006978635,0.0000034649445,0.0003190386,0.12152179,0.00055678235],"about_ca_topic_score_codex":0.044148657,"about_ca_topic_score_gemma":0.035405207,"teacher_disagreement_score":0.718573,"about_ca_system_score_codex":0.0026372843,"about_ca_system_score_gemma":0.010423047,"threshold_uncertainty_score":0.99964416},"labels":[],"label_agreement":null},{"id":"W4413571381","doi":"10.64628/aam.fv4rqpjwg","title":"Federal budget 2021: $18 billion is a step towards closing gaps between Indigenous and non-Indigenous communities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Closing (real estate); Indigenous; Federal budget; Political science; Business; Finance; Ecology; Fiscal year; Biology","score_opus":0.07708425197642145,"score_gpt":0.41915462680217547,"score_spread":0.34207037482575403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413571381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95766866,0.0078113023,0.0007114043,0.0014805387,0.0022577168,0.004569346,0.00065532106,0.00036705096,0.024478631],"genre_scores_gemma":[0.9649875,0.010084709,0.008028351,0.004418872,0.0017247442,0.00047878252,0.002270041,0.00022475081,0.0077822185],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.991238,0.0020790168,0.0021227922,0.0010787045,0.000977067,0.0025044463],"domain_scores_gemma":[0.9944259,0.0009209379,0.0010372605,0.0019502344,0.00086231827,0.0008033744],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0017240881,0.0011072134,0.0022028266,0.0004992937,0.0052074404,0.00038308435,0.0010234405,0.0025389716,0.0035384],"category_scores_gemma":[0.000079847756,0.0010501143,0.00030059507,0.0004873656,0.00026552635,0.00024549497,0.0045299693,0.005689455,0.00024839485],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011072541,0.00019829042,0.5142762,0.007754002,0.00047138362,0.00007769471,0.41541204,0.000021710934,0.000010381758,0.000017412396,0.0122912,0.049358957],"study_design_scores_gemma":[0.0048785047,0.0012930417,0.25826842,0.03261312,0.00085269834,0.00005802718,0.55970913,0.00043972372,0.0004855739,0.0030148013,0.13304722,0.005339762],"about_ca_topic_score_codex":0.1871454,"about_ca_topic_score_gemma":0.016466305,"teacher_disagreement_score":0.2560078,"about_ca_system_score_codex":0.0014439838,"about_ca_system_score_gemma":0.0040466595,"threshold_uncertainty_score":0.9991949},"labels":[],"label_agreement":null},{"id":"W4413585997","doi":"10.64628/aam.fx3mfn4gp","title":"How rural Canada can attract and retain international health-care providers: Address discrimination, provide support","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University; Western University; Nipissing University","funders":"","keywords":"Business; Health care; Economic growth; Economics","score_opus":0.049181938200273,"score_gpt":0.4023973602429335,"score_spread":0.3532154220426605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413585997","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06618606,0.0045328876,0.00008845972,0.8246473,0.011911864,0.015277691,0.006592077,0.00072719454,0.07003643],"genre_scores_gemma":[0.87922484,0.00067651493,0.0011245095,0.020948362,0.001039886,0.0029016586,0.010576479,0.00015069109,0.08335705],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99355984,0.0011416583,0.001370721,0.001052758,0.0014696347,0.0014053758],"domain_scores_gemma":[0.9958697,0.0004220559,0.0013349591,0.00087498303,0.00073607784,0.00076219987],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00086625444,0.00063350314,0.0008960887,0.00022669625,0.0017302636,0.00015818259,0.00094361714,0.0004408056,0.0027743813],"category_scores_gemma":[0.0005198698,0.000603615,0.00010714833,0.00017820524,0.00010787451,0.00026495734,0.0023468155,0.0031245293,0.0000054418347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0001694383,0.00006569195,0.09806337,0.008442985,0.00014485804,0.00007700859,0.027001781,0.000056154622,0.0000011366545,0.0043305154,0.84400046,0.017646609],"study_design_scores_gemma":[0.0008107708,0.00014787355,0.01772731,0.0012201061,0.000042766875,0.000009260229,0.22225891,0.00016078407,0.0000036883532,0.00047206512,0.7564934,0.0006530512],"about_ca_topic_score_codex":0.9015221,"about_ca_topic_score_gemma":0.97442347,"teacher_disagreement_score":0.81303877,"about_ca_system_score_codex":0.008279531,"about_ca_system_score_gemma":0.02204467,"threshold_uncertainty_score":0.99964154},"labels":[],"label_agreement":null},{"id":"W4413594919","doi":"10.64628/aam.hgnkh5mec","title":"Canada identifies international students as ‘ideal immigrants’ but supports are lacking","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Immigration; Ideal (ethics); Political science; Geography; Demographic economics; Economics; Law","score_opus":0.04313204923638093,"score_gpt":0.45435959276573795,"score_spread":0.41122754352935703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413594919","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88097745,0.0005198753,0.000012695635,0.008657854,0.031776033,0.0022749288,0.0012231262,0.00032756643,0.074230455],"genre_scores_gemma":[0.8020074,0.00038575963,0.00010522551,0.009755575,0.0008743688,0.0006636184,0.0011570947,0.00008152562,0.18496947],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9924822,0.0007311537,0.0016717595,0.0010481724,0.0028113318,0.001255423],"domain_scores_gemma":[0.99627894,0.00047905376,0.0013030744,0.0009762188,0.0005102633,0.00045246477],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012045472,0.00054241373,0.00082000816,0.00022072851,0.0014397198,0.00009469349,0.002126255,0.0004846705,0.05168328],"category_scores_gemma":[0.0003823032,0.0005558302,0.00016979326,0.0001812992,0.000050210343,0.00011561168,0.0069377543,0.0032682056,0.00041702896],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000061906685,0.000056637207,0.5625702,0.00057077606,0.00015445179,0.00040766117,0.0012030113,0.00014721097,0.000001462902,0.00048267224,0.434184,0.00015999854],"study_design_scores_gemma":[0.0007919548,0.00002286329,0.2728487,0.0020350865,0.0000695805,0.000011363445,0.056727882,0.000048151567,0.00001180809,0.001688208,0.6649857,0.0007586883],"about_ca_topic_score_codex":0.9892615,"about_ca_topic_score_gemma":0.9810624,"teacher_disagreement_score":0.28972152,"about_ca_system_score_codex":0.004038054,"about_ca_system_score_gemma":0.00684298,"threshold_uncertainty_score":0.9998603},"labels":[],"label_agreement":null},{"id":"W4413595978","doi":"10.64628/aam.mgejudred","title":"Canada should focus on building ties with countries that share its values — but tread carefully","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Tread; Focus (optics); Business; Political science; Economic geography; Regional science; Economics; Sociology; Physics","score_opus":0.10696034788415852,"score_gpt":0.41644361977135325,"score_spread":0.3094832718871947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413595978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6097525,0.009042121,0.000047847847,0.03425129,0.008826683,0.008827443,0.010841256,0.0016250558,0.31678584],"genre_scores_gemma":[0.86923665,0.00087814167,0.0005730457,0.010835313,0.00079735107,0.002020618,0.0006676071,0.00022841987,0.11476283],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927881,0.0008979904,0.0010060782,0.0013047624,0.0021593363,0.0018437445],"domain_scores_gemma":[0.9952858,0.001388863,0.0008262891,0.0013520175,0.00058889907,0.00055809936],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006945995,0.00095840305,0.0013127723,0.00023233512,0.0026669258,0.00007660018,0.0011486078,0.0007948682,0.014662466],"category_scores_gemma":[0.00018997498,0.00074976624,0.00012628292,0.00026287488,0.000092445734,0.00012760468,0.0018641487,0.0042407946,0.00010033582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0014603519,0.00010658726,0.07262537,0.0096398,0.0004794145,0.0005614484,0.0076610614,0.0055331425,0.0000030627762,0.042270172,0.85845584,0.0012037199],"study_design_scores_gemma":[0.0011916489,0.00051978417,0.005780588,0.008263816,0.00020879123,0.000009080352,0.045746367,0.00019535728,0.00035201103,0.0017694202,0.9342567,0.0017064603],"about_ca_topic_score_codex":0.9354706,"about_ca_topic_score_gemma":0.9377264,"teacher_disagreement_score":0.2594842,"about_ca_system_score_codex":0.0052295574,"about_ca_system_score_gemma":0.013333746,"threshold_uncertainty_score":0.9994953},"labels":[],"label_agreement":null},{"id":"W4413605683","doi":"10.64628/aam.r95uj3wnk","title":"International students are not to blame for Canada’s housing crisis","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Simon Fraser University; York University","funders":"","keywords":"Blame; Political science; Psychology; Social psychology","score_opus":0.13575632099125456,"score_gpt":0.5195073189334829,"score_spread":0.38375099794222833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413605683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4717406,0.00007939313,0.0064568054,0.39064085,0.082788125,0.016960321,0.0055515724,0.0018023939,0.023979926],"genre_scores_gemma":[0.8243059,0.00013583519,0.008848101,0.057285953,0.0033456834,0.0020610974,0.0006803711,0.0002361185,0.103100926],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958202,0.00017674106,0.001041065,0.0008078595,0.0011510014,0.0010031294],"domain_scores_gemma":[0.99696326,0.0006214477,0.00049956003,0.00066848414,0.00078586984,0.00046137237],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008136041,0.00035311637,0.0006100574,0.00020536059,0.00062243786,0.00004946727,0.0012675071,0.00049424695,0.0008516157],"category_scores_gemma":[0.00061398535,0.00034729124,0.00011254497,0.000143932,0.000010937505,0.000037457336,0.0028634411,0.0010230112,0.0004208717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097408774,0.000028964907,0.04765965,0.0007306317,0.00009511727,0.000013217335,0.0012888676,0.00056542485,9.739501e-7,0.00026899847,0.9489654,0.00028540147],"study_design_scores_gemma":[0.00077553926,0.00003594744,0.06205214,0.003559401,0.000058602,2.754987e-7,0.026091516,0.0003931965,0.000014672059,0.0008731808,0.9055379,0.0006076394],"about_ca_topic_score_codex":0.85872525,"about_ca_topic_score_gemma":0.9686459,"teacher_disagreement_score":0.35256532,"about_ca_system_score_codex":0.0032212066,"about_ca_system_score_gemma":0.0028171553,"threshold_uncertainty_score":0.9998979},"labels":[],"label_agreement":null},{"id":"W4413610212","doi":"10.64628/aam.599jk6rp9","title":"John A. Macdonald should not be forgotten, nor celebrated","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of Saskatchewan","funders":"","keywords":"History; Philosophy; Art","score_opus":0.17137475882894543,"score_gpt":0.47798916576370265,"score_spread":0.3066144069347572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413610212","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23281416,0.00059300626,0.00094429747,0.09999049,0.016005522,0.008598453,0.0013444669,0.0028136456,0.63689595],"genre_scores_gemma":[0.48143554,0.00100136,0.017927986,0.15764023,0.007177253,0.0021853866,0.0023034394,0.0005053701,0.32982343],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9918107,0.001020298,0.002106542,0.0015169452,0.0011882033,0.0023573134],"domain_scores_gemma":[0.993692,0.0009478681,0.0010058029,0.002066672,0.0013970253,0.00089066895],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0017452628,0.0009383679,0.0013739644,0.00029450713,0.0013319353,0.00004956695,0.0013400968,0.0030329102,0.03150351],"category_scores_gemma":[0.00054168457,0.0008007762,0.00031866584,0.0004515835,0.0002239043,0.00012295948,0.0030825709,0.0047070435,0.008880039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026872611,0.000103282975,0.01605465,0.0021805183,0.00010865199,0.000023827624,0.0012028543,0.000019497442,0.00004103185,0.0064922464,0.9727968,0.0007078909],"study_design_scores_gemma":[0.0010982947,0.00014558056,0.006995915,0.0025971057,0.00012221262,0.0000030677504,0.0012187327,0.0011845913,0.0003396435,0.0046053515,0.9806384,0.0010511333],"about_ca_topic_score_codex":0.007769875,"about_ca_topic_score_gemma":0.0053282655,"teacher_disagreement_score":0.30707252,"about_ca_system_score_codex":0.00095628714,"about_ca_system_score_gemma":0.0019273518,"threshold_uncertainty_score":0.9999682},"labels":[],"label_agreement":null},{"id":"W4413614439","doi":"10.3389/fmed.2025.1600660","title":"Research in place: the critical role of rural health research in Canada","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Okanagan University College; University of Calgary; University of British Columbia; Institute for Circumpolar Health Research; NOSM University; University of British Columbia, Okanagan Campus; Memorial University of Newfoundland; Thunder Bay Regional Health Sciences Centre; Dalhousie University","funders":"","keywords":"Geography; Sociology; Political science","score_opus":0.11944700507171906,"score_gpt":0.5592659927215692,"score_spread":0.4398189876498501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413614439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46721533,0.044915892,0.0000339909,0.44227618,0.0038200768,0.003174763,0.000018546547,0.0000175047,0.038527716],"genre_scores_gemma":[0.9936646,0.001752143,0.00030595553,0.0027467345,0.00018182572,0.00023615581,0.000010111678,0.000014620592,0.0010878127],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.98799133,0.0069695893,0.0013128563,0.00028732617,0.0014582768,0.0019806381],"domain_scores_gemma":[0.99307215,0.00566597,0.00007531195,0.0005778184,0.00035984206,0.00024891528],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02074978,0.00013133314,0.00073812256,0.0011932597,0.00045101135,0.0000024748729,0.000675529,0.00018898085,0.00013164584],"category_scores_gemma":[0.002950769,0.00009429663,0.0000144684045,0.004153375,0.0007729959,0.00005023863,0.00026844145,0.0043149954,0.0000066777693],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00028893273,0.000039479262,0.4953015,0.0007683644,0.0000034082127,0.000020146286,0.0066264723,0.000027740592,0.0000022612776,0.0057438985,0.48424998,0.006927817],"study_design_scores_gemma":[0.0021570432,0.00021164615,0.15987802,0.015007607,0.000002058519,6.2835e-7,0.69159293,0.0019219533,0.0000040698483,0.02378897,0.10534859,0.00008650104],"about_ca_topic_score_codex":0.9748588,"about_ca_topic_score_gemma":0.968813,"teacher_disagreement_score":0.68496644,"about_ca_system_score_codex":0.006490315,"about_ca_system_score_gemma":0.012255852,"threshold_uncertainty_score":0.9979821},"labels":[],"label_agreement":null},{"id":"W4413623609","doi":"10.64628/aam.s4rkgt5aj","title":"Provinces should act fast to avert a teacher shortage now and after COVID-19","year":2021,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Economic shortage; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Business; Political science; Medicine; Virology; Outbreak; Infectious disease (medical specialty)","score_opus":0.0699932585807182,"score_gpt":0.4594581544998798,"score_spread":0.3894648959191616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413623609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7675898,0.0009933404,0.00083713885,0.06047318,0.00077121553,0.0024317126,0.00006498515,0.00049670524,0.16634192],"genre_scores_gemma":[0.78744763,0.00010702554,0.0018730114,0.06487944,0.00028475616,0.0003910702,0.00001909934,0.00003582775,0.14496213],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972946,0.00042486386,0.00050105003,0.00057972467,0.00034037684,0.00085936784],"domain_scores_gemma":[0.997877,0.00034021886,0.00007178988,0.0004696923,0.0001313043,0.0011099983],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005315069,0.00023531175,0.0003617028,0.00007293725,0.0005158855,0.000030703148,0.00016051953,0.00029539492,0.013358242],"category_scores_gemma":[0.00047474427,0.0001877678,0.00004988748,0.00030849944,0.000055087636,0.00014397543,0.0003712361,0.00056279177,0.0011311376],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021023572,0.00009521397,0.8001903,0.00068952405,0.000022559465,0.00019434195,0.004650401,0.000004896328,0.00009199115,0.0014250282,0.18958476,0.0028407143],"study_design_scores_gemma":[0.0005035583,0.000090867165,0.05651148,0.00024672487,0.000019758181,0.000007656049,0.007923368,0.000070482754,0.00004297759,0.00021822298,0.9340869,0.00027800348],"about_ca_topic_score_codex":0.0012986374,"about_ca_topic_score_gemma":0.059457548,"teacher_disagreement_score":0.7445021,"about_ca_system_score_codex":0.00039731507,"about_ca_system_score_gemma":0.0011679262,"threshold_uncertainty_score":0.9996466},"labels":[],"label_agreement":null},{"id":"W4413632269","doi":"10.64628/aam.yg5d3pj5p","title":"Health of former youth in care could be bolstered by stronger tuition waiver programs","year":2022,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University; Mount Saint Vincent University","funders":"","keywords":"Waiver; Political science; Health care; Psychology; Law","score_opus":0.07410689803912358,"score_gpt":0.42729435291397044,"score_spread":0.3531874548748469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413632269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9705463,0.001703902,0.00006197151,0.004983462,0.00067552197,0.0041121077,0.00081393693,0.00016586868,0.016936904],"genre_scores_gemma":[0.9915806,0.00005874169,0.00029775428,0.003361117,0.00004050377,0.00048928126,0.0013091639,0.000031675656,0.0028311769],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99660677,0.0006702207,0.0009082055,0.00032749266,0.0005450068,0.00094233383],"domain_scores_gemma":[0.99887216,0.00007327271,0.00037826557,0.00033225038,0.00013598523,0.0002080587],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005931691,0.00017299123,0.00044289327,0.00010866205,0.00064181624,0.0000039860524,0.00021279888,0.00012631631,0.002057371],"category_scores_gemma":[0.000016447764,0.00016209073,0.000060839768,0.00042447593,0.00004416082,0.00011496785,0.00022155968,0.000759565,0.00002506992],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005357506,0.0006610514,0.6736432,0.0025933965,0.000027188855,0.000004051337,0.1494949,0.000077656885,0.00002678094,0.0024726044,0.14404362,0.026419835],"study_design_scores_gemma":[0.0035690886,0.0015788632,0.012762793,0.00054945593,0.000018526734,8.093876e-7,0.8186948,0.00013489624,0.000029181485,0.00014662083,0.16215912,0.0003558894],"about_ca_topic_score_codex":0.012921,"about_ca_topic_score_gemma":0.005040458,"teacher_disagreement_score":0.6691998,"about_ca_system_score_codex":0.0012108925,"about_ca_system_score_gemma":0.0004928908,"threshold_uncertainty_score":0.9988549},"labels":[],"label_agreement":null},{"id":"W4413639950","doi":"10.64628/aam.q5afhd6af","title":"International students’ stories are vital in shaping Canada’s future","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Political science; Psychology; Public relations","score_opus":0.05866326312243977,"score_gpt":0.4635473025371008,"score_spread":0.40488403941466106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413639950","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38242278,0.0028005945,0.00010221342,0.072049364,0.08983781,0.004377976,0.0014051262,0.00044844672,0.4465557],"genre_scores_gemma":[0.8236635,0.0011807504,0.001172495,0.014392836,0.005392826,0.0007283142,0.0006367436,0.000053871587,0.15277867],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99641716,0.00034043155,0.0009795983,0.0006209269,0.0009182892,0.0007236057],"domain_scores_gemma":[0.99823594,0.0002520099,0.00044356263,0.0005087746,0.00038153993,0.0001781812],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00050712534,0.00035016894,0.0005930249,0.00021111719,0.00035489933,0.000030334408,0.0012013051,0.00071516057,0.0018267165],"category_scores_gemma":[0.0001852342,0.0003381312,0.00006514867,0.00017873566,0.000023898014,0.00006815011,0.002706681,0.0027576475,0.000034887496],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000052578725,0.00004645158,0.7463245,0.0010948379,0.000060683557,0.00004542174,0.0032354153,0.00015512331,1.8714495e-7,0.0029658321,0.24545401,0.0005649887],"study_design_scores_gemma":[0.00057675363,0.000006904271,0.18705581,0.0053383405,0.000012917296,3.8320712e-7,0.03936809,0.000084541505,0.0000010321384,0.0003805012,0.7668452,0.00032952032],"about_ca_topic_score_codex":0.87548274,"about_ca_topic_score_gemma":0.99077725,"teacher_disagreement_score":0.55926865,"about_ca_system_score_codex":0.004934314,"about_ca_system_score_gemma":0.0060233613,"threshold_uncertainty_score":0.9999071},"labels":[],"label_agreement":null},{"id":"W4413660371","doi":"10.64628/aa.qq3thpfst","title":"Australians should learn from Canadians’ big census mistake","year":2015,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Mistake; Census; American Community Survey; Demographic economics; Geography; Genealogy; History; Demography; Sociology; Political science; Economics; Law; Population","score_opus":0.30320666603086693,"score_gpt":0.4743002044811164,"score_spread":0.1710935384502495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413660371","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22361933,0.0032018777,0.00012007353,0.04172958,0.026457816,0.0049957843,0.010754074,0.0015949996,0.68752646],"genre_scores_gemma":[0.34001112,0.00042426874,0.0046228766,0.015059157,0.0071535255,0.0005844729,0.006088925,0.00032977512,0.62572587],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993397,0.0009389295,0.0014874582,0.0012169412,0.00080012786,0.0021595273],"domain_scores_gemma":[0.9943104,0.00047173796,0.00060237834,0.001824056,0.0007419206,0.0020495174],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00088982086,0.0007420294,0.00115488,0.00019659456,0.00068346155,0.00004583907,0.0010357237,0.0027590713,0.007524183],"category_scores_gemma":[0.00038374972,0.0006914318,0.00019981278,0.0002621401,0.00013094909,0.000043960787,0.0008169757,0.0052582296,0.0038174337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007570365,0.00004230941,0.018601695,0.0006161408,0.000087409244,0.00010105841,0.0034880533,0.00022920905,0.000003272823,0.00074372184,0.9714064,0.0046050423],"study_design_scores_gemma":[0.0006706135,0.000039952156,0.0036172408,0.0015600051,0.000088398614,0.0000010050046,0.011004701,0.00013095998,0.0000031692932,0.006928304,0.97526824,0.00068740954],"about_ca_topic_score_codex":0.81464344,"about_ca_topic_score_gemma":0.6248017,"teacher_disagreement_score":0.1898417,"about_ca_system_score_codex":0.0026671966,"about_ca_system_score_gemma":0.0051809824,"threshold_uncertainty_score":0.9995537},"labels":[],"label_agreement":null},{"id":"W4413730538","doi":"10.64628/aam.3gu7sw547","title":"It’s time to merge Ontario’s two school systems","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Merge (version control); Computer science; Political science; Information retrieval","score_opus":0.06857601932090224,"score_gpt":0.45292149242934626,"score_spread":0.384345473108444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413730538","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029292073,0.00029667,0.0002687911,0.014196036,0.01454147,0.008443044,0.00017380028,0.0010237758,0.93176436],"genre_scores_gemma":[0.020226993,0.00003186299,0.0035239935,0.025124265,0.0039860965,0.0017734444,0.00025946135,0.00014948758,0.9449244],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.992961,0.0010277322,0.001957743,0.0012886001,0.0008542112,0.0019107199],"domain_scores_gemma":[0.99417776,0.00033940238,0.0006484921,0.0021965902,0.0009271477,0.0017106014],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0018866074,0.000718388,0.0013305303,0.00027929788,0.00093473715,0.00006572873,0.0012094534,0.00133211,0.14503129],"category_scores_gemma":[0.00037037785,0.0006298437,0.00019240334,0.00026315055,0.00005658268,0.00009502938,0.0030918126,0.003238399,0.31782553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081662474,0.000040177874,0.008250206,0.0008760968,0.00006574405,0.00000889875,0.0027251397,0.00016126035,0.0000046159994,0.00049535773,0.9872348,0.000056093],"study_design_scores_gemma":[0.0005030861,0.0001115014,0.0015772444,0.005785886,0.000056357087,0.0000019225045,0.00090963097,0.00035038844,0.0000021046444,0.00036233693,0.9897139,0.000625646],"about_ca_topic_score_codex":0.45517948,"about_ca_topic_score_gemma":0.2589862,"teacher_disagreement_score":0.19619328,"about_ca_system_score_codex":0.0048837513,"about_ca_system_score_gemma":0.004759608,"threshold_uncertainty_score":0.99996436},"labels":[],"label_agreement":null},{"id":"W4413730946","doi":"10.64628/aam.extgw6uy9","title":"Ontario’s new climate plan is far from conservative","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Plan (archaeology); Climatology; Environmental science; Geography; Geology; Archaeology","score_opus":0.14968766942140585,"score_gpt":0.4554626873822549,"score_spread":0.30577501796084905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413730946","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44864833,0.0007823051,0.0006275898,0.012841091,0.012194045,0.0040604738,0.001899812,0.0007916887,0.5181547],"genre_scores_gemma":[0.052000675,0.0017847578,0.094298385,0.16009355,0.0083617745,0.00078774546,0.004930564,0.00035925317,0.6773833],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99468184,0.00058052444,0.0014673738,0.0011772563,0.00052141666,0.0015715952],"domain_scores_gemma":[0.9957157,0.00061315217,0.0009368009,0.0015086351,0.0004331732,0.0007925408],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005474245,0.00066398806,0.001147004,0.00010478338,0.0008882132,0.000036823356,0.0008515636,0.0017947389,0.10944942],"category_scores_gemma":[0.0001130435,0.0005840153,0.00018359511,0.00012387354,0.00013221824,0.00009275497,0.0025066393,0.0033070191,0.020790556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019121765,0.000027196895,0.23682545,0.00025638376,0.000074633834,0.000009446301,0.025979256,0.0000012394195,0.0000010274744,0.0019772234,0.7342687,0.00038820467],"study_design_scores_gemma":[0.00089255144,0.00009504624,0.058402695,0.003331897,0.0000897082,4.440723e-7,0.0036181877,0.00008193377,0.000022149716,0.03462805,0.8982306,0.0006067534],"about_ca_topic_score_codex":0.8672585,"about_ca_topic_score_gemma":0.80220556,"teacher_disagreement_score":0.39664763,"about_ca_system_score_codex":0.0017248946,"about_ca_system_score_gemma":0.0055088163,"threshold_uncertainty_score":0.99966115},"labels":[],"label_agreement":null},{"id":"W4413760225","doi":"10.1111/medu.70001","title":"Breaking down binaries: The imperative of change","year":2025,"lang":"en","type":"editorial","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"MEDLINE; Psychology; Political science; Law","score_opus":0.03656573278535511,"score_gpt":0.49072480415097314,"score_spread":0.454159071365618,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413760225","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00025249267,0.003348921,0.000019531988,0.029907688,0.9490612,0.0016816693,0.000096057396,0.0000646255,0.015567819],"genre_scores_gemma":[0.0018715411,0.0021943944,0.00006173717,0.007928724,0.9683617,0.0018191613,0.0010036264,0.000032202417,0.016726919],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99557793,0.0010442208,0.00097215123,0.00036534847,0.0014982488,0.00054207566],"domain_scores_gemma":[0.9922212,0.005202815,0.00069059053,0.0005907917,0.0011147484,0.00017989155],"candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0018622796,0.0002565042,0.0005602254,0.00013959175,0.00075388374,0.0000101136775,0.0006670952,0.001854615,0.0028321561],"category_scores_gemma":[0.02033936,0.00016774738,0.00008615956,0.0005216691,0.00024342039,0.00007738834,0.0002351465,0.0026961416,0.00011944851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032171814,0.000095760704,0.00015939971,0.001382748,0.000021171067,4.6948554e-7,0.011464636,3.8508343e-8,1.3161736e-7,0.0013109412,0.96855927,0.016973289],"study_design_scores_gemma":[0.00024875984,0.000054760163,0.00015180673,0.00827259,0.000055440774,1.8463146e-7,0.006909388,0.000015681604,7.1947e-7,0.00042001053,0.9837544,0.00011623335],"about_ca_topic_score_codex":0.01167485,"about_ca_topic_score_gemma":0.0022826835,"teacher_disagreement_score":0.022403233,"about_ca_system_score_codex":0.00061128987,"about_ca_system_score_gemma":0.023014523,"threshold_uncertainty_score":0.9996047},"labels":[],"label_agreement":null},{"id":"W4413801043","doi":"10.1080/09638288.2025.2548986","title":"Rural health care providers’ experiences of providing care to children and youth with disabilities: a scoping review","year":2025,"lang":"en","type":"review","venue":"Disability and Rehabilitation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Nursing; Health care; Medicine; Psychology; Political science","score_opus":0.04017072002450274,"score_gpt":0.45635347161414896,"score_spread":0.41618275158964624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413801043","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0135370195,0.9581621,0.000005675337,0.00084999355,0.00019033505,0.026642073,0.00038312955,0.000091574315,0.00013804673],"genre_scores_gemma":[0.0062961164,0.987788,0.0009743445,0.0002965782,0.000078382815,0.0039112293,0.00059180753,0.00003884396,0.000024666058],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9933891,0.0023293253,0.0021551126,0.0010183713,0.00042290206,0.00068518455],"domain_scores_gemma":[0.99394524,0.0037386068,0.00081033725,0.0007744601,0.00038547374,0.00034586355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010779996,0.00058650476,0.0029212344,0.0001232496,0.00087715324,0.000024377543,0.00024061803,0.00033959583,0.000025503918],"category_scores_gemma":[0.0028284483,0.00041440726,0.0002265887,0.00073139934,0.0011569724,0.0002471872,0.00025436495,0.00053986965,0.000002392815],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024339579,0.000024756306,0.0048980988,0.5161766,0.000012862713,1.8294013e-8,0.3151409,2.07855e-7,1.1964846e-9,0.00007570984,0.000044715693,0.16360179],"study_design_scores_gemma":[0.00016386308,0.00058948906,0.0002889496,0.5185138,0.00015745663,5.6682126e-7,0.4787222,6.20433e-8,1.5863204e-8,0.000010166808,0.0013384911,0.00021492562],"about_ca_topic_score_codex":0.0021147213,"about_ca_topic_score_gemma":0.0016501297,"teacher_disagreement_score":0.16358128,"about_ca_system_score_codex":0.000970477,"about_ca_system_score_gemma":0.0022942785,"threshold_uncertainty_score":0.9998308},"labels":[],"label_agreement":null},{"id":"W4413835315","doi":"10.24908/iqurcp19066","title":"Regional Health Workforce Planning for Integrated Care Models: Application of a Workforce Planning Toolkit in One Ontario Health Team","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Workforce; Workforce planning; Health care; Workforce development; Workforce management; Nursing; Business; Knowledge management; Process management; Medicine; Computer science; Economic growth; Economics","score_opus":0.30361890301869077,"score_gpt":0.5087190653605251,"score_spread":0.20510016234183437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413835315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36108714,0.017741673,0.31860763,0.1849393,0.001372054,0.04327816,0.00019751544,0.0013951263,0.07138139],"genre_scores_gemma":[0.98102397,0.0015823551,0.0075521455,0.0016224242,0.00018584864,0.0029697353,0.00034819677,0.00008230867,0.0046330006],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99103874,0.0006111773,0.002487789,0.0014034458,0.0014530105,0.003005864],"domain_scores_gemma":[0.99244964,0.0013991023,0.0011107922,0.00055667706,0.0038318883,0.00065192295],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0058491467,0.0005597174,0.0014197793,0.0014934785,0.0017735133,0.00013639475,0.0011911922,0.00060645357,0.000011091807],"category_scores_gemma":[0.00063255825,0.000579158,0.0001406059,0.0029735798,0.00055007066,0.001048259,0.00047309074,0.0033627409,0.000011944181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0028387925,0.00034705142,0.16109982,0.009560495,0.00008872415,0.0000026801374,0.18158963,0.0015880808,0.000052033472,0.5790177,0.032044895,0.031770125],"study_design_scores_gemma":[0.0070048487,0.0022748818,0.009559573,0.08080967,0.00003724205,0.00000527711,0.43894297,0.027437417,0.000074421565,0.267904,0.16469476,0.0012549158],"about_ca_topic_score_codex":0.099782616,"about_ca_topic_score_gemma":0.019483605,"teacher_disagreement_score":0.6199368,"about_ca_system_score_codex":0.009123234,"about_ca_system_score_gemma":0.017386314,"threshold_uncertainty_score":0.999666},"labels":[],"label_agreement":null},{"id":"W4413838754","doi":"10.24908/iqurcp19898","title":"Black Canadians’ Experiences of Structural Racism in Ontario’s Healthcare System","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"","keywords":"Racism; Health care; Healthcare system; Gender studies; Sociology; Political science; Law","score_opus":0.13113606398606,"score_gpt":0.46902984120652996,"score_spread":0.33789377722047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413838754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9418774,0.0002504096,0.000032912558,0.023297334,0.00096630596,0.0025633515,0.000009678858,0.00013122875,0.030871343],"genre_scores_gemma":[0.9909569,0.00013321865,0.00023552057,0.00029855734,0.00010981487,0.0007776113,0.000014617303,0.000029685549,0.00744406],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9931181,0.000653333,0.0016267429,0.0009069109,0.0013444453,0.0023504642],"domain_scores_gemma":[0.99478954,0.00066450884,0.0003926679,0.00041206178,0.0031483928,0.00059283135],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003051892,0.0003787303,0.00089604134,0.0012091042,0.0010033859,0.00008073205,0.0010925138,0.00054064015,0.00017347334],"category_scores_gemma":[0.00060887856,0.00035295697,0.00008172524,0.0021401807,0.0011833945,0.00050835643,0.00046979229,0.0028219952,0.00007287985],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00029656038,0.000029897035,0.25241128,0.0041276994,0.00003142135,0.000021791402,0.33004194,0.000003144229,0.00006772392,0.4053929,0.006578701,0.0009969698],"study_design_scores_gemma":[0.0011944881,0.00027096455,0.033751518,0.010097277,0.000010137525,0.0000029988432,0.91386104,0.00072221964,0.00016171447,0.034479447,0.0050769346,0.00037127527],"about_ca_topic_score_codex":0.7415046,"about_ca_topic_score_gemma":0.59690434,"teacher_disagreement_score":0.5838191,"about_ca_system_score_codex":0.0051713344,"about_ca_system_score_gemma":0.009838994,"threshold_uncertainty_score":0.99989223},"labels":[],"label_agreement":null},{"id":"W4413892403","doi":"10.1016/j.wombi.2025.101972","title":"Creating Lasting Footprints: Strengthening Connections for Midwifery Sustainability","year":2025,"lang":"en","type":"article","venue":"Women and Birth","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Sustainability; Political science; Nursing; Medicine; Biology","score_opus":0.025391185076749912,"score_gpt":0.40281656299799296,"score_spread":0.37742537792124303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413892403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9752043,0.00018764408,0.0011234852,0.0014541794,0.00040604663,0.0010955724,0.000021083975,0.00019934117,0.02030833],"genre_scores_gemma":[0.98082954,0.00002944077,0.0010148269,0.00072245003,0.0001465831,0.00062939734,0.0000056198,0.000012293782,0.016609868],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99823505,0.00018971809,0.00045863236,0.00029981666,0.000079255944,0.0007375148],"domain_scores_gemma":[0.9973181,0.0019487981,0.00012757708,0.00018865445,0.0002731254,0.00014375984],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00091873383,0.00013193638,0.00025622826,0.00010193341,0.0019042228,0.000017867203,0.000084635954,0.00012642962,0.00012246502],"category_scores_gemma":[0.0019509518,0.000118635224,0.000033253884,0.00029188066,0.000060023147,0.00006862704,0.00012871358,0.00030132083,0.0000049439277],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037945333,0.000112856724,0.774351,0.0052762567,0.000073047646,0.000002210434,0.025868248,0.00005595185,0.00006546506,0.14247784,0.001994069,0.049343575],"study_design_scores_gemma":[0.0031584378,0.000346383,0.063070096,0.0015956124,0.000028817341,0.0000014443242,0.3508705,0.002443865,0.00004941178,0.07360887,0.5044067,0.00041984837],"about_ca_topic_score_codex":0.00026743932,"about_ca_topic_score_gemma":0.00017445006,"teacher_disagreement_score":0.71128094,"about_ca_system_score_codex":0.000552471,"about_ca_system_score_gemma":0.00035046233,"threshold_uncertainty_score":0.9993952},"labels":[],"label_agreement":null},{"id":"W4414011098","doi":"10.1097/acm.0000000000006254","title":"Rural Roots Run Deeper and Reach Wider Than Expected","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"NOSM University","funders":"","keywords":"MEDLINE; Psychology; Political science","score_opus":0.04001925287957559,"score_gpt":0.45886930761526706,"score_spread":0.4188500547356915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414011098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.886492,0.016154801,0.00019476812,0.04576379,0.0017584857,0.001024579,0.0000036427916,0.00028260547,0.048325315],"genre_scores_gemma":[0.9320867,0.002530492,0.000110541274,0.017123418,0.0009530332,0.00012554246,0.00003555514,0.000024743573,0.04700996],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99724054,0.00040982958,0.0008575853,0.00034142955,0.0003394804,0.00081113836],"domain_scores_gemma":[0.9979605,0.0009984826,0.00019552585,0.00037075992,0.00014210177,0.00033262055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009133802,0.00023441589,0.00051942415,0.0001832305,0.0005368465,0.0000017028574,0.00026299784,0.0006481726,0.0008900832],"category_scores_gemma":[0.0010950008,0.0001721182,0.000021598837,0.00051931135,0.00022887805,0.00010016489,0.0001870793,0.0019064448,0.00013833697],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001437106,0.0000060872203,0.48105323,0.00044324252,0.00003850276,0.000008972378,0.014489665,5.1442305e-7,0.0008268767,0.022580303,0.47641033,0.0039985566],"study_design_scores_gemma":[0.0051772045,0.00019806845,0.32515952,0.011831923,0.00016312058,0.000015850244,0.07905498,0.000111822636,0.00007005245,0.026144547,0.55167437,0.00039857387],"about_ca_topic_score_codex":0.0013667791,"about_ca_topic_score_gemma":0.00016790576,"teacher_disagreement_score":0.15589371,"about_ca_system_score_codex":0.00019104299,"about_ca_system_score_gemma":0.00018742566,"threshold_uncertainty_score":0.9745787},"labels":[],"label_agreement":null},{"id":"W4414013191","doi":"10.36834/cmej.82095","title":"Rural Immersion: lessons for equitable medical training worldwide on addressing rural physician shortages through longitudinal community-engagement training","year":2025,"lang":"en","type":"letter","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Economic shortage; Training (meteorology); Medical education; Medicine; Geography","score_opus":0.24321559605572307,"score_gpt":0.4944064817863741,"score_spread":0.251190885730651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414013191","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018200238,0.001544403,0.0003007614,0.9468458,0.016539153,0.0014553637,0.00019681141,0.00009097241,0.031206677],"genre_scores_gemma":[0.02693943,0.0005044935,0.00075458,0.9318452,0.02727768,0.0005312702,0.001715288,0.00014181073,0.010290283],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98559064,0.0049034134,0.0021900232,0.0005386644,0.002873874,0.0039034104],"domain_scores_gemma":[0.9850491,0.0051313303,0.0010292681,0.0008064745,0.0008468175,0.0071369573],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008844155,0.00082934136,0.0014558211,0.0008702402,0.012180983,0.00020609939,0.0020521318,0.002701857,0.025483247],"category_scores_gemma":[0.015891276,0.00078835967,0.0004524294,0.0007369356,0.00046941917,0.00037444453,0.00020596504,0.032202125,0.00012375954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000035570785,0.00007215265,0.00011245265,0.0007575687,0.00014150694,0.00016012027,0.01803189,0.0000046709065,2.207183e-7,0.0010927832,0.86311126,0.11647981],"study_design_scores_gemma":[0.00095518626,0.00014163741,0.00019670316,0.032777395,0.00015637507,0.00009436466,0.16212666,0.00007813514,3.8888385e-7,0.0012465153,0.80170363,0.0005230174],"about_ca_topic_score_codex":0.02530654,"about_ca_topic_score_gemma":0.036895003,"teacher_disagreement_score":0.15620738,"about_ca_system_score_codex":0.0043732184,"about_ca_system_score_gemma":0.1605806,"threshold_uncertainty_score":0.9994567},"labels":[],"label_agreement":null},{"id":"W4414050820","doi":"10.1016/j.hjdsi.2025.100768","title":"Enhanced obstetric training to address maternity care workforce shortages in tribal, rural, and underserved communities: a case from Oklahoma","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Accreditation Council for Graduate Medical Education; Health Resources and Services Administration; Federation of Canadian Municipalities; U.S. Department of Health and Human Services; Migrant Clinicians Network","keywords":"Workforce; Economic shortage; Maternity care; Training (meteorology); Curriculum; Pregnancy; Physician assistants","score_opus":0.12708055797901105,"score_gpt":0.45074613103045613,"score_spread":0.32366557305144505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414050820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97726476,0.010380881,0.000075596996,0.003833943,0.0010842677,0.0029275718,0.00045667533,0.00029206809,0.0036842166],"genre_scores_gemma":[0.9913718,0.0011645895,0.00034613587,0.005393332,0.00013170337,0.0006580388,0.00021920838,0.000053207426,0.0006620041],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99471974,0.0017442286,0.0012615585,0.00049557805,0.00031073697,0.001468167],"domain_scores_gemma":[0.9956923,0.0022413346,0.00023389312,0.00086603535,0.0003600625,0.00060638983],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000497624,0.00043435232,0.0009323053,0.0005329806,0.0016046489,0.000049612947,0.00039420172,0.0005834317,0.00016670802],"category_scores_gemma":[0.0002696146,0.00044953014,0.00006965418,0.0014544148,0.000096748015,0.000176016,0.00039740696,0.0014896422,0.000045180204],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081419764,0.00007861037,0.49945822,0.00545529,0.00005334972,0.00063845195,0.41204545,0.00017658305,0.000028746843,0.0024229537,0.0022319483,0.07659621],"study_design_scores_gemma":[0.0019009705,0.00017288518,0.053506855,0.010199655,0.0000246882,0.000011039608,0.9239626,0.00011718887,0.000028029437,0.00037878848,0.009296112,0.00040118187],"about_ca_topic_score_codex":0.104551345,"about_ca_topic_score_gemma":0.22383451,"teacher_disagreement_score":0.5119172,"about_ca_system_score_codex":0.0012373998,"about_ca_system_score_gemma":0.00075753964,"threshold_uncertainty_score":0.9997956},"labels":[],"label_agreement":null},{"id":"W4414072687","doi":"10.1503/cmaj.250791-f","title":"De nouveaux modèles de soins sont nécessaires pour répondre à la pénurie de médecins spécialistes au Canada","year":2025,"lang":"fr","type":"editorial","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Health services","score_opus":0.012157790111477015,"score_gpt":0.34322544905251134,"score_spread":0.33106765894103435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414072687","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011226589,0.003613247,0.0005923076,0.29288262,0.621926,0.0009962056,0.0042739133,0.00010331642,0.06438582],"genre_scores_gemma":[0.021266697,0.003417775,0.0012654626,0.03979847,0.8584764,0.00012083875,0.00043962544,0.0001983238,0.07501638],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97785085,0.007840537,0.0026633474,0.0007173009,0.0047026076,0.006225369],"domain_scores_gemma":[0.96596867,0.015595362,0.0020847619,0.00047335093,0.0023426223,0.013535228],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.013720057,0.00089559663,0.0016029265,0.0005534303,0.0043608397,0.0003438316,0.0017760372,0.008655935,0.009122973],"category_scores_gemma":[0.07728293,0.0009866994,0.00043638935,0.00077646464,0.00023763654,0.0002377493,0.0001743935,0.014430268,0.00014155834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000048873047,0.00008059219,0.09247804,0.0006409847,0.0003412676,0.002598014,0.002547557,0.00014917405,5.359387e-7,0.0058050696,0.88945484,0.0058550644],"study_design_scores_gemma":[0.0019878326,0.0000685582,0.0164769,0.0072237696,0.00029829785,0.00019512644,0.0070350976,0.0009790837,0.00000166346,0.0022179056,0.96281755,0.00069824257],"about_ca_topic_score_codex":0.99232644,"about_ca_topic_score_gemma":0.9996409,"teacher_disagreement_score":0.6132437,"about_ca_system_score_codex":0.16107766,"about_ca_system_score_gemma":0.7743213,"threshold_uncertainty_score":0.99925834},"labels":[],"label_agreement":null},{"id":"W4414082222","doi":"10.1111/medu.70032","title":"When I say … space","year":2025,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Space (punctuation); Legitimacy; Health care; White (mutation); Dominance (genetics); Social space; Generative grammar; White paper","score_opus":0.021454457130200374,"score_gpt":0.48236557925503015,"score_spread":0.46091112212482976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414082222","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060407378,0.0015248331,0.0010033998,0.44452095,0.008628873,0.0007655691,0.0000014093976,0.00020237845,0.4829452],"genre_scores_gemma":[0.38845265,0.0003014556,0.0027407291,0.22324352,0.0015107192,0.0005292608,0.00007874829,0.00002208936,0.3831208],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846077,0.000305271,0.00034906418,0.00018520509,0.0003375123,0.00036218134],"domain_scores_gemma":[0.9989655,0.0003402909,0.000075474556,0.00026731854,0.00014861385,0.00020281583],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00069968594,0.00007957307,0.00014349913,0.0000806877,0.00036149335,0.0000041626054,0.00019444169,0.0002621146,0.008871524],"category_scores_gemma":[0.0031029137,0.00006849208,0.000023778402,0.00026009075,0.000051107734,0.00004816656,0.000067992856,0.0005028261,0.0012979608],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000094905,0.0000855093,0.020863414,0.00016972204,0.0000034693796,3.1770463e-7,0.0013353417,1.0102359e-7,0.0000016196817,0.04372457,0.8906842,0.04312228],"study_design_scores_gemma":[0.00021120446,0.000010886365,0.010711076,0.0010891658,0.0000075971057,3.2441332e-7,0.002742687,0.0000666642,0.000004975757,0.010894496,0.9742089,0.000052049076],"about_ca_topic_score_codex":0.0013895271,"about_ca_topic_score_gemma":0.00038492895,"teacher_disagreement_score":0.32804528,"about_ca_system_score_codex":0.0003032204,"about_ca_system_score_gemma":0.005482406,"threshold_uncertainty_score":0.99947965},"labels":[],"label_agreement":null},{"id":"W4414161895","doi":"10.46747/cfp.7109546","title":"Ne pas nuire, pas même aux résidents","year":2025,"lang":"fr","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"MEDLINE; Order (exchange)","score_opus":0.053512697101626386,"score_gpt":0.3784431663577372,"score_spread":0.32493046925611085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414161895","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029956164,0.037201703,0.000036109308,0.09869908,0.020045342,0.0023354893,0.0010934519,0.00021336676,0.8104193],"genre_scores_gemma":[0.16758215,0.0011245329,0.0002250089,0.6663477,0.002436233,0.00017580163,0.00024162751,0.00013713722,0.16172983],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920512,0.0010779033,0.0012990106,0.001068367,0.00052790414,0.003975614],"domain_scores_gemma":[0.99431765,0.0004895966,0.00034479957,0.0014688001,0.0005904923,0.0027886352],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005810128,0.0007875382,0.0010633148,0.0006620383,0.0025062195,0.000117544936,0.0010838698,0.0012259906,0.00024623986],"category_scores_gemma":[0.00015628502,0.0009660176,0.00030078905,0.0023042194,0.0004997978,0.00045422558,0.00023161927,0.0020715825,0.008901495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000026027794,0.000094468785,0.0019079485,0.000832518,0.000121628516,0.00015167709,0.00078625686,0.000036998266,0.000024500536,0.12699845,0.76350486,0.10551465],"study_design_scores_gemma":[0.000961852,0.00009303895,0.028792659,0.005751996,0.00016324091,4.7909856e-7,0.008503081,0.0002965515,0.000013675079,0.015321586,0.9394425,0.0006593524],"about_ca_topic_score_codex":0.553216,"about_ca_topic_score_gemma":0.5580019,"teacher_disagreement_score":0.64868945,"about_ca_system_score_codex":0.005001105,"about_ca_system_score_gemma":0.0130281495,"threshold_uncertainty_score":0.999279},"labels":[],"label_agreement":null},{"id":"W4414181654","doi":"10.1192/j.eurpsy.2025.742","title":"Happy in The Homeland? Satisfaction with Life and its Correlation with Flourishing and Affect Balance in Foreign-trained physicians who have Repatriated to Pakistan","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Nonprobability sampling; Life satisfaction; Logistic regression; Workforce; Correlation; Flourishing; Negative correlation; Ordered logit","score_opus":0.013431251304768917,"score_gpt":0.3499683238897019,"score_spread":0.336537072584933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414181654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9716762,0.001039558,0.00035895008,0.0031604515,0.00023291535,0.001615481,0.000013046401,0.00006749761,0.021835947],"genre_scores_gemma":[0.99556226,0.00006836661,0.00055144005,0.0032051862,0.00014646766,0.000039382707,0.000012405262,0.00003069406,0.00038381072],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975079,0.001116455,0.00041856724,0.00038421812,0.00017698202,0.0003958695],"domain_scores_gemma":[0.99914116,0.00028844122,0.0001863939,0.00024654524,0.000050404746,0.000087058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010303679,0.00019177704,0.00027197704,0.00015690089,0.0003747194,0.000035523648,0.00010600868,0.00007216011,0.000006919696],"category_scores_gemma":[0.000095761985,0.00013312085,0.000013928672,0.0006308255,0.00002810447,0.00015153097,0.00004115064,0.0006138693,0.000010929057],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006739252,0.000023806086,0.98033583,0.00022770825,0.000011266544,0.000010307257,0.012408004,0.00022850763,0.0000057266157,0.0017260261,0.0034240198,0.00092487154],"study_design_scores_gemma":[0.0021101334,0.00027669003,0.9697929,0.004870008,0.000016998043,0.0000026450657,0.020256734,0.0016128158,3.8909178e-7,0.00014729679,0.00075892516,0.00015445794],"about_ca_topic_score_codex":0.0006290895,"about_ca_topic_score_gemma":0.016160918,"teacher_disagreement_score":0.023886094,"about_ca_system_score_codex":0.00008419812,"about_ca_system_score_gemma":0.00012422589,"threshold_uncertainty_score":0.9018172},"labels":[],"label_agreement":null},{"id":"W4414223012","doi":"10.1016/j.jvs.2025.06.067","title":"Barriers to Accessing Vascular Surgery in Northern, Rural, and Remote Canadian Communities: A Literature Review","year":2025,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Vascular surgery; MEDLINE; Vascular disease; Vascular access","score_opus":0.029214178591249796,"score_gpt":0.37133892269674285,"score_spread":0.34212474410549304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414223012","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65495807,0.33401948,0.000049713886,0.008093795,0.0015307491,0.000676793,0.000011664061,0.000022926202,0.0006367791],"genre_scores_gemma":[0.41872218,0.53201467,0.00057528296,0.04792002,0.00040411562,0.000029499717,0.000034279285,0.00008013108,0.00021980706],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938477,0.002489697,0.0019869294,0.00018673389,0.00050669437,0.0009822316],"domain_scores_gemma":[0.9942667,0.0023887416,0.00060023007,0.0006472453,0.0008282798,0.0012687964],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008398855,0.0003122652,0.0015270065,0.0015918262,0.0008109633,0.00007338617,0.00035700903,0.00033483474,0.0001760065],"category_scores_gemma":[0.0035040625,0.0002728244,0.00054449396,0.002034561,0.000061405255,0.00042453202,0.00012774809,0.0015914476,0.000014074917],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052761836,0.000018605559,0.88521606,0.007920111,0.00020858004,0.00041043834,0.0033175151,0.000034291792,0.0000028464312,0.000022934479,0.06404312,0.038752746],"study_design_scores_gemma":[0.00037586197,0.000018896046,0.10170516,0.27977514,0.00014429248,0.000050294202,0.007318532,0.00002907294,0.0000017969678,0.00017600798,0.6100279,0.00037703864],"about_ca_topic_score_codex":0.052264456,"about_ca_topic_score_gemma":0.2301086,"teacher_disagreement_score":0.78351086,"about_ca_system_score_codex":0.0008688319,"about_ca_system_score_gemma":0.0049264217,"threshold_uncertainty_score":0.9999724},"labels":[],"label_agreement":null},{"id":"W4414252878","doi":"10.56570/jimgs.v4i1.192","title":"Visa-Related Barriers for International Medical Graduates How Immigration Policies Derail Medical Careers","year":2025,"lang":"en","type":"article","venue":"Journal For International Medical Graduates","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Bureaucracy; Health care; Face (sociological concept); Workforce development; Healthcare system; Health human resources","score_opus":0.03336196213163625,"score_gpt":0.4476392221276517,"score_spread":0.4142772599960155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414252878","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087287,0.0010831959,0.01610401,0.83218336,0.057145517,0.0018401389,0.00030774504,0.0002946461,0.0037543832],"genre_scores_gemma":[0.9161009,0.004181055,0.002243165,0.036785685,0.010030912,0.0012386971,0.0012993651,0.0001411131,0.027979083],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99025375,0.0005115493,0.0023893467,0.000643593,0.0049012247,0.0013005338],"domain_scores_gemma":[0.9876551,0.0052321423,0.00087568996,0.00027801827,0.0038097142,0.002149359],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005159151,0.00051311357,0.00079403707,0.0007522774,0.001692887,0.0001710587,0.002171392,0.0012820113,0.0048981966],"category_scores_gemma":[0.08011841,0.00041475936,0.0005821627,0.0004827247,0.0005318092,0.00048979383,0.00037273066,0.0023766905,0.00006682489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007008803,0.00020528183,0.029102437,0.00029749953,0.0010807073,0.000061148705,0.0017970026,0.000017910726,0.000028593044,0.071534425,0.8671635,0.028010638],"study_design_scores_gemma":[0.008309189,0.00034242048,0.0020589882,0.0051579657,0.00015438633,0.00012801953,0.008617677,0.044282384,0.00014149315,0.06031079,0.8699231,0.00057355914],"about_ca_topic_score_codex":0.0004042126,"about_ca_topic_score_gemma":0.0011651043,"teacher_disagreement_score":0.8288139,"about_ca_system_score_codex":0.0011379387,"about_ca_system_score_gemma":0.0040519596,"threshold_uncertainty_score":0.99992484},"labels":[],"label_agreement":null},{"id":"W4414300774","doi":"10.12927/hcpol.2025.27622","title":"Employment in the Canadian Medical Profession by Immigrant Status, Racialized Group and Gender","year":2025,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Disadvantage; Immigration; Affect (linguistics); Ethnic group; Census; Race (biology); Asian americans; White (mutation)","score_opus":0.052572697974026174,"score_gpt":0.4848173176368258,"score_spread":0.4322446196627996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414300774","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3285251,0.01138279,0.000015254235,0.636094,0.0012301337,0.0049758567,0.00021182322,0.00014377548,0.017421324],"genre_scores_gemma":[0.85599005,0.0023931628,0.00006241177,0.13925862,0.0002976699,0.00063395785,0.00009706943,0.000024431423,0.0012425968],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99306566,0.002795484,0.00095533126,0.0004458573,0.0007465894,0.0019910864],"domain_scores_gemma":[0.9973557,0.0005760655,0.00015357956,0.00048098984,0.00012493411,0.001308741],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0024030958,0.00025914874,0.0004353553,0.00042954166,0.0019312362,0.00002145132,0.00035855282,0.0007226153,0.00030169557],"category_scores_gemma":[0.0007772137,0.000184294,0.000041286883,0.0010033034,0.00013432738,0.00007249411,0.0001459045,0.0016921486,0.0000658954],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022182912,0.00013083343,0.36524996,0.002155512,0.00002204203,0.000049957587,0.061860643,2.0818172e-7,0.0000049991877,0.25002164,0.27973115,0.040551238],"study_design_scores_gemma":[0.0017868882,0.00007533963,0.14834584,0.001247541,0.000008268943,0.00000386546,0.015968677,0.00004251641,8.8023063e-7,0.00598003,0.82634723,0.00019288398],"about_ca_topic_score_codex":0.96169996,"about_ca_topic_score_gemma":0.96920633,"teacher_disagreement_score":0.5466161,"about_ca_system_score_codex":0.0019543208,"about_ca_system_score_gemma":0.010458584,"threshold_uncertainty_score":0.99936813},"labels":[],"label_agreement":null},{"id":"W4414341615","doi":"10.1177/23743735251376068","title":"Barriers and Facilitators to the Recruitment and Engagement of Diverse Populations Into Patient and Family Advisory Councils: A Scoping Review","year":2025,"lang":"en","type":"article","venue":"Journal of Patient Experience","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inclusion (mineral); Diversity (politics); Community engagement; Socioeconomic status; Health professionals; Health care; Health equity; Cultural diversity","score_opus":0.15225398442992974,"score_gpt":0.4797393543312389,"score_spread":0.32748536990130916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414341615","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94393,0.051477145,0.00013588749,0.0013751016,0.00057228026,0.0023246724,0.000009525305,0.0000057795164,0.00016962572],"genre_scores_gemma":[0.97574484,0.018420657,0.0014197299,0.0041458197,0.000015038334,0.00022177602,5.954612e-7,0.00000525008,0.000026285168],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9975446,0.00055662374,0.0010490096,0.00018036162,0.0004283853,0.00024103433],"domain_scores_gemma":[0.99833614,0.00029178598,0.0005410082,0.00019075738,0.00037264216,0.00026768757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009336965,0.00013295507,0.00035622847,0.00009928717,0.00070162973,0.000008895561,0.00011311231,0.000046832396,0.000034655885],"category_scores_gemma":[0.00096973166,0.0000901287,0.000034258857,0.0002519385,0.00012565279,0.00014977582,0.00021297613,0.00025368712,0.0000011560107],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033910185,0.000092121896,0.2670956,0.009879516,0.000069771784,0.000013570091,0.5790612,0.00015396433,0.00019140597,0.0015890172,0.013269166,0.12824553],"study_design_scores_gemma":[0.001316021,0.002330373,0.032946184,0.18029085,0.00014158402,0.000007041921,0.6332083,0.00008730387,0.0000867403,0.00045011632,0.14877924,0.00035626072],"about_ca_topic_score_codex":0.00022576234,"about_ca_topic_score_gemma":0.000113719245,"teacher_disagreement_score":0.23414943,"about_ca_system_score_codex":0.00024331664,"about_ca_system_score_gemma":0.00036414384,"threshold_uncertainty_score":0.539644},"labels":[],"label_agreement":null},{"id":"W4414426917","doi":"10.31542/y4tw3g36","title":"Supporting Internationally Educated Nurses Through Effective Preceptorship: A Canadian Perspective","year":2025,"lang":"en","type":"article","venue":"Journal of the Society of Internationally Educated Nurses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Face (sociological concept); Perspective (graphical); Inclusion (mineral); Organizational culture; Health care; Racism; Cultural diversity; Cultural competence","score_opus":0.017948073907290554,"score_gpt":0.4515426266189458,"score_spread":0.43359455271165526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414426917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8448364,0.0017410463,0.00008220651,0.08453323,0.026347537,0.0016117154,0.00010194506,0.000044945944,0.04070095],"genre_scores_gemma":[0.9645465,0.00015405868,0.0012716037,0.0048433295,0.00085643487,0.00006090604,0.000016949345,0.00003628418,0.028213924],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99595904,0.0006581266,0.0015760335,0.00030832083,0.0008050722,0.0006933881],"domain_scores_gemma":[0.99029815,0.0014959344,0.002281455,0.0003034655,0.005384079,0.00023691423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011812083,0.0003171207,0.0005781382,0.00028820257,0.0007333732,0.00003746611,0.0013366467,0.00031701164,0.0008987235],"category_scores_gemma":[0.0027044965,0.0002409359,0.0008492053,0.00085622334,0.00034110542,0.00042086325,0.00013680808,0.0014742198,0.0000287208],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0003350414,0.0006761998,0.12361516,0.0002938668,0.002392859,0.000002487938,0.106671855,0.00017814599,0.0008494062,0.027852273,0.7361314,0.0010012882],"study_design_scores_gemma":[0.0031567386,0.00044596568,0.20933826,0.014029362,0.00061481027,0.00006648403,0.46184456,0.00024271171,0.0035678586,0.056260083,0.24979189,0.0006412721],"about_ca_topic_score_codex":0.07351888,"about_ca_topic_score_gemma":0.01780575,"teacher_disagreement_score":0.48633954,"about_ca_system_score_codex":0.004702465,"about_ca_system_score_gemma":0.008195408,"threshold_uncertainty_score":0.9991183},"labels":[],"label_agreement":null},{"id":"W4414426945","doi":"10.31542/phbgb071","title":"Beyond the Borders: Navigating the Hurdles Faced by Internationally Educated Nurses","year":2025,"lang":"en","type":"article","venue":"Journal of the Society of Internationally Educated Nurses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Credentialing; Health care; Quality (philosophy); Identity (music); Cultural diversity; Professional development; Healthcare system; Health professionals","score_opus":0.01650253082463799,"score_gpt":0.4386587230228979,"score_spread":0.4221561921982599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414426945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71917313,0.0037216325,0.000057723555,0.25461778,0.014967449,0.0008270983,0.00007409445,0.000032302578,0.006528759],"genre_scores_gemma":[0.9500387,0.00072742905,0.0007269156,0.017119464,0.000867783,0.00005970449,0.00003495619,0.00004067196,0.030384403],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99557763,0.00076062954,0.0017549298,0.00024786926,0.0011428742,0.00051606924],"domain_scores_gemma":[0.991555,0.002685536,0.0025636414,0.00047079587,0.0026180283,0.000106993924],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016314982,0.00031766063,0.0004584091,0.000075573,0.001386554,0.0000742973,0.002536069,0.00023928208,0.0003874583],"category_scores_gemma":[0.0014090393,0.00016622704,0.0007829115,0.000757426,0.00063338154,0.00028229968,0.00026308495,0.0022364014,0.000020488467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011631262,0.00037429252,0.020693425,0.00011639529,0.0010094021,3.213456e-7,0.022103287,0.0001652913,0.002136399,0.0046566324,0.9459137,0.002714553],"study_design_scores_gemma":[0.00261473,0.00023012844,0.05792937,0.010935615,0.0005586286,0.00005127933,0.33691636,0.00070650433,0.0028634826,0.028114917,0.5585808,0.0004981438],"about_ca_topic_score_codex":0.0009853279,"about_ca_topic_score_gemma":0.00012502572,"teacher_disagreement_score":0.38733286,"about_ca_system_score_codex":0.0007318622,"about_ca_system_score_gemma":0.0026277746,"threshold_uncertainty_score":0.9999135},"labels":[],"label_agreement":null},{"id":"W4414520972","doi":"10.32799/ijih.v21i1.45562","title":"A Cross-Sectional Study on Indigenous Nurses’ Knowledge and Perceptions toward Planetary Health Challenges","year":2025,"lang":"en","type":"article","venue":"International Journal of Indigenous Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Dalhousie University; University of Lethbridge","funders":"","keywords":"Indigenous; Perception; Climate change; Traditional knowledge; Health care; Nursing practice","score_opus":0.07156903263622426,"score_gpt":0.499683679777646,"score_spread":0.4281146471414217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414520972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608514,0.016839715,0.00010978431,0.008292018,0.007955277,0.0021751076,0.00017134043,0.000086323285,0.003519043],"genre_scores_gemma":[0.9816712,0.010564174,0.0002633912,0.0048961802,0.001298602,0.000053835425,0.000052292824,0.000038144335,0.0011621849],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9935337,0.0013395256,0.0025394694,0.00048460264,0.0010429217,0.0010598194],"domain_scores_gemma":[0.9954552,0.0008099121,0.0015940844,0.00031364078,0.0012155554,0.0006116089],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0034556442,0.00036246135,0.00083342637,0.0011522769,0.001987567,0.00006456522,0.0008026843,0.00026481895,0.000220436],"category_scores_gemma":[0.00016660073,0.00032576916,0.00014664799,0.00030642425,0.00012321792,0.00022721049,0.00015288779,0.0017693064,0.00014321152],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00064189296,0.0017354052,0.76279825,0.00041254034,0.00034396083,0.000054686672,0.19316815,0.00005325118,0.0000012521172,0.0010656404,0.00222297,0.03750202],"study_design_scores_gemma":[0.0023444742,0.0029984904,0.93378454,0.0012710793,0.000012300587,0.0001425318,0.03343683,0.0000069607336,5.417609e-7,0.00072274747,0.0251016,0.00017789396],"about_ca_topic_score_codex":0.0044672755,"about_ca_topic_score_gemma":0.005341311,"teacher_disagreement_score":0.17098631,"about_ca_system_score_codex":0.003222278,"about_ca_system_score_gemma":0.00760485,"threshold_uncertainty_score":0.9999194},"labels":[],"label_agreement":null},{"id":"W4414549218","doi":"10.1007/978-3-032-01106-0_1","title":"Streamlining Integration and Licensure: Strategies to Capture the Contribution of International Nurses to the Canadian Healthcare System","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Immigration; Baby boomers; Aging in the American workforce; Population ageing; Health care; Population; Immigration policy","score_opus":0.031128660468144546,"score_gpt":0.39385703056636717,"score_spread":0.3627283700982226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414549218","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00064632925,0.0020937482,0.00042968395,0.13255635,0.0050478904,0.0058358666,0.0011642108,0.00013380277,0.85209215],"genre_scores_gemma":[0.7744977,0.00014501195,0.00014032038,0.0061382996,0.00052032125,0.00017514739,0.00033045333,0.000027244429,0.21802552],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976617,0.00023724776,0.00083980174,0.00036131372,0.0004235362,0.00047639638],"domain_scores_gemma":[0.99677634,0.00059588096,0.00036984976,0.0004469757,0.0014728945,0.00033806375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078999775,0.00030511877,0.00045359883,0.00023902403,0.0011675395,0.00005959347,0.00042375497,0.00062649883,0.00016399576],"category_scores_gemma":[0.000238015,0.00017674363,0.00006212276,0.00011894982,0.00006443007,0.00006702875,0.00012127855,0.0010312716,0.00007387392],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055593267,0.0000018547761,0.0006080313,0.0002033318,0.000049055874,0.0000020025068,0.0056397174,0.000028431028,5.553561e-7,0.9394162,0.04996759,0.004027633],"study_design_scores_gemma":[0.00021580998,0.00010384764,0.0014512063,0.008740525,0.00006796793,0.0000037640048,0.06862912,0.00013522535,0.0000027124122,0.0012486043,0.9191823,0.00021889497],"about_ca_topic_score_codex":0.42110732,"about_ca_topic_score_gemma":0.976069,"teacher_disagreement_score":0.9381676,"about_ca_system_score_codex":0.0015154886,"about_ca_system_score_gemma":0.002690648,"threshold_uncertainty_score":0.8979888},"labels":[],"label_agreement":null},{"id":"W4414549783","doi":"10.1007/978-3-032-01106-0_4","title":"More than 90 years of Nursing Migration to the United Kingdom: Have We Really Learnt Anything?","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Parallels; Quarter (Canadian coin); Health services; Health policy; Nurse education","score_opus":0.10263748129434615,"score_gpt":0.4445762468750355,"score_spread":0.34193876558068936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414549783","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003524826,0.00052183523,0.00043441282,0.060254786,0.0016563635,0.003544557,0.00011380242,0.0002937482,0.9296557],"genre_scores_gemma":[0.011754248,0.0005691196,0.001651729,0.0062753023,0.0005240595,0.00005969638,0.00028432786,0.00009555174,0.978786],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967513,0.0002738157,0.0011481507,0.00050889264,0.00065306516,0.0006647951],"domain_scores_gemma":[0.9968386,0.000773881,0.00065294607,0.0009565741,0.0005505022,0.00022748671],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000754444,0.00039475763,0.0006609213,0.0005357813,0.00059773604,0.00001722755,0.0005207901,0.0009109136,0.0007990592],"category_scores_gemma":[0.00022768883,0.00031122906,0.00016392999,0.00023764186,0.00012797296,0.00005745121,0.00020202722,0.0015658534,0.0003385798],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024317387,0.000039907376,0.0005373227,0.000709658,0.0000931148,0.000012794421,0.025821645,0.0001586383,0.0000085548145,0.5212646,0.42903814,0.022072442],"study_design_scores_gemma":[0.00028693947,0.00013517101,0.00072239095,0.017308418,0.00011263914,0.0000015100419,0.0054388912,0.00030668068,0.000005742071,0.006967761,0.96842134,0.00029249402],"about_ca_topic_score_codex":0.009967779,"about_ca_topic_score_gemma":0.008410422,"teacher_disagreement_score":0.53938323,"about_ca_system_score_codex":0.00067413977,"about_ca_system_score_gemma":0.0008530584,"threshold_uncertainty_score":0.99993396},"labels":[],"label_agreement":null},{"id":"W4414555368","doi":"10.1503/cjs.017225","title":"Chirurgie rurale : appel à la réflexion stratégique pour un service essentiel","year":2025,"lang":"fr","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Rural population; Population; Health services; MEDLINE; Rural health","score_opus":0.033208420131726535,"score_gpt":0.34451270914317306,"score_spread":0.3113042890114465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414555368","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01731873,0.022016514,0.00022195601,0.056582194,0.8826383,0.00092542375,0.001559628,0.000048184273,0.018689105],"genre_scores_gemma":[0.04674991,0.012681155,0.0014789562,0.009080134,0.86256313,0.000056714987,0.0009197111,0.00039139978,0.06607891],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9872652,0.004019192,0.004071477,0.000641117,0.001123481,0.0028795232],"domain_scores_gemma":[0.97065514,0.016384088,0.0034425752,0.00084146915,0.0039063953,0.0047703506],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.006256046,0.0010263559,0.0026026473,0.0019254741,0.00157926,0.00020349903,0.0012508937,0.0047528464,0.005448117],"category_scores_gemma":[0.005986779,0.0010972533,0.00091111945,0.0018032702,0.0002781918,0.0005419316,0.000115798786,0.0087131355,0.00044686047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00021168508,0.00007523177,0.0067966618,0.004752727,0.0003068805,0.0023543977,0.0012080331,0.00010211513,0.000003047106,0.0015942951,0.9749265,0.0076684686],"study_design_scores_gemma":[0.0008224415,0.00005718267,0.0024755434,0.03257607,0.00033171842,0.00013922012,0.004004644,0.000029089979,0.00001438073,0.0047052642,0.95410836,0.00073606573],"about_ca_topic_score_codex":0.12913416,"about_ca_topic_score_gemma":0.19935772,"teacher_disagreement_score":0.14541495,"about_ca_system_score_codex":0.00430673,"about_ca_system_score_gemma":0.14972168,"threshold_uncertainty_score":0.9997206},"labels":[],"label_agreement":null},{"id":"W4414556160","doi":"10.1503/cjs.015725","title":"The need for rural surgery — a call for strategic thinking","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McGill University; University of Calgary","funders":"","keywords":"Rural population; Rural area; Rural health; Population; Health care; MEDLINE","score_opus":0.08046357445014361,"score_gpt":0.399362599654457,"score_spread":0.31889902520431335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414556160","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015673524,0.010400168,0.000067289686,0.0069351792,0.97724146,0.001538292,0.0013380927,0.000027234604,0.00088496314],"genre_scores_gemma":[0.0033372245,0.0022137726,0.00020029071,0.0016189762,0.97555155,0.0003922594,0.000650248,0.00017066028,0.015864994],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9931196,0.00069556973,0.0029080664,0.0002864359,0.00070408033,0.0022862384],"domain_scores_gemma":[0.90562934,0.08676189,0.0025368182,0.00045784406,0.0032733462,0.0013407462],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0100658005,0.00049591454,0.0017738548,0.0009007168,0.0037294626,0.00016956507,0.00080281694,0.0017596326,0.00007201923],"category_scores_gemma":[0.014929328,0.00037597562,0.0011924275,0.00045171063,0.00015873284,0.00017016145,0.00003317676,0.0026835315,0.000008407086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032139593,0.000005414043,0.0012946671,0.0015185084,0.00016381184,0.000049003753,0.00033601187,0.000007710922,1.8466073e-7,0.00062559906,0.9943453,0.0013324042],"study_design_scores_gemma":[0.00037410404,0.000041354717,0.000060828366,0.008058289,0.00015088943,0.0000044279955,0.0031852443,0.00001284769,2.9159486e-7,0.006231344,0.98157233,0.00030806888],"about_ca_topic_score_codex":0.018152049,"about_ca_topic_score_gemma":0.119590834,"teacher_disagreement_score":0.10143878,"about_ca_system_score_codex":0.0020026935,"about_ca_system_score_gemma":0.09098034,"threshold_uncertainty_score":0.9998692},"labels":[],"label_agreement":null},{"id":"W4414590369","doi":"10.1111/jan.70255","title":"Stemming the Tide: Tackling Retention and Attrition Challenges in Rural and Northern Healthcare to Sustain Canada's Nursing Workforce","year":2025,"lang":"en","type":"article","venue":"Journal of Advanced Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Attrition; Workforce; Health care; MEDLINE; Rural area; Qualitative research; Workforce development","score_opus":0.04504235973816408,"score_gpt":0.41650096740691817,"score_spread":0.3714586076687541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414590369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.867561,0.038895383,0.00025978236,0.09067889,0.0012118986,0.000696752,0.0000029357552,0.000013980744,0.0006793773],"genre_scores_gemma":[0.9949714,0.0027639112,0.0012130336,0.00062805496,0.00023188516,0.000009761172,0.0000018433177,0.000018382274,0.00016170852],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99755454,0.00048064598,0.00087715354,0.00018716938,0.00030160038,0.0005989171],"domain_scores_gemma":[0.9982494,0.00054536096,0.00047084183,0.00014847149,0.00038365604,0.0002022826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010268887,0.00016392961,0.000382414,0.0002374528,0.00080086465,0.000019588371,0.00011726744,0.00012044483,0.0000015849041],"category_scores_gemma":[0.0003085341,0.00013517695,0.00003075126,0.00041265195,0.000060761064,0.00024133378,0.000027059317,0.0008112458,2.5899945e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050823577,0.00003093414,0.019498982,0.0005415482,0.000009083535,0.000018895495,0.010225982,0.0007636754,0.00017683498,0.0017637603,0.00032517372,0.9661369],"study_design_scores_gemma":[0.0024936106,0.00045162128,0.15929069,0.12573132,0.00006470525,0.00008381432,0.6893663,0.00047915766,0.00006731261,0.010938385,0.010686119,0.00034698023],"about_ca_topic_score_codex":0.009794311,"about_ca_topic_score_gemma":0.22646625,"teacher_disagreement_score":0.9657899,"about_ca_system_score_codex":0.0023302052,"about_ca_system_score_gemma":0.00063182676,"threshold_uncertainty_score":0.9967995},"labels":[],"label_agreement":null},{"id":"W4414675926","doi":"10.1016/j.ijoa.2025.104784","title":"The World Federation Societies of Anaesthesiologists’ (WFSA) declaration on patients’ right to labour analgesia: raising awareness and elevating the role of anaesthesiologists in global maternal health","year":2025,"lang":"en","type":"article","venue":"International Journal of Obstetric Anesthesia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Declaration; Raising (metalworking); Maternal health; Global health; Russian federation; MEDLINE","score_opus":0.0273452588819776,"score_gpt":0.382049733568111,"score_spread":0.3547044746861334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414675926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880334,0.0022891136,0.00016064149,0.0082113985,0.0004525685,0.0005345281,0.00000801955,0.000010965753,0.0002993408],"genre_scores_gemma":[0.9966582,0.0006307455,0.00048731558,0.001964606,0.00009166653,0.000016735536,0.0000057024613,0.000010198741,0.00013484665],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99584895,0.0010177236,0.0017707623,0.00021212427,0.0007606011,0.0003898534],"domain_scores_gemma":[0.9946485,0.0019441398,0.0019012559,0.00020669094,0.0012051854,0.00009420493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018309115,0.0002057302,0.0004994177,0.00041688752,0.0006281716,0.00005344432,0.00066555315,0.00014011111,0.000008995245],"category_scores_gemma":[0.0011742724,0.00012657641,0.00010035482,0.00096877397,0.00016067563,0.00016530506,0.000084119245,0.0004448074,0.0000021305707],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050179375,0.00009553653,0.93440723,0.000062720246,0.000044853525,0.000012689901,0.00078504323,0.00071922876,0.000022583054,0.017290568,0.0005722986,0.04548546],"study_design_scores_gemma":[0.00086877984,0.0005229816,0.9810101,0.001441049,0.000011681669,0.0000109621715,0.0030388217,0.00021343194,0.00027725584,0.0058920174,0.006614303,0.000098625904],"about_ca_topic_score_codex":0.00072656904,"about_ca_topic_score_gemma":0.0006262068,"teacher_disagreement_score":0.046602864,"about_ca_system_score_codex":0.0008337199,"about_ca_system_score_gemma":0.0006724915,"threshold_uncertainty_score":0.51616365},"labels":[],"label_agreement":null},{"id":"W4414714389","doi":"10.1016/j.cjca.2025.08.157","title":"P245 RISING WORKFORCE DEMANDS IN CARDIOLOGY AND CARDIAC SURGERY IN CANADA: A CALL TO ACTION","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Rick Hansen Foundation","funders":"","keywords":"Call to action; Workforce; Cardiac surgery; Action (physics)","score_opus":0.04860075078201315,"score_gpt":0.37544355864607665,"score_spread":0.3268428078640635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414714389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9745402,0.0058515877,0.00028312628,0.0048130844,0.0048488136,0.00044416633,0.000029658453,0.0000053677754,0.009184048],"genre_scores_gemma":[0.9968482,0.0006411518,0.000059389764,0.0015385766,0.0006209613,0.000026824422,0.0000050480335,0.00001551343,0.0002443363],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9952936,0.00204644,0.0011298378,0.00026056505,0.00011786572,0.0011516709],"domain_scores_gemma":[0.996871,0.0016650332,0.00023346869,0.0002210641,0.00023065982,0.0007787839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024428398,0.0001915998,0.0014485423,0.0010793244,0.00026792873,0.0000066182797,0.00018367257,0.00036754974,0.0000075075345],"category_scores_gemma":[0.0011956021,0.00019448204,0.00011388496,0.000731497,0.00007392165,0.000079674006,0.00003985881,0.0012599761,0.000004222006],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00007804498,4.0219695e-7,0.9194977,0.00006201042,0.000043031232,0.0003211524,0.00029649131,0.0027574762,0.0000055555684,0.00019131356,0.066831976,0.009914791],"study_design_scores_gemma":[0.00033857764,0.000027969048,0.6957868,0.0006815293,0.000023958666,0.000035211193,0.0029518735,0.000014387967,0.0000016101818,0.00019176581,0.29981947,0.00012686996],"about_ca_topic_score_codex":0.9150649,"about_ca_topic_score_gemma":0.9922994,"teacher_disagreement_score":0.23298748,"about_ca_system_score_codex":0.0049414565,"about_ca_system_score_gemma":0.020290824,"threshold_uncertainty_score":0.9988784},"labels":[],"label_agreement":null},{"id":"W4414722333","doi":"10.1067/j.cpradiol.2025.09.017","title":"Navigating radiology board certification and practice pathways in Canada: a guide for international medical graduates","year":2025,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vernon Jubilee Hospital; Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Certification; Board certification; Maintenance of Certification; IMG; Process (computing); Health care","score_opus":0.07001377057888786,"score_gpt":0.449899845404985,"score_spread":0.37988607482609715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414722333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8128928,0.03689645,0.005203927,0.115198635,0.020399965,0.0069337604,0.00012748384,0.00012082208,0.0022261797],"genre_scores_gemma":[0.9788331,0.011699497,0.0016491599,0.0036080212,0.00038831006,0.00345917,0.00029008958,0.00002347747,0.00004917493],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.995319,0.0013555647,0.0017065977,0.0005851534,0.00021687498,0.00081682036],"domain_scores_gemma":[0.9599134,0.03892352,0.00044233474,0.00024715645,0.00030841635,0.000165203],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00284914,0.00021517547,0.0005341212,0.00012638613,0.00020558723,0.0000068583095,0.0004054387,0.0003108173,0.000049932754],"category_scores_gemma":[0.10127469,0.0002075729,0.000028146093,0.00031860924,0.00015882838,0.00012057297,0.00018612099,0.0012469154,0.0000068553304],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109101304,0.0001299238,0.8282328,0.000776023,0.000030933028,0.000023765342,0.0018676214,0.00046216254,0.000015838708,0.017901892,0.052857634,0.09759228],"study_design_scores_gemma":[0.0065201116,0.00020357197,0.2856464,0.012144118,0.000059745344,0.00008127849,0.0063125,0.015761837,0.000010201966,0.030022493,0.6426466,0.00059111364],"about_ca_topic_score_codex":0.30834472,"about_ca_topic_score_gemma":0.60002315,"teacher_disagreement_score":0.589789,"about_ca_system_score_codex":0.0018290614,"about_ca_system_score_gemma":0.0031729804,"threshold_uncertainty_score":0.90629566},"labels":[],"label_agreement":null},{"id":"W4414800257","doi":"10.55016/ojs/jisd.v13i3.80085","title":"Holistic experiences of Indigenous carer-employees in Southern Ontario","year":2025,"lang":"en","type":"article","venue":"Journal of indigenous social development","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Armed Forces","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Indigenous; Spirituality; Thematic analysis; Scholarship; Participant observation; Qualitative research; Traditional knowledge; Perspective (graphical)","score_opus":0.05163160643948459,"score_gpt":0.40871776265768434,"score_spread":0.3570861562181997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414800257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99346435,0.0010328995,0.000049845727,0.00008418898,0.0015481629,0.000731089,0.0000053155077,0.000018103714,0.0030660622],"genre_scores_gemma":[0.9947388,0.00004142959,0.0012072396,0.0003165266,0.00016513818,0.000065846536,0.0000045045285,0.000019920368,0.0034405885],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.995696,0.00035181103,0.0021970277,0.00019375462,0.0006648861,0.0008964908],"domain_scores_gemma":[0.9978937,0.00023589833,0.00095683004,0.00013532769,0.0006299547,0.00014831293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013119122,0.000240402,0.00082996435,0.00050147495,0.0012991164,0.000014056848,0.0005293866,0.00034176616,0.00025623155],"category_scores_gemma":[0.00012587995,0.00021139965,0.00011704419,0.0005955506,0.000109311884,0.000098981334,0.00012654977,0.0009310095,0.000035276356],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00010346587,0.00017664551,0.25947878,0.00018150025,0.000059474733,0.000034816585,0.73638463,0.000007505265,0.000013944749,0.00005354501,0.00025877505,0.0032469076],"study_design_scores_gemma":[0.0010140922,0.00018212809,0.22292526,0.0012833745,0.000025722,0.000004293736,0.7644953,1.3075096e-7,0.0001569759,0.0004703743,0.0092322985,0.00021003115],"about_ca_topic_score_codex":0.044415213,"about_ca_topic_score_gemma":0.2237895,"teacher_disagreement_score":0.17937428,"about_ca_system_score_codex":0.003864619,"about_ca_system_score_gemma":0.014890508,"threshold_uncertainty_score":0.99995935},"labels":[],"label_agreement":null},{"id":"W4414841363","doi":"10.22605/rrh9474","title":"Influences on medical studentsâ clinical school preferences: outcomes from a Rural Clinical School immersion program in Australia","year":2025,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian Government","keywords":"Medical school; Perception; Quarter (Canadian coin); Data collection; School system; MEDLINE","score_opus":0.13219572233096566,"score_gpt":0.5722025976476599,"score_spread":0.44000687531669425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414841363","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96693736,0.001301197,0.0000101765845,0.023448624,0.0038571877,0.0031225716,0.000029577697,0.00022423256,0.0010690944],"genre_scores_gemma":[0.95697325,0.011324229,0.0013865991,0.025232632,0.000722951,0.00006533944,0.00008790103,0.00002571174,0.004181386],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9892152,0.0036662975,0.0037786502,0.0007982084,0.0010375921,0.0015040819],"domain_scores_gemma":[0.9946491,0.00214902,0.000698122,0.0005943104,0.00014580891,0.0017636137],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0046644225,0.00045822118,0.0015629828,0.00021987816,0.00080276816,0.000044841192,0.00066982786,0.0011843367,0.0011071722],"category_scores_gemma":[0.0023263893,0.00031018996,0.00021718377,0.0005857791,0.00038404518,0.00019107632,0.000448295,0.003996379,0.0008119791],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045745214,0.0003961804,0.8129427,0.00028221594,0.0000495569,0.0000112711605,0.00020897019,6.1175047e-7,1.644257e-7,0.00026527257,0.010031011,0.17535459],"study_design_scores_gemma":[0.003944345,0.0011290496,0.96675843,0.008776451,0.00002398603,7.9028393e-7,0.006114974,0.0002311002,1.6270315e-7,0.0024029766,0.010359822,0.00025789434],"about_ca_topic_score_codex":0.042132087,"about_ca_topic_score_gemma":0.008571603,"teacher_disagreement_score":0.17509669,"about_ca_system_score_codex":0.00045058338,"about_ca_system_score_gemma":0.0024077585,"threshold_uncertainty_score":0.999966},"labels":[],"label_agreement":null},{"id":"W4414859727","doi":"10.64628/aam.rx9n64f3k","title":"Ontario’s colleges were founded to serve local and regional needs — have we forgotten that?","year":2025,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Work (physics); Government (linguistics); Agency (philosophy); Key (lock)","score_opus":0.07064628020905164,"score_gpt":0.4131533881860325,"score_spread":0.3425071079769808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414859727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48060274,0.00091028865,0.0024658067,0.14515732,0.0014562662,0.0032289366,0.00002588111,0.0003233825,0.36582938],"genre_scores_gemma":[0.6346834,0.00007906203,0.0014476501,0.022648681,0.0000791226,0.000184225,0.000015157562,0.000017217726,0.3408455],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99765706,0.00022758375,0.00053733477,0.00038887505,0.00031303713,0.0008761231],"domain_scores_gemma":[0.9982603,0.0006152686,0.00010200575,0.0004114644,0.00019418892,0.00041672878],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043414408,0.00025770653,0.0004467247,0.00024413483,0.0009343647,0.000022294667,0.00024951014,0.00040709792,0.0017923481],"category_scores_gemma":[0.00004331536,0.00021873735,0.00006183427,0.0003774225,0.000094253606,0.00013055433,0.00035892762,0.00065455696,0.00032613208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027301811,0.000036401147,0.444365,0.00027627422,0.00003773997,0.000009247484,0.0048958748,0.0000057168113,0.000002826964,0.07132279,0.47745642,0.0013186923],"study_design_scores_gemma":[0.0011875969,0.00016802827,0.08300876,0.0011212202,0.000027263744,0.0000039370993,0.062067166,0.00006812899,0.000009991192,0.0076121697,0.84450436,0.00022139883],"about_ca_topic_score_codex":0.06109574,"about_ca_topic_score_gemma":0.6168251,"teacher_disagreement_score":0.5557293,"about_ca_system_score_codex":0.0010106142,"about_ca_system_score_gemma":0.0010352504,"threshold_uncertainty_score":0.9991202},"labels":[],"label_agreement":null},{"id":"W4414908302","doi":"10.59350/xdvxn-xe708","title":"Patterns of prejudice: Connecting the dots helps health workers combat bias worldwide","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Indigenous; Health services; Health care; Occupational safety and health; Work (physics)","score_opus":0.11482358642023983,"score_gpt":0.46718875271425153,"score_spread":0.3523651662940117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414908302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5601413,0.016301872,0.005264701,0.15621655,0.024514765,0.02434774,0.0018212211,0.002116074,0.20927574],"genre_scores_gemma":[0.9250417,0.0021955797,0.0021652982,0.020217713,0.0007376936,0.00071957224,0.0003130408,0.00010472096,0.04850473],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9898954,0.0035321263,0.0029669132,0.001011823,0.00080868416,0.0017850503],"domain_scores_gemma":[0.9882449,0.0059219203,0.002718909,0.0021182161,0.00055551523,0.00044057064],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004482771,0.00068557006,0.0016934157,0.00031261207,0.0017816027,0.000033533484,0.0014846768,0.0009002057,0.0018019375],"category_scores_gemma":[0.00094762206,0.00049097126,0.00034657997,0.0006384704,0.00009472,0.00006496896,0.003240046,0.0046523516,0.00015423214],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025073736,0.0001944413,0.7276667,0.01962601,0.00037021664,0.0000069785624,0.01906877,0.0015730046,0.0000011502196,0.009788762,0.1995927,0.021860572],"study_design_scores_gemma":[0.004408546,0.00045817075,0.15866272,0.1601778,0.0003927746,0.000006746775,0.19773458,0.0019079811,0.00009142528,0.01157329,0.4623455,0.0022404597],"about_ca_topic_score_codex":0.068488605,"about_ca_topic_score_gemma":0.028940383,"teacher_disagreement_score":0.56900394,"about_ca_system_score_codex":0.0010491355,"about_ca_system_score_gemma":0.0034069726,"threshold_uncertainty_score":0.9997542},"labels":[],"label_agreement":null},{"id":"W4414965797","doi":"10.26565/1992-2337-2025-1-35","title":"Foreign experience of state regulation of medical services for the rural population (example of EU countries, Canada, Poland, Lithuania)","year":2025,"lang":"en","type":"article","venue":"State Formation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Population; Health care; Rural area; Government (linguistics); Health policy; Empowerment; Quality (philosophy); Rural health","score_opus":0.02314681010684202,"score_gpt":0.37805688781479785,"score_spread":0.35491007770795585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414965797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913325,0.0002342941,0.004550591,0.0010645703,0.00038744314,0.0013942041,0.00053791085,0.000017815788,0.00048071178],"genre_scores_gemma":[0.99851745,0.00016333141,0.0001643451,0.00035119956,0.000018071474,0.00008124061,0.0005089571,0.0000069326293,0.00018848953],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99771374,0.00013792483,0.0011323973,0.00009148517,0.0006476399,0.00027682495],"domain_scores_gemma":[0.9976633,0.00063494424,0.0008672238,0.00023454815,0.0005473809,0.00005257445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088080997,0.00009691975,0.00026962545,0.000092054404,0.00030439202,0.00000426638,0.00021154973,0.000093007635,0.00008654049],"category_scores_gemma":[0.00010211141,0.00007236963,0.000031273063,0.00032479563,0.000054751865,0.00030214206,0.00005266675,0.00010534362,6.919488e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041262587,0.000138428,0.4480876,0.028660256,0.0002546055,5.254072e-7,0.18275507,0.007037852,0.0007512789,0.26911342,0.020162325,0.03891239],"study_design_scores_gemma":[0.0025742946,0.00019982977,0.7069769,0.0038904792,0.00008764544,7.169847e-7,0.051215008,0.1647651,0.0023853034,0.012043523,0.055638745,0.00022245604],"about_ca_topic_score_codex":0.73501784,"about_ca_topic_score_gemma":0.6504165,"teacher_disagreement_score":0.2588893,"about_ca_system_score_codex":0.00023364584,"about_ca_system_score_gemma":0.00063770165,"threshold_uncertainty_score":0.3559625},"labels":[],"label_agreement":null},{"id":"W4415042506","doi":"10.1016/b978-0-443-31568-8.00014-3","title":"Pictures from the field: North America","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Dalhousie University","funders":"","keywords":"Vulnerability (computing); Consumption (sociology); Resilience (materials science); Climate change; Psychological resilience; Natural disaster; Production (economics)","score_opus":0.023823187604783566,"score_gpt":0.36527876753240035,"score_spread":0.34145557992761677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415042506","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000052320025,0.0052593094,0.000007345105,0.0046175336,0.0023843052,0.0019305213,0.00041252247,0.0002099497,0.9851262],"genre_scores_gemma":[0.00018034787,0.0007810387,0.0002552232,0.069883294,0.0017995677,0.00017665708,0.00022585811,0.00007124572,0.92662674],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99692047,0.00026327602,0.0009709557,0.00061930344,0.0004617208,0.000764306],"domain_scores_gemma":[0.9940009,0.0035904106,0.0005872551,0.0014136278,0.00019820046,0.00020960147],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00018393606,0.00056778104,0.00083840307,0.00007887725,0.0011537482,0.000020260997,0.0008961316,0.0008309147,0.004756546],"category_scores_gemma":[0.00021877605,0.0003833534,0.00026962394,0.000033315326,0.00015228281,0.0000226847,0.0005251287,0.0026986676,0.0020472312],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003912701,0.0000028944798,0.00041016008,0.00013293621,0.00008945042,0.000012841172,0.0013235299,4.1234344e-7,8.1070205e-8,0.0029380873,0.21666831,0.7783822],"study_design_scores_gemma":[0.0002159606,0.000050891656,0.0002906768,0.0025914186,0.00014524051,2.4523516e-7,0.0001795644,0.0000021400037,4.3270185e-7,0.011993364,0.9842147,0.00031536503],"about_ca_topic_score_codex":0.00018684716,"about_ca_topic_score_gemma":0.0038795222,"teacher_disagreement_score":0.7780668,"about_ca_system_score_codex":0.00022382173,"about_ca_system_score_gemma":0.000711695,"threshold_uncertainty_score":0.99986184},"labels":[],"label_agreement":null},{"id":"W4415114533","doi":"10.1007/s10823-026-09574-z","title":"Pathways to Culturally Safe Dementia Care (CSDC): A Concept Analysis and Transformational Model for Practitioners and Organizations","year":2025,"lang":"en","type":"article","venue":"Journal of Cross-Cultural Gerontology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University; University of Windsor","funders":"Thompson Rivers University; Eli Lilly and Company","keywords":"Operationalization; Transformational leadership; Conceptual model; Grounded theory; Health care; Isolation (microbiology); Dementia; Cultural competence","score_opus":0.04281422194074627,"score_gpt":0.46336772494722317,"score_spread":0.42055350300647687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415114533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9240961,0.0028055755,0.060232356,0.009694628,0.00044733912,0.0009881994,0.00024425457,0.000029129313,0.0014623879],"genre_scores_gemma":[0.9824648,0.00020607443,0.014169195,0.0021306013,0.000094959774,0.000042976488,0.00011493364,0.000007998138,0.00076846057],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99810416,0.00013433566,0.0009906655,0.00019585779,0.00017997404,0.00039501514],"domain_scores_gemma":[0.99544024,0.0002656848,0.0004859148,0.000095079675,0.0034916375,0.00022142242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002720397,0.00017277316,0.00051530055,0.00019708576,0.001113276,0.0000734289,0.00014035807,0.00023334507,0.00009751366],"category_scores_gemma":[0.0004617396,0.00012743984,0.00010102925,0.00051196007,0.00017994539,0.0007942648,0.00004593356,0.00030861222,0.0000026638613],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029490397,0.00023259706,0.32276565,0.0020868045,0.0052354913,0.000018505925,0.4485286,0.036784764,0.0045546363,0.11466743,0.05026553,0.011910948],"study_design_scores_gemma":[0.02193678,0.0019974997,0.46636423,0.0015959042,0.008831763,0.00022937053,0.2581361,0.044801544,0.0006524369,0.009699208,0.18401608,0.0017391007],"about_ca_topic_score_codex":0.00007628364,"about_ca_topic_score_gemma":0.0014018861,"teacher_disagreement_score":0.19039252,"about_ca_system_score_codex":0.00024294907,"about_ca_system_score_gemma":0.00041552863,"threshold_uncertainty_score":0.85625315},"labels":[],"label_agreement":null},{"id":"W4415120481","doi":"10.3897/arphapreprints.e174548","title":"Migration should be a personal choice, not the only one - a reflection on scientific diasporas","year":2025,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Fundação para a Ciência e a Tecnologia; Agencia Nacional de Investigación y Desarrollo","keywords":"Brain drain; Dysfunctional family; Reflection (computer programming); Politics; Sociology of scientific knowledge; Capital (architecture); Human capital","score_opus":0.18701107420361668,"score_gpt":0.49045099611196463,"score_spread":0.30343992190834795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415120481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8063352,0.00012612446,0.00019425931,0.09099954,0.002464472,0.0014116459,0.000019120294,0.00025960934,0.09819001],"genre_scores_gemma":[0.81295377,0.000028149561,0.00020176315,0.027205762,0.00030917788,0.00013117564,0.0000528662,0.000014049778,0.15910327],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974438,0.00045927297,0.0004919352,0.0004513355,0.0005505136,0.0006031727],"domain_scores_gemma":[0.9981783,0.0008396869,0.00015069522,0.00044075266,0.0002755989,0.00011497251],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012396335,0.00016980204,0.00020662823,0.0002118891,0.0026063696,0.000057013694,0.00022383113,0.00024693928,0.0012410496],"category_scores_gemma":[0.00042596343,0.00011582719,0.00007358102,0.0011164951,0.00013064595,0.00013556718,0.000078741155,0.00080025883,0.0007080166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051701354,0.00031592557,0.11856688,0.00035546548,0.000050398805,0.0000016394515,0.011149363,0.000022801823,0.0010380802,0.0898137,0.7687279,0.009440823],"study_design_scores_gemma":[0.00082829886,0.0001826816,0.17155202,0.00086106366,0.000048337584,6.198019e-7,0.009119844,0.001357613,0.00037463967,0.0013063069,0.81416667,0.00020191344],"about_ca_topic_score_codex":0.006194581,"about_ca_topic_score_gemma":0.04658933,"teacher_disagreement_score":0.0885074,"about_ca_system_score_codex":0.00050189893,"about_ca_system_score_gemma":0.0007810158,"threshold_uncertainty_score":0.99967194},"labels":[],"label_agreement":null},{"id":"W4415155491","doi":"10.3390/ime4040040","title":"Views About and from International Medical Graduates’ General Practitioner Training in the United Kingdom","year":2025,"lang":"en","type":"article","venue":"International Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Cardiff University","keywords":"Specialty; Training (meteorology); Ideal (ethics); Preference; Thematic analysis; Health care; General practice","score_opus":0.10272113385331007,"score_gpt":0.5260960526864027,"score_spread":0.42337491883309264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415155491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6225219,0.00029981605,0.0007724332,0.3178268,0.011463556,0.0005458568,0.000023277084,0.000059056787,0.046487294],"genre_scores_gemma":[0.91548806,0.0005708106,0.0008127565,0.07701675,0.0024784682,0.00047752258,0.0011156347,0.000014266584,0.0020257211],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99628615,0.0007232999,0.00088559935,0.00035025532,0.0014309428,0.0003237556],"domain_scores_gemma":[0.99729645,0.0016827962,0.00024646806,0.00020139251,0.00032926613,0.00024364072],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018769781,0.00015916798,0.00020772114,0.00037045823,0.00027339478,0.00004222159,0.0007347206,0.00034682013,0.006341479],"category_scores_gemma":[0.0084242495,0.000120363795,0.000042297066,0.00043502942,0.00015110933,0.00020298958,0.00014844147,0.0011601949,0.00009623632],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020986027,0.0007859818,0.11302478,0.00009183154,0.00015568938,0.000034891942,0.021561984,0.000019967172,0.000015401072,0.39667207,0.27744424,0.1899833],"study_design_scores_gemma":[0.001073737,0.000014543158,0.077075824,0.0021748461,0.000015263973,0.000010792673,0.0070862686,0.009018539,0.0000017755597,0.012028498,0.89137495,0.00012494967],"about_ca_topic_score_codex":0.007446072,"about_ca_topic_score_gemma":0.0023573863,"teacher_disagreement_score":0.6139307,"about_ca_system_score_codex":0.00038210527,"about_ca_system_score_gemma":0.0029015522,"threshold_uncertainty_score":0.99992824},"labels":[],"label_agreement":null},{"id":"W4415172532","doi":"10.3389/fmed.2025.1704188","title":"Editorial: Distributed training and rural health professions education","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University","funders":"","keywords":"Health care; Workforce; Health equity; Health education; Rural health; Equity (law); Context (archaeology); Rural area; Social determinants of health; Population health","score_opus":0.023074238699552857,"score_gpt":0.4368331833254749,"score_spread":0.413758944625922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415172532","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021796584,0.015965907,0.000986944,0.016549611,0.96050394,0.0027133825,0.00044399267,0.0001928866,0.0026215722],"genre_scores_gemma":[0.000055116845,0.008164593,0.0017679179,0.0012925487,0.9692103,0.0006918546,0.0067236843,0.000066407396,0.012027546],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930279,0.0016153653,0.0019593153,0.0007256884,0.001235898,0.0014357972],"domain_scores_gemma":[0.9950873,0.0019644692,0.0010650367,0.0006432473,0.00062910095,0.0006108023],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0033275634,0.00058336055,0.0022269448,0.0006923515,0.0010554638,0.000010105427,0.0004921065,0.0023430488,0.000096620366],"category_scores_gemma":[0.007886657,0.0004967062,0.000057219688,0.0009700085,0.00030637943,0.0001269236,0.00022298725,0.0053823274,0.0000095114365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012942027,0.00005547977,0.0024094947,0.0024714153,0.000031728898,0.0000013628993,0.009140786,5.7910523e-7,1.7643177e-7,0.00013189724,0.9729442,0.012683486],"study_design_scores_gemma":[0.0018357049,0.00019548873,0.00023820644,0.030734807,0.000059651076,1.8913276e-7,0.07249046,0.000019337347,2.083671e-8,0.0022437538,0.89191025,0.00027211983],"about_ca_topic_score_codex":0.0048520854,"about_ca_topic_score_gemma":0.00068840286,"teacher_disagreement_score":0.08103391,"about_ca_system_score_codex":0.0024039722,"about_ca_system_score_gemma":0.0133314775,"threshold_uncertainty_score":0.99974847},"labels":[],"label_agreement":null},{"id":"W4415189017","doi":"10.61440/jcmhc.2025.v2.42","title":"Identifying Potential Areas of Change to Medical School Curricula to Better Support Canadian Rural Healthcare Physicians in Serving Indigenous Populations","year":2025,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Curriculum; Health care; Thematic analysis; Rural area; Rural health; Cultural safety; Cultural diversity","score_opus":0.0817347202764497,"score_gpt":0.4642816763505682,"score_spread":0.38254695607411854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415189017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90464777,0.00012552309,0.00026059162,0.08774557,0.0017163496,0.0030106162,0.00009222202,0.00009305314,0.00230829],"genre_scores_gemma":[0.9085269,0.00001536968,0.000876692,0.088576585,0.00036298405,0.00040760374,0.00012857937,0.000026636759,0.0010786277],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960486,0.00037115873,0.0010923375,0.00038035572,0.000599952,0.0015075821],"domain_scores_gemma":[0.9970475,0.00006726328,0.00014029145,0.00045978389,0.0003152493,0.001969955],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00066689035,0.0002280987,0.0005084507,0.00093647756,0.0007548444,0.00001570493,0.00048230184,0.00036754025,0.002584077],"category_scores_gemma":[0.00040596837,0.00023397288,0.00007661019,0.0016862144,0.000022435446,0.00018178685,0.00028472688,0.0007564636,0.00040866528],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023352002,0.000054162578,0.9536434,0.00058043306,0.000012269214,0.00005186066,0.014137369,0.000030143336,0.000010997352,0.0014687299,0.01884753,0.011139789],"study_design_scores_gemma":[0.00049183896,0.000073661875,0.9714558,0.005282533,0.000018377088,0.0000024799688,0.015760776,0.00012019814,0.000008516303,0.000699825,0.005820187,0.00026577],"about_ca_topic_score_codex":0.8459115,"about_ca_topic_score_gemma":0.95196617,"teacher_disagreement_score":0.10605468,"about_ca_system_score_codex":0.0014194299,"about_ca_system_score_gemma":0.0027703652,"threshold_uncertainty_score":0.9983277},"labels":[],"label_agreement":null},{"id":"W4415230028","doi":"10.36834/cmej.81024","title":"Using telesimulation to introduce a rural virtual support program to family medicine residents","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Statement (logic); Family doctors; Rural health; Rural area; Face (sociological concept); MEDLINE; Primary care","score_opus":0.05323094568366762,"score_gpt":0.5128951764831464,"score_spread":0.4596642307994788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415230028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6300138,0.0002817987,0.0012308876,0.33958888,0.014982594,0.0023647097,0.000008695149,0.00008711932,0.011441525],"genre_scores_gemma":[0.66354436,0.000049091177,0.0035229367,0.31514743,0.005407804,0.0001702997,0.00004664974,0.00003868449,0.012072756],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961072,0.0005063544,0.0011101365,0.00028278495,0.00093861774,0.0010548849],"domain_scores_gemma":[0.986493,0.00016690939,0.00018046898,0.00030805726,0.00101619,0.0118354],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020448705,0.00019424935,0.00034688725,0.0010118018,0.0012537471,0.000035746496,0.0004660295,0.00033801442,0.013562959],"category_scores_gemma":[0.020932885,0.00017656699,0.00004173492,0.0013356379,0.00007871656,0.00014107274,0.000059199458,0.0012280546,0.00042532268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005241342,0.000050290106,0.013661877,0.000049410482,0.000015182346,0.000015189579,0.0034308736,0.00007147237,0.000017464517,0.0016700544,0.823127,0.15783882],"study_design_scores_gemma":[0.0007568908,0.00032997015,0.061258633,0.0038785895,0.000035162306,0.00004138853,0.019446341,0.0004857732,0.0000015154887,0.00047886098,0.91308206,0.0002048113],"about_ca_topic_score_codex":0.08218834,"about_ca_topic_score_gemma":0.058633342,"teacher_disagreement_score":0.15763402,"about_ca_system_score_codex":0.002932995,"about_ca_system_score_gemma":0.081303395,"threshold_uncertainty_score":0.9873388},"labels":[],"label_agreement":null},{"id":"W4415259789","doi":"10.1007/s10900-025-01522-1","title":"Developing Integrated Healthcare Models for Indigenous People: Insights from a Relational Systematic Scoping Review","year":2025,"lang":"en","type":"article","venue":"Journal of Community Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Queensland","keywords":"Indigenous; Inclusion (mineral); Health care; Variety (cybernetics); Systematic review; Scopus; Critical appraisal; Cultural safety; Perspective (graphical); Conceptual framework","score_opus":0.1735786410848084,"score_gpt":0.5026527534083549,"score_spread":0.32907411232354655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415259789","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10075791,0.57146776,0.22504948,0.076943345,0.003521728,0.02099545,0.00015552397,0.00020539202,0.00090343284],"genre_scores_gemma":[0.7286101,0.11444745,0.044714905,0.11017176,0.0004247131,0.0007734978,0.00041680314,0.00010840023,0.00033235434],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.98548335,0.008672136,0.0043868986,0.00015200855,0.0005551941,0.0007504296],"domain_scores_gemma":[0.98547584,0.007364971,0.0036556337,0.00071169506,0.0023897022,0.00040217527],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006146577,0.00030695554,0.0021765155,0.0004276535,0.0037839964,0.000019729954,0.00076175603,0.00030585812,0.000022381497],"category_scores_gemma":[0.0022010214,0.00025134094,0.00020419547,0.0010751323,0.000040055533,0.00038433966,0.00018518225,0.0030876151,0.000012190837],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025649587,0.00018984175,0.0027174344,0.9084371,0.00020548442,0.0000026430998,0.043380544,0.00014524645,0.000001019057,0.036483377,0.0062619518,0.0019188705],"study_design_scores_gemma":[0.0011567397,0.00029515443,0.00175294,0.9502474,0.00008514308,0.00000949452,0.016007606,0.0003474123,0.0000011824247,0.029349841,0.0005728744,0.00017418174],"about_ca_topic_score_codex":0.011780599,"about_ca_topic_score_gemma":0.035531435,"teacher_disagreement_score":0.6278522,"about_ca_system_score_codex":0.0034325854,"about_ca_system_score_gemma":0.019272912,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W4415298033","doi":"10.2147/amep.s542705","title":"Advancing Rural Generalist Training: The Northern Regional Integrated Clerkship, a Blended Longitudinal Integrated Clerkship Innovation in Northern British Columbia","year":2025,"lang":"en","type":"article","venue":"Advances in Medical Education and Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia; University of British Columbia","funders":"","keywords":"Accreditation; Indigenous; Curriculum; Rural area; Circumpolar star; Mandate; Equity (law); Rural health; Generalist and specialist species; Accountability","score_opus":0.04180075588598697,"score_gpt":0.4513615053796056,"score_spread":0.40956074949361865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415298033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90002954,0.0077550747,0.00065628777,0.07675033,0.0024028607,0.0012475507,0.000009405208,0.00010036091,0.011048583],"genre_scores_gemma":[0.9589936,0.0051722312,0.0021771078,0.029540326,0.00035181484,0.00054048665,0.0003023467,0.000029705745,0.002892348],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949882,0.0019942082,0.0013547791,0.00044985706,0.00055619294,0.0006567559],"domain_scores_gemma":[0.9943281,0.0036543866,0.00057721103,0.00027908754,0.00096467824,0.00019656256],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004203231,0.00019665841,0.00037539823,0.00019350948,0.0006892036,0.00010815058,0.0003443011,0.00034461022,0.000496757],"category_scores_gemma":[0.026529834,0.00020441569,0.000029987576,0.0027932955,0.0003633912,0.0009862395,0.00007853718,0.0021150992,0.000014964799],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030324515,0.00035952704,0.5194403,0.00017953338,0.000016388261,0.00001528862,0.006559294,0.000034101253,0.0000029441737,0.0035200051,0.008664574,0.46090484],"study_design_scores_gemma":[0.0016080474,0.00007066681,0.11827524,0.0046861083,0.00002884038,0.00007851614,0.16868229,0.00070254295,4.0819629e-7,0.007879568,0.697716,0.00027178947],"about_ca_topic_score_codex":0.058434475,"about_ca_topic_score_gemma":0.84258515,"teacher_disagreement_score":0.78415066,"about_ca_system_score_codex":0.00071864825,"about_ca_system_score_gemma":0.0062839775,"threshold_uncertainty_score":0.9993495},"labels":[],"label_agreement":null},{"id":"W4415387600","doi":"10.21203/rs.3.rs-7902591/v1","title":"Mapping Trajectories of Health Disparities in Alberta through a Literature Review","year":2025,"lang":"","type":"review","venue":"Research Square","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Mental health; Stigma (botany); Health equity; Refugee; Social isolation; Social determinants of health; Social exclusion; Inequality","score_opus":0.165946054168993,"score_gpt":0.5641863396339296,"score_spread":0.3982402854649366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415387600","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000009667896,0.9345896,0.000018227642,0.025810923,0.0014718394,0.025803516,0.0011810837,0.00006303951,0.011052086],"genre_scores_gemma":[0.00016385417,0.96948767,0.00045145152,0.0018742064,0.0005089589,0.0037916428,0.0015019234,0.00016903416,0.022051245],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9356125,0.042939987,0.009458352,0.0023284862,0.0035968698,0.00606381],"domain_scores_gemma":[0.96704066,0.022808213,0.0026516062,0.0032803558,0.0033792017,0.00083995843],"candidate_categories":["metaresearch","metaepi_narrow","bibliometrics","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.023441395,0.0016842141,0.011296767,0.0023096097,0.0025245335,0.00012480683,0.002499155,0.002579482,0.0014222269],"category_scores_gemma":[0.017357565,0.0014604996,0.001329176,0.020876488,0.00094018475,0.0006646174,0.0019971882,0.014133061,0.00029992967],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000049188104,0.0003347161,0.0016014363,0.78341013,0.00009716412,0.000042974072,0.011624452,3.855465e-7,1.293534e-8,0.016205462,0.055657096,0.13097699],"study_design_scores_gemma":[0.00034717753,0.00027266008,0.00025613714,0.51162386,0.000036402875,0.000006161241,0.0032447188,0.0000014198066,5.518951e-8,0.001183063,0.48263732,0.000391013],"about_ca_topic_score_codex":0.054191947,"about_ca_topic_score_gemma":0.014626105,"teacher_disagreement_score":0.42698023,"about_ca_system_score_codex":0.004582613,"about_ca_system_score_gemma":0.025474794,"threshold_uncertainty_score":0.99993527},"labels":[],"label_agreement":null},{"id":"W4415418956","doi":"10.3389/fmed.2025.1635224","title":"Factors influencing medical students in a lower-middle income country to consider psychiatry as a career option","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Stroke Network; University of Alberta","funders":"","keywords":"Training (meteorology); Human resources; Developing country; Mental health; Low and middle income countries; Health policy","score_opus":0.03819022545212481,"score_gpt":0.43889370857621945,"score_spread":0.40070348312409465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415418956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9624425,0.0027929738,0.00046434382,0.012838828,0.014852854,0.0016181894,0.0000073367814,0.00009540399,0.0048875255],"genre_scores_gemma":[0.96302855,0.00024719365,0.0015178246,0.03276184,0.00040244818,0.0002113584,0.000029977498,0.00003358577,0.001767198],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9950203,0.0005532823,0.0014084674,0.0005241555,0.0015118248,0.0009820089],"domain_scores_gemma":[0.99829835,0.00038618717,0.0001860283,0.00047371606,0.00015230794,0.0005034258],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0024299286,0.00031008266,0.00096101133,0.00089159294,0.000248268,0.000008471133,0.000696228,0.00060252345,0.00055282476],"category_scores_gemma":[0.0026359498,0.0002540506,0.000036599882,0.0016315521,0.00017326356,0.000115345756,0.00032548272,0.0015160913,0.0000614434],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018929967,0.000078080426,0.916422,0.0004723654,0.000026131302,0.000037818092,0.007474284,0.000020660817,0.0000014010587,0.0009905974,0.07400353,0.0002838146],"study_design_scores_gemma":[0.0049747047,0.00027660065,0.84607893,0.026826764,0.0000396404,0.0000013511691,0.08008811,0.00017917353,0.0000012684736,0.004620786,0.03662682,0.00028584257],"about_ca_topic_score_codex":0.006807173,"about_ca_topic_score_gemma":0.009428736,"teacher_disagreement_score":0.07261382,"about_ca_system_score_codex":0.0015677705,"about_ca_system_score_gemma":0.0013654602,"threshold_uncertainty_score":0.9999912},"labels":[],"label_agreement":null},{"id":"W4415438790","doi":"10.1302/1358-992x.2025.10.146","title":"OPIOID PRESCRIBING ACROSS NEIGHBOURHOOD INCOME GROUPS FOR ARTHROPLASTY PATIENTS IN NOVA SCOTIA","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dartmouth General Hospital","funders":"","keywords":"Opioid; Medical prescription; Socioeconomic status; Arthroplasty; Cohort; Neighbourhood (mathematics); Nova scotia; Decile; Confidence interval; Cohort study","score_opus":0.022817660155396338,"score_gpt":0.37553858536546947,"score_spread":0.35272092521007314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415438790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97749585,0.00035373814,0.0001995638,0.0008411913,0.0030713887,0.0038070383,0.00009089295,0.0002788332,0.01386149],"genre_scores_gemma":[0.99404806,0.00008437618,0.0010372526,0.0020053037,0.00039381845,0.0004385082,0.00006162156,0.00006109012,0.0018699577],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9954641,0.000053964315,0.0013537473,0.0007900281,0.00044514128,0.0018930283],"domain_scores_gemma":[0.9979017,0.0003803415,0.00045193703,0.00024863516,0.00072873186,0.0002886505],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292309,0.00040370834,0.0006378992,0.00028651828,0.00089271885,0.0000488343,0.00039963616,0.00050193764,0.00020722832],"category_scores_gemma":[0.0014028404,0.00039156666,0.00014405385,0.0012415526,0.00012586682,0.000547898,0.0004934483,0.0010029173,0.00017269811],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030351174,0.0001559836,0.972177,0.0019106653,0.000018419962,0.0000014364755,0.0036995893,0.0000013330157,0.000015278965,0.0063111945,0.007966452,0.0074391067],"study_design_scores_gemma":[0.007520902,0.0003020878,0.9341511,0.0060686213,0.0000311683,9.715105e-7,0.0053064604,0.00027034493,0.00003370029,0.00288973,0.042968497,0.00045643348],"about_ca_topic_score_codex":0.0014963726,"about_ca_topic_score_gemma":0.0039104344,"teacher_disagreement_score":0.038025945,"about_ca_system_score_codex":0.00063511013,"about_ca_system_score_gemma":0.0004244651,"threshold_uncertainty_score":0.9998536},"labels":[],"label_agreement":null},{"id":"W4415438820","doi":"10.1302/1358-992x.2025.10.114","title":"ORTHOPAEDIC OUTREACH IN NUNAVUT","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queensway-Carleton Hospital","funders":"","keywords":"Triage; Hip replacement; Outreach; Knee replacement; Joint replacement; Orthopedic surgery","score_opus":0.02279884650105249,"score_gpt":0.3857847470988456,"score_spread":0.3629859005977931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415438820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6005955,0.0017478731,0.000038051996,0.0052288696,0.001530959,0.0015772103,0.000008990151,0.0005494662,0.38872313],"genre_scores_gemma":[0.9527348,0.00059862173,0.0006002931,0.0065539866,0.0004614416,0.00067275745,0.000022358914,0.000055638702,0.03830008],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99553245,0.000107356194,0.0013545803,0.00079407747,0.00055114465,0.001660393],"domain_scores_gemma":[0.9982414,0.00033758915,0.00033802114,0.00031395312,0.00042317365,0.00034581067],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018610307,0.00040763218,0.0006572502,0.0007112993,0.000718927,0.000025548727,0.00052440306,0.00058011303,0.00077334483],"category_scores_gemma":[0.001047589,0.0003846768,0.0001654992,0.002317286,0.00015212077,0.00035825573,0.00035599645,0.0016796076,0.0007287617],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013467153,0.00009454515,0.91547817,0.0011094664,0.000016373513,0.00001755469,0.0019115616,6.697322e-7,0.00004997673,0.0288533,0.042724486,0.009609234],"study_design_scores_gemma":[0.0042003184,0.00013298013,0.2741856,0.0074199005,0.000060700382,0.0000073721963,0.011288387,0.000278167,0.00002864734,0.0077387225,0.6940794,0.0005798259],"about_ca_topic_score_codex":0.00060347654,"about_ca_topic_score_gemma":0.0009180811,"teacher_disagreement_score":0.6513549,"about_ca_system_score_codex":0.0007224556,"about_ca_system_score_gemma":0.0008099303,"threshold_uncertainty_score":0.9998605},"labels":[],"label_agreement":null},{"id":"W4415479184","doi":"10.12968/ijap.2025.0008","title":"International collaboration in advanced practice education — a catalyst for workforce sustainability and health system resilience","year":2025,"lang":"en","type":"article","venue":"International Journal for Advancing Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"OceanWorks International (Canada)","funders":"","keywords":"Workforce; Sustainability; Workforce development; Resilience (materials science); Health care; Community of practice; Healthcare system; Psychological resilience","score_opus":0.022517443424505984,"score_gpt":0.5366712467711886,"score_spread":0.5141538033466826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415479184","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016598925,0.005699515,0.21279587,0.688486,0.037978478,0.011391788,0.00019091771,0.00023746844,0.02662107],"genre_scores_gemma":[0.7714693,0.00279021,0.18786944,0.02341304,0.0019723808,0.0027480132,0.00026014078,0.0000763945,0.009401099],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961104,0.0006673772,0.0015000288,0.000510356,0.0005723506,0.0006395206],"domain_scores_gemma":[0.98302174,0.0059778737,0.0017301136,0.00025019774,0.008802241,0.00021782318],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0065734717,0.00022456325,0.00035677612,0.00050306757,0.0010445776,0.00017604939,0.00049270573,0.00016057045,0.000007345451],"category_scores_gemma":[0.03677971,0.00023492539,0.00006897172,0.0005218635,0.000048805523,0.0033658817,0.00013617014,0.00072662154,0.000003849611],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.017548772,0.0012989778,0.021399174,0.0030527844,0.00036915235,0.000034290446,0.013615195,0.014597697,0.00012898573,0.3519484,0.048887882,0.5271187],"study_design_scores_gemma":[0.002406668,0.00016322688,0.00078666414,0.0023929991,0.000038432965,0.00010143731,0.12422017,0.0029488748,0.0000136824465,0.0032815414,0.8634846,0.00016166951],"about_ca_topic_score_codex":0.00100374,"about_ca_topic_score_gemma":0.0009277044,"teacher_disagreement_score":0.8145968,"about_ca_system_score_codex":0.008852234,"about_ca_system_score_gemma":0.006038341,"threshold_uncertainty_score":0.9995965},"labels":[],"label_agreement":null},{"id":"W4415587057","doi":"10.21083/crrf.v32i1.8540","title":"Supporting Newcomers and Migrants in Rural Canada During and After COVID-19","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Rural area; Work (physics); Government (linguistics); Qualitative research","score_opus":0.016503153485824425,"score_gpt":0.35138760202050323,"score_spread":0.3348844485346788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415587057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96883655,0.00156257,0.000003056739,0.025395455,0.00069989957,0.0021523864,0.00004905483,0.000016453003,0.0012845751],"genre_scores_gemma":[0.9921466,0.0008541656,0.00003313956,0.004219662,0.0000532676,0.00007535445,0.0000318596,0.000026377806,0.00255958],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99678165,0.000106885054,0.0013766681,0.00037800413,0.00039207024,0.0009647343],"domain_scores_gemma":[0.99754876,0.00013885081,0.000849799,0.00014835388,0.00048113446,0.00083310914],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008960018,0.00032671817,0.00048774306,0.0004988726,0.0015617126,0.00014173125,0.00026299627,0.0002955475,0.00020122042],"category_scores_gemma":[0.0025169645,0.0003144738,0.000045681914,0.0014617974,0.0002396176,0.0006218821,0.00018638429,0.00043004652,0.000002032577],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00008707665,0.0000067687265,0.98356634,0.005406232,0.00002030222,0.0000015409797,0.0024682167,0.000015054922,0.00005350976,0.0049000774,0.0017493092,0.001725543],"study_design_scores_gemma":[0.0017345349,0.000032426695,0.93516,0.009961352,0.00012756648,0.000012832625,0.026307136,0.0012915389,0.00006211308,0.0022146644,0.022623545,0.00047230272],"about_ca_topic_score_codex":0.97498715,"about_ca_topic_score_gemma":0.9970258,"teacher_disagreement_score":0.04840638,"about_ca_system_score_codex":0.005328976,"about_ca_system_score_gemma":0.0064174035,"threshold_uncertainty_score":0.99993074},"labels":[],"label_agreement":null},{"id":"W4415598054","doi":"10.26809/joa.2912","title":"Bridging borders in healthcare: A bibliometric insight into migration, health, and cultural awareness","year":2025,"lang":"","type":"article","venue":"Journal of Awareness","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bibliometrics; Bridging (networking); Theme (computing); Cultural diversity; Health care; Web of science; Health services; Refugee","score_opus":0.053708657363038065,"score_gpt":0.45649622340891105,"score_spread":0.40278756604587296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415598054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67181134,0.16886242,0.0016336435,0.14959525,0.006549497,0.0013586229,0.000022827391,0.000041626256,0.00012480005],"genre_scores_gemma":[0.888403,0.09913045,0.0009836298,0.01027426,0.0006630213,0.00004072434,0.000026584206,0.00006350269,0.00041482822],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.98579395,0.0036333345,0.0061940043,0.00088588515,0.0013880589,0.002104742],"domain_scores_gemma":[0.98888844,0.0014838865,0.0039277724,0.0006701424,0.003377066,0.0016526784],"candidate_categories":["metaepi_narrow","bibliometrics","sts","research_integrity"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.0052366755,0.0008476333,0.0026684615,0.038725976,0.0025100806,0.00026585738,0.00091185694,0.0009767556,0.000053352986],"category_scores_gemma":[0.0023888412,0.0007723316,0.000292395,0.07574731,0.00035248257,0.0016362808,0.00046089434,0.0032775628,0.000014594901],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00094763585,0.00042965138,0.83955795,0.010527039,0.00013304864,0.00010709359,0.028126406,0.00032961185,0.000018579138,0.0011327632,0.01789214,0.10079807],"study_design_scores_gemma":[0.014847293,0.0028644092,0.60830015,0.07020813,0.0002287502,0.00026962816,0.057765357,0.0051625874,0.0001243278,0.0051907483,0.23326525,0.0017733478],"about_ca_topic_score_codex":0.06282908,"about_ca_topic_score_gemma":0.027786255,"teacher_disagreement_score":0.2312578,"about_ca_system_score_codex":0.0031860727,"about_ca_system_score_gemma":0.021175751,"threshold_uncertainty_score":0.99947274},"labels":[],"label_agreement":null},{"id":"W4415598757","doi":"10.1177/14779714251390747","title":"‘Does the system even want us?’– Fostering the resilience of internationally educated health professionals facing threat to their professional identity in Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Adult and Continuing Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saint Paul University","funders":"","keywords":"Transformative learning; Mindset; Psychological resilience; Psychosocial; Identity (music); Resilience (materials science); Focus group; Adult education; Face (sociological concept)","score_opus":0.012627898239762287,"score_gpt":0.3952757710307579,"score_spread":0.3826478727909956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415598757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9489334,0.0006690852,0.000059815146,0.044011045,0.005119942,0.00091222685,0.000008977796,0.0000055876153,0.00027989954],"genre_scores_gemma":[0.99588686,0.00009421313,0.00013939202,0.0024477695,0.00019163903,0.00006455892,0.0000027102103,0.0000072856824,0.0011655522],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997208,0.00070323324,0.0012202822,0.00015263926,0.00041309278,0.00030276942],"domain_scores_gemma":[0.99687546,0.00077463867,0.0010864624,0.00018808055,0.00097247685,0.00010290226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016700686,0.00012807331,0.00033724017,0.00015376422,0.00047342686,0.00001908629,0.00040406137,0.000055773533,0.0000108411505],"category_scores_gemma":[0.00049330137,0.00005779433,0.000039199105,0.0004186272,0.00003080705,0.00022890118,0.00018444905,0.00054136093,7.5585456e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041875578,0.00016706678,0.80748403,0.0017575459,0.00005022774,0.0000015144868,0.07533559,0.000085888474,0.00054798595,0.0065648393,0.012713637,0.09487291],"study_design_scores_gemma":[0.0003150794,0.000043368804,0.6022548,0.02963334,0.00001185937,0.0000068384766,0.36581683,0.0001407177,0.00012135946,0.00057567604,0.0010064938,0.00007364296],"about_ca_topic_score_codex":0.20447461,"about_ca_topic_score_gemma":0.5481264,"teacher_disagreement_score":0.34365177,"about_ca_system_score_codex":0.00095327175,"about_ca_system_score_gemma":0.0070289276,"threshold_uncertainty_score":0.9986003},"labels":[],"label_agreement":null},{"id":"W4415634573","doi":"10.1177/08404704251371624","title":"To the Census and Beyond: Using Data Sources Outside the Healthcare System to Inform Equity-Oriented Health Workforce Planning","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Census; Workforce; Health care; Diversity (politics); Population health; Population; Workforce development; Workforce planning","score_opus":0.1326702506573518,"score_gpt":0.4875557203175857,"score_spread":0.35488546966023393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415634573","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019947594,0.012929014,0.0076284963,0.92005813,0.005382947,0.017705435,0.00078309636,0.00083969,0.014725594],"genre_scores_gemma":[0.7018344,0.0005058547,0.004463996,0.28689164,0.0005291719,0.00093468535,0.0004338245,0.00011762314,0.0042888406],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9905965,0.0014520116,0.0021127958,0.0012830208,0.0011416775,0.0034140446],"domain_scores_gemma":[0.99388146,0.00072479725,0.00072410033,0.0032405413,0.00035333695,0.0010757875],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0056620254,0.0006210023,0.000910369,0.0005282405,0.0096514365,0.00014810784,0.0021575445,0.00035476487,0.000011056241],"category_scores_gemma":[0.00021355032,0.00042630566,0.000081494094,0.0027931419,0.00010862937,0.00025897307,0.007858821,0.0017267808,0.00011296573],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000654373,0.00005385543,0.06069603,0.014356817,0.00019004976,0.00003264935,0.023681074,0.0016165945,3.152091e-7,0.39505756,0.31210676,0.19155392],"study_design_scores_gemma":[0.0005698034,0.00019660321,0.0054713357,0.0066038305,0.000045816378,0.0000058172377,0.22230181,0.0024183453,3.7203057e-7,0.0003074249,0.76177704,0.00030182398],"about_ca_topic_score_codex":0.012938843,"about_ca_topic_score_gemma":0.013895566,"teacher_disagreement_score":0.6818868,"about_ca_system_score_codex":0.002222938,"about_ca_system_score_gemma":0.0007611689,"threshold_uncertainty_score":0.99981886},"labels":[],"label_agreement":null},{"id":"W4415634590","doi":"10.1177/08404704251366152","title":"Implementation of Multi-Professional, Needs-Based Health Workforce Planning in Nova Scotia: Progress and Challenges","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nova Scotia Department of Health and Wellness; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Workforce; Nova scotia; Workforce planning; Workload; Workforce development; Service (business); Population health; Population; Health care","score_opus":0.11366353655736794,"score_gpt":0.49510124835697394,"score_spread":0.381437711799606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415634590","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29107812,0.1577184,0.0013933004,0.521366,0.004598699,0.017538194,0.00010389143,0.0005137185,0.0056897094],"genre_scores_gemma":[0.9795844,0.003626561,0.0039176806,0.011395037,0.00004383982,0.0004258548,0.000109939945,0.00004359006,0.0008530739],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99505836,0.0008377043,0.0015953196,0.0005686465,0.0004375595,0.0015024067],"domain_scores_gemma":[0.9981226,0.00027087028,0.00068826356,0.00050492544,0.00016604937,0.0002473178],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0016429583,0.0003368106,0.0006921316,0.0010364692,0.0006002234,0.000010692812,0.0002839017,0.00032538007,0.00006184669],"category_scores_gemma":[0.000018441073,0.00033305408,0.000058206555,0.0011506682,0.00011004387,0.00014609433,0.00038768793,0.0008173115,0.000016615042],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017512904,0.00014414461,0.75202435,0.018102355,0.000030530795,0.000008293485,0.003556672,0.000048424412,3.4404366e-7,0.051019352,0.004130756,0.17075962],"study_design_scores_gemma":[0.0062919306,0.00041756453,0.61427885,0.024296265,0.000026243355,5.6928064e-7,0.29173476,0.0008890525,0.000010334997,0.00097480265,0.060696155,0.0003834708],"about_ca_topic_score_codex":0.005921274,"about_ca_topic_score_gemma":0.026279697,"teacher_disagreement_score":0.6885063,"about_ca_system_score_codex":0.0006269253,"about_ca_system_score_gemma":0.00058373495,"threshold_uncertainty_score":0.99991214},"labels":[],"label_agreement":null},{"id":"W4415634594","doi":"10.1177/08404704251364220","title":"Leveraging National Labour and Health Data for Strategic Health Workforce Planning: Insights From Canadian Case Studies Using Statistics Canada Data Sources","year":2025,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Workforce; Workload; Workforce planning; Economic shortage; Workforce development; Health care; Descriptive statistics; Health statistics","score_opus":0.3488826732969236,"score_gpt":0.5117588845976817,"score_spread":0.16287621130075813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415634594","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1509911,0.2035246,0.015167478,0.48456234,0.011067411,0.02147074,0.110371515,0.0005836886,0.002261143],"genre_scores_gemma":[0.83943915,0.0031344246,0.025801925,0.1126862,0.0004494732,0.00019230731,0.016465083,0.000096580916,0.0017348751],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99359,0.0006707316,0.0016020518,0.0013759579,0.00064356124,0.002117698],"domain_scores_gemma":[0.99522674,0.00088203035,0.0007576635,0.0016563567,0.00048674046,0.0009904624],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0019075372,0.00046379378,0.00088692276,0.00042197516,0.0058530667,0.000081499056,0.0010307672,0.00020268087,0.000017724285],"category_scores_gemma":[0.00016930248,0.00047874104,0.00001788526,0.00068159355,0.00008634963,0.00031579973,0.0016011194,0.000840488,0.0000027368228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00009377796,0.000041055635,0.04067866,0.011243201,0.00049168814,0.0005080197,0.0036500052,0.0008141196,4.3558458e-8,0.19373278,0.73564446,0.013102155],"study_design_scores_gemma":[0.0019754297,0.00012999563,0.005966779,0.0062683765,0.000079248915,0.000027701639,0.26641566,0.036068622,8.0820854e-8,0.023169465,0.6592548,0.0006438335],"about_ca_topic_score_codex":0.98911935,"about_ca_topic_score_gemma":0.9981756,"teacher_disagreement_score":0.688448,"about_ca_system_score_codex":0.004936367,"about_ca_system_score_gemma":0.01893939,"threshold_uncertainty_score":0.9997664},"labels":[],"label_agreement":null},{"id":"W4415734550","doi":"10.1136/bmjopen-2025-102908","title":"Rurality, type 2 diabetes and risk of cardiovascular events in Alberta, Canada: a retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Faculty of Medicine and Dentistry, University of Alberta; University of Alberta; Government of Alberta","keywords":"Retrospective cohort study; Type 2 diabetes; Metropolitan area; Residence; Intervention (counseling); Diabetes mellitus; Cohort study; Primary care; Epidemiology","score_opus":0.03837669378684305,"score_gpt":0.4374271601933931,"score_spread":0.39905046640655006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415734550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9679198,0.0003840361,5.2215887e-7,0.000390328,0.00045053277,0.017838292,0.000023632474,0.0000071340714,0.012985704],"genre_scores_gemma":[0.9955009,0.00010874841,0.00003365245,0.00020589304,0.000024601777,0.0011936169,0.000008212133,0.000010749437,0.002913614],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99684334,0.0014466643,0.0006130535,0.00033397652,0.0003629846,0.0003999789],"domain_scores_gemma":[0.99844694,0.0004011771,0.00020373685,0.0006477678,0.0002137682,0.000086604516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030724509,0.00013329352,0.0007970294,0.00006015731,0.000247088,0.000004747889,0.0003559571,0.000095996,0.00007649711],"category_scores_gemma":[0.0010526195,0.00011879768,0.000038003884,0.00051307573,0.000025696554,0.00007989958,0.0007940351,0.0003355066,0.0000093458775],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007537082,0.000057735895,0.9948112,0.0001846494,0.00046123486,0.0000027136377,0.00073592644,0.000019772857,9.2856716e-8,0.0002909577,0.0032064416,0.00015393278],"study_design_scores_gemma":[0.0011576578,0.000078475074,0.9912241,0.00074728514,0.00014632435,7.363847e-8,0.00287483,0.000031075222,0.0000020416385,0.0007814111,0.0028552373,0.000101476544],"about_ca_topic_score_codex":0.9896245,"about_ca_topic_score_gemma":0.98354596,"teacher_disagreement_score":0.027581094,"about_ca_system_score_codex":0.0006712456,"about_ca_system_score_gemma":0.0015237955,"threshold_uncertainty_score":0.4844429},"labels":[],"label_agreement":null},{"id":"W4415975465","doi":"10.37964/cr24797","title":"Embedding research in rural hospitals: a leadership priority for reducing health inequities and fostering innovation","year":2025,"lang":"","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Embedding; Context (archaeology); Rural area; Inequality; Qualitative research","score_opus":0.4247446614284961,"score_gpt":0.5005060897599414,"score_spread":0.07576142833144528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415975465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7440451,0.07722359,0.00040530617,0.16724923,0.0048744604,0.0043068207,0.000101077996,0.000027144719,0.0017672712],"genre_scores_gemma":[0.9873627,0.0004166222,0.0007134334,0.008782788,0.0017328224,0.00005437372,0.000014963544,0.000079206504,0.00084309914],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9890195,0.002449365,0.0033830532,0.0005729087,0.0006167699,0.003958383],"domain_scores_gemma":[0.99262965,0.0021832655,0.0016597144,0.00045776542,0.0018893881,0.0011802346],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0135490745,0.0005213191,0.0015842008,0.004570499,0.0024887507,0.00027960204,0.0007056259,0.0006187869,0.000031629046],"category_scores_gemma":[0.002349174,0.00061017834,0.00016690827,0.00434551,0.00080115255,0.0010374032,0.00012762843,0.004183635,0.000010103964],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.001289207,0.00019417438,0.04336152,0.05601122,0.0003451902,0.0001365114,0.27092928,0.0006184353,0.0005066264,0.059579756,0.08120945,0.48581862],"study_design_scores_gemma":[0.0032017005,0.0014680398,0.009821679,0.1055327,0.00005388485,0.000014109094,0.8523958,0.0010314254,0.00014133437,0.018962337,0.006765571,0.0006114624],"about_ca_topic_score_codex":0.031492647,"about_ca_topic_score_gemma":0.05962374,"teacher_disagreement_score":0.5814665,"about_ca_system_score_codex":0.006009203,"about_ca_system_score_gemma":0.022621403,"threshold_uncertainty_score":0.999635},"labels":[],"label_agreement":null},{"id":"W4416051779","doi":"10.1016/j.healthpol.2025.105498","title":"Spatial equity of physiotherapy accessibility in Aotearoa New Zealand in relation to Māori and Pacific ethnicity, socioeconomic deprivation, and rurality","year":2025,"lang":"en","type":"article","venue":"Health Policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Rurality; Aotearoa; Socioeconomic status; Equity (law); Relation (database); Census","score_opus":0.05729035001226107,"score_gpt":0.5197518321674328,"score_spread":0.46246148215517174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416051779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.901274,0.0002618752,0.00007075577,0.09573115,0.00015218201,0.0016776354,0.000023013503,0.000033208056,0.00077617075],"genre_scores_gemma":[0.990292,0.0008965587,0.0003914159,0.0065353676,0.0001658573,0.0000491856,0.000014275169,0.000013073992,0.001642229],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99656135,0.00092623895,0.0012684738,0.0004317338,0.00013631234,0.00067590846],"domain_scores_gemma":[0.99839234,0.00049810694,0.00038984235,0.0003547757,0.00006424082,0.00030066326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019729761,0.00017099816,0.0005698204,0.00039237217,0.0002364721,0.00000994686,0.00013909805,0.0002680085,0.000046803987],"category_scores_gemma":[0.00034758032,0.00017538964,0.000023046057,0.00048943213,0.00007783113,0.00016970941,0.00024938732,0.00052332715,0.000010851539],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020090691,0.00005034786,0.944539,0.00090117304,0.0000035396413,1.2449215e-7,0.016381286,0.00001752109,0.000039904866,0.0026207238,0.0044270568,0.030818425],"study_design_scores_gemma":[0.0015137524,0.0000753974,0.94752413,0.00060643925,0.0000014565134,1.1782772e-7,0.00060835667,0.00017166445,0.000009892459,0.045923486,0.0034712038,0.00009412574],"about_ca_topic_score_codex":0.34994668,"about_ca_topic_score_gemma":0.06470855,"teacher_disagreement_score":0.28523815,"about_ca_system_score_codex":0.0012857658,"about_ca_system_score_gemma":0.0021937275,"threshold_uncertainty_score":0.95235807},"labels":[],"label_agreement":null},{"id":"W4416066800","doi":"10.4103/cjrm.cjrm_64_24","title":"Family medicine resident-led clinics in northern Saskatchewan: A programme evaluation","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Canadian Rural Health Research Society; University of Saskatchewan","funders":"","keywords":"Health services; MEDLINE; Primary care","score_opus":0.07712260688220494,"score_gpt":0.46516010717857176,"score_spread":0.3880375002963668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416066800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88282657,0.01819783,0.000046346253,0.082737766,0.005102304,0.0014719476,0.0000043049295,0.00001807902,0.009594868],"genre_scores_gemma":[0.9874589,0.0003281135,0.00012578403,0.0076523176,0.0013079093,0.00003968377,0.000022994223,0.000022738886,0.0030415577],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9947713,0.0010455201,0.0022719393,0.00016775679,0.0007307218,0.0010127501],"domain_scores_gemma":[0.9951009,0.00085661834,0.00085694925,0.0003362679,0.0016513702,0.0011978735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0069489293,0.00023583126,0.0008769692,0.0010103259,0.0003632269,0.0000055950077,0.00043079985,0.0003023751,0.0008173234],"category_scores_gemma":[0.004940698,0.00017155547,0.00006704383,0.0010142507,0.0003236865,0.0001293972,0.000021774715,0.0013698305,0.000038564856],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023498094,0.00001532592,0.7941381,0.00027903,0.000056146288,0.00016551463,0.024019595,0.00003221828,0.00003628477,0.00033474146,0.078243345,0.10244475],"study_design_scores_gemma":[0.013570808,0.0014548398,0.41906175,0.030151658,0.0003266776,0.00003269718,0.37406725,0.0002591145,0.0000019043886,0.0093677165,0.15143463,0.00027094918],"about_ca_topic_score_codex":0.19605769,"about_ca_topic_score_gemma":0.89549404,"teacher_disagreement_score":0.69943637,"about_ca_system_score_codex":0.0021981818,"about_ca_system_score_gemma":0.012007472,"threshold_uncertainty_score":0.9935935},"labels":[],"label_agreement":null},{"id":"W4416147259","doi":"10.1186/s12982-025-01091-7","title":"Geographic labour mobility and quality of life among healthcare workers in North America: a scoping review","year":2025,"lang":"en","type":"article","venue":"Discover Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University; Krembil Foundation; University of Toronto; Centre for Addiction and Mental Health; University Health Network","funders":"","keywords":"CINAHL; PsycINFO; Workforce; Health care; Scopus; MEDLINE; Credential; Quality of life (healthcare)","score_opus":0.09589163557550918,"score_gpt":0.4732005070564198,"score_spread":0.37730887148091063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416147259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8644309,0.07787938,0.000083536885,0.050997663,0.0003422386,0.005275699,0.00016530757,0.00010079417,0.0007244637],"genre_scores_gemma":[0.9143269,0.043264095,0.00013844676,0.04131389,0.000045313373,0.00057579577,0.00011178628,0.000023949657,0.00019981716],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9892236,0.0046486636,0.0031586895,0.0007958562,0.00053010293,0.0016430793],"domain_scores_gemma":[0.99537164,0.001065121,0.0013047413,0.0009507793,0.00036593672,0.00094176456],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0060782307,0.00033459818,0.0017469306,0.00041595587,0.00055703335,0.000017885557,0.00037408352,0.00022457965,0.0001242826],"category_scores_gemma":[0.0023431627,0.00031032253,0.00012486728,0.0035149734,0.0003639398,0.00043608487,0.00034334417,0.0011475653,0.00001001706],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038951122,0.00013801572,0.9045557,0.08620756,0.000017274342,4.915345e-7,0.0012027558,0.0000028812767,6.0225865e-8,0.0023115783,0.00072606385,0.0047986773],"study_design_scores_gemma":[0.0007658683,0.00007043454,0.932156,0.05770536,0.0000044373464,7.1993504e-8,0.0059456704,0.0000088163815,4.2942595e-8,0.000113386894,0.0030524617,0.00017741458],"about_ca_topic_score_codex":0.17315303,"about_ca_topic_score_gemma":0.27253857,"teacher_disagreement_score":0.09938554,"about_ca_system_score_codex":0.0006201363,"about_ca_system_score_gemma":0.012963172,"threshold_uncertainty_score":0.9999349},"labels":[],"label_agreement":null},{"id":"W4416249143","doi":"10.37284/eajhs.8.3.3998","title":"Influence of Socio-Cognitive Factors on Intention to Emigrate among Nurses Working in Nakuru County, Kenya","year":2025,"lang":"","type":"article","venue":"East African Journal of Health and Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Psychosocial; Workforce; Context (archaeology); Government (linguistics); Human resources; Immigration","score_opus":0.04141106905884847,"score_gpt":0.3978227369704647,"score_spread":0.35641166791161627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416249143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98625743,0.0030553206,0.00010083299,0.006391973,0.0018002504,0.0012839967,0.000026289414,0.000010833521,0.0010730718],"genre_scores_gemma":[0.99632925,0.0009040694,0.00014242847,0.0023016043,0.00006163392,0.000008524174,9.75481e-7,0.000015069913,0.00023645579],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9916243,0.001351514,0.003231611,0.00063642097,0.0013852648,0.0017708744],"domain_scores_gemma":[0.9922375,0.0010995656,0.0030875867,0.0002797232,0.0017417535,0.0015538585],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008301108,0.00040596482,0.001266267,0.0020167383,0.0017067984,0.000078154415,0.0008243255,0.00021229446,0.000023772775],"category_scores_gemma":[0.0040650168,0.00034675756,0.00011901616,0.0050349436,0.0017959537,0.0006950974,0.0002480399,0.0017701915,0.000007553011],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007187318,0.00020095518,0.91727126,0.00051656086,0.000013569143,0.000009727299,0.06548249,0.000387511,0.000036982387,0.00074184756,0.00017721373,0.014443154],"study_design_scores_gemma":[0.0009343277,0.0016902473,0.7333523,0.03651264,0.00001872343,0.0000044571434,0.22611706,0.00012931874,0.000034414064,0.0005276623,0.00047795524,0.00020092468],"about_ca_topic_score_codex":0.0018456108,"about_ca_topic_score_gemma":0.0007803281,"teacher_disagreement_score":0.18391897,"about_ca_system_score_codex":0.0016204293,"about_ca_system_score_gemma":0.00894679,"threshold_uncertainty_score":0.99989843},"labels":[],"label_agreement":null},{"id":"W4416268445","doi":"10.1016/j.lanprc.2025.100075","title":"University-integrated health territories to tackle rural health-care inequities in France","year":2025,"lang":"en","type":"article","venue":"The Lancet Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Public health; Rural area; Government (linguistics); Work (physics); Rural population","score_opus":0.019954244360881557,"score_gpt":0.37294360000112275,"score_spread":0.3529893556402412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416268445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51758057,0.06368856,0.00017195597,0.30445713,0.006563418,0.0068460773,0.0019327538,0.001104604,0.09765495],"genre_scores_gemma":[0.8226357,0.0029595373,0.0018895575,0.1506508,0.0013386221,0.00014979044,0.000985246,0.00006195973,0.019328762],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99623704,0.0011898953,0.0006341767,0.0003503708,0.00028612264,0.0013024],"domain_scores_gemma":[0.9982055,0.0003199496,0.00022249689,0.0007496185,0.00029505635,0.00020737085],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00057983526,0.00026840784,0.0009038161,0.00020082804,0.0013667349,0.000019679095,0.00078210124,0.00016971747,0.00006567147],"category_scores_gemma":[0.000069016896,0.0002181508,0.00006279614,0.0011352354,0.00010398276,0.00014791462,0.00040527567,0.0010765212,0.00008516905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000817635,0.000042109412,0.30807772,0.009196456,0.00003550647,0.000017559616,0.18495485,0.00018462405,0.0000075865705,0.012866238,0.44512478,0.03867492],"study_design_scores_gemma":[0.001034773,0.00012884807,0.08062262,0.0034835248,0.000004050482,3.5999332e-7,0.19838914,0.0000031867212,0.0000034477107,0.00009778052,0.71608686,0.00014542036],"about_ca_topic_score_codex":0.021942288,"about_ca_topic_score_gemma":0.024494257,"teacher_disagreement_score":0.30505517,"about_ca_system_score_codex":0.004216652,"about_ca_system_score_gemma":0.0032592313,"threshold_uncertainty_score":0.99993336},"labels":[],"label_agreement":null},{"id":"W4416414539","doi":"10.3390/nursrep15110410","title":"Facilitators, Barriers, and Educational Preparedness of Early-Career Nursing Graduates Entering Practice in Rural and Remote Areas: A Mixed-Method Study","year":2025,"lang":"en","type":"article","venue":"Nursing Reports","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Red River College","funders":"Boise State University","keywords":"Staffing; Workforce; Workload; Preparedness; Focus group; Nurse education; Qualitative research; Curriculum; Graduation (instrument); Rural area","score_opus":0.022732364954369776,"score_gpt":0.44947337318211067,"score_spread":0.4267410082277409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416414539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98709416,0.0031391792,0.00019375459,0.0020903277,0.0019239342,0.0014285907,0.000007993853,0.000054988344,0.0040670503],"genre_scores_gemma":[0.9926882,0.000057192778,0.0064875595,0.00009340854,0.000059639147,0.000047305384,0.00000985536,0.000019504354,0.0005373831],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965215,0.0009569501,0.0011246025,0.00051811954,0.0003503229,0.0005285371],"domain_scores_gemma":[0.9972559,0.001225651,0.0005483043,0.00041246891,0.00033098442,0.00022667718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001874644,0.00022255699,0.0004794971,0.00026829686,0.00048473716,0.00002539289,0.00007998826,0.00016620541,0.000019048777],"category_scores_gemma":[0.0029330368,0.00022950053,0.000032771703,0.00044392003,0.00017368513,0.00030262812,0.00006805569,0.00044323978,7.1660253e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030297996,0.00025142325,0.8165567,0.0003983702,0.000041948977,0.000049316008,0.09729065,0.0000087684775,0.000059092617,0.00026050268,0.001142194,0.08363809],"study_design_scores_gemma":[0.000877078,0.00020851612,0.68059236,0.020961674,0.00014105016,0.00016703452,0.28490058,0.00018374262,0.00003139608,0.010545092,0.0011238303,0.00026761627],"about_ca_topic_score_codex":0.0031312373,"about_ca_topic_score_gemma":0.00015777504,"teacher_disagreement_score":0.18760994,"about_ca_system_score_codex":0.0005836838,"about_ca_system_score_gemma":0.00069577334,"threshold_uncertainty_score":0.93587595},"labels":[],"label_agreement":null},{"id":"W4416438952","doi":"10.12927/cjnl.2025.27712","title":"The Rapidly Evolving Field of Recruitment and Retention of Internationally Educated Nurses","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Workforce; Economic shortage; Coronavirus disease 2019 (COVID-19); Population; Workforce planning; Pandemic; Aging in the American workforce","score_opus":0.282815940617989,"score_gpt":0.4862081413883608,"score_spread":0.20339220077037184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416438952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78927314,0.014410811,0.0003909013,0.10475284,0.0071779615,0.002389812,0.000007119978,0.000098083685,0.08149931],"genre_scores_gemma":[0.99101883,0.000118054515,0.0003436852,0.0005572661,0.00006606432,0.000040970892,0.0000055012356,0.000007239685,0.007842406],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99854296,0.00034438848,0.000497112,0.00014782233,0.00017873559,0.00028896963],"domain_scores_gemma":[0.9977731,0.001450428,0.00026804663,0.00019892999,0.00026741714,0.000042048516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062811084,0.00008482044,0.0001733269,0.00009917558,0.0003490576,0.000006780924,0.0001519741,0.00013029683,0.00005598853],"category_scores_gemma":[0.0007010202,0.00006693256,0.000038484515,0.00022425456,0.00016346785,0.000059284986,0.000018935076,0.0002770836,0.0000036951935],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001383857,0.000440004,0.15007567,0.003774102,0.00021528572,0.0000012696104,0.06198288,0.000010399155,0.0057407743,0.12732947,0.2091564,0.43988988],"study_design_scores_gemma":[0.0029122639,0.0008148942,0.4200785,0.06885014,0.00025385656,0.0000033191873,0.40979818,0.0010179331,0.008116996,0.041843794,0.045887846,0.00042230057],"about_ca_topic_score_codex":0.00019612172,"about_ca_topic_score_gemma":0.00008691946,"teacher_disagreement_score":0.43946758,"about_ca_system_score_codex":0.00017602718,"about_ca_system_score_gemma":0.00022398581,"threshold_uncertainty_score":0.27294308},"labels":[],"label_agreement":null},{"id":"W4416439036","doi":"10.12927/cjnl.2025.27714","title":"A Collaborative Approach to the Recruitment and Retention of Internationally Educated Nurses Into Rural Communities","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Brandon University","funders":"","keywords":"General partnership; Licensure; Economic shortage; Rural area; Rural health; Nursing shortage; Needs assessment","score_opus":0.31340128478615065,"score_gpt":0.4773663173628731,"score_spread":0.16396503257672246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416439036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7846553,0.0035084486,0.00076959835,0.10689383,0.003054387,0.0046165753,0.00002331036,0.00012773932,0.096350856],"genre_scores_gemma":[0.9906539,0.000034597128,0.0011570259,0.0020976379,0.00008312946,0.0003392264,0.000052730076,0.000011071656,0.0055707213],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99800587,0.0009542294,0.00039960942,0.000113247384,0.00020363713,0.00032343066],"domain_scores_gemma":[0.9985959,0.00050286896,0.00016315574,0.00026448452,0.00040367374,0.00006992483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006068936,0.00012800796,0.00021715366,0.00016046276,0.00069482607,0.000017954131,0.00024455608,0.000121199846,0.000020776926],"category_scores_gemma":[0.00016242311,0.00009897418,0.000026365427,0.00056915515,0.00027326177,0.00007777917,0.000041811345,0.0003872757,0.000012579463],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006893969,0.00038362143,0.0154727455,0.0010611628,0.0001027156,1.824832e-7,0.75915176,0.00006702897,0.00020540928,0.10584723,0.079867594,0.03715115],"study_design_scores_gemma":[0.00041970162,0.000100715544,0.025284437,0.0060813227,0.000037270485,6.6169616e-7,0.9488018,0.00020204688,0.00005978449,0.002987483,0.015931895,0.00009284667],"about_ca_topic_score_codex":0.0011677938,"about_ca_topic_score_gemma":0.00057533465,"teacher_disagreement_score":0.2059986,"about_ca_system_score_codex":0.00044619743,"about_ca_system_score_gemma":0.0003988009,"threshold_uncertainty_score":0.534411},"labels":[],"label_agreement":null},{"id":"W4416439064","doi":"10.12927/cjnl.2025.27713","title":"Introducing a Special Series: Integration of Internationally Educated Nurses Into the Canadian Workforce","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Windsor; University Health Network","funders":"","keywords":"Workforce; Workforce planning; Health care; Nurse education; Workforce development; MEDLINE","score_opus":0.13982420514904267,"score_gpt":0.4317585388031057,"score_spread":0.29193433365406307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416439064","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21297804,0.0015211361,0.000543733,0.36207792,0.023143828,0.0022222218,0.000013526929,0.00020507578,0.39729452],"genre_scores_gemma":[0.9616818,0.000016076347,0.0010685857,0.0037312943,0.0023150044,0.00006024522,0.00005327315,0.000022515105,0.03105124],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99756134,0.00049834466,0.00064994645,0.0003068709,0.00029826432,0.0006852159],"domain_scores_gemma":[0.9982259,0.00047695392,0.0002407095,0.00040357048,0.0004954115,0.0001574021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007693077,0.00018776412,0.00026733673,0.00035346465,0.0012767214,0.00003451676,0.0004351158,0.00026918628,0.000362793],"category_scores_gemma":[0.0010735533,0.00015252281,0.000064028085,0.000904746,0.00037733398,0.00018473362,0.000019549254,0.0008667908,0.00008906895],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048112546,0.000107517255,0.013549759,0.00037617402,0.000061899824,0.0000024655264,0.32474887,0.0001430001,0.00035990414,0.27203542,0.22497012,0.16316377],"study_design_scores_gemma":[0.00097018824,0.00015954167,0.03592366,0.021272281,0.00011206636,0.0000047034537,0.6349379,0.00048488157,0.000695418,0.030407416,0.27460665,0.0004253076],"about_ca_topic_score_codex":0.08292745,"about_ca_topic_score_gemma":0.4949921,"teacher_disagreement_score":0.7487037,"about_ca_system_score_codex":0.002313138,"about_ca_system_score_gemma":0.0025650014,"threshold_uncertainty_score":0.98196375},"labels":[],"label_agreement":null},{"id":"W4416608260","doi":"10.1503/cmaj.250941","title":"Permission to exist","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital","funders":"","keywords":"Gratitude; Permission; Medical record; MEDLINE","score_opus":0.0208466502508418,"score_gpt":0.42393855015903115,"score_spread":0.40309189990818933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416608260","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.107253134,0.00036477426,0.00023660153,0.4512568,0.007538259,0.0005383011,0.000023414565,0.00007329733,0.4327154],"genre_scores_gemma":[0.48129484,0.00021729048,0.0005761905,0.3840548,0.0042921156,0.000055843208,0.000014015356,0.000028769678,0.12946613],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967197,0.00055886304,0.0006554068,0.00015498421,0.0009696192,0.0009413945],"domain_scores_gemma":[0.995308,0.00044737302,0.00016759422,0.00012739582,0.00061945425,0.0033302133],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002748723,0.00010388626,0.00022331563,0.00028081393,0.0016269578,0.000027389555,0.0003030327,0.00060463377,0.013044982],"category_scores_gemma":[0.0060060006,0.000093551025,0.00005688091,0.00056044734,0.000013843742,0.00006670625,0.000040250914,0.0017403829,0.002277748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000069045223,0.000006380078,0.10815904,0.000018072795,0.000013838176,0.000051413386,0.0005942503,0.0000014611913,0.0000016220636,0.0029800234,0.86407375,0.024093222],"study_design_scores_gemma":[0.00041755463,0.000018444414,0.037357066,0.00070787215,0.0000065881222,0.00000695086,0.0021577056,0.000028328306,0.0000010003508,0.0008844457,0.9583383,0.000075696094],"about_ca_topic_score_codex":0.009507094,"about_ca_topic_score_gemma":0.09384942,"teacher_disagreement_score":0.3740417,"about_ca_system_score_codex":0.0043776026,"about_ca_system_score_gemma":0.010110009,"threshold_uncertainty_score":0.9996728},"labels":[],"label_agreement":null},{"id":"W4416616577","doi":"10.5256/f1000research.6335.r7546","title":"Referee report. For: Student perception about working in rural United States/Canada after graduation: a study in an offshore Caribbean medical school [v1; approved 1, http://f1000r.es/4vz]","year":2015,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Perception; Rural area; Work (physics)","score_opus":0.13843688733118378,"score_gpt":0.49905003773640044,"score_spread":0.3606131504052167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416616577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9791842,0.00012910878,0.000020383179,0.013996885,0.00032005046,0.005575911,0.00016461378,0.000067079935,0.00054177165],"genre_scores_gemma":[0.99054617,0.000049364244,0.00030214916,0.00042479063,0.00031293195,0.0017541318,0.003192668,0.000060330065,0.0033574793],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9860274,0.0041705067,0.0021626216,0.0007947522,0.005030552,0.001814129],"domain_scores_gemma":[0.99288046,0.0007583281,0.00038633615,0.0010016359,0.0033400946,0.0016331124],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014837991,0.0003575531,0.00080316496,0.00079308497,0.00045291786,0.000052241034,0.00091743097,0.00046621653,0.00040927282],"category_scores_gemma":[0.0046592476,0.000316813,0.000065445434,0.0018854466,0.00020235771,0.00028582942,0.0005450701,0.0026098625,0.00004381386],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0015654071,0.00067722355,0.9361357,0.0002555145,0.0000325413,0.00036265174,0.025256965,0.00013974683,0.000011121421,0.00009850952,0.033574812,0.0018897834],"study_design_scores_gemma":[0.0046808864,0.00091368123,0.64206856,0.001909028,0.000013290541,0.000005626786,0.29120886,0.003478179,0.0000021940534,0.0002360492,0.055173136,0.00031050405],"about_ca_topic_score_codex":0.5555671,"about_ca_topic_score_gemma":0.9512764,"teacher_disagreement_score":0.39570937,"about_ca_system_score_codex":0.0048685893,"about_ca_system_score_gemma":0.0067360634,"threshold_uncertainty_score":0.9999284},"labels":[],"label_agreement":null},{"id":"W4416626719","doi":"10.5256/f1000research.6335.r7893","title":"Referee report. For: Student perception about working in rural United States/Canada after graduation: a study in an offshore Caribbean medical school [v1; indexed, http://f1000r.es/4vz]","year":2015,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medical school; Perception; Work (physics); Rural area","score_opus":0.1365839116698141,"score_gpt":0.504058186683112,"score_spread":0.3674742750132979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416626719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98163295,0.00014123433,0.0000137093775,0.012210286,0.00034205985,0.0049641817,0.00017011246,0.00006255966,0.00046293592],"genre_scores_gemma":[0.99175924,0.000058622707,0.00020219405,0.00044520912,0.0003236284,0.0014639245,0.00287959,0.00005909565,0.002808477],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9856261,0.004173383,0.0021843512,0.0007678722,0.005418258,0.0018300115],"domain_scores_gemma":[0.9928568,0.00076120824,0.00038396896,0.0009718086,0.0033435994,0.0016826182],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014856853,0.00035589637,0.00079257006,0.000909691,0.00046736293,0.000051371717,0.00092636625,0.0005018312,0.0005417241],"category_scores_gemma":[0.0043032453,0.0003177884,0.00006319323,0.0020469893,0.00020685412,0.00030450572,0.0005765934,0.0028725574,0.000053851334],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0013320803,0.000535389,0.94793725,0.00019311329,0.000027552742,0.00042637138,0.021853786,0.00014412067,0.0000055190867,0.00008355558,0.02581647,0.0016447769],"study_design_scores_gemma":[0.004124715,0.00082276185,0.7050934,0.0019674583,0.000011125164,0.0000062879603,0.24465805,0.0017129771,0.0000015931195,0.00023121598,0.04109626,0.00027417735],"about_ca_topic_score_codex":0.57689047,"about_ca_topic_score_gemma":0.95686567,"teacher_disagreement_score":0.3799752,"about_ca_system_score_codex":0.0052892077,"about_ca_system_score_gemma":0.007347467,"threshold_uncertainty_score":0.9999274},"labels":[],"label_agreement":null},{"id":"W4416692813","doi":"10.1016/j.lanwpc.2025.101744","title":"Association of rurality status with all-cause and cancer-specific survival: a systematic review and meta-analysis adjusting for clinical factors, demographics, and geographical remoteness","year":2025,"lang":"en","type":"article","venue":"The Lancet Regional Health - Western Pacific","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Health and Medical Research Council; State Government of Victoria; University of Queensland; Deakin University; Department of Health and Aged Care, Australian Government; Medical Research Future Fund; Australian Government; Victorian Cancer Agency","keywords":"Rurality; Commonwealth; Association (psychology); Population; Rural population; MEDLINE","score_opus":0.3289514317884177,"score_gpt":0.520502390042674,"score_spread":0.19155095825425628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416692813","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22027345,0.60528475,0.0006712459,0.16209634,0.00029329944,0.010220135,0.0009576908,0.00014810626,0.000054981545],"genre_scores_gemma":[0.4488916,0.54120266,0.00047061697,0.007654935,0.00013570933,0.0007137367,0.00015168019,0.000036742156,0.00074226636],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99190384,0.0039016085,0.0020674244,0.00064831454,0.0005211185,0.0009576853],"domain_scores_gemma":[0.98917234,0.007163868,0.0020721005,0.0006990929,0.00054562837,0.00034698588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008689495,0.0003593576,0.0041729882,0.0001873127,0.00080584775,0.000030514779,0.00022525653,0.00027618784,0.0000073260353],"category_scores_gemma":[0.00038063413,0.00020902502,0.00031594167,0.0010162857,0.00032361574,0.00010367467,0.000099286604,0.0007361789,3.8530592e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018420896,0.000036767953,0.82994777,0.14762607,0.01748321,4.0205745e-7,0.0005754951,0.0000013506286,8.728537e-8,0.0019005883,0.0021795202,0.00006455172],"study_design_scores_gemma":[0.001978397,0.00028479783,0.7911126,0.016858557,0.17358351,0.0000033459796,0.0055522565,0.00007649105,1.0611076e-7,0.00083318236,0.009298594,0.0004181638],"about_ca_topic_score_codex":0.0018095319,"about_ca_topic_score_gemma":0.0063443473,"teacher_disagreement_score":0.22861817,"about_ca_system_score_codex":0.00017456929,"about_ca_system_score_gemma":0.00030469056,"threshold_uncertainty_score":0.85237926},"labels":[],"label_agreement":null},{"id":"W4416696453","doi":"10.1177/10957960251398025","title":"A Role for Graduate Workers in Organizing the South","year":2025,"lang":"en","type":"article","venue":"New Labor Forum","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Neoliberalism (international relations); Graduate students; Capitalism","score_opus":0.04501176534492027,"score_gpt":0.4123379034416096,"score_spread":0.36732613809668935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416696453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75880283,0.0023485085,0.00087187457,0.20859239,0.0027203113,0.004759698,0.00007727164,0.0003508065,0.021476315],"genre_scores_gemma":[0.94543225,0.000042095875,0.0012088735,0.019236153,0.00022803726,0.00029242726,0.000014412033,0.000037231814,0.033508513],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979415,0.0001702658,0.0004759412,0.00026185208,0.00015205466,0.0009983673],"domain_scores_gemma":[0.99865884,0.0005879876,0.00013076144,0.00037645915,0.00012986887,0.00011607142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055432756,0.00015273067,0.00024708456,0.000098765035,0.0007522048,0.000014643254,0.00032422668,0.00024469927,0.000099692195],"category_scores_gemma":[0.0004340385,0.0001097267,0.0000490742,0.0010043195,0.0000311315,0.00006697862,0.00014614814,0.0007314426,0.00016714059],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022834385,0.000024581306,0.61369914,0.0001750534,0.000021785168,0.000001121048,0.010265082,0.00004321079,0.000044642245,0.02674879,0.33856282,0.010185404],"study_design_scores_gemma":[0.0023500544,0.000057274538,0.08491286,0.001336767,0.000026646949,2.0526858e-7,0.123477325,0.00034872093,0.000075637,0.024701219,0.7625234,0.00018988823],"about_ca_topic_score_codex":0.0029776653,"about_ca_topic_score_gemma":0.009558452,"teacher_disagreement_score":0.5287863,"about_ca_system_score_codex":0.00023369584,"about_ca_system_score_gemma":0.0009582349,"threshold_uncertainty_score":0.5785427},"labels":[],"label_agreement":null},{"id":"W4416759278","doi":"10.14712/23361980.2025.21","title":"Potential migration of Czech medical students with special regard to migration drivers and barriers","year":2025,"lang":"en","type":"article","venue":"AUC GEOGRAPHICA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Czech; Destinations; Context (archaeology); Emigration; Timeline; German; Logit; Language barrier; Human migration; Immigration","score_opus":0.007019694350947612,"score_gpt":0.3591106783072367,"score_spread":0.35209098395628907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416759278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98190117,0.00008463992,0.00035478463,0.013515562,0.00064189924,0.0010511017,0.000014499742,0.000062524996,0.0023738241],"genre_scores_gemma":[0.995511,0.00035299268,0.0005316906,0.0024538692,0.0002873305,0.000078378915,0.000026590471,0.000011715773,0.000746427],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973728,0.0002986636,0.000537433,0.0003570517,0.0009885161,0.00044552574],"domain_scores_gemma":[0.9987072,0.00014024462,0.00016490674,0.00028157924,0.00027099435,0.00043511126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006918083,0.00016628856,0.0003094934,0.00036554498,0.00054371706,0.00001711244,0.00031530164,0.00031141538,0.00046182366],"category_scores_gemma":[0.00024383409,0.000141393,0.000051808307,0.0009270826,0.00017446937,0.000091515096,0.00017565802,0.00039781397,0.000017974504],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040073955,0.00004250892,0.96196306,0.00014405922,0.00006060086,0.000009387436,0.0019171379,0.000008748225,0.000046822624,0.0017604578,0.03205906,0.0015874319],"study_design_scores_gemma":[0.0021794823,0.0005042737,0.8640768,0.001448987,0.00011862085,0.0000020549608,0.0072833435,0.00010897286,0.000051874154,0.0008345206,0.123165965,0.00022514263],"about_ca_topic_score_codex":0.0023043049,"about_ca_topic_score_gemma":0.02121569,"teacher_disagreement_score":0.09788628,"about_ca_system_score_codex":0.000060548886,"about_ca_system_score_gemma":0.00035984992,"threshold_uncertainty_score":0.99664456},"labels":[],"label_agreement":null},{"id":"W4416816965","doi":"10.4103/njcp.njcp_554_24","title":"Factors Associated with the Migration Intention of Clinical Dental Students in a Nigerian Institution: A Preliminary Study","year":2025,"lang":"en","type":"article","venue":"Nigerian Journal of Clinical Practice","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Developing country; MEDLINE; Health care; Dental health","score_opus":0.19146786742340485,"score_gpt":0.5843247797433208,"score_spread":0.39285691231991593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416816965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848825,0.00018957519,0.00022824835,0.007684349,0.0037337302,0.001636601,0.0000062261333,0.000018854962,0.0016199666],"genre_scores_gemma":[0.9970319,0.00010516044,0.00017324177,0.0018566443,0.0003206976,0.000023237839,0.000006832693,0.00001611457,0.00046615337],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.980166,0.011755205,0.0062008607,0.00032918647,0.0011368765,0.00041184013],"domain_scores_gemma":[0.97471523,0.01649786,0.006403973,0.00041635596,0.0017219454,0.0002446109],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.025663363,0.00023776054,0.0013003916,0.00020940536,0.0004346009,0.000038685128,0.0007079265,0.000472094,0.000080169186],"category_scores_gemma":[0.055839017,0.00014569244,0.00030114222,0.00088869163,0.0002840427,0.00091243454,0.00020081163,0.003147983,0.000011244866],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006876031,0.0044147233,0.97985834,0.000047523597,0.00041946027,0.000068415415,0.0037148874,0.000025203444,0.0000013731119,0.00009694087,0.002527315,0.001949774],"study_design_scores_gemma":[0.0057705683,0.004063478,0.89663404,0.0017240536,0.0003245221,0.0000035858725,0.08384943,0.000034323097,0.0000014079818,0.00005666049,0.0074351984,0.00010273457],"about_ca_topic_score_codex":0.00031805347,"about_ca_topic_score_gemma":0.005996657,"teacher_disagreement_score":0.08322431,"about_ca_system_score_codex":0.00025349695,"about_ca_system_score_gemma":0.0017273895,"threshold_uncertainty_score":0.99915177},"labels":[],"label_agreement":null},{"id":"W4416858349","doi":"10.1186/s12875-025-03128-x","title":"To stay or leave: an integrative review of factors, personas, and recommendations for retaining family physicians in Canada","year":2025,"lang":"en","type":"article","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"Saskatchewan Health Research Foundation","keywords":"Licensure; Cornerstone; Inclusion (mineral); Health care; Charter; MEDLINE; Primary care; Equity (law); Coding (social sciences)","score_opus":0.06239802092600727,"score_gpt":0.43464518144944037,"score_spread":0.3722471605234331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416858349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8812042,0.06691879,0.00120455,0.010775416,0.001517066,0.011636156,0.004055177,0.0001132273,0.022575447],"genre_scores_gemma":[0.79112846,0.023404254,0.047708064,0.12289332,0.00026001688,0.002368461,0.005255587,0.00012842979,0.006853435],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9982129,0.00040528452,0.0005672576,0.00029553944,0.00013690245,0.00038214182],"domain_scores_gemma":[0.9981942,0.00084417954,0.0001745096,0.0002669577,0.00041413307,0.00010599134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002577888,0.000165401,0.00052392075,0.00008567755,0.0002770142,0.000003473547,0.00016628744,0.000070983486,0.000038607854],"category_scores_gemma":[0.0004184324,0.00013284324,0.000031971664,0.0005137633,0.000020088524,0.00010291501,0.00009250291,0.0002781583,6.909674e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000591592,0.00006848474,0.40841937,0.08472596,0.000049649618,0.0000031781528,0.061528366,0.000010102493,0.00006141529,0.0021187162,0.26738986,0.17503332],"study_design_scores_gemma":[0.00090100564,0.00025281316,0.10384072,0.08102534,0.000055074226,1.322869e-7,0.532887,0.000029267734,0.000041997275,0.00007270237,0.28060853,0.00028541914],"about_ca_topic_score_codex":0.4694372,"about_ca_topic_score_gemma":0.9331146,"teacher_disagreement_score":0.47135863,"about_ca_system_score_codex":0.0022793603,"about_ca_system_score_gemma":0.007160254,"threshold_uncertainty_score":0.9984682},"labels":[],"label_agreement":null},{"id":"W4417010180","doi":"10.1182/blood-2025-8213","title":"Tracking fellowship competitiveness in hematology-oncology: Insights from nrmp match data (2014–2025)","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Matching (statistics); Tracking (education); Statistical analysis; Propensity score matching; Trend analysis; Annual growth %","score_opus":0.08903290261811425,"score_gpt":0.4538836796959307,"score_spread":0.36485077707781643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417010180","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9214731,0.007163348,0.00014192285,0.0036184397,0.0020136419,0.0012884686,0.00015940124,0.00024294968,0.06389877],"genre_scores_gemma":[0.9920854,0.00043611292,0.0016227873,0.003227859,0.000241936,0.00012198109,0.00051427714,0.000032340347,0.0017173236],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956846,0.0013776411,0.0010358501,0.00081503845,0.0002220637,0.00086480414],"domain_scores_gemma":[0.99561185,0.0024587384,0.0002734184,0.0013418208,0.00014697487,0.00016720206],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007350508,0.00027483274,0.00082651,0.0002265992,0.0004892489,0.000015170801,0.0010915265,0.0006842862,0.0008841435],"category_scores_gemma":[0.00040280036,0.00026472626,0.00004373619,0.0005782707,0.00012823055,0.00021994076,0.00087227894,0.001176441,0.0011755443],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018327884,0.0011198712,0.94765943,0.00079876726,0.00011744921,0.0003107084,0.003944702,0.0000058174624,0.0002631921,0.03078893,0.012888692,0.0019191651],"study_design_scores_gemma":[0.011461168,0.0001264813,0.38030455,0.007758976,0.00026429206,0.000008700501,0.019015621,0.0002943371,0.0008917647,0.022167081,0.55702645,0.0006805618],"about_ca_topic_score_codex":0.0037006785,"about_ca_topic_score_gemma":0.014701522,"teacher_disagreement_score":0.56735486,"about_ca_system_score_codex":0.00023782025,"about_ca_system_score_gemma":0.0010058659,"threshold_uncertainty_score":0.9999805},"labels":[],"label_agreement":null},{"id":"W4417029627","doi":"10.11124/jbies-24-00492","title":"Afrocentric approaches to primary health care provision with Black populations: a scoping review protocol","year":2025,"lang":"en","type":"article","venue":"JBI Evidence Synthesis","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Protocol (science); Health care; Primary care; Primary health care; Data collection; MEDLINE","score_opus":0.1188537737451317,"score_gpt":0.4786488176510323,"score_spread":0.35979504390590056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417029627","genre_codex":"protocol","genre_gemma":"protocol","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"protocol","genre_consensus":"protocol","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011383268,0.031056188,0.00418915,0.10974713,0.00031693923,0.83815706,0.000029336474,0.0007760394,0.01458986],"genre_scores_gemma":[0.017514551,0.002308276,0.032822367,0.0404717,0.00030461638,0.90374786,0.00002501641,0.00011315034,0.0026924505],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99387974,0.0019470493,0.0014667715,0.0008810124,0.00070803636,0.0011174046],"domain_scores_gemma":[0.99605995,0.0015270376,0.0006478943,0.0010214376,0.00034025803,0.00040342973],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0021773246,0.00038959677,0.0010087588,0.0003217984,0.001258525,0.000034475863,0.0005302353,0.00019254038,0.00022272301],"category_scores_gemma":[0.0029231005,0.00029918467,0.00009921677,0.0020572266,0.00007471655,0.00042286044,0.0002977869,0.00050490955,0.0003930147],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006346809,0.00019388311,0.053191796,0.6834088,0.00004080596,0.000009750265,0.00608354,0.00016449309,0.0000045826982,0.0012780991,0.096970364,0.15801917],"study_design_scores_gemma":[0.00035565073,0.0002616131,0.012727489,0.95747626,0.0000980118,0.0000015788472,0.00320821,0.00004797987,0.000026759208,0.000091950686,0.025282586,0.0004219063],"about_ca_topic_score_codex":0.0006644512,"about_ca_topic_score_gemma":0.0009200028,"teacher_disagreement_score":0.27406743,"about_ca_system_score_codex":0.001961318,"about_ca_system_score_gemma":0.004233349,"threshold_uncertainty_score":0.999946},"labels":[],"label_agreement":null},{"id":"W4417179011","doi":"10.18192/uojm.v15i2.7276","title":"More Bilingual Doctors are Needed in Atlantic Canada: Exploring the Challenges of Practicing Medicine in Rural Communities and Potential Solutions","year":2025,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Yorkville University; Queen's University","funders":"University of Ottawa","keywords":"General partnership; Health care; Work (physics); Rural area; Rural health; Health professionals; Face (sociological concept)","score_opus":0.07488393531988631,"score_gpt":0.35484741624661836,"score_spread":0.27996348092673207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417179011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9155552,0.004236705,0.000021034333,0.07830718,0.0005219674,0.0001884641,0.0000022137551,0.0000034241302,0.001163814],"genre_scores_gemma":[0.99524176,0.0042852587,0.000040188304,0.0002543456,0.0000977311,1.8147647e-7,0.0000014148551,0.0000041830963,0.00007492271],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.997972,0.0005985915,0.0007299606,0.000056356585,0.00036235503,0.000280751],"domain_scores_gemma":[0.99707377,0.0015184638,0.0008098689,0.00015701013,0.00035234165,0.00008857033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017453688,0.000107992135,0.00059418014,0.00048754376,0.00030709675,6.2763036e-7,0.00027649748,0.00007064655,0.000057595615],"category_scores_gemma":[0.000667992,0.00007818993,0.000025221349,0.00035816993,0.0005139108,0.00013167727,0.00011923667,0.00081086473,7.9302055e-8],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007603335,0.00014330061,0.7282538,0.0021117665,0.0001913437,0.00043957552,0.23884371,0.0007076784,0.00016461231,0.014018201,0.011658521,0.0027071643],"study_design_scores_gemma":[0.0025515337,0.00013169738,0.22917235,0.011159998,0.00007085089,0.000019690522,0.7554243,0.00009260902,0.0000031382137,0.00010361954,0.0012306257,0.000039594328],"about_ca_topic_score_codex":0.7937346,"about_ca_topic_score_gemma":0.8184036,"teacher_disagreement_score":0.5165806,"about_ca_system_score_codex":0.00033492906,"about_ca_system_score_gemma":0.0008195429,"threshold_uncertainty_score":0.3522849},"labels":[],"label_agreement":null},{"id":"W4417516572","doi":"10.64898/2025.12.17.25342471","title":"Access to primary care amongst newcomers in Hamilton, Ontario","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Dementia Research Alliance; Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Public Health Agency; Public Health Agency of Canada; McMaster University; Heart and Stroke Foundation of Canada","keywords":"Primary care; Immigration; Poverty; Odds; Logistic regression; Neighbourhood (mathematics); Marital status; Ethnic group","score_opus":0.06768342349995682,"score_gpt":0.42242071756463545,"score_spread":0.35473729406467863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417516572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80257297,0.003106359,0.00008344285,0.0051531573,0.016119467,0.012060034,0.0003235704,0.00028514405,0.16029586],"genre_scores_gemma":[0.8503962,0.0034723452,0.0025221752,0.030899605,0.001137151,0.003821999,0.0011878205,0.00027077156,0.106291905],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9829383,0.0027399093,0.004813188,0.0036030242,0.0016208149,0.00428479],"domain_scores_gemma":[0.98999697,0.001244052,0.001365639,0.0040554656,0.0012328866,0.002105015],"candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0023663365,0.001914199,0.003480026,0.0018451144,0.0014649074,0.00023077356,0.0053617884,0.0033218628,0.0034339116],"category_scores_gemma":[0.00044118272,0.0021181053,0.000558833,0.002929281,0.00026299187,0.00048907544,0.008648545,0.010407775,0.0017424184],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0006076308,0.00022240673,0.8569604,0.011760764,0.00008054571,0.00014344651,0.1093899,0.0018338055,0.000003933122,0.00013771123,0.01114218,0.007717284],"study_design_scores_gemma":[0.0012905762,0.00012288256,0.63917804,0.024627548,0.00010260594,0.0000010236117,0.007612264,0.000023465702,0.000017771426,0.00020546762,0.32575512,0.0010632395],"about_ca_topic_score_codex":0.5574179,"about_ca_topic_score_gemma":0.892083,"teacher_disagreement_score":0.33466503,"about_ca_system_score_codex":0.022534013,"about_ca_system_score_gemma":0.016673543,"threshold_uncertainty_score":0.9998351},"labels":[],"label_agreement":null},{"id":"W45835608","doi":"","title":"Cultural pluralism in health care: a South-African-Canadian comparison.","year":2002,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Pluralism (philosophy); Ideology; Cultural pluralism; Cultural diversity; Health care; Sociology; Social science; Gender studies; Environmental ethics; Political science; Anthropology; Epistemology; Politics; Law","score_opus":0.09773985277530799,"score_gpt":0.38334049356759686,"score_spread":0.28560064079228886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W45835608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46102026,0.023567023,0.0000061801757,0.10529351,0.004145749,0.01222168,0.00024186652,0.00063337316,0.39287037],"genre_scores_gemma":[0.9810474,0.00012355878,0.00016939458,0.00955148,0.00034589283,0.0027321496,0.000035060293,0.00003292054,0.0059621343],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99495625,0.00066443364,0.0010376846,0.0004164223,0.00032237673,0.0026028482],"domain_scores_gemma":[0.99757344,0.00015215379,0.000304917,0.00040688878,0.00012834756,0.0014342439],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006170875,0.00024031788,0.000549396,0.00026391004,0.0008104064,0.000021429756,0.00034854014,0.00025200847,0.00071210234],"category_scores_gemma":[0.00023860534,0.00021875469,0.00006575187,0.0007430674,0.000075550786,0.00014880407,0.00007195234,0.00091670995,0.0010802118],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004340978,0.00006637651,0.3879589,0.0004653152,0.000018242448,0.000027334285,0.20478822,0.0000637222,8.8071424e-8,0.0026120078,0.32624102,0.077715345],"study_design_scores_gemma":[0.0008960338,0.000022767168,0.24056931,0.00011706529,0.000003798147,0.0000012081362,0.044770412,0.00012820511,2.9400127e-7,0.000035760895,0.713233,0.0002221388],"about_ca_topic_score_codex":0.28268942,"about_ca_topic_score_gemma":0.47491607,"teacher_disagreement_score":0.52002716,"about_ca_system_score_codex":0.0028273312,"about_ca_system_score_gemma":0.00026208005,"threshold_uncertainty_score":0.99969757},"labels":[],"label_agreement":null},{"id":"W47235627","doi":"","title":"Enfermeras de Ontario educadas internacionalmente y perdida de capital humano.","year":2009,"lang":"es","type":"article","venue":"International nursing review en español: revista oficial del Consejo Internacional de Enfermeras","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Geography; Art","score_opus":0.024755737500551416,"score_gpt":0.42592239023322537,"score_spread":0.40116665273267393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W47235627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81826353,0.05761629,0.0032925708,0.07093965,0.010419489,0.0038406693,0.0007423331,0.00051795616,0.03436751],"genre_scores_gemma":[0.90249646,0.031707402,0.0026779573,0.038811464,0.0049038744,0.00022149325,0.0007458345,0.00025066154,0.018184878],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98463756,0.0033145268,0.0042271577,0.0020051196,0.0024580683,0.0033575601],"domain_scores_gemma":[0.99170357,0.0016598256,0.0020374563,0.0012676958,0.0016027262,0.0017287161],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0042148596,0.0018655397,0.0025096622,0.00084395136,0.0011700636,0.0005743647,0.0031006893,0.0012188753,0.010038788],"category_scores_gemma":[0.0023394919,0.002029109,0.0015372029,0.00058628636,0.0006848348,0.00077654765,0.00045695255,0.004875992,0.00192663],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0032872753,0.004271495,0.15486622,0.0054711075,0.0017832298,0.0016294105,0.023290014,0.00020523883,0.0023610243,0.5266585,0.19191691,0.08425958],"study_design_scores_gemma":[0.0024976006,0.00093498564,0.13202894,0.16064407,0.0010833531,0.001995562,0.0011306161,0.0014490222,0.00020477008,0.00879915,0.6868174,0.002414516],"about_ca_topic_score_codex":0.0218713,"about_ca_topic_score_gemma":0.0035621251,"teacher_disagreement_score":0.51785934,"about_ca_system_score_codex":0.021746593,"about_ca_system_score_gemma":0.008558512,"threshold_uncertainty_score":0.9994089},"labels":[],"label_agreement":null},{"id":"W575979101","doi":"","title":"Supporting the front line : Ontario aircrews go where others can't","year":2008,"lang":"en","type":"article","venue":"AIR BEAT","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Front line; Line (geometry); History; Mathematics; Geometry","score_opus":0.05116854251174049,"score_gpt":0.39718308555930143,"score_spread":0.34601454304756096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W575979101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8231279,0.0015219196,0.00008061729,0.026173064,0.0016401489,0.0017550045,0.000030380817,0.00034565022,0.14532527],"genre_scores_gemma":[0.750949,0.00014758497,0.000674185,0.012846345,0.0005834588,0.0001416055,0.000029405572,0.000053171632,0.23457523],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9969981,0.0003400625,0.000766033,0.00035431568,0.00034875027,0.0011927395],"domain_scores_gemma":[0.998237,0.00035702263,0.00031282002,0.00067068025,0.00014100832,0.0002814323],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00060053053,0.00024500352,0.00036569234,0.000039685565,0.0019096739,0.0000050867257,0.0003852846,0.000252272,0.005529958],"category_scores_gemma":[0.00011064469,0.00016680124,0.00010444708,0.00015174113,0.00011919927,0.00009218314,0.00014775939,0.0010368208,0.0022828786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005328034,0.000036415062,0.4764636,0.00008142158,0.00002391419,0.000045978366,0.039247148,0.0000813779,0.000009961435,0.00025365714,0.48224077,0.0014624927],"study_design_scores_gemma":[0.00056838576,0.00010006936,0.047019966,0.00030469304,0.00001932337,0.000010877678,0.006450638,0.000042130363,0.0000173387,0.00017965485,0.94510007,0.0001868431],"about_ca_topic_score_codex":0.30084178,"about_ca_topic_score_gemma":0.74191356,"teacher_disagreement_score":0.4628593,"about_ca_system_score_codex":0.00095776125,"about_ca_system_score_gemma":0.0014035249,"threshold_uncertainty_score":0.9993897},"labels":[],"label_agreement":null},{"id":"W581450618","doi":"","title":"Sri Lankan Expatriate Scientists in Vancouver: Attitudes Towards Returning to Sri Lanka to Rebuild","year":2008,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Expatriate; Sri lanka; Political science; Socioeconomics; Geography; History; Sociology; South asia; Ancient history; Law","score_opus":0.04107753189091231,"score_gpt":0.34342764515467583,"score_spread":0.30235011326376354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W581450618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9108647,0.00008469051,0.000066252105,0.0010423759,0.0017354414,0.0012381758,0.000069609516,0.00029434176,0.08460442],"genre_scores_gemma":[0.97555864,0.00012014436,0.002277027,0.0021442373,0.00025264086,0.000009364938,0.000028106775,0.000021941978,0.0195879],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961179,0.0005086985,0.0005369789,0.00082312874,0.00064409204,0.0013691973],"domain_scores_gemma":[0.9977314,0.00020735103,0.00019146902,0.00069480826,0.0003059794,0.0008690215],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006680348,0.00033902508,0.00057305244,0.0011000282,0.0012108318,0.000015598416,0.0008272884,0.00037100716,0.0005741578],"category_scores_gemma":[0.00027673354,0.00037711297,0.00010833366,0.0030270882,0.00008670844,0.00038601982,0.0006170184,0.0008903235,0.0012055384],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003006629,0.00007530045,0.8519933,0.000119784054,0.000014837956,0.0006856259,0.0031632676,0.0002541342,0.000009439856,0.00037017683,0.14251408,0.0004993423],"study_design_scores_gemma":[0.0015863413,0.00018508716,0.035335854,0.0008599061,0.000017754597,2.3968166e-8,0.043926015,0.000019788611,0.000112954134,0.000023704426,0.9174847,0.00044784564],"about_ca_topic_score_codex":0.008486479,"about_ca_topic_score_gemma":0.48947287,"teacher_disagreement_score":0.8166575,"about_ca_system_score_codex":0.0012635867,"about_ca_system_score_gemma":0.0006020402,"threshold_uncertainty_score":0.9998681},"labels":[],"label_agreement":null},{"id":"W587079657","doi":"","title":"ATA backs Ontario speed limiter plan, but suggests changes to avoid conflict","year":2008,"lang":"en","type":"article","venue":"Transport topics","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Limiter; Truck; Transport engineering; Business; Operations management; Aeronautics; Automotive engineering; Engineering; Telecommunications; Geography","score_opus":0.1311226487932772,"score_gpt":0.3824226131569175,"score_spread":0.2512999643636403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W587079657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95408773,0.00020905853,0.00004275218,0.009120411,0.0013658424,0.00138342,0.00011151845,0.00025315216,0.033426095],"genre_scores_gemma":[0.6406522,0.00055996986,0.0020269374,0.023814728,0.001806792,0.00011293158,0.00045253974,0.00009050691,0.3304834],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99722266,0.000103880004,0.0006619973,0.0004858912,0.00042260424,0.0011029782],"domain_scores_gemma":[0.998336,0.00011969251,0.00013114864,0.0006607613,0.00016709587,0.0005852962],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002665997,0.00031873226,0.0005395482,0.00010448415,0.0006739862,0.000004478853,0.00038292166,0.00041812283,0.0038928061],"category_scores_gemma":[0.0000212782,0.0002992934,0.0000838143,0.00021345507,0.00007197399,0.000088326924,0.0000432355,0.0008795284,0.0015257762],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026284024,0.00008888279,0.9176448,0.0003440758,0.000030351977,0.00031276754,0.043881487,0.000017087392,0.000052804993,0.00053509,0.03594527,0.00088456896],"study_design_scores_gemma":[0.00056473684,0.00011894645,0.34453803,0.00025733543,0.000017752682,0.000010113816,0.00053663313,0.000002263358,0.00007639206,0.000016251182,0.65364355,0.00021802634],"about_ca_topic_score_codex":0.05339287,"about_ca_topic_score_gemma":0.33215514,"teacher_disagreement_score":0.61769825,"about_ca_system_score_codex":0.00037951308,"about_ca_system_score_gemma":0.0005220919,"threshold_uncertainty_score":0.99994594},"labels":[],"label_agreement":null},{"id":"W587147863","doi":"","title":"In search of attachment: the experiences of chronically ill women transitioning between family physicians in rural Ontario","year":2012,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Public Health Agency; Public Health Agency of Canada","keywords":"Psychology; Nursing; Medicine","score_opus":0.028688458026635714,"score_gpt":0.3406527899470697,"score_spread":0.311964331920434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W587147863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834949,0.00026942755,0.000004791879,0.00010234853,0.000433274,0.000978868,0.00004179239,0.000018075378,0.01465654],"genre_scores_gemma":[0.99128926,0.000113241746,0.000026832173,0.00008315378,0.000087660614,0.000021749614,0.00027565451,0.000023771394,0.008078668],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99690527,0.00065731513,0.00074796076,0.00030077813,0.00048772225,0.00090095267],"domain_scores_gemma":[0.9984736,0.0003809286,0.00046352134,0.00034270756,0.00021112661,0.0001281045],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005575919,0.00027178504,0.0007460468,0.0005021558,0.0002872722,0.0000040447026,0.0006382317,0.0005066794,0.0005600971],"category_scores_gemma":[0.000016887898,0.00026121063,0.000116650335,0.001069723,0.00016149931,0.00033282657,0.00006866495,0.0013171004,0.000019251127],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041622206,0.00013312846,0.79887706,0.0006201667,0.000042961798,0.000011731182,0.19814251,0.0000651953,0.000011580698,0.0003030118,0.0004554045,0.0009210251],"study_design_scores_gemma":[0.00088160683,0.00011857443,0.1897016,0.0017634169,0.000030911593,4.970778e-10,0.79748595,0.000004864292,0.00008971986,0.000031079522,0.009714169,0.00017812193],"about_ca_topic_score_codex":0.088769965,"about_ca_topic_score_gemma":0.84043455,"teacher_disagreement_score":0.7516646,"about_ca_system_score_codex":0.0020675615,"about_ca_system_score_gemma":0.0010961305,"threshold_uncertainty_score":0.999984},"labels":[],"label_agreement":null},{"id":"W602922481","doi":"","title":"Nurse : past, present and future : the making of modern nursing","year":2010,"lang":"en","type":"book","venue":"Black Dog eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Nursing shortage; Nurse education; Health care; Context (archaeology); Medicine; Triage; Political science; History","score_opus":0.03550331103088503,"score_gpt":0.40351942509849686,"score_spread":0.3680161140676118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W602922481","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011425157,0.002323413,0.000037269267,0.0059069805,0.0021442857,0.0028490683,0.00008112449,0.00013293173,0.98538244],"genre_scores_gemma":[0.010899383,0.00006642962,0.00047199338,0.0013902801,0.015279462,0.00012227289,0.00003658164,0.00018005798,0.97155356],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965822,0.0003980821,0.0009708551,0.000548819,0.0005839217,0.00091610843],"domain_scores_gemma":[0.9970792,0.00040712248,0.00096107874,0.0011134236,0.00028001785,0.00015917918],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00056689896,0.0005012053,0.00077860354,0.00012049886,0.000807342,0.000019268726,0.0005392356,0.0014766207,0.00021751558],"category_scores_gemma":[0.000014619981,0.00035614325,0.00014813466,0.000038149836,0.0006961174,0.000037274902,0.00019236893,0.0030922857,0.0000876653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015514062,0.000040327515,0.00028699148,0.0022271667,0.00008025474,0.00001563541,0.049253404,0.0000037095047,0.000019938781,0.029353483,0.75422496,0.16433902],"study_design_scores_gemma":[0.00046768226,0.000061685845,0.0003397862,0.0057754023,0.00013914227,0.000006680938,0.003150489,0.00012943683,0.0000037473021,0.04155286,0.9480694,0.00030370598],"about_ca_topic_score_codex":0.000029840068,"about_ca_topic_score_gemma":0.00010842225,"teacher_disagreement_score":0.19384445,"about_ca_system_score_codex":0.00030147316,"about_ca_system_score_gemma":0.0010299257,"threshold_uncertainty_score":0.9998891},"labels":[],"label_agreement":null},{"id":"W67723602","doi":"","title":"Perioperative nurses' perceptions of competence: implications for migration.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Empathy; Perioperative; Specialty; Perioperative nursing; Nursing; Medicine; Perception; Medical education; Psychology; Family medicine; Social psychology","score_opus":0.0767423041067414,"score_gpt":0.4375448341505197,"score_spread":0.36080253004377827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W67723602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9321,0.0008485259,0.0029973143,0.01320742,0.0020010618,0.010320852,0.0005568191,0.00019738787,0.037770636],"genre_scores_gemma":[0.9690635,0.000065135166,0.0028714256,0.0006922094,0.0004566533,0.020296453,0.000094045085,0.000019329953,0.0064412165],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982401,0.00018425849,0.0005112699,0.0001606271,0.000108962064,0.0007947639],"domain_scores_gemma":[0.9983208,0.0004617383,0.00020044648,0.00030458922,0.0004226143,0.0002897892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000492102,0.000116473675,0.00023548312,0.00007031439,0.00079492654,0.000004684983,0.00015619052,0.0001339285,0.00024078443],"category_scores_gemma":[0.00030178146,0.0001028895,0.00007533455,0.0002485995,0.00010186526,0.00022745502,0.00003599629,0.00017976698,0.00007986484],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000361084,0.00017485933,0.8658428,0.000160681,0.000021054308,1.5037324e-8,0.012074152,0.000009530722,0.00010482706,0.08167634,0.024441741,0.015457889],"study_design_scores_gemma":[0.00033750638,0.00001660229,0.8679843,0.000027136153,0.00002403758,6.3907345e-7,0.008124408,0.000016153374,0.00001953272,0.00029276675,0.123067245,0.00008969394],"about_ca_topic_score_codex":0.0001643053,"about_ca_topic_score_gemma":0.00019391347,"teacher_disagreement_score":0.0986255,"about_ca_system_score_codex":0.00019635307,"about_ca_system_score_gemma":0.00010914391,"threshold_uncertainty_score":0.61140126},"labels":[],"label_agreement":null},{"id":"W6884618140","doi":"10.11575/prism/48934","title":"AIMGA's Career Transition Program for IMGs","year":2019,"lang":"en","type":"other","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Immigration; IMG; Career Pathways; Perception; Certification; Health care; Focus group","score_opus":0.10998402968954896,"score_gpt":0.4976546808998569,"score_spread":0.38767065121030797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6884618140","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017491316,0.00054499065,0.00007751624,0.0012808716,0.001753706,0.020684695,0.0009163049,0.000036373665,0.97453064],"genre_scores_gemma":[0.00031512527,0.00006719805,0.016608937,0.0005737755,0.00096276007,0.0022438865,0.0012509099,0.00050519657,0.9774722],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976308,0.00020703043,0.00049823883,0.0005943303,0.00023886266,0.00083078776],"domain_scores_gemma":[0.998514,0.00014777861,0.0003981232,0.0006298695,0.00012396071,0.00018628231],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004615398,0.0003240786,0.0006479245,0.000113757735,0.00025150442,0.00003883686,0.00063132704,0.0010398392,0.036431022],"category_scores_gemma":[0.000031979438,0.00029167818,0.00008963841,0.00014488692,0.000040202558,0.00007329899,0.0001329861,0.00051270286,0.012521443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007809466,0.00006184776,0.00003293542,0.00061988254,0.000036395002,0.0000022051872,0.0012819117,4.2354094e-7,0.0000027570009,0.00007877798,0.85908824,0.1387165],"study_design_scores_gemma":[0.0012989646,0.00023518111,0.000018199022,0.0030049682,0.00007281884,6.48877e-7,0.0015214862,0.000013137207,0.000010157913,0.000036154877,0.99348384,0.000304456],"about_ca_topic_score_codex":0.0025475184,"about_ca_topic_score_gemma":0.0051893326,"teacher_disagreement_score":0.13841204,"about_ca_system_score_codex":0.00019374034,"about_ca_system_score_gemma":0.00060077535,"threshold_uncertainty_score":0.9999535},"labels":[],"label_agreement":null},{"id":"W6885452368","doi":"10.1371/journal.pgph.0002926.s019","title":"Maps for the three-week average mobility before and after 1&lt;sup&gt;st&lt;/sup&gt; restriction in five public health units within the Greater Toronto Area, and three-week average mobility before and after 2&lt;sup&gt;nd&lt;/sup&gt; restriction in Toronto and Peel public health units.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Geographic mobility; Social mobility; Public transport","score_opus":0.0725511577033434,"score_gpt":0.3363370012696369,"score_spread":0.2637858435662935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6885452368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84884375,0.033843484,0.000067614805,0.014697292,0.0007263738,0.0151225645,0.085578986,0.0005422314,0.0005777122],"genre_scores_gemma":[0.9711765,0.0021691169,0.00017058692,0.0028119136,0.0006597544,0.0075490284,0.014193535,0.0002332353,0.0010363254],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9874451,0.002492595,0.0028668833,0.002697553,0.0012709097,0.0032269156],"domain_scores_gemma":[0.9922861,0.0020693713,0.00091562246,0.001953155,0.001153556,0.0016221994],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0050495304,0.0014699852,0.0016846712,0.00047237697,0.0025673888,0.0007248537,0.00076931313,0.0013124837,0.004172007],"category_scores_gemma":[0.002332462,0.0010779306,0.00018620133,0.0019030052,0.00034793207,0.0031147297,0.0011972258,0.0023031065,0.000046802834],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005173272,0.0019666867,0.470924,0.02865817,0.00064126914,0.0003028714,0.20055813,0.00042417983,0.0000065932386,0.004177126,0.22199991,0.065167814],"study_design_scores_gemma":[0.0035975405,0.0027458312,0.8429756,0.006916702,0.00007751364,0.00006150131,0.0119216535,0.021680448,8.1653087e-7,0.0027067463,0.10618703,0.0011285887],"about_ca_topic_score_codex":0.02221194,"about_ca_topic_score_gemma":0.6631082,"teacher_disagreement_score":0.6408963,"about_ca_system_score_codex":0.005745145,"about_ca_system_score_gemma":0.0027708581,"threshold_uncertainty_score":0.9999986},"labels":[],"label_agreement":null},{"id":"W6885848485","doi":"10.1371/journal.pone.0307795.s001","title":"Search strategy.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Grey literature; Health care; Context (archaeology); Systematic review; MEDLINE; Work (physics); Psychological intervention; Gerontological nursing","score_opus":0.21478440914176597,"score_gpt":0.5230718049476712,"score_spread":0.30828739580590525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6885848485","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040626116,0.008103171,0.0000013426321,0.0017896421,0.0007853764,0.0013871006,0.26195982,0.0015716234,0.7203393],"genre_scores_gemma":[0.8290949,0.000033464938,0.00008247513,0.0017840959,0.0016353639,0.0008358757,0.09948476,0.00008184131,0.06696722],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99853015,0.00015549414,0.00024159555,0.00024197293,0.00022595805,0.0006048341],"domain_scores_gemma":[0.9989867,0.00046765554,0.000020376832,0.00022786186,0.000111354915,0.00018602065],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00011719023,0.0001049331,0.000118372904,0.00006065235,0.0003318778,0.00003040039,0.0001796836,0.00017974645,0.7587196],"category_scores_gemma":[0.0002170398,0.00008874324,0.000042945896,0.000338953,0.0000038528096,0.00012199258,0.00012029446,0.00071715045,0.18780485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034832624,0.0000042275187,0.00010419486,0.001588918,0.0000050338376,0.00004604626,0.0005519357,0.000009423637,0.000003964129,0.0007781663,0.9899607,0.006943956],"study_design_scores_gemma":[0.0000687885,0.000030220479,0.00096133794,0.010308468,0.0000020872546,0.0000018874067,0.0010512299,0.00068634265,0.000020172778,0.00016631487,0.98660964,0.00009351223],"about_ca_topic_score_codex":0.000054980606,"about_ca_topic_score_gemma":0.000036111138,"teacher_disagreement_score":0.8250323,"about_ca_system_score_codex":0.00015372958,"about_ca_system_score_gemma":0.0005276941,"threshold_uncertainty_score":0.8128275},"labels":[],"label_agreement":null},{"id":"W6886013885","doi":"10.14288/1.0075980","title":"Rollcall update : a status report of selected health personnel in the Province of British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Columbia university; Health services; Government (linguistics)","score_opus":0.012862819088857547,"score_gpt":0.26590256294406656,"score_spread":0.253039743855209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6886013885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99357957,0.00039927225,0.000119711505,0.00051378063,0.00018331557,0.0017307345,0.0006579667,0.00007596871,0.0027396705],"genre_scores_gemma":[0.99521613,0.00049384084,0.0009229784,0.00040759766,0.00004153255,0.000005329851,0.00011052279,0.000027464315,0.0027745764],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99559927,0.0012680588,0.00090760377,0.0005789046,0.0006594893,0.0009866519],"domain_scores_gemma":[0.99652284,0.00035027813,0.0013465572,0.00066925737,0.0008314512,0.00027961854],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020691182,0.00007715383,0.00089484424,0.000059743532,0.0006424881,0.000036073343,0.00065520866,0.0002768262,0.00027974538],"category_scores_gemma":[0.0003958689,0.0002637,0.00013340438,0.0010640871,0.00042268436,0.00024645013,0.00021279443,0.0006409744,0.00001236597],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066959496,0.00064619264,0.67110723,0.00285166,0.000056017332,0.00056357007,0.00537513,0.000015319449,0.000024888373,0.000007843501,0.1542467,0.16503847],"study_design_scores_gemma":[0.002001889,0.0003395632,0.96834856,0.0021133574,0.000027795022,0.00010952259,0.019586004,0.00019590199,6.7253964e-8,0.00019935823,0.0068893577,0.0001886148],"about_ca_topic_score_codex":0.9492189,"about_ca_topic_score_gemma":0.9932634,"teacher_disagreement_score":0.29724133,"about_ca_system_score_codex":0.00034033685,"about_ca_system_score_gemma":0.001766788,"threshold_uncertainty_score":0.9999815},"labels":[],"label_agreement":null},{"id":"W6886030909","doi":"10.14288/1.0075965","title":"Production : a status report on the production of health personnel in the Province of British Columbia.","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Work (physics); Public health; Productivity","score_opus":0.022477536411437182,"score_gpt":0.27404571941416717,"score_spread":0.25156818300273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6886030909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99134934,0.00021393971,0.000024068235,0.0030609986,0.0006762624,0.0027564468,0.000109955385,0.000052775784,0.001756239],"genre_scores_gemma":[0.99338585,0.00032159276,0.00017458622,0.00023405926,0.000112257716,0.000011661494,0.000028728502,0.00001970496,0.005711539],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99582726,0.001580299,0.00070809,0.00059894833,0.00066528446,0.0006200957],"domain_scores_gemma":[0.9969142,0.0003114527,0.0013007502,0.0008030571,0.00056886487,0.00010168367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004075928,0.00006395327,0.00054164487,0.000047975733,0.00097565626,0.00002779237,0.0004373988,0.00016496147,0.00009298785],"category_scores_gemma":[0.0011575057,0.00016739548,0.000105675535,0.00072738505,0.00048978144,0.00023468354,0.000112530906,0.00057633163,0.000008232107],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008114829,0.0009896889,0.37171555,0.0031163662,0.000046853685,0.00009484676,0.011089525,0.000058654063,0.00006264167,0.00002381009,0.23436335,0.3783576],"study_design_scores_gemma":[0.00047529538,0.00033456355,0.9423419,0.0030494465,0.000019399355,0.000076635224,0.04889103,0.00003284725,3.63373e-7,0.00024933528,0.004405912,0.00012321891],"about_ca_topic_score_codex":0.83665174,"about_ca_topic_score_gemma":0.9602188,"teacher_disagreement_score":0.5706264,"about_ca_system_score_codex":0.00034275558,"about_ca_system_score_gemma":0.0007967058,"threshold_uncertainty_score":0.7504058},"labels":[],"label_agreement":null},{"id":"W6886036644","doi":"10.14288/1.0075964","title":"Inventory 97 : a regional analysis of health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"Open Collections","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Usability; Regional hospital; Information system; Health information; Human resources","score_opus":0.0616926086212209,"score_gpt":0.39154081490132503,"score_spread":0.32984820628010414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6886036644","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45946038,0.0013705598,0.00065759296,0.008421378,0.0009368627,0.012728154,0.0011702761,0.00010134666,0.51515347],"genre_scores_gemma":[0.6315446,0.00017575639,0.00073171395,0.0030703149,0.00007171955,0.0006973799,0.00006150399,0.000020787927,0.3636262],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962357,0.0019395379,0.00088302855,0.00025498087,0.00030033302,0.0003864142],"domain_scores_gemma":[0.9981116,0.00058854814,0.000587479,0.00040934052,0.00021745641,0.00008557171],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026460313,0.00007165321,0.00056477473,0.00012260836,0.0023325174,0.00005901974,0.0005364163,0.0001032872,0.0009899943],"category_scores_gemma":[0.00023293588,0.000088727975,0.0001075267,0.003943278,0.00011323732,0.0001018344,0.0001303498,0.00034085734,0.000005617857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025874846,0.0002833678,0.04775714,0.00020131176,0.00010218038,0.0000011848396,0.0042167767,0.00012759023,6.064689e-7,0.00021067566,0.94595087,0.0011224423],"study_design_scores_gemma":[0.002954171,0.000865078,0.29245433,0.0025237442,0.00041035726,0.000010127794,0.104102276,0.0069646942,3.5954517e-7,0.0025536758,0.58678347,0.00037770966],"about_ca_topic_score_codex":0.8418498,"about_ca_topic_score_gemma":0.95509464,"teacher_disagreement_score":0.35916737,"about_ca_system_score_codex":0.00028885694,"about_ca_system_score_gemma":0.0013149475,"threshold_uncertainty_score":0.9999232},"labels":[],"label_agreement":null},{"id":"W6886059666","doi":"10.14288/1.0075905","title":"The number of dentists, pharmacists, optometrists and physicians in British Columbia by community within regional hospital district","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Regional hospital; District hospital; Urban district; Public health; MEDLINE","score_opus":0.0132825983397645,"score_gpt":0.2908060645018466,"score_spread":0.2775234661620821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6886059666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959276,0.00051145896,0.00005316122,0.00012742069,0.0003346975,0.0006825688,0.0006230204,0.00005671368,0.0016833647],"genre_scores_gemma":[0.9951921,0.0011528681,0.00018757286,0.00014189801,0.000038651433,0.000004629343,0.00010118624,0.000024279152,0.003156796],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970024,0.0011105636,0.00048944546,0.00035105518,0.0004621212,0.00058440154],"domain_scores_gemma":[0.9975656,0.0008330699,0.0006111816,0.0004289169,0.00035838466,0.00020280038],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001182901,0.00007293871,0.0005220043,0.000027458203,0.0019875288,0.00012029106,0.000663765,0.00022132824,0.00012379902],"category_scores_gemma":[0.0002203146,0.00025653094,0.00009835186,0.00075419265,0.0009025807,0.00028941312,0.00037287487,0.00088674005,0.000016478605],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013420862,0.00029576293,0.7689527,0.00034377174,0.00003057197,0.000025539985,0.0009792048,6.495028e-7,0.00000993772,0.000003910425,0.110114954,0.119229555],"study_design_scores_gemma":[0.0021740359,0.00009136824,0.9798644,0.0010765407,0.000030793777,0.000034348173,0.010787789,0.000097423865,1.4468469e-7,0.00042003224,0.0052012005,0.00022190303],"about_ca_topic_score_codex":0.8575081,"about_ca_topic_score_gemma":0.932732,"teacher_disagreement_score":0.2109117,"about_ca_system_score_codex":0.00023746249,"about_ca_system_score_gemma":0.00012803913,"threshold_uncertainty_score":0.9999887},"labels":[],"label_agreement":null},{"id":"W6889074669","doi":"10.25384/sage.12011670","title":"HSR911679 Supplemental Material - Supplemental material for Exploring the role of lay and professional patient navigators in Canada","year":2020,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Qualitative research; Health care; MEDLINE; Health services; Public health","score_opus":0.08190073441375252,"score_gpt":0.39937913739120157,"score_spread":0.31747840297744906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6889074669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9241395,0.00061925617,0.000003084619,0.005443029,0.0023232393,0.0017114346,0.06571424,0.000011341983,0.000034885612],"genre_scores_gemma":[0.99392164,0.0004049746,0.0005162976,0.0011443908,0.00068722694,0.00022902733,0.0030531774,0.00003181389,0.000011476906],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99678344,0.0004506337,0.0012096978,0.00033763718,0.00050274265,0.0007158631],"domain_scores_gemma":[0.9985366,0.00026000736,0.0004742086,0.00037888697,0.000053636162,0.00029667126],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007795667,0.00019985506,0.0003814275,0.000036128204,0.00053953077,0.000024543637,0.00061801943,0.00006313125,0.010636054],"category_scores_gemma":[0.00010399877,0.00014458837,0.00002563397,0.00013844694,0.000041855095,0.00039786904,0.0011619746,0.00040864886,0.0000036595584],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003584471,0.00023799714,0.6859591,0.0015681487,0.00017510953,0.00008150016,0.02513565,0.000023485443,0.021422664,0.00022408113,0.19970974,0.061878078],"study_design_scores_gemma":[0.0063327905,0.0006349105,0.04080723,0.0062599066,0.0000979305,0.00002224755,0.2560982,0.00093468535,0.020122854,0.00046572075,0.6675238,0.00069971127],"about_ca_topic_score_codex":0.3337398,"about_ca_topic_score_gemma":0.41626394,"teacher_disagreement_score":0.64515185,"about_ca_system_score_codex":0.0003502698,"about_ca_system_score_gemma":0.0011922943,"threshold_uncertainty_score":0.99026835},"labels":[],"label_agreement":null},{"id":"W6892920525","doi":"10.5281/zenodo.12658997","title":"Mitigating Nurse Emigration: Strategies for Retaining South Africa's Healthcare Workforce","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Emigration; Workforce; Health care; Workforce development; Workforce planning; Marital status; Descriptive statistics; Descriptive research","score_opus":0.10739894278537476,"score_gpt":0.3929438768695598,"score_spread":0.285544934084185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6892920525","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10287019,0.009571538,0.075022526,0.023194814,0.0027357037,0.010755485,0.0022946626,0.015760334,0.75779474],"genre_scores_gemma":[0.98910636,0.000059097772,0.0012524182,0.00047218922,0.0008646751,0.0000018091489,0.0015871889,0.0015141316,0.005142131],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99628544,0.00082517747,0.000703164,0.0006539444,0.00045561927,0.0010766404],"domain_scores_gemma":[0.9977211,0.0002666973,0.00020083743,0.00048568868,0.0009544578,0.0003712289],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016701374,0.0002428847,0.00027765112,0.00024340181,0.007178586,0.0007140024,0.00068409386,0.0002169971,0.0048124935],"category_scores_gemma":[0.0008547828,0.00024493958,0.00009614172,0.0009863437,0.00014513642,0.0004890579,0.00037289356,0.0006925139,0.0047241626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022059208,0.000052683958,0.000067431676,0.0024721534,0.00006875129,0.000026948223,0.13392414,0.00026688524,0.00036702436,0.23687564,0.49808893,0.12756881],"study_design_scores_gemma":[0.00038266354,0.00027034685,0.000074850315,0.0013594128,0.000021417905,0.00001406053,0.067996904,0.0027573453,0.000025224075,0.002368897,0.9244972,0.00023168621],"about_ca_topic_score_codex":0.00004228273,"about_ca_topic_score_gemma":0.0000060718025,"teacher_disagreement_score":0.8862362,"about_ca_system_score_codex":0.00049676484,"about_ca_system_score_gemma":0.00007268773,"threshold_uncertainty_score":0.9988346},"labels":[],"label_agreement":null},{"id":"W6901676476","doi":"10.60692/7q7bx-g3a44","title":"Social networks and skilled health worker migration in Nigeria: An ego network analysis","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Thematic analysis; Social network (sociolinguistics); Social network analysis; Qualitative research; Qualitative property","score_opus":0.037799505884140876,"score_gpt":0.339843509724177,"score_spread":0.3020440038400361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6901676476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98724556,0.00006312416,0.006977984,0.00092385977,0.001141675,0.0018249896,0.00007081632,0.0003080816,0.0014439271],"genre_scores_gemma":[0.9962509,0.0000018033247,0.00015957044,0.0019293213,0.00037726932,0.00062491506,0.00034655747,0.000017212658,0.00029241573],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99487734,0.0018570396,0.0016701579,0.00026840813,0.00045352193,0.00087355834],"domain_scores_gemma":[0.9982573,0.00004220689,0.001007963,0.00033347437,0.00013117208,0.00022792829],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026852686,0.00023134991,0.0006657565,0.0004880145,0.0026161869,0.000060964972,0.00018282702,0.00020235387,0.00017923236],"category_scores_gemma":[0.000013264267,0.00022299895,0.000086015374,0.0020488154,0.000026115591,0.0005654433,0.00018622469,0.0006072268,0.00006417055],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015692381,0.0000034762136,0.7817468,0.00014887884,0.000054114236,0.0000016410291,0.1807908,0.03430993,3.2996754e-9,0.00034059057,0.0020587116,0.00038811285],"study_design_scores_gemma":[0.0018474777,0.00013445894,0.6664056,0.00019826557,0.00006925627,0.000006025818,0.24274093,0.081883274,4.0957556e-8,0.000007847875,0.0063843643,0.00032243514],"about_ca_topic_score_codex":0.0004142068,"about_ca_topic_score_gemma":0.0005714302,"teacher_disagreement_score":0.11534118,"about_ca_system_score_codex":0.0009726348,"about_ca_system_score_gemma":0.0001782386,"threshold_uncertainty_score":0.99868226},"labels":[],"label_agreement":null},{"id":"W6901905709","doi":"10.6084/m9.figshare.14759711","title":"Additional file 1 of Distributed education enables distributed economic impact: the economic contribution of the Northern Ontario School of Medicine to communities in Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Higher education; Government (linguistics)","score_opus":0.03006424995743031,"score_gpt":0.3264861320139374,"score_spread":0.2964218820565071,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6901905709","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06979824,0.00010120942,1.2310745e-7,0.00072496285,0.00013011163,0.00059450424,0.9278212,0.000004988239,0.0008246666],"genre_scores_gemma":[0.42714125,0.0000015524147,0.0000037282516,0.00016846138,0.000051402265,0.00040527293,0.572029,0.0000057778198,0.0001935636],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998261,0.00037220304,0.0007971914,0.00011717026,0.0001488033,0.00030367248],"domain_scores_gemma":[0.99506783,0.0031363533,0.00068737904,0.00048831257,0.0005029076,0.00011722789],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001058579,0.00013211033,0.00037269463,0.00003558286,0.00021444453,0.0000029621042,0.00036203058,0.00008973468,0.95415646],"category_scores_gemma":[0.0021977657,0.000090764406,0.00006106009,0.00017738008,0.00003564836,0.00006474422,0.00018404695,0.00035540108,0.00016176417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029425857,0.000014393514,0.01578997,0.000113807975,0.000019059933,2.0328223e-7,0.00045170146,0.0012259639,9.516768e-7,0.000025790887,0.9822376,0.0000911244],"study_design_scores_gemma":[0.00028378834,0.00002495926,0.36508596,0.0076146116,0.000007747111,0.0000013023454,0.008279644,0.000082678365,0.00003091428,0.00008630143,0.6184327,0.00006943204],"about_ca_topic_score_codex":0.9678927,"about_ca_topic_score_gemma":0.99946505,"teacher_disagreement_score":0.9539947,"about_ca_system_score_codex":0.008689838,"about_ca_system_score_gemma":0.03875411,"threshold_uncertainty_score":0.99511564},"labels":[],"label_agreement":null},{"id":"W6902007497","doi":"10.6084/m9.figshare.14759711.v1","title":"Additional file 1 of Distributed education enables distributed economic impact: the economic contribution of the Northern Ontario School of Medicine to communities in Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Higher education; Government (linguistics)","score_opus":0.03006424995743031,"score_gpt":0.3264861320139374,"score_spread":0.2964218820565071,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902007497","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06979824,0.00010120942,1.2310745e-7,0.00072496285,0.00013011163,0.00059450424,0.9278212,0.000004988239,0.0008246666],"genre_scores_gemma":[0.42714125,0.0000015524147,0.0000037282516,0.00016846138,0.000051402265,0.00040527293,0.572029,0.0000057778198,0.0001935636],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998261,0.00037220304,0.0007971914,0.00011717026,0.0001488033,0.00030367248],"domain_scores_gemma":[0.99506783,0.0031363533,0.00068737904,0.00048831257,0.0005029076,0.00011722789],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001058579,0.00013211033,0.00037269463,0.00003558286,0.00021444453,0.0000029621042,0.00036203058,0.00008973468,0.95415646],"category_scores_gemma":[0.0021977657,0.000090764406,0.00006106009,0.00017738008,0.00003564836,0.00006474422,0.00018404695,0.00035540108,0.00016176417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029425857,0.000014393514,0.01578997,0.000113807975,0.000019059933,2.0328223e-7,0.00045170146,0.0012259639,9.516768e-7,0.000025790887,0.9822376,0.0000911244],"study_design_scores_gemma":[0.00028378834,0.00002495926,0.36508596,0.0076146116,0.000007747111,0.0000013023454,0.008279644,0.000082678365,0.00003091428,0.00008630143,0.6184327,0.00006943204],"about_ca_topic_score_codex":0.9678927,"about_ca_topic_score_gemma":0.99946505,"teacher_disagreement_score":0.9539947,"about_ca_system_score_codex":0.008689838,"about_ca_system_score_gemma":0.03875411,"threshold_uncertainty_score":0.99511564},"labels":[],"label_agreement":null},{"id":"W6902030797","doi":"10.6084/m9.figshare.26723906","title":"Additional file 1 of Are recent health, welfare and care graduates part of a rural and remote workforce solution? Evidence from Tasmania, Australia","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Welfare; Table (database); Workforce development; Quarter (Canadian coin)","score_opus":0.14155951276132486,"score_gpt":0.4157557264117041,"score_spread":0.2741962136503793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902030797","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012570437,0.019198796,2.1774365e-7,0.002681281,0.00015824389,0.0007268452,0.97559786,0.00009390079,0.00028578797],"genre_scores_gemma":[0.03611449,0.00078067486,0.00109612,0.00024336278,0.00034380233,0.00049453316,0.9590168,0.000038363563,0.001871877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978372,0.00026036781,0.00070153986,0.0003436043,0.0003433888,0.0005139178],"domain_scores_gemma":[0.996173,0.0024238452,0.00044432862,0.00028079527,0.0004053857,0.00027261657],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000074224256,0.00022034267,0.0004291873,0.00008056351,0.0004374642,0.000017257458,0.00015099614,0.00022192053,0.92335933],"category_scores_gemma":[0.0018654879,0.00020644686,0.00005870362,0.0003226044,0.000045427158,0.00019933157,0.00019468207,0.00046972692,0.00055612007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028460287,0.00000693971,0.00013271203,0.0037967658,0.000015757276,0.0000052900295,0.0017421696,0.000001343352,7.324552e-7,0.000015952994,0.9801543,0.014099624],"study_design_scores_gemma":[0.000114386785,0.00009322205,0.013117053,0.15980102,0.000010908257,0.0000032170212,0.006181751,0.00013142981,0.000005201019,0.00014798976,0.8202513,0.00014255923],"about_ca_topic_score_codex":0.0012124927,"about_ca_topic_score_gemma":0.001369942,"teacher_disagreement_score":0.9228032,"about_ca_system_score_codex":0.00019749849,"about_ca_system_score_gemma":0.00038103576,"threshold_uncertainty_score":0.84186584},"labels":[],"label_agreement":null},{"id":"W6902061644","doi":"10.6084/m9.figshare.16640841","title":"Additional file 1 of Rural citizen-patient priorities for healthcare in British Columbia, Canada: findings from a mixed methods study","year":2021,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Data collection; MEDLINE; Context (archaeology); Public health; Health services","score_opus":0.05746676795282356,"score_gpt":0.43200533553888293,"score_spread":0.37453856758605936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902061644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52794766,0.00012612056,0.0000014388283,0.00027362094,0.00037642056,0.002075414,0.46838784,0.0000020941006,0.0008094004],"genre_scores_gemma":[0.3689557,0.000032517455,0.29805943,0.0026084739,0.00047728478,0.0158057,0.25688735,0.00013870292,0.057034835],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964028,0.0011860391,0.0010368552,0.00037990682,0.0003530222,0.00064140046],"domain_scores_gemma":[0.9918759,0.0067548756,0.00031745742,0.00029916124,0.0005388074,0.00021381979],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00042959204,0.00012825533,0.0006451327,0.000030528638,0.0005602389,0.00007166898,0.00032817424,0.00016460464,0.75073206],"category_scores_gemma":[0.002141311,0.00020780612,0.00005309151,0.0003252661,0.00004018567,0.00012067409,0.00041642162,0.00037759254,0.000030458687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036114314,0.000113141425,0.015032743,0.00008443723,0.000024456538,0.00003873997,0.0027980623,5.0743404e-7,0.0000021023964,0.000001629895,0.92089385,0.060974237],"study_design_scores_gemma":[0.0011393339,0.00020888184,0.16752416,0.0029786672,0.000012936988,0.000002984163,0.16808479,0.000014963427,0.000013976467,0.00022641291,0.6596056,0.0001872684],"about_ca_topic_score_codex":0.9672048,"about_ca_topic_score_gemma":0.9992569,"teacher_disagreement_score":0.7507016,"about_ca_system_score_codex":0.00077832397,"about_ca_system_score_gemma":0.007385636,"threshold_uncertainty_score":0.99824154},"labels":[],"label_agreement":null},{"id":"W6902118926","doi":"10.6084/m9.figshare.23536066.v1","title":"Additional file 1 of Strategies for specialty training of healthcare professionals in low-resource settings: a systematic review on evidence from stroke care","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; Population Health Research Institute; McMaster University","funders":"","keywords":"Specialty; Health care; Health professionals; Training (meteorology); MEDLINE","score_opus":0.13128422109986226,"score_gpt":0.4481927846181175,"score_spread":0.31690856351825525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902118926","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001888819,0.0058355886,8.566919e-8,0.0008243489,0.00006332608,0.005494957,0.98663497,0.000096079806,0.0008617775],"genre_scores_gemma":[0.0058479067,0.00005777955,0.0002829204,0.0018304281,0.00027122413,0.019069811,0.9716429,0.000046186473,0.0009508352],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9958504,0.00084705785,0.0015983777,0.00040861627,0.00066245935,0.00063313066],"domain_scores_gemma":[0.9732326,0.02413741,0.0013656483,0.00044265424,0.000673078,0.00014857984],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00036518657,0.00024382117,0.0011346601,0.00017109007,0.000263682,0.0000062909885,0.00040595597,0.00026049293,0.8038077],"category_scores_gemma":[0.022971934,0.00021107754,0.00017218519,0.00063356146,0.000015227118,0.0001542575,0.00013486913,0.0005020656,0.0009982042],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025074229,0.000011811829,0.0000037569125,0.3769005,0.000007811878,0.000002496961,0.004327001,0.000008583062,3.3488016e-7,0.000014400416,0.61862934,0.00006886494],"study_design_scores_gemma":[0.00018795356,0.00010793665,0.00043487686,0.8855093,0.000013552979,2.1349922e-7,0.069138646,0.00007142724,0.0000040213263,0.000053484335,0.04434408,0.00013450708],"about_ca_topic_score_codex":0.000081192,"about_ca_topic_score_gemma":0.0006596865,"teacher_disagreement_score":0.8028095,"about_ca_system_score_codex":0.00025179225,"about_ca_system_score_gemma":0.0018334978,"threshold_uncertainty_score":0.99977964},"labels":[],"label_agreement":null},{"id":"W6902136832","doi":"10.6084/m9.figshare.24709048","title":"Additional file 1 of Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Government (linguistics); Work (physics); Rural population; Data collection; MEDLINE","score_opus":0.06233226775201581,"score_gpt":0.4288760720435113,"score_spread":0.36654380429149547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902136832","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021036144,0.00034048455,5.316038e-9,0.0016302024,0.00007225529,0.0004178232,0.97611773,0.000046843947,0.019271065],"genre_scores_gemma":[0.0104077915,0.000032729742,0.00007260249,0.00042494628,0.0002488784,0.0012257254,0.98456883,0.000017822738,0.0030006683],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99826026,0.00042576806,0.00046979502,0.00012661026,0.00041763677,0.00029992583],"domain_scores_gemma":[0.9845435,0.0141851455,0.00074202364,0.00020243043,0.00020709282,0.00011982325],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00030425284,0.000094602576,0.00020490243,0.0001032395,0.00020556044,0.0000030324263,0.00018833141,0.00022244122,0.9835025],"category_scores_gemma":[0.012223444,0.00007235035,0.000034654633,0.0005379218,0.000051202052,0.00017488547,0.00019736544,0.0004925549,0.0020253335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002023422,0.000027380987,0.00013006346,0.0006186887,0.000007730025,0.0000043673167,0.0009360574,4.555141e-7,0.0000010356107,0.00010212621,0.99727,0.0008818974],"study_design_scores_gemma":[0.00023685253,0.000029797604,0.032559562,0.009274671,0.000003287911,0.0000035944722,0.006235161,0.00009711229,0.0000032332284,0.00017263835,0.9513215,0.00006263383],"about_ca_topic_score_codex":0.000059417707,"about_ca_topic_score_gemma":0.0005029717,"teacher_disagreement_score":0.98147714,"about_ca_system_score_codex":0.000061709245,"about_ca_system_score_gemma":0.00089146575,"threshold_uncertainty_score":0.9987517},"labels":[],"label_agreement":null},{"id":"W6902245363","doi":"10.6084/m9.figshare.27263400","title":"Africa's Urgent Need","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Health care; Developing country; Politics; Brain drain; Health professionals; Healthcare system","score_opus":0.1408021756403223,"score_gpt":0.45426222947512007,"score_spread":0.3134600538347978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902245363","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010384383,0.019348292,0.0000018149793,0.0063762483,0.0025591112,0.0019247762,0.25753465,0.0024856112,0.70873106],"genre_scores_gemma":[0.66536236,0.000050234274,0.00031883255,0.0059718094,0.0034573213,0.0033611478,0.13032043,0.00019024618,0.19096763],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984595,0.0001250599,0.00030956947,0.0002555793,0.00021812257,0.0006321481],"domain_scores_gemma":[0.9987762,0.0004892797,0.000045568693,0.00026761775,0.00009601798,0.00032531796],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009796573,0.00013019661,0.00015346064,0.00007424552,0.00032797476,0.000021276492,0.00018162385,0.00018490461,0.7734016],"category_scores_gemma":[0.00085487624,0.000109731256,0.00006612989,0.00040121743,0.0000032428102,0.00009568435,0.00015056305,0.0005105259,0.1428881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004223359,0.0000063551656,0.00004872701,0.0010041064,0.000006955831,0.000035387504,0.0011844047,0.0000021374449,0.000004664646,0.0004091008,0.9952785,0.002015446],"study_design_scores_gemma":[0.00007807224,0.000019659765,0.00035872112,0.009085483,0.0000045199918,0.0000013658231,0.00066023605,0.00026653658,0.000010323195,0.00027367726,0.98913205,0.0001093668],"about_ca_topic_score_codex":0.000033754954,"about_ca_topic_score_gemma":0.000022787584,"teacher_disagreement_score":0.6643239,"about_ca_system_score_codex":0.00020361315,"about_ca_system_score_gemma":0.0004044638,"threshold_uncertainty_score":0.85777926},"labels":[],"label_agreement":null},{"id":"W6902250473","doi":"10.6084/m9.figshare.24712072","title":"Optimizing rural healthcare through improved team function: a case study of the Rural Surgical Obstetrical Networks programme","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Psychological intervention; Focus group; Health care; Rural health; Service delivery framework; Rural area; Sustainability; Service (business); Teamwork","score_opus":0.1258117532090246,"score_gpt":0.42367181424169054,"score_spread":0.29786006103266593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902250473","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9196428,0.0076986393,0.0000035505514,0.004662019,0.006364924,0.02395394,0.030572684,0.0029814334,0.0041200295],"genre_scores_gemma":[0.9891147,0.000018168445,0.0000421056,0.00049109454,0.0008343928,0.002123937,0.0062589752,0.00006923079,0.0010473973],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9951622,0.0011060588,0.0011295492,0.0004178633,0.0005710979,0.0016132214],"domain_scores_gemma":[0.996192,0.0015503332,0.0005371036,0.0008476383,0.00051069027,0.00036227558],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002699909,0.00035147966,0.00060336734,0.00008546628,0.0017776785,0.000029451694,0.00047351856,0.0004911179,0.009738191],"category_scores_gemma":[0.0009164181,0.00024564672,0.00020593125,0.0025040715,0.000028336664,0.0001917747,0.00080871256,0.0016365774,0.00055509555],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085269066,0.0011906527,0.038232416,0.0038729429,0.0002373545,0.002551711,0.06008351,0.0028656737,0.0000016904258,0.00017932159,0.86739993,0.022532107],"study_design_scores_gemma":[0.007704987,0.0025240248,0.008124336,0.010152511,0.0001094229,0.0005815337,0.7199381,0.020515738,0.0000019527918,0.00007298405,0.22942457,0.00084983796],"about_ca_topic_score_codex":0.0031057913,"about_ca_topic_score_gemma":0.0013999197,"teacher_disagreement_score":0.6598546,"about_ca_system_score_codex":0.0003602284,"about_ca_system_score_gemma":0.00038621444,"threshold_uncertainty_score":0.9999996},"labels":[],"label_agreement":null},{"id":"W6902282112","doi":"10.6084/m9.figshare.c.3786344_d3","title":"Additional file 3: Table S2. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Primary care; Data collection","score_opus":0.12525126979349951,"score_gpt":0.4054129089250582,"score_spread":0.28016163913155867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902282112","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011385429,0.00015569873,5.2397113e-9,0.00012754824,0.000067334986,0.00031074983,0.97288316,0.00000818994,0.015061906],"genre_scores_gemma":[0.17484343,0.000011010802,0.000119149365,0.00037773646,0.00006423583,0.00027385543,0.8209761,0.000013962029,0.0033205512],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99850273,0.00035830555,0.0003792028,0.00009869683,0.00028228643,0.00037877014],"domain_scores_gemma":[0.99458295,0.0044509373,0.00030949057,0.00025294465,0.00031866122,0.00008504216],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017606394,0.000105193,0.00025220602,0.000068365116,0.00049514277,0.000012759305,0.00029345107,0.000108728906,0.8837918],"category_scores_gemma":[0.006253604,0.0001090275,0.000011599505,0.00014068838,0.000024939685,0.00015750984,0.00019587127,0.00042485414,0.00014104461],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000338776,0.0000079306665,0.029075315,0.00015572312,0.0000022777754,0.0000028683512,0.00034673486,0.000007688592,1.0464259e-8,0.0000080448535,0.9695269,0.0008326688],"study_design_scores_gemma":[0.00020583408,0.0000064806063,0.6527357,0.01736027,3.1110017e-7,4.2068947e-7,0.0014452968,0.00021859129,1.6840053e-7,0.00007099515,0.32788625,0.000069696136],"about_ca_topic_score_codex":0.9196027,"about_ca_topic_score_gemma":0.994599,"teacher_disagreement_score":0.8836508,"about_ca_system_score_codex":0.000552566,"about_ca_system_score_gemma":0.0030523948,"threshold_uncertainty_score":0.74865997},"labels":[],"label_agreement":null},{"id":"W6902344285","doi":"10.6084/m9.figshare.29083827","title":"Additional file 1 of Comparison of the distribution of the dental hygienist workforce and population in Ontario: a geospatial analysis","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geospatial analysis; Workforce; Population; Distribution (mathematics); Work (physics); Geocoding","score_opus":0.043841917650281045,"score_gpt":0.4159267836732464,"score_spread":0.37208486602296537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902344285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9275546,0.000016840402,0.000010184094,0.00010478469,0.00008627702,0.0007214357,0.065296754,4.6923185e-7,0.00620863],"genre_scores_gemma":[0.98108006,4.7751195e-7,0.00037495274,0.000017330152,0.0000062038234,0.00006455987,0.0151977865,0.0000020424022,0.0032566157],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99862766,0.0002599358,0.00063670677,0.00013829334,0.00019046651,0.00014691937],"domain_scores_gemma":[0.9984011,0.0007205944,0.0005252567,0.00024168592,0.00008849367,0.00002289132],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020099398,0.00006828544,0.00029992225,0.00004398392,0.00022881736,0.0000049641712,0.0002698672,0.00009708796,0.15142986],"category_scores_gemma":[0.00031425938,0.000046009078,0.00006653982,0.00073016016,0.000089361376,0.000057957677,0.0003153552,0.00022316657,0.0000043798436],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007559341,0.00006875383,0.9291459,0.00002423989,0.000028122444,4.3185004e-8,0.00081041834,0.00020941245,0.0000020018213,0.00012492009,0.06609378,0.0034168253],"study_design_scores_gemma":[0.00024039911,0.00001589693,0.9381386,0.001004574,0.000071016046,5.5407813e-8,0.0014971658,0.00089441007,0.000025801412,0.00008769308,0.05799146,0.00003293789],"about_ca_topic_score_codex":0.11594399,"about_ca_topic_score_gemma":0.74345726,"teacher_disagreement_score":0.62751323,"about_ca_system_score_codex":0.0002443539,"about_ca_system_score_gemma":0.00036155563,"threshold_uncertainty_score":0.889943},"labels":[],"label_agreement":null},{"id":"W6902398402","doi":"10.6084/m9.figshare.c.3786344_d2.v1","title":"Additional file 2: Table S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Data collection","score_opus":0.12223137540473686,"score_gpt":0.40375497311925596,"score_spread":0.28152359771451907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902398402","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011397363,0.00013759587,5.0386033e-9,0.00013077664,0.00006747665,0.00031111253,0.9744458,0.000008177799,0.013501674],"genre_scores_gemma":[0.1448434,0.000011166299,0.0001131107,0.00036229394,0.00006199437,0.0002624111,0.8513279,0.000013490806,0.003004262],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9985121,0.00035039303,0.00037793245,0.000098642144,0.0002820941,0.0003788355],"domain_scores_gemma":[0.9944428,0.004597285,0.000308163,0.00025475147,0.00031121654,0.00008578855],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015426957,0.00010513224,0.00025179767,0.00006801435,0.00049549603,0.000012478494,0.0002931485,0.00010869531,0.9141796],"category_scores_gemma":[0.006515861,0.00010903398,0.000011670712,0.00013862258,0.000025032783,0.00015463836,0.00019624885,0.00042468397,0.00023699176],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033894477,0.000007889026,0.02646989,0.00014819685,0.0000022850247,0.000002860076,0.0003278064,0.000007812877,1.0689131e-8,0.000007366647,0.97213143,0.0008605829],"study_design_scores_gemma":[0.00020646797,0.0000064569062,0.6324793,0.017524099,3.1303088e-7,4.2152647e-7,0.0014663383,0.00021614034,1.966831e-7,0.000070627255,0.34795967,0.00006998484],"about_ca_topic_score_codex":0.92448366,"about_ca_topic_score_gemma":0.994632,"teacher_disagreement_score":0.9139426,"about_ca_system_score_codex":0.00055372244,"about_ca_system_score_gemma":0.0030007802,"threshold_uncertainty_score":0.78005654},"labels":[],"label_agreement":null},{"id":"W6902402871","doi":"10.6084/m9.figshare.26613649","title":"Additional file 1 of System interventions to support rural access to maternity care: an analysis of the rural surgical obstetrical networks program","year":2024,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Work (physics); MEDLINE; Rural health; Rural area; Qualitative research","score_opus":0.09366806583245783,"score_gpt":0.4978806362030928,"score_spread":0.40421257037063496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902402871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49001718,0.00014198007,0.000025860969,0.00050266436,0.0013531054,0.005844398,0.48776752,0.00004505717,0.014302241],"genre_scores_gemma":[0.9599485,0.0000012624188,0.0013224,0.00006138929,0.000166162,0.0017662048,0.032245547,0.000021563088,0.0044670184],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971291,0.0005884592,0.0010409706,0.00030941327,0.00042843836,0.0005036522],"domain_scores_gemma":[0.9972067,0.0013100571,0.00023437015,0.00052619894,0.00035194575,0.0003707359],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030654136,0.00016864705,0.00056606607,0.00025588978,0.00031074366,0.0001175976,0.0011462802,0.00018542363,0.5743076],"category_scores_gemma":[0.00019547709,0.0001197787,0.00034379415,0.0026497217,0.000059511207,0.00025188748,0.0011068843,0.0003672549,0.0005182053],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017860635,0.00027804272,0.010950995,0.0011445197,0.0003262404,0.000031015716,0.0028700472,0.0013485553,5.7794136e-7,0.00013093973,0.9247079,0.058032546],"study_design_scores_gemma":[0.0003490897,0.0007442014,0.08169558,0.013748072,0.00071389164,0.000009199367,0.03137041,0.0052469037,0.000009428622,0.0000045348247,0.8657896,0.0003190976],"about_ca_topic_score_codex":0.0010279488,"about_ca_topic_score_gemma":0.0024170897,"teacher_disagreement_score":0.5737894,"about_ca_system_score_codex":0.00038357283,"about_ca_system_score_gemma":0.0003669586,"threshold_uncertainty_score":0.66606534},"labels":[],"label_agreement":null},{"id":"W6902532861","doi":"10.6084/m9.figshare.26755396.v1","title":"Additional file 1 of Factors associated with satisfaction of the australian rural resident medical officer cadetship program: results from a cross-sectional study","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Officer; Data collection; Quality (philosophy); MEDLINE; Medical record; Public health; Rural health","score_opus":0.11488952635818556,"score_gpt":0.44061268840610435,"score_spread":0.3257231620479188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902532861","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22611684,0.000014729417,6.72632e-9,0.00010980266,0.00017905468,0.0011249053,0.77172107,0.00012533358,0.0006082796],"genre_scores_gemma":[0.5255148,1.5499182e-7,0.0000074205163,0.00002345401,0.0001416556,0.00079050736,0.47159284,0.000016014965,0.0019131849],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99655145,0.000497196,0.0008902245,0.00031274653,0.0013601516,0.000388221],"domain_scores_gemma":[0.99067795,0.007941282,0.0005103739,0.00027218866,0.0004274711,0.00017072484],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000183999,0.00018196877,0.00026252845,0.000065587024,0.00037021932,0.000025122577,0.00025434623,0.00039852055,0.97855663],"category_scores_gemma":[0.012548055,0.0001171097,0.00010309413,0.0005245314,0.000050252096,0.00013175735,0.00012984741,0.0009589823,0.00048217582],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010605467,0.000087730645,0.08501776,0.00013749233,0.000087867746,0.0000054012653,0.0010582209,0.000007881676,3.391951e-7,0.0000017943476,0.9133403,0.00014919267],"study_design_scores_gemma":[0.00043816702,0.00017959507,0.9086587,0.017502591,0.0000138041,5.9815955e-7,0.0018324476,0.000042280288,0.0000039040615,0.000014592986,0.07121556,0.00009774246],"about_ca_topic_score_codex":0.0026514626,"about_ca_topic_score_gemma":0.010400763,"teacher_disagreement_score":0.97807443,"about_ca_system_score_codex":0.00035355988,"about_ca_system_score_gemma":0.00137102,"threshold_uncertainty_score":0.9957697},"labels":[],"label_agreement":null},{"id":"W6904661755","doi":"10.14288/1.0075902","title":"The number of physicians in British Columbia as at December 1974 : selected tables","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Graduation (instrument); Directory; Regional hospital; Medical record","score_opus":0.009598702943687091,"score_gpt":0.2662413336401738,"score_spread":0.25664263069648674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6904661755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804112,0.000211349,0.000015477583,0.00024132157,0.0003252013,0.0008265162,0.00020807667,0.000096989635,0.017663885],"genre_scores_gemma":[0.96975327,0.00053000235,0.0002224948,0.00027035055,0.000070300135,0.000006125825,0.000054671455,0.000035339617,0.029057462],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9968866,0.00070422614,0.00050149445,0.0004995973,0.00047943176,0.00092861755],"domain_scores_gemma":[0.99741715,0.00068504387,0.0005171427,0.00050489523,0.0007025919,0.00017318121],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00067927735,0.00007333364,0.0006080262,0.000022896813,0.0017183286,0.000078396326,0.000602429,0.00033087755,0.0016560261],"category_scores_gemma":[0.0002940844,0.0002751852,0.00012442777,0.0009651522,0.00050540746,0.0002477035,0.00037733137,0.0004927262,0.00023716564],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022481714,0.00013964764,0.7496811,0.00026565525,0.00003138994,0.000040745737,0.0006145397,0.0000049399887,0.00003964565,0.000006344125,0.12411245,0.12504107],"study_design_scores_gemma":[0.001682061,0.0000694888,0.955891,0.001709903,0.000033435474,0.000033272972,0.005306203,0.00012936867,3.8334468e-7,0.00073191826,0.034182888,0.00023009053],"about_ca_topic_score_codex":0.9250431,"about_ca_topic_score_gemma":0.9982663,"teacher_disagreement_score":0.2062099,"about_ca_system_score_codex":0.0004395441,"about_ca_system_score_gemma":0.00033895197,"threshold_uncertainty_score":0.99997},"labels":[],"label_agreement":null},{"id":"W6904747828","doi":"10.14288/1.0075896","title":"Inventory update 96 : A regional analysis of health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"Open Collections","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Usability; Regional hospital; Health information; Information system; Human resources; Table (database)","score_opus":0.04846463078807604,"score_gpt":0.3843815548267297,"score_spread":0.33591692403865364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6904747828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6163327,0.0013539705,0.00083932653,0.0148386685,0.0010645245,0.013512425,0.0018012141,0.000120416524,0.35013673],"genre_scores_gemma":[0.7501712,0.000337915,0.0010650126,0.005192161,0.00008479508,0.00079708523,0.00011348665,0.00002772576,0.24221064],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99605817,0.0020137005,0.0009316594,0.000275392,0.0003064322,0.0004146638],"domain_scores_gemma":[0.99814695,0.00045635263,0.00063566765,0.00044371875,0.00022468343,0.00009264702],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002738918,0.00007836228,0.00059104146,0.00012983383,0.0023879476,0.00006728932,0.00058162253,0.00010529182,0.0010490367],"category_scores_gemma":[0.00019421267,0.0000967546,0.00010981894,0.0039637927,0.000117120755,0.000118479446,0.00014681561,0.00035848367,0.0000062844138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026216367,0.00023291387,0.03863364,0.00016469607,0.00009843085,0.0000012163412,0.0026075793,0.00012176093,5.3823663e-7,0.0002453286,0.95710444,0.00076324627],"study_design_scores_gemma":[0.0026553143,0.00060872384,0.20044333,0.0019741997,0.00038718284,0.000010225446,0.06399724,0.006474321,4.360092e-7,0.002499723,0.720597,0.00035229145],"about_ca_topic_score_codex":0.78008044,"about_ca_topic_score_gemma":0.9446568,"teacher_disagreement_score":0.23650743,"about_ca_system_score_codex":0.00028646394,"about_ca_system_score_gemma":0.0012834768,"threshold_uncertainty_score":0.99986416},"labels":[],"label_agreement":null},{"id":"W6904780307","doi":"10.14288/1.0075963","title":"Inventory 99 : a regional analysis of health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"Open Collections","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Human resources; Unit (ring theory); Human health; Usability; Information system; Health human resources","score_opus":0.055914486005607285,"score_gpt":0.39180907555904576,"score_spread":0.3358945895534385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6904780307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5163929,0.0012583422,0.00060294213,0.007993668,0.0008743379,0.011886226,0.0011898138,0.000095262636,0.45970654],"genre_scores_gemma":[0.7263693,0.00020829137,0.00075900095,0.0031687694,0.00007381236,0.0007192742,0.000062941755,0.000021681355,0.26861688],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962335,0.0019401584,0.00088290253,0.00025547823,0.00030096408,0.00038698618],"domain_scores_gemma":[0.99810904,0.0005884636,0.00058791053,0.00041115133,0.00021768121,0.000085743435],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026367656,0.00007173949,0.0005653274,0.00012273027,0.0023381917,0.00005904915,0.00053835893,0.00010325941,0.0009046005],"category_scores_gemma":[0.0002329596,0.00008889997,0.00010762733,0.0039535905,0.00011379429,0.00010028271,0.00013083192,0.00034081435,0.0000040156224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022668653,0.00024808882,0.039296642,0.00017571144,0.00008945987,0.000001037179,0.0037242644,0.00011319679,6.3092233e-7,0.00018407655,0.95536935,0.0007748935],"study_design_scores_gemma":[0.002914287,0.0008594437,0.32747763,0.0024978085,0.00040606887,0.0000111573545,0.1025288,0.0069446163,3.584672e-7,0.0024941924,0.55349094,0.00037470076],"about_ca_topic_score_codex":0.83601815,"about_ca_topic_score_gemma":0.95705676,"teacher_disagreement_score":0.40187842,"about_ca_system_score_codex":0.0002945936,"about_ca_system_score_gemma":0.0013294689,"threshold_uncertainty_score":0.9989606},"labels":[],"label_agreement":null},{"id":"W6906574559","doi":"10.17632/fs4kwd29gf.1","title":"Romania rural health dataset 2015-2017","year":2021,"lang":"en","type":"dataset","venue":"Data Archiving and Networked Services (DANS)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dyslipidemia; Obesity; Diabetes mellitus; Disease; Quarter (Canadian coin); Stroke (engine); Rural area; Population; Risk factor","score_opus":0.05195039885621714,"score_gpt":0.4332127240084899,"score_spread":0.38126232515227276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6906574559","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006619479,0.012217608,0.000028933224,0.0015841133,0.002828606,0.0013447733,0.9807965,0.0001926425,0.00034486846],"genre_scores_gemma":[0.00006885481,0.029599179,0.0007446463,0.008403897,0.0029959371,0.000102398924,0.9576373,0.000102055856,0.00034569245],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.989782,0.0029116129,0.0019241329,0.0019038789,0.0008477806,0.0026306119],"domain_scores_gemma":[0.9887596,0.0014186702,0.0015632048,0.0069336616,0.00009950376,0.0012253559],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026772812,0.0010760044,0.0018152344,0.0002251991,0.003315863,0.00017764694,0.004842236,0.0007146669,0.0005480753],"category_scores_gemma":[0.000076226155,0.00097311387,0.00008748652,0.0005041568,0.00020986664,0.00057893543,0.007978881,0.003258146,0.0008067511],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010694954,0.00008759525,0.0010908518,0.0070439326,0.00013273204,0.00010287787,0.00096386723,0.000013428691,7.3713863e-7,0.000018315108,0.9889718,0.0014669037],"study_design_scores_gemma":[0.0006841746,0.00010903358,0.0025060778,0.011074802,0.00017028293,0.000048172056,0.0044095423,0.0017405613,3.7075598e-8,0.00007501917,0.9784035,0.0007787745],"about_ca_topic_score_codex":0.053648423,"about_ca_topic_score_gemma":0.13275418,"teacher_disagreement_score":0.07910576,"about_ca_system_score_codex":0.00024637036,"about_ca_system_score_gemma":0.001078706,"threshold_uncertainty_score":0.9999712},"labels":[],"label_agreement":null},{"id":"W6907369450","doi":"10.20381/ruor-30288","title":"New Graduate Nurse Transition to Practice and Retention in Rural Settings: A Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"University of Ottawa - Library","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Transition (genetics); Economic shortage; Job embeddedness; Nursing practice; Qualitative research","score_opus":0.032613301687760554,"score_gpt":0.4023137009362883,"score_spread":0.36970039924852777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907369450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9335639,0.00062075467,0.0046750186,0.041367166,0.0009692551,0.0020652749,0.0000384954,0.00036972476,0.016330436],"genre_scores_gemma":[0.7900479,0.00015571053,0.19496304,0.0015208349,0.00015678119,0.0000031093846,0.00006697502,0.0000433134,0.013042318],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9974661,0.0015079511,0.0002899053,0.00027162838,0.00017547714,0.00028895706],"domain_scores_gemma":[0.9988841,0.00060276216,0.00009967364,0.00016369492,0.00003811911,0.00021168111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008133781,0.00011867707,0.00023662126,0.00028726482,0.00021791107,0.0000145019585,0.00013545991,0.000121191384,0.00027489697],"category_scores_gemma":[0.00008289292,0.0001332861,0.000041612566,0.000658716,0.000028549412,0.0013294857,0.000089465415,0.00042572466,0.000056711055],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013912906,0.000437872,0.019625098,0.0018952958,0.00014980006,0.0005006922,0.3247551,0.00004668971,0.0003295456,0.010994141,0.47683868,0.16303581],"study_design_scores_gemma":[0.0018716011,0.0007182513,0.05732382,0.0029222975,0.00017679455,0.000008160483,0.65119797,0.0009054775,0.000041956577,0.0015074472,0.28303784,0.00028838485],"about_ca_topic_score_codex":0.002966961,"about_ca_topic_score_gemma":0.00027138556,"teacher_disagreement_score":0.3264429,"about_ca_system_score_codex":0.00007939716,"about_ca_system_score_gemma":0.00022391358,"threshold_uncertainty_score":0.543525},"labels":[],"label_agreement":null},{"id":"W6907605776","doi":"10.25384/sage.24306133","title":"sj-pdf-1-cph-10.1177_17151635231202754 – Supplemental material for Understanding the experiences of Black Nova Scotians with community pharmacists","year":2023,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova (rocket); Work (physics); Community pharmacy; Qualitative research; Community practice","score_opus":0.3309540236444325,"score_gpt":0.5149444533600256,"score_spread":0.1839904297155931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907605776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94592685,0.0006866471,0.005068907,0.006031896,0.004411545,0.0045952853,0.028070178,0.0002453061,0.0049634073],"genre_scores_gemma":[0.9916734,0.0008998017,0.00050188665,0.0006541019,0.0006001127,0.000103468075,0.0033765223,0.000051691994,0.0021390112],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9958483,0.0012317538,0.0010185726,0.00029610575,0.00061154563,0.0009936964],"domain_scores_gemma":[0.9962531,0.0014162032,0.0007054436,0.0012573272,0.0001472966,0.00022065027],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004515386,0.00025353563,0.00046135875,0.00013609948,0.0024705145,0.000072873045,0.0018636904,0.00012409795,0.06883806],"category_scores_gemma":[0.00019289492,0.0001665397,0.000060652248,0.0006879369,0.00040025482,0.00053132145,0.0010368163,0.00082553894,0.00030482456],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010117489,0.00017317706,0.0052423663,0.0010935478,0.0002108426,0.000031989886,0.14104857,0.00003509462,0.00087896024,0.00009853798,0.8485163,0.0016588809],"study_design_scores_gemma":[0.0039357,0.00045249218,0.00065210107,0.004211866,0.00013318636,0.000028899583,0.9503884,0.000913286,0.0007339956,0.0015352914,0.03665756,0.0003572648],"about_ca_topic_score_codex":0.00047094017,"about_ca_topic_score_gemma":0.0009746182,"teacher_disagreement_score":0.8118587,"about_ca_system_score_codex":0.00026567254,"about_ca_system_score_gemma":0.00040345496,"threshold_uncertainty_score":0.9988281},"labels":[],"label_agreement":null},{"id":"W6907950246","doi":"10.25384/sage.24265368","title":"sj-docx-1-cjn-10.1177_08445621231204962 - Supplemental material for Help Wanted, Experience Preferred, Stamina a Must: A Narrative Review of the Contextual Factors Influencing Nursing Recruitment and Retention in Rural and Remote Western Canada from the Early Twentieth Century to 2023","year":2023,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Narrative; Narrative review; Nursing research; Narrative inquiry; Rural area; MEDLINE; Context (archaeology)","score_opus":0.14194802706598458,"score_gpt":0.4452289498438681,"score_spread":0.30328092277788354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907950246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9599993,0.012888511,0.000016200598,0.0037455414,0.0013419065,0.0045630373,0.017415134,0.000016208034,0.000014125461],"genre_scores_gemma":[0.9671191,0.028428413,0.00018176995,0.0013953283,0.00026289758,0.00017948294,0.0019211572,0.000041414845,0.00047042244],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99608946,0.0010327603,0.0011766183,0.00042188042,0.00057655346,0.00070273236],"domain_scores_gemma":[0.99775094,0.00053042406,0.000671425,0.0006893858,0.00014121085,0.00021664139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015574892,0.0002565427,0.00051027327,0.00006545288,0.000834704,0.000059634844,0.0006487438,0.00009896383,0.0008013453],"category_scores_gemma":[0.0005136509,0.00016401474,0.000040458868,0.0004342012,0.00010506617,0.00045120978,0.00075117446,0.00043611685,0.0000025457134],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017826435,0.000104355524,0.22269052,0.004356584,0.00023894175,0.000051342548,0.40865082,0.000003331074,0.004760023,0.0000074600043,0.19809732,0.15925667],"study_design_scores_gemma":[0.0018842407,0.00023130492,0.33018115,0.14744574,0.00010440588,0.000009921121,0.48518157,0.00010887806,0.00018724092,0.00008255897,0.034249265,0.00033372705],"about_ca_topic_score_codex":0.32513565,"about_ca_topic_score_gemma":0.35868686,"teacher_disagreement_score":0.16384806,"about_ca_system_score_codex":0.0005313253,"about_ca_system_score_gemma":0.00048569136,"threshold_uncertainty_score":0.8774169},"labels":[],"label_agreement":null},{"id":"W6910420289","doi":"10.4225/03/586dc2cfacf7c","title":"Athena's journey: medicine and the feminine","year":2017,"lang":"en","type":"article","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Triangulation; Qualitative research; Medical profession; Work (physics); Cohort; Feminism","score_opus":0.0897849143766664,"score_gpt":0.417110898185121,"score_spread":0.32732598380845457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6910420289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56925184,0.00041324587,0.000037265017,0.07675961,0.00055569643,0.0004922301,0.000009484216,0.000067851324,0.35241276],"genre_scores_gemma":[0.9509521,0.00080368354,0.00009150199,0.0012524948,0.00025927712,7.9753926e-7,0.0000023082553,0.000007087671,0.046630766],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989269,0.00028742847,0.00014309284,0.0001659058,0.00015862858,0.0003180685],"domain_scores_gemma":[0.99844426,0.0004868198,0.00025649715,0.0005473692,0.000097004355,0.00016804585],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007924503,0.00009531682,0.00023298794,0.00003420066,0.0046349233,0.0000074143645,0.00045547547,0.0001072071,0.0004924324],"category_scores_gemma":[0.0003391789,0.000061002094,0.000028167524,0.000049066122,0.00075408927,0.000121483754,0.0004163542,0.00040123623,0.000098634555],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013060878,0.000034290293,0.38402635,0.00017867253,0.00007130386,0.00012437512,0.034416143,0.0000017973263,0.000018106959,0.23460358,0.33724234,0.007976942],"study_design_scores_gemma":[0.004742416,0.000042452255,0.17316867,0.00032402852,0.000045032306,0.0000026275302,0.017801302,0.0001208672,0.0000011024637,0.0025467863,0.80111367,0.00009103253],"about_ca_topic_score_codex":0.004286002,"about_ca_topic_score_gemma":0.0006990768,"teacher_disagreement_score":0.46387133,"about_ca_system_score_codex":0.00010723147,"about_ca_system_score_gemma":0.00006755984,"threshold_uncertainty_score":0.9966609},"labels":[],"label_agreement":null},{"id":"W6911361302","doi":"10.5281/zenodo.11434483","title":"Disparities in Access to a Regular Primary Care Physician Among First-Generation Migrants with Early Psychosis in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Primary care; Subject (documents); Confidentiality; Immigration; Primary care physician; MEDLINE","score_opus":0.04689031547057636,"score_gpt":0.31768433380176847,"score_spread":0.2707940183311921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6911361302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95876634,0.00022471527,0.00006824636,0.001956893,0.00023844447,0.0015889653,0.00013269286,0.00028200838,0.0367417],"genre_scores_gemma":[0.995647,0.000035825997,0.00006828297,0.00097482215,0.00012376274,0.0000018915101,0.0011160697,0.00062195567,0.0014104024],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99753094,0.00041566757,0.00040548216,0.0005095839,0.00047606655,0.00066227256],"domain_scores_gemma":[0.99898136,0.00004143769,0.0000677342,0.0003689566,0.00031553855,0.00022498991],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035744713,0.00017698991,0.00022604057,0.0003096758,0.0014798872,0.0003621046,0.0006393681,0.00009213752,0.0016421615],"category_scores_gemma":[0.000068737165,0.0001743885,0.000021071653,0.0010871991,0.000055503588,0.00047950447,0.0004820653,0.0006658749,0.0004751716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005929394,0.00018822728,0.11505339,0.003008878,0.000065412794,0.0002609824,0.06319835,0.0022655574,0.0001875516,0.0016055402,0.7756159,0.037957296],"study_design_scores_gemma":[0.00044160258,0.00013667044,0.40424606,0.0018517589,0.00000709397,0.000002050805,0.0016260681,0.00017661086,0.000018070052,0.000024230956,0.59126806,0.00020172067],"about_ca_topic_score_codex":0.9091804,"about_ca_topic_score_gemma":0.96576005,"teacher_disagreement_score":0.28919265,"about_ca_system_score_codex":0.0032864662,"about_ca_system_score_gemma":0.000120669436,"threshold_uncertainty_score":0.99982005},"labels":[],"label_agreement":null},{"id":"W6920368930","doi":"10.60692/nqa30-q3y42","title":"Accommodate or Reject: The Role of Local Communities in the Retention of Health Workers in Rural Tanzania","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Tanzania; Focus group; Workforce; Thematic analysis; Local government; Rural health; Qualitative research; Community health; Government (linguistics); Public health","score_opus":0.07401000970197844,"score_gpt":0.3394909006669538,"score_spread":0.2654808909649754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920368930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925184,0.00011227823,0.00043770715,0.00077363075,0.0002606458,0.0011513216,0.00007875002,0.000035694604,0.0046315747],"genre_scores_gemma":[0.9990953,0.0000055679907,0.00006384206,0.0005386036,0.000020132842,0.00013300269,0.00006630034,0.000007517759,0.00006968519],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9945136,0.0026935986,0.0019322075,0.00006473629,0.0003821502,0.0004137652],"domain_scores_gemma":[0.99790466,0.00018089835,0.000997568,0.00063049124,0.0002478803,0.000038507045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003436445,0.00013495103,0.0004297368,0.00016929643,0.00034091773,0.000018236002,0.00036744916,0.00014498785,0.000055923043],"category_scores_gemma":[0.000041655505,0.000075590295,0.00005425267,0.00077801297,0.0000861364,0.0003383628,0.00013071291,0.00045781827,0.00005848425],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017169818,0.000004682129,0.6434421,0.0011835488,0.000008072266,7.1662225e-7,0.3519433,0.00015929944,1.6580813e-7,0.0010589813,0.00014288984,0.0018845049],"study_design_scores_gemma":[0.00067167217,0.00004037214,0.19880398,0.0030740376,0.000004601952,0.000006557986,0.795594,0.0010096491,0.000014264285,0.000012947135,0.00071381044,0.000054163767],"about_ca_topic_score_codex":0.0054948204,"about_ca_topic_score_gemma":0.0011296859,"teacher_disagreement_score":0.44463816,"about_ca_system_score_codex":0.0002994223,"about_ca_system_score_gemma":0.00040590152,"threshold_uncertainty_score":0.8306561},"labels":[],"label_agreement":null},{"id":"W6920489851","doi":"10.60692/nqn04-gv947","title":"Towards advancement of nursing in Ghana: The role of the Ghanaian‐Diaspora Nursing Alliance (G‐DNA)","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Health care; Workforce; Alliance; Equity (law); Occupational health nursing; Nursing shortage; Nurse education; Work (physics); Health policy; Skill mix","score_opus":0.06727467376492685,"score_gpt":0.36448640005495947,"score_spread":0.2972117262900326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920489851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97850585,0.00008286567,0.00052728225,0.0014158811,0.0013302738,0.0019059925,0.00009148497,0.00012493662,0.016015457],"genre_scores_gemma":[0.99926764,0.0000028545608,0.00012879992,0.00015170978,0.000070541435,0.00013404828,0.0000106213065,0.000012710858,0.00022107143],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9970229,0.00036299723,0.0013838853,0.00013050172,0.00056126766,0.00053841603],"domain_scores_gemma":[0.99805003,0.000044999,0.0010047521,0.0005802436,0.00025159607,0.00006836542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109155,0.0001653722,0.00035129857,0.00015516274,0.00037363416,0.000010738595,0.00039965447,0.000149709,0.000024349498],"category_scores_gemma":[0.000057523015,0.00010206087,0.00008041888,0.0011400083,0.00010389606,0.00032712033,0.00007422331,0.00025058803,0.00023840362],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012197674,0.000008450953,0.16567166,0.0013341652,0.000018342591,5.855562e-7,0.8136055,0.0009104134,0.000005271858,0.0054155746,0.0004264563,0.012481626],"study_design_scores_gemma":[0.0006942103,0.00003124624,0.16744092,0.01172169,0.000019404088,0.0000017522132,0.8147889,0.0034653458,0.000631244,0.000054258624,0.0010322036,0.00011886143],"about_ca_topic_score_codex":0.0001301687,"about_ca_topic_score_gemma":0.0000065148797,"teacher_disagreement_score":0.020761816,"about_ca_system_score_codex":0.0006806609,"about_ca_system_score_gemma":0.00022531133,"threshold_uncertainty_score":0.41619214},"labels":[],"label_agreement":null},{"id":"W6920667836","doi":"10.6084/m9.figshare.16442210.v1","title":"Additional file 1 of Exploring the impact of rural health system factors on physician burnout: a mixed-methods study in Northern Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Memorial University of Newfoundland","funders":"","keywords":"Rural health; Public health; Rural population; Rural area; Health care; Data collection; MEDLINE","score_opus":0.09685998671815907,"score_gpt":0.43428794863640285,"score_spread":0.33742796191824376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920667836","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15275668,0.0000682425,3.3023102e-8,0.000049821683,0.0001243494,0.0007475307,0.8450828,0.00002203675,0.0011484788],"genre_scores_gemma":[0.6123987,5.0084617e-7,0.000032886805,0.00010832959,0.00011011488,0.0019270855,0.38527855,0.000023453102,0.00012037049],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99654263,0.0015737658,0.0007327617,0.00018726599,0.00041415085,0.00054943707],"domain_scores_gemma":[0.9925945,0.005893315,0.0006011333,0.00042274944,0.00033077353,0.00015753297],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016413724,0.00019390363,0.0005300758,0.0000581648,0.00032121068,0.000004129269,0.00024119967,0.000058803806,0.6645752],"category_scores_gemma":[0.0018361289,0.00013480542,0.00011010531,0.0005637121,0.0000065998097,0.00006399617,0.00013217202,0.0004996153,0.00010739107],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001627316,0.00010581842,0.0047602616,0.0006465127,0.000030092044,0.00000729652,0.0032846997,0.00017625216,3.5811027e-7,0.0000027748752,0.9888448,0.002124828],"study_design_scores_gemma":[0.00034734345,0.00030411445,0.68599534,0.033406407,0.00000370409,8.65418e-7,0.21307075,0.00006855909,0.0000128505835,0.0000044034496,0.06662808,0.00015757873],"about_ca_topic_score_codex":0.31616673,"about_ca_topic_score_gemma":0.7520711,"teacher_disagreement_score":0.9222168,"about_ca_system_score_codex":0.0015673534,"about_ca_system_score_gemma":0.0046875705,"threshold_uncertainty_score":0.8315549},"labels":[],"label_agreement":null},{"id":"W6920669049","doi":"10.6084/m9.figshare.26591621.v1","title":"Additional file 1 of “I wish I had known what I was getting into”: a qualitative study exploring the experiences of Canadians who study medicine abroad","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Western University","funders":"","keywords":"Qualitative research; Wish; Semi-structured interview; Study abroad; Chose; Interview; Qualitative analysis","score_opus":0.14516854302087295,"score_gpt":0.48148171339933266,"score_spread":0.3363131703784597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920669049","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06493838,0.0017336864,7.760824e-8,0.0005969294,0.00061139587,0.0025283438,0.92527074,0.00010508959,0.0042153336],"genre_scores_gemma":[0.67552346,0.00001882619,0.0000751167,0.000517526,0.0009806746,0.034610227,0.282722,0.00006715309,0.0054850397],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9963279,0.0011107352,0.00095145614,0.0004020434,0.0007017758,0.0005061232],"domain_scores_gemma":[0.98591936,0.012697898,0.00035452808,0.0003854721,0.0004603192,0.0001824326],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048201755,0.00022270776,0.00049029593,0.00016280967,0.00068322755,0.000024841838,0.00045203202,0.000077874436,0.9625425],"category_scores_gemma":[0.0062066177,0.00015264995,0.00006335526,0.0007916413,0.000072539144,0.00053267897,0.00021841006,0.0005684511,0.0005891272],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066595503,0.00004619253,0.000009136549,0.00034634987,0.000030912855,0.000010392094,0.48304567,0.0000013293769,1.0377201e-7,0.0000059816225,0.5149509,0.0015463944],"study_design_scores_gemma":[0.00014388176,0.00041171757,0.00057885755,0.031492826,0.000011303391,4.686774e-7,0.6748286,0.000042786156,0.0000011032163,0.00003588038,0.29236108,0.00009147503],"about_ca_topic_score_codex":0.0070594507,"about_ca_topic_score_gemma":0.021568533,"teacher_disagreement_score":0.9619534,"about_ca_system_score_codex":0.00021891145,"about_ca_system_score_gemma":0.0007391361,"threshold_uncertainty_score":0.9995526},"labels":[],"label_agreement":null},{"id":"W6920686247","doi":"10.6084/m9.figshare.26945418.v1","title":"Additional file 1 of Building a learning health care community in rural and remote areas: a systematic review","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Health care; Data collection; MEDLINE; Public health; Key (lock); Rural area","score_opus":0.06751630078775107,"score_gpt":0.4339169909353138,"score_spread":0.3664006901475627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920686247","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000035509016,0.07956717,1.505672e-7,0.00018800255,0.000028209213,0.0015671055,0.91665477,0.00012034169,0.0018387171],"genre_scores_gemma":[0.0041981093,0.00038030985,0.0003876779,0.001339801,0.00006203174,0.0014657734,0.99156487,0.000031165895,0.0005702669],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9967105,0.0017591851,0.0007687826,0.00014699169,0.00021839126,0.0003961757],"domain_scores_gemma":[0.99334687,0.005784269,0.00031741682,0.00024775896,0.00016357197,0.00014012698],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031325893,0.00014736434,0.0006144815,0.00010461718,0.00046911984,0.000010660556,0.00016188277,0.000112676156,0.87855655],"category_scores_gemma":[0.0097420355,0.00013096437,0.000059404632,0.0004249849,0.000008917886,0.000096875934,0.00019214622,0.001300318,0.00074756413],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001750133,0.000002699202,0.0000012197688,0.43318063,0.000004072014,0.000003006207,0.0013598811,5.4248596e-7,2.2016861e-8,0.000004862209,0.5647322,0.0007091174],"study_design_scores_gemma":[0.000051799678,0.00005323346,0.00015263619,0.800543,0.000006713078,0.0000069949133,0.006415012,0.00031662674,4.5342883e-8,0.000020526155,0.192358,0.00007538153],"about_ca_topic_score_codex":0.0006176438,"about_ca_topic_score_gemma":0.0007145121,"teacher_disagreement_score":0.877809,"about_ca_system_score_codex":0.00040843897,"about_ca_system_score_gemma":0.0005742234,"threshold_uncertainty_score":0.99859935},"labels":[],"label_agreement":null},{"id":"W6920687381","doi":"10.6084/m9.figshare.26723906.v1","title":"Additional file 1 of Are recent health, welfare and care graduates part of a rural and remote workforce solution? Evidence from Tasmania, Australia","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Welfare; Table (database); Workforce development; Quarter (Canadian coin)","score_opus":0.14155951276132486,"score_gpt":0.4157557264117041,"score_spread":0.2741962136503793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920687381","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012570437,0.019198796,2.1774365e-7,0.002681281,0.00015824389,0.0007268452,0.97559786,0.00009390079,0.00028578797],"genre_scores_gemma":[0.03611449,0.00078067486,0.00109612,0.00024336278,0.00034380233,0.00049453316,0.9590168,0.000038363563,0.001871877],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978372,0.00026036781,0.00070153986,0.0003436043,0.0003433888,0.0005139178],"domain_scores_gemma":[0.996173,0.0024238452,0.00044432862,0.00028079527,0.0004053857,0.00027261657],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000074224256,0.00022034267,0.0004291873,0.00008056351,0.0004374642,0.000017257458,0.00015099614,0.00022192053,0.92335933],"category_scores_gemma":[0.0018654879,0.00020644686,0.00005870362,0.0003226044,0.000045427158,0.00019933157,0.00019468207,0.00046972692,0.00055612007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028460287,0.00000693971,0.00013271203,0.0037967658,0.000015757276,0.0000052900295,0.0017421696,0.000001343352,7.324552e-7,0.000015952994,0.9801543,0.014099624],"study_design_scores_gemma":[0.000114386785,0.00009322205,0.013117053,0.15980102,0.000010908257,0.0000032170212,0.006181751,0.00013142981,0.000005201019,0.00014798976,0.8202513,0.00014255923],"about_ca_topic_score_codex":0.0012124927,"about_ca_topic_score_gemma":0.001369942,"teacher_disagreement_score":0.9228032,"about_ca_system_score_codex":0.00019749849,"about_ca_system_score_gemma":0.00038103576,"threshold_uncertainty_score":0.84186584},"labels":[],"label_agreement":null},{"id":"W6920700281","doi":"10.6084/m9.figshare.29083827.v1","title":"Additional file 1 of Comparison of the distribution of the dental hygienist workforce and population in Ontario: a geospatial analysis","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geospatial analysis; Workforce; Population; Distribution (mathematics); Work (physics); Geocoding","score_opus":0.038606496743949524,"score_gpt":0.37914860465121336,"score_spread":0.34054210790726386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920700281","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09763826,0.00003415972,6.959879e-7,0.00004478024,0.000042842436,0.0004108025,0.9003972,0.000004802117,0.0014265095],"genre_scores_gemma":[0.58401144,1.2395648e-7,0.000018739172,0.000022578126,0.0000063274747,0.00013121201,0.41508025,0.0000017160733,0.0007276355],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9987584,0.00019243475,0.0005553863,0.00012076207,0.00021581576,0.00015724305],"domain_scores_gemma":[0.9980683,0.001028204,0.00051900593,0.00022428883,0.00013719698,0.00002304865],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000052718442,0.000073773095,0.00026012937,0.000050888677,0.00020377157,0.0000021466951,0.00016810991,0.00011870505,0.7236012],"category_scores_gemma":[0.0013363367,0.00005081552,0.00009544436,0.000805658,0.00002303416,0.00003860704,0.00018742954,0.00026566104,0.000009810763],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019596051,0.000027958597,0.37392235,0.00013846849,0.000014831697,3.106859e-8,0.00022520106,0.00016406697,2.5357616e-7,0.00005118238,0.6251835,0.00025254482],"study_design_scores_gemma":[0.00013568008,0.000010288713,0.88646847,0.0055025322,0.000028413044,4.4433293e-8,0.0004163576,0.0010741028,0.0000074110394,0.00005623462,0.10626871,0.000031768428],"about_ca_topic_score_codex":0.02728337,"about_ca_topic_score_gemma":0.4408994,"teacher_disagreement_score":0.72359145,"about_ca_system_score_codex":0.00025766485,"about_ca_system_score_gemma":0.00028837132,"threshold_uncertainty_score":0.97919405},"labels":[],"label_agreement":null},{"id":"W6920825407","doi":"10.6084/m9.figshare.24709048.v1","title":"Additional file 1 of Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Government (linguistics); Work (physics); Rural population; Data collection; MEDLINE","score_opus":0.06233226775201581,"score_gpt":0.4288760720435113,"score_spread":0.36654380429149547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920825407","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021036144,0.00034048455,5.316038e-9,0.0016302024,0.00007225529,0.0004178232,0.97611773,0.000046843947,0.019271065],"genre_scores_gemma":[0.0104077915,0.000032729742,0.00007260249,0.00042494628,0.0002488784,0.0012257254,0.98456883,0.000017822738,0.0030006683],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99826026,0.00042576806,0.00046979502,0.00012661026,0.00041763677,0.00029992583],"domain_scores_gemma":[0.9845435,0.0141851455,0.00074202364,0.00020243043,0.00020709282,0.00011982325],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00030425284,0.000094602576,0.00020490243,0.0001032395,0.00020556044,0.0000030324263,0.00018833141,0.00022244122,0.9835025],"category_scores_gemma":[0.012223444,0.00007235035,0.000034654633,0.0005379218,0.000051202052,0.00017488547,0.00019736544,0.0004925549,0.0020253335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002023422,0.000027380987,0.00013006346,0.0006186887,0.000007730025,0.0000043673167,0.0009360574,4.555141e-7,0.0000010356107,0.00010212621,0.99727,0.0008818974],"study_design_scores_gemma":[0.00023685253,0.000029797604,0.032559562,0.009274671,0.000003287911,0.0000035944722,0.006235161,0.00009711229,0.0000032332284,0.00017263835,0.9513215,0.00006263383],"about_ca_topic_score_codex":0.000059417707,"about_ca_topic_score_gemma":0.0005029717,"teacher_disagreement_score":0.98147714,"about_ca_system_score_codex":0.000061709245,"about_ca_system_score_gemma":0.00089146575,"threshold_uncertainty_score":0.9987517},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W6920827627","doi":"10.6084/m9.figshare.23536066","title":"Additional file 1 of Strategies for specialty training of healthcare professionals in low-resource settings: a systematic review on evidence from stroke care","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; Population Health Research Institute; McMaster University","funders":"","keywords":"Specialty; Health care; Health professionals; Training (meteorology); MEDLINE","score_opus":0.13128422109986226,"score_gpt":0.4481927846181175,"score_spread":0.31690856351825525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920827627","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001888819,0.0058355886,8.566919e-8,0.0008243489,0.00006332608,0.005494957,0.98663497,0.000096079806,0.0008617775],"genre_scores_gemma":[0.0058479067,0.00005777955,0.0002829204,0.0018304281,0.00027122413,0.019069811,0.9716429,0.000046186473,0.0009508352],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9958504,0.00084705785,0.0015983777,0.00040861627,0.00066245935,0.00063313066],"domain_scores_gemma":[0.9732326,0.02413741,0.0013656483,0.00044265424,0.000673078,0.00014857984],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00036518657,0.00024382117,0.0011346601,0.00017109007,0.000263682,0.0000062909885,0.00040595597,0.00026049293,0.8038077],"category_scores_gemma":[0.022971934,0.00021107754,0.00017218519,0.00063356146,0.000015227118,0.0001542575,0.00013486913,0.0005020656,0.0009982042],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025074229,0.000011811829,0.0000037569125,0.3769005,0.000007811878,0.000002496961,0.004327001,0.000008583062,3.3488016e-7,0.000014400416,0.61862934,0.00006886494],"study_design_scores_gemma":[0.00018795356,0.00010793665,0.00043487686,0.8855093,0.000013552979,2.1349922e-7,0.069138646,0.00007142724,0.0000040213263,0.000053484335,0.04434408,0.00013450708],"about_ca_topic_score_codex":0.000081192,"about_ca_topic_score_gemma":0.0006596865,"teacher_disagreement_score":0.8028095,"about_ca_system_score_codex":0.00025179225,"about_ca_system_score_gemma":0.0018334978,"threshold_uncertainty_score":0.99977964},"labels":[],"label_agreement":null},{"id":"W6920919766","doi":"10.6084/m9.figshare.16442210","title":"Additional file 1 of Exploring the impact of rural health system factors on physician burnout: a mixed-methods study in Northern Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Memorial University of Newfoundland","funders":"","keywords":"Rural health; Public health; Rural population; Rural area; Health care; Data collection; MEDLINE","score_opus":0.09685998671815907,"score_gpt":0.43428794863640285,"score_spread":0.33742796191824376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920919766","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15275668,0.0000682425,3.3023102e-8,0.000049821683,0.0001243494,0.0007475307,0.8450828,0.00002203675,0.0011484788],"genre_scores_gemma":[0.6123987,5.0084617e-7,0.000032886805,0.00010832959,0.00011011488,0.0019270855,0.38527855,0.000023453102,0.00012037049],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99654263,0.0015737658,0.0007327617,0.00018726599,0.00041415085,0.00054943707],"domain_scores_gemma":[0.9925945,0.005893315,0.0006011333,0.00042274944,0.00033077353,0.00015753297],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016413724,0.00019390363,0.0005300758,0.0000581648,0.00032121068,0.000004129269,0.00024119967,0.000058803806,0.6645752],"category_scores_gemma":[0.0018361289,0.00013480542,0.00011010531,0.0005637121,0.0000065998097,0.00006399617,0.00013217202,0.0004996153,0.00010739107],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001627316,0.00010581842,0.0047602616,0.0006465127,0.000030092044,0.00000729652,0.0032846997,0.00017625216,3.5811027e-7,0.0000027748752,0.9888448,0.002124828],"study_design_scores_gemma":[0.00034734345,0.00030411445,0.68599534,0.033406407,0.00000370409,8.65418e-7,0.21307075,0.00006855909,0.0000128505835,0.0000044034496,0.06662808,0.00015757873],"about_ca_topic_score_codex":0.31616673,"about_ca_topic_score_gemma":0.7520711,"teacher_disagreement_score":0.9222168,"about_ca_system_score_codex":0.0015673534,"about_ca_system_score_gemma":0.0046875705,"threshold_uncertainty_score":0.8315549},"labels":[],"label_agreement":null},{"id":"W6920944839","doi":"10.6084/m9.figshare.14759714.v1","title":"Additional file 2 of Distributed education enables distributed economic impact: the economic contribution of the Northern Ontario School of Medicine to communities in Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Compulsory education; Data file","score_opus":0.02910116950742346,"score_gpt":0.32589688152709784,"score_spread":0.29679571201967436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920944839","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.069446936,0.000102663456,1.2084512e-7,0.0007219923,0.00013082848,0.00059382815,0.92815727,0.0000049892674,0.0008413868],"genre_scores_gemma":[0.42592528,0.0000015908241,0.0000036627687,0.00016875389,0.000052154603,0.00039915342,0.57324916,0.000005780503,0.00019444907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998261,0.0003720931,0.0007975039,0.00011709361,0.0001487709,0.00030357495],"domain_scores_gemma":[0.99510777,0.003097514,0.00068817456,0.0004874625,0.0005018988,0.00011720538],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000105352905,0.00013207365,0.00037277435,0.00003556251,0.00021445825,0.0000029677196,0.0003618546,0.000089735135,0.9534241],"category_scores_gemma":[0.0021746247,0.00009073849,0.000061049774,0.00017725963,0.00003564793,0.00006478297,0.00018402433,0.0003553296,0.00016025572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029289708,0.000014391306,0.015360581,0.00011472353,0.000019062596,2.0816137e-7,0.0004520938,0.0012312658,9.229478e-7,0.000026190355,0.9826579,0.00009335758],"study_design_scores_gemma":[0.0002845314,0.000024879544,0.36043477,0.007507859,0.000007696804,0.0000013005108,0.008178876,0.000081920865,0.000030643543,0.000086611035,0.62329185,0.000069073234],"about_ca_topic_score_codex":0.9681638,"about_ca_topic_score_gemma":0.9994678,"teacher_disagreement_score":0.9532638,"about_ca_system_score_codex":0.008691994,"about_ca_system_score_gemma":0.03860922,"threshold_uncertainty_score":0.99511343},"labels":[],"label_agreement":null},{"id":"W6921095862","doi":"10.6084/m9.figshare.26945418","title":"Additional file 1 of Building a learning health care community in rural and remote areas: a systematic review","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Health care; Data collection; MEDLINE; Public health; Key (lock); Rural area","score_opus":0.06751630078775107,"score_gpt":0.4339169909353138,"score_spread":0.3664006901475627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921095862","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000035509016,0.07956717,1.505672e-7,0.00018800255,0.000028209213,0.0015671055,0.91665477,0.00012034169,0.0018387171],"genre_scores_gemma":[0.0041981093,0.00038030985,0.0003876779,0.001339801,0.00006203174,0.0014657734,0.99156487,0.000031165895,0.0005702669],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9967105,0.0017591851,0.0007687826,0.00014699169,0.00021839126,0.0003961757],"domain_scores_gemma":[0.99334687,0.005784269,0.00031741682,0.00024775896,0.00016357197,0.00014012698],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031325893,0.00014736434,0.0006144815,0.00010461718,0.00046911984,0.000010660556,0.00016188277,0.000112676156,0.87855655],"category_scores_gemma":[0.0097420355,0.00013096437,0.000059404632,0.0004249849,0.000008917886,0.000096875934,0.00019214622,0.001300318,0.00074756413],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001750133,0.000002699202,0.0000012197688,0.43318063,0.000004072014,0.000003006207,0.0013598811,5.4248596e-7,2.2016861e-8,0.000004862209,0.5647322,0.0007091174],"study_design_scores_gemma":[0.000051799678,0.00005323346,0.00015263619,0.800543,0.000006713078,0.0000069949133,0.006415012,0.00031662674,4.5342883e-8,0.000020526155,0.192358,0.00007538153],"about_ca_topic_score_codex":0.0006176438,"about_ca_topic_score_gemma":0.0007145121,"teacher_disagreement_score":0.877809,"about_ca_system_score_codex":0.00040843897,"about_ca_system_score_gemma":0.0005742234,"threshold_uncertainty_score":0.99859935},"labels":[],"label_agreement":null},{"id":"W6921103007","doi":"10.6084/m9.figshare.26711879","title":"Additional file 1 of Rural healthcare professionals’ participation in Medical Assistance in Dying (MAiD): beyond a binary decision","year":2024,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Health care; Government (linguistics); MEDLINE; Medical care; Medical record; Qualitative research","score_opus":0.06564784310493567,"score_gpt":0.4986899313705525,"score_spread":0.43304208826561685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921103007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8237804,0.001461368,0.000012596208,0.011556087,0.0013469999,0.0035891894,0.13537335,0.000021508375,0.022858454],"genre_scores_gemma":[0.929801,0.00006790297,0.011202884,0.0013255392,0.00032942664,0.004334053,0.044636592,0.000060391052,0.0082421955],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99626917,0.00071794697,0.0012551973,0.0003575997,0.00076918886,0.00063087477],"domain_scores_gemma":[0.9923281,0.0068303565,0.00021926008,0.0002485837,0.00011971192,0.0002539762],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0012641003,0.00016463289,0.00040761713,0.00025548416,0.00023155383,0.000022697708,0.00039160607,0.00038065793,0.83444035],"category_scores_gemma":[0.0016007249,0.00014447272,0.00004137303,0.00089998613,0.00006776096,0.00039180942,0.00036856465,0.00093712995,0.0015063349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028664124,0.00021698885,0.004094433,0.0003225667,0.000005359288,0.00010726997,0.0036245198,0.000011617982,0.0000047366943,0.00022661717,0.8693244,0.12177487],"study_design_scores_gemma":[0.0010825628,0.00017377472,0.071605176,0.075817,0.0000059827294,0.0000053937392,0.012319746,0.006181703,0.0000076072088,0.0020512335,0.8304672,0.00028257084],"about_ca_topic_score_codex":0.00056093856,"about_ca_topic_score_gemma":0.0097107375,"teacher_disagreement_score":0.832934,"about_ca_system_score_codex":0.0005013265,"about_ca_system_score_gemma":0.0024457832,"threshold_uncertainty_score":0.9992711},"labels":[],"label_agreement":null},{"id":"W6921134422","doi":"10.6084/m9.figshare.24712072.v1","title":"Optimizing rural healthcare through improved team function: a case study of the Rural Surgical Obstetrical Networks programme","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Psychological intervention; Focus group; Health care; Rural health; Service delivery framework; Rural area; Sustainability; Service (business); Teamwork","score_opus":0.1258117532090246,"score_gpt":0.42367181424169054,"score_spread":0.29786006103266593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921134422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9196428,0.0076986393,0.0000035505514,0.004662019,0.006364924,0.02395394,0.030572684,0.0029814334,0.0041200295],"genre_scores_gemma":[0.9891147,0.000018168445,0.0000421056,0.00049109454,0.0008343928,0.002123937,0.0062589752,0.00006923079,0.0010473973],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9951622,0.0011060588,0.0011295492,0.0004178633,0.0005710979,0.0016132214],"domain_scores_gemma":[0.996192,0.0015503332,0.0005371036,0.0008476383,0.00051069027,0.00036227558],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002699909,0.00035147966,0.00060336734,0.00008546628,0.0017776785,0.000029451694,0.00047351856,0.0004911179,0.009738191],"category_scores_gemma":[0.0009164181,0.00024564672,0.00020593125,0.0025040715,0.000028336664,0.0001917747,0.00080871256,0.0016365774,0.00055509555],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085269066,0.0011906527,0.038232416,0.0038729429,0.0002373545,0.002551711,0.06008351,0.0028656737,0.0000016904258,0.00017932159,0.86739993,0.022532107],"study_design_scores_gemma":[0.007704987,0.0025240248,0.008124336,0.010152511,0.0001094229,0.0005815337,0.7199381,0.020515738,0.0000019527918,0.00007298405,0.22942457,0.00084983796],"about_ca_topic_score_codex":0.0031057913,"about_ca_topic_score_gemma":0.0013999197,"teacher_disagreement_score":0.6598546,"about_ca_system_score_codex":0.0003602284,"about_ca_system_score_gemma":0.00038621444,"threshold_uncertainty_score":0.9999996},"labels":[],"label_agreement":null},{"id":"W6921344155","doi":"10.6084/m9.figshare.c.3786344_d3.v1","title":"Additional file 3: Table S2. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Primary care; Data collection","score_opus":0.12525126979349951,"score_gpt":0.4054129089250582,"score_spread":0.28016163913155867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921344155","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011385429,0.00015569873,5.2397113e-9,0.00012754824,0.000067334986,0.00031074983,0.97288316,0.00000818994,0.015061906],"genre_scores_gemma":[0.17484343,0.000011010802,0.000119149365,0.00037773646,0.00006423583,0.00027385543,0.8209761,0.000013962029,0.0033205512],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99850273,0.00035830555,0.0003792028,0.00009869683,0.00028228643,0.00037877014],"domain_scores_gemma":[0.99458295,0.0044509373,0.00030949057,0.00025294465,0.00031866122,0.00008504216],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017606394,0.000105193,0.00025220602,0.000068365116,0.00049514277,0.000012759305,0.00029345107,0.000108728906,0.8837918],"category_scores_gemma":[0.006253604,0.0001090275,0.000011599505,0.00014068838,0.000024939685,0.00015750984,0.00019587127,0.00042485414,0.00014104461],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000338776,0.0000079306665,0.029075315,0.00015572312,0.0000022777754,0.0000028683512,0.00034673486,0.000007688592,1.0464259e-8,0.0000080448535,0.9695269,0.0008326688],"study_design_scores_gemma":[0.00020583408,0.0000064806063,0.6527357,0.01736027,3.1110017e-7,4.2068947e-7,0.0014452968,0.00021859129,1.6840053e-7,0.00007099515,0.32788625,0.000069696136],"about_ca_topic_score_codex":0.9196027,"about_ca_topic_score_gemma":0.994599,"teacher_disagreement_score":0.8836508,"about_ca_system_score_codex":0.000552566,"about_ca_system_score_gemma":0.0030523948,"threshold_uncertainty_score":0.74865997},"labels":[],"label_agreement":null},{"id":"W6921721424","doi":"10.7939/r3-fg1h-jt50","title":"Patient transportation in Canada’s northern territories: patterns, costs and providers’ perspectives","year":2019,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Data collection; Agency (philosophy); Public transport","score_opus":0.006378069193567316,"score_gpt":0.23093768431044026,"score_spread":0.22455961511687295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6921721424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989722,0.00013999252,8.1870735e-7,0.002412959,0.00015466502,0.0005941647,0.000042311225,0.0000139063195,0.0069191717],"genre_scores_gemma":[0.99750066,0.000103100174,0.000072202085,0.00020556671,0.000014384103,5.1419846e-7,0.00007790148,0.000010330238,0.0020153527],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991339,0.00011330825,0.0001813553,0.00020316392,0.00013241982,0.00023585164],"domain_scores_gemma":[0.99935544,0.00023896617,0.00013271018,0.00013758568,0.00003122064,0.00010406745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000023340313,0.0000920397,0.00018709878,0.0000584293,0.00010579127,0.0000021945427,0.000100269885,0.00007461379,0.00071488495],"category_scores_gemma":[0.000007705294,0.00010244502,0.000018434577,0.00009392766,0.000027150401,0.0004555481,0.000031515214,0.00018606488,0.000011364682],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011459179,0.000018185598,0.9116847,0.00019025573,0.0000075734843,0.000009040217,0.08609569,0.000007726491,0.0000014579609,0.00042856138,0.0010628724,0.00037935824],"study_design_scores_gemma":[0.00053498684,0.000060794322,0.6595651,0.00044086037,0.0000047744024,1.3843493e-7,0.3208051,0.000028812692,0.000004966441,0.000017438548,0.018448966,0.00008808814],"about_ca_topic_score_codex":0.98792017,"about_ca_topic_score_gemma":0.998122,"teacher_disagreement_score":0.2521196,"about_ca_system_score_codex":0.0003809153,"about_ca_system_score_gemma":0.0012904874,"threshold_uncertainty_score":0.78274894},"labels":[],"label_agreement":null},{"id":"W6922234964","doi":"10.11575/prism/49515","title":"Supporting Integration of Internationally Trained Dentists (ITDs) into Canadian Dentistry","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Credential; Accreditation; Immigration; Certification; General partnership; Licensure; License; Service (business); Economic shortage","score_opus":0.08842768952672395,"score_gpt":0.5076450980799398,"score_spread":0.4192174085532159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6922234964","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009744736,0.00015413231,0.00011893031,0.0006999256,0.0041165203,0.002478601,0.0008546029,0.000036217352,0.9817963],"genre_scores_gemma":[0.03266767,0.000049734805,0.005357957,0.00015487667,0.00043783427,0.00011731025,0.0009404219,0.0004786122,0.9597956],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997379,0.00021586118,0.0009895234,0.00043766864,0.0003529265,0.0006249969],"domain_scores_gemma":[0.9978606,0.00019035283,0.0010315186,0.0003893674,0.0001859696,0.00034220185],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007528508,0.0002497001,0.0004983691,0.00042290226,0.00022902695,0.000040989897,0.00088213605,0.0006212622,0.06051593],"category_scores_gemma":[0.00053049304,0.00025601673,0.00006850301,0.00031509993,0.00005680982,0.00011223544,0.00024724408,0.00053778925,0.0056030066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022273662,0.000026882934,0.008960737,0.000319597,0.000101069425,0.0001253528,0.003779305,9.1667204e-7,0.00004162479,0.0005003181,0.8972107,0.088911206],"study_design_scores_gemma":[0.00046096276,0.00002999035,0.0020139986,0.0052770167,0.000038593054,0.0000035269215,0.0048236786,0.000037233203,0.000029820823,0.00020258679,0.9868364,0.00024623936],"about_ca_topic_score_codex":0.6088372,"about_ca_topic_score_gemma":0.98644507,"teacher_disagreement_score":0.37760785,"about_ca_system_score_codex":0.00076713815,"about_ca_system_score_gemma":0.0020129313,"threshold_uncertainty_score":0.9999892},"labels":[],"label_agreement":null},{"id":"W6922275727","doi":"10.11575/prism/49015","title":"Alternative Career Opportunities Available for Internationally Trained Physicians Living in Canada: An Overview of the Job Profiles","year":2021,"lang":"en","type":"other","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"IMG; Order (exchange); License; Focus group; Career Pathways; Work (physics); Bottleneck; Licensure; Employability","score_opus":0.33797653363539076,"score_gpt":0.45624059350437374,"score_spread":0.11826405986898297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6922275727","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013895809,0.0038926844,0.0000063873654,0.0009459968,0.0017311174,0.0053316043,0.0029203414,0.0000039331803,0.9712721],"genre_scores_gemma":[0.0048001343,0.000535622,0.0012360015,0.00085298606,0.00035462616,0.00052300066,0.0002775134,0.0001849597,0.99123514],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976306,0.0005438703,0.00062237226,0.0003840642,0.00037082247,0.00044825076],"domain_scores_gemma":[0.9980128,0.0004203904,0.00076874666,0.0004624973,0.000253389,0.0000821708],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004942485,0.0002256148,0.0006234896,0.00006841439,0.00015980662,0.000024406329,0.0010442901,0.00017661348,0.04398895],"category_scores_gemma":[0.00016182281,0.00019590724,0.00006303552,0.00015090736,0.00004993693,0.00008316331,0.0004135114,0.00035558356,0.000017190254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038571583,0.00012815755,0.025659364,0.0021554464,0.00021584184,0.000022613616,0.011127211,0.000021329191,0.000013369276,0.0013415605,0.93418103,0.025095522],"study_design_scores_gemma":[0.0004090014,0.00003451404,0.0026083712,0.022812406,0.000031898922,5.030671e-7,0.0202916,0.00013701923,0.000018731858,0.00006972994,0.95335287,0.00023334274],"about_ca_topic_score_codex":0.9635529,"about_ca_topic_score_gemma":0.9983917,"teacher_disagreement_score":0.04397176,"about_ca_system_score_codex":0.0009264772,"about_ca_system_score_gemma":0.009205586,"threshold_uncertainty_score":0.9964113},"labels":[],"label_agreement":null},{"id":"W6922614812","doi":"10.13140/2.1.4557.1203","title":"ORIENTING INTERNATIONAL MEDICAL GRADUATES TO PSYCHIATRY RESIDENCY TRAINING IN CANADA","year":2010,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Residency training; Training (meteorology); MEDLINE; Graduate medical education","score_opus":0.03634514536969064,"score_gpt":0.42972227755737397,"score_spread":0.39337713218768333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6922614812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8215291,0.00001686211,0.000023109753,0.0873468,0.011326722,0.00030353107,0.0000045682336,0.000053906988,0.0793954],"genre_scores_gemma":[0.9782994,0.0000074867585,0.0074862773,0.010847323,0.0008146265,0.0000611439,0.000010338717,0.000015732263,0.00245771],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99759334,0.00011474842,0.0006802695,0.0002608187,0.00066963234,0.00068121025],"domain_scores_gemma":[0.9987249,0.00039812367,0.00009355892,0.00019697244,0.00010946548,0.00047702593],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009247463,0.00010855874,0.0001800071,0.0001023635,0.00025748071,0.000005796391,0.0003892412,0.00013979455,0.007906847],"category_scores_gemma":[0.0015168753,0.00009614634,0.000017878736,0.00029445734,0.00001589178,0.00007555349,0.00014021741,0.0011114891,0.00017198554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016194823,0.000009884134,0.8877603,0.000031903124,0.0000035625915,0.000014267035,0.00247826,0.000002923949,0.000013363977,0.055905074,0.048931267,0.0048330333],"study_design_scores_gemma":[0.0018179761,0.00005168128,0.589245,0.0024023072,0.000006694687,0.000012647944,0.09697213,0.0015865808,0.000025804291,0.025416803,0.28186077,0.0006015948],"about_ca_topic_score_codex":0.9419993,"about_ca_topic_score_gemma":0.9996154,"teacher_disagreement_score":0.29851526,"about_ca_system_score_codex":0.00036641152,"about_ca_system_score_gemma":0.015419393,"threshold_uncertainty_score":0.9930001},"labels":[],"label_agreement":null},{"id":"W6923328972","doi":"10.1371/journal.pone.0287437.s006","title":"List of all Ontario Community Health Centres (CHCs), as well as indicators for those who specialize in care for immigrants/refugees and those who are located in high immigrant/refugee areas.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Community health; Health care; Public health; Community health workers; Health services","score_opus":0.06080411995296154,"score_gpt":0.40552701245666384,"score_spread":0.3447228925037023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6923328972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8249012,0.0046575014,2.7423897e-7,0.00065197406,0.00021732874,0.006290339,0.16255791,0.00013328338,0.0005901454],"genre_scores_gemma":[0.9039322,0.0007484473,0.000089031724,0.0012665186,0.00013465011,0.0017265929,0.09032078,0.00012203992,0.001659744],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9948701,0.0009997559,0.0017000852,0.0005763682,0.00041590023,0.0014377423],"domain_scores_gemma":[0.995028,0.0020777218,0.0012514822,0.0007871386,0.00042253133,0.00043309375],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00079384714,0.00048844784,0.0015674949,0.00073629123,0.0006712388,0.000020000756,0.0006925094,0.00059576647,0.0070480416],"category_scores_gemma":[0.0017842824,0.0004806125,0.00017526744,0.0011838652,0.00006141493,0.00018077846,0.00042466837,0.0011772922,0.00017735605],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026476693,0.000611641,0.3696019,0.040894806,0.000109577406,0.000033377495,0.13864855,0.00005500521,0.000008604877,0.00066650804,0.44030952,0.006412837],"study_design_scores_gemma":[0.0043324176,0.0006286899,0.44966418,0.068243,0.000024483788,0.0000010416052,0.04567738,0.0000315256,0.00016644981,0.0005941279,0.4302016,0.00043513373],"about_ca_topic_score_codex":0.4645877,"about_ca_topic_score_gemma":0.90666777,"teacher_disagreement_score":0.44208005,"about_ca_system_score_codex":0.0010199832,"about_ca_system_score_gemma":0.0015887935,"threshold_uncertainty_score":0.99976456},"labels":[],"label_agreement":null},{"id":"W6923430192","doi":"10.14288/1.0075985","title":"Rollcall : a status report of selected health personnel in the Province of British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health centre; Health care; Health services; Public health; Work (physics); Distribution (mathematics); Primary health care","score_opus":0.014184536667726922,"score_gpt":0.26862419485774264,"score_spread":0.25443965819001574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6923430192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928063,0.00039250855,0.00010456707,0.00038128512,0.00017821763,0.0017517271,0.0005319434,0.00007213023,0.003781335],"genre_scores_gemma":[0.99461985,0.00034446805,0.00081138033,0.00029883004,0.00004277653,0.000005320603,0.0000778437,0.000025822344,0.0037737205],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9957246,0.0012313486,0.00087708567,0.0005544916,0.0006619808,0.0009504757],"domain_scores_gemma":[0.9965409,0.00043621482,0.001283737,0.0006383139,0.0008311899,0.00026962569],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002009155,0.00007269374,0.0008746446,0.000057329682,0.00062616525,0.000032443386,0.00061932375,0.0002791934,0.00024372313],"category_scores_gemma":[0.00047182635,0.0002518441,0.00013320206,0.0010528908,0.00041919935,0.00022127888,0.00019195092,0.00062625075,0.000008779064],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052902735,0.00060637895,0.7237389,0.0027414504,0.00004520163,0.0004657449,0.0063227527,0.000012275344,0.00002608678,0.0000052780038,0.11692186,0.14906117],"study_design_scores_gemma":[0.0019291552,0.00040080922,0.96465725,0.0023214181,0.000025093495,0.000109004905,0.025444226,0.00017587717,5.800248e-8,0.00016249572,0.0045980136,0.00017659793],"about_ca_topic_score_codex":0.9622342,"about_ca_topic_score_gemma":0.99437076,"teacher_disagreement_score":0.24091835,"about_ca_system_score_codex":0.00035332606,"about_ca_system_score_gemma":0.0018415371,"threshold_uncertainty_score":0.9999934},"labels":[],"label_agreement":null},{"id":"W6923465168","doi":"10.14288/1.0075897","title":"Production update 94 : A status report on the production of selected health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interim; Certificate; Production (economics); Human resources; Health services; Human health","score_opus":0.015946218925672564,"score_gpt":0.2631853957981715,"score_spread":0.24723917687249897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6923465168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99212146,0.00017097885,0.000022733477,0.0031483576,0.0005551601,0.0028941985,0.00015395785,0.00007281329,0.0008603586],"genre_scores_gemma":[0.9949717,0.00039424634,0.00023327066,0.00026027384,0.000114040675,0.00001234624,0.000061076666,0.000023106091,0.003929969],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99575573,0.0015497272,0.00069100567,0.000650675,0.00066228636,0.0006905895],"domain_scores_gemma":[0.99665815,0.00025024137,0.0012901374,0.0007799917,0.0008949525,0.0001265195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029718005,0.000073216615,0.0005538382,0.000055202257,0.0009966557,0.000033063152,0.00045156115,0.00017973398,0.00010892179],"category_scores_gemma":[0.0011999046,0.00018906799,0.00009070107,0.0011774487,0.0004391422,0.00025410653,0.00011037679,0.00066181354,0.000009628119],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015432177,0.0011353452,0.36250913,0.0031538908,0.00007232199,0.00012082523,0.009662506,0.000065185915,0.00014777006,0.000023482942,0.4033246,0.2196306],"study_design_scores_gemma":[0.0005696399,0.00035173324,0.9679581,0.0025679737,0.000025277754,0.00009405526,0.023946395,0.00005806953,8.0733923e-7,0.00019539976,0.0040885983,0.00014397652],"about_ca_topic_score_codex":0.80206525,"about_ca_topic_score_gemma":0.9699595,"teacher_disagreement_score":0.60544896,"about_ca_system_score_codex":0.0003810097,"about_ca_system_score_gemma":0.0011035287,"threshold_uncertainty_score":0.77099687},"labels":[],"label_agreement":null},{"id":"W6924924873","doi":"10.15468/dl.v8ea2m","title":"Occurrence Download","year":2022,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Download; Matching (statistics); Range (aeronautics); Data set; Set (abstract data type)","score_opus":0.0383253302306079,"score_gpt":0.3435258671694183,"score_spread":0.3052005369388104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6924924873","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00045446877,0.00007613258,9.3026654e-7,0.0005229575,0.0032844222,0.0015416503,0.9925787,0.0002771514,0.001263577],"genre_scores_gemma":[0.0000057564143,0.00025911428,0.0000013820386,0.004196672,0.0000052488663,0.00006496482,0.99546474,3.659721e-8,0.0000020967416],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956426,0.0007108546,0.0011528597,0.0003983445,0.0010938895,0.001001451],"domain_scores_gemma":[0.9969386,0.00014827031,0.0010150095,0.0010006323,0.00046987616,0.0004276467],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009713455,0.0004607419,0.0005922145,0.00014800967,0.002898581,0.000042051488,0.0010657988,0.00077134295,0.32722157],"category_scores_gemma":[0.0004222247,0.0004906682,0.00020001704,0.00072080357,0.0001802694,0.0008658951,0.0014714575,0.0017631038,0.33040804],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014793886,0.000041987525,0.0051717735,0.00085419544,0.000027721659,0.000004314702,0.00025781846,0.000010156195,3.7657077e-9,3.865888e-7,0.992844,0.00063970854],"study_design_scores_gemma":[0.000622779,0.000072597555,0.000117683834,0.0000141077535,0.000059167785,0.0000022927206,0.0026669784,6.8139926e-8,4.2234515e-8,0.0000020250657,0.9960472,0.00039504864],"about_ca_topic_score_codex":0.0050162585,"about_ca_topic_score_gemma":0.00013563376,"teacher_disagreement_score":0.0050540897,"about_ca_system_score_codex":0.0025484918,"about_ca_system_score_gemma":0.00093661895,"threshold_uncertainty_score":0.9997545},"labels":[],"label_agreement":null},{"id":"W6928823335","doi":"10.48336/dc7r-xk11","title":"Evaluating a research training program for rural physicians","year":2021,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Productivity; Program evaluation; Research design; Health care; Intervention (counseling); Rural area; Generalized linear mixed model; Control (management)","score_opus":0.23975488739764497,"score_gpt":0.49960084725086434,"score_spread":0.25984595985321934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6928823335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7831573,0.0001122429,0.00018427717,0.001542256,0.013622499,0.006216824,0.000110553,0.000667922,0.19438614],"genre_scores_gemma":[0.6442698,0.00023440996,0.00924192,0.00009124182,0.023019616,0.000045112913,0.0002871496,0.0001690713,0.32264167],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98124754,0.010924184,0.0006079289,0.0013053081,0.002611062,0.003303992],"domain_scores_gemma":[0.98505163,0.005473214,0.00030804722,0.0011256143,0.00719752,0.00084399944],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0070582535,0.0003927872,0.0008268411,0.0011881051,0.012473582,0.00014495377,0.001625226,0.00079671445,0.00022762067],"category_scores_gemma":[0.0026161426,0.0004973125,0.00040427662,0.005012557,0.0009725386,0.00084288843,0.0015266761,0.0034385999,0.00017828346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.051927425,0.00432187,0.006116854,0.004492409,0.001691686,0.014401745,0.08764807,0.000826294,0.13550961,0.23389806,0.29811376,0.16105221],"study_design_scores_gemma":[0.0079131825,0.0017353194,0.00033727873,0.0010322965,0.000117158386,0.000015461825,0.21371034,0.0009803369,0.0013677651,0.00090124697,0.77135503,0.0005345755],"about_ca_topic_score_codex":0.0029122583,"about_ca_topic_score_gemma":0.0012385572,"teacher_disagreement_score":0.4732413,"about_ca_system_score_codex":0.004388151,"about_ca_system_score_gemma":0.007752386,"threshold_uncertainty_score":0.9997479},"labels":[],"label_agreement":null},{"id":"W6930344830","doi":"10.5281/zenodo.13334396","title":"Continental Mapping Of African Sand Mining Shows Contrasting Links To Urban Development","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Urban planning; Sand mining; Urbanization; Assemblage (archaeology); Urban area","score_opus":0.07211261860109892,"score_gpt":0.3542674402588874,"score_spread":0.2821548216577885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6930344830","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0040820725,0.00046334844,0.0002289409,0.0008470856,0.000910497,0.0026181473,0.9503605,0.00082234194,0.03966711],"genre_scores_gemma":[0.01081052,0.00008038022,0.0009004674,0.0006863085,0.00078458834,8.520657e-7,0.98254275,0.0016521234,0.002541984],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9955052,0.00077928096,0.0012411474,0.000734069,0.0007055268,0.0010347498],"domain_scores_gemma":[0.9973355,0.0002009025,0.0005066151,0.0006082177,0.0008448271,0.00050393486],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001775982,0.00036064957,0.0006010814,0.0006218277,0.0032227829,0.00021056944,0.0013173088,0.0004669388,0.016171195],"category_scores_gemma":[0.0016912584,0.0003762928,0.00007413602,0.000939558,0.00011942447,0.000096121556,0.002936819,0.0016983813,0.02717129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007863614,0.0000600953,0.000010243411,0.0017113632,0.00007948476,0.000025449208,0.0064823134,0.0000051881166,0.00012160058,0.000044030287,0.98227125,0.009110317],"study_design_scores_gemma":[0.00041921457,0.00015963113,0.00011652221,0.0031036881,0.000037140155,0.000014212836,0.005532359,0.000033124834,0.000023883147,0.0000059483114,0.9902383,0.00031595113],"about_ca_topic_score_codex":0.00011419231,"about_ca_topic_score_gemma":0.000010578287,"teacher_disagreement_score":0.037125126,"about_ca_system_score_codex":0.0006901427,"about_ca_system_score_gemma":0.00006557472,"threshold_uncertainty_score":0.9998689},"labels":[],"label_agreement":null},{"id":"W6939002331","doi":"10.60692/xt7vx-fsd69","title":"Social networks and skilled health worker migration in Nigeria: An ego network analysis","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Thematic analysis; Social network (sociolinguistics); Social network analysis; Qualitative research; Qualitative property","score_opus":0.037799505884140876,"score_gpt":0.339843509724177,"score_spread":0.3020440038400361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939002331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98724556,0.00006312416,0.006977984,0.00092385977,0.001141675,0.0018249896,0.00007081632,0.0003080816,0.0014439271],"genre_scores_gemma":[0.9962509,0.0000018033247,0.00015957044,0.0019293213,0.00037726932,0.00062491506,0.00034655747,0.000017212658,0.00029241573],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99487734,0.0018570396,0.0016701579,0.00026840813,0.00045352193,0.00087355834],"domain_scores_gemma":[0.9982573,0.00004220689,0.001007963,0.00033347437,0.00013117208,0.00022792829],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0026852686,0.00023134991,0.0006657565,0.0004880145,0.0026161869,0.000060964972,0.00018282702,0.00020235387,0.00017923236],"category_scores_gemma":[0.000013264267,0.00022299895,0.000086015374,0.0020488154,0.000026115591,0.0005654433,0.00018622469,0.0006072268,0.00006417055],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015692381,0.0000034762136,0.7817468,0.00014887884,0.000054114236,0.0000016410291,0.1807908,0.03430993,3.2996754e-9,0.00034059057,0.0020587116,0.00038811285],"study_design_scores_gemma":[0.0018474777,0.00013445894,0.6664056,0.00019826557,0.00006925627,0.000006025818,0.24274093,0.081883274,4.0957556e-8,0.000007847875,0.0063843643,0.00032243514],"about_ca_topic_score_codex":0.0004142068,"about_ca_topic_score_gemma":0.0005714302,"teacher_disagreement_score":0.11534118,"about_ca_system_score_codex":0.0009726348,"about_ca_system_score_gemma":0.0001782386,"threshold_uncertainty_score":0.99868226},"labels":[],"label_agreement":null},{"id":"W6939054839","doi":"10.60692/fk1q6-wef75","title":"An examination of the causes, consequences, and policy responses to the migration of highly trained health personnel from the Philippines: the high cost of living/leaving—a mixed method study","year":2017,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Ottawa","funders":"","keywords":"Context (archaeology); Underemployment; Health policy; Health care; Scope (computer science); Investment (military); Developing country; Human resources; HRHIS","score_opus":0.09851401860604816,"score_gpt":0.39554069057525504,"score_spread":0.29702667196920685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939054839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9826405,0.00002372124,0.00094745506,0.010644425,0.00044448712,0.0043575796,0.00080687605,0.000036469195,0.000098499135],"genre_scores_gemma":[0.9983207,0.000003378124,0.00020207031,0.0009331758,0.00015923438,0.00026139847,0.0000115631,0.000011646018,0.000096805496],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9928693,0.0045872624,0.001453004,0.00018088044,0.00059457903,0.00031497056],"domain_scores_gemma":[0.9941008,0.0010191279,0.0027201895,0.0014404483,0.00062463526,0.0000947745],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0059986105,0.00020179737,0.0004549451,0.00013027275,0.002443876,0.00007216142,0.00087756716,0.00012075296,0.00001026972],"category_scores_gemma":[0.0017776777,0.00008951473,0.000057238878,0.00032712446,0.00028732113,0.00042430952,0.0001856519,0.00023328034,0.000008713548],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015611072,0.000011593342,0.21345818,0.000378118,0.00004206277,9.3284406e-8,0.78327507,0.00005550354,0.000015212386,0.0010267475,0.00018130297,0.0014000168],"study_design_scores_gemma":[0.0003478521,0.00015126738,0.6517801,0.001099068,0.00003124546,0.0000017059846,0.34598088,0.00035469624,0.000055775003,0.0000036374042,0.00013938393,0.000054380795],"about_ca_topic_score_codex":0.028271047,"about_ca_topic_score_gemma":0.0028960307,"teacher_disagreement_score":0.43832192,"about_ca_system_score_codex":0.00020743087,"about_ca_system_score_gemma":0.00051906606,"threshold_uncertainty_score":0.9988548},"labels":[],"label_agreement":null},{"id":"W6939108268","doi":"10.6084/m9.figshare.14759714","title":"Additional file 2 of Distributed education enables distributed economic impact: the economic contribution of the Northern Ontario School of Medicine to communities in Canada","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Compulsory education; Data file","score_opus":0.02910116950742346,"score_gpt":0.32589688152709784,"score_spread":0.29679571201967436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939108268","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.069446936,0.000102663456,1.2084512e-7,0.0007219923,0.00013082848,0.00059382815,0.92815727,0.0000049892674,0.0008413868],"genre_scores_gemma":[0.42592528,0.0000015908241,0.0000036627687,0.00016875389,0.000052154603,0.00039915342,0.57324916,0.000005780503,0.00019444907],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998261,0.0003720931,0.0007975039,0.00011709361,0.0001487709,0.00030357495],"domain_scores_gemma":[0.99510777,0.003097514,0.00068817456,0.0004874625,0.0005018988,0.00011720538],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000105352905,0.00013207365,0.00037277435,0.00003556251,0.00021445825,0.0000029677196,0.0003618546,0.000089735135,0.9534241],"category_scores_gemma":[0.0021746247,0.00009073849,0.000061049774,0.00017725963,0.00003564793,0.00006478297,0.00018402433,0.0003553296,0.00016025572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000029289708,0.000014391306,0.015360581,0.00011472353,0.000019062596,2.0816137e-7,0.0004520938,0.0012312658,9.229478e-7,0.000026190355,0.9826579,0.00009335758],"study_design_scores_gemma":[0.0002845314,0.000024879544,0.36043477,0.007507859,0.000007696804,0.0000013005108,0.008178876,0.000081920865,0.000030643543,0.000086611035,0.62329185,0.000069073234],"about_ca_topic_score_codex":0.9681638,"about_ca_topic_score_gemma":0.9994678,"teacher_disagreement_score":0.9532638,"about_ca_system_score_codex":0.008691994,"about_ca_system_score_gemma":0.03860922,"threshold_uncertainty_score":0.99511343},"labels":[],"label_agreement":null},{"id":"W6939249296","doi":"10.60692/2wm2j-yk882","title":"Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Service (business); Service provider; Health care; Pneumonia; Formal education; Mainstream","score_opus":0.05504003648993811,"score_gpt":0.37929060634276746,"score_spread":0.32425056985282935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939249296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758348,0.00004837926,0.000027627702,0.0019162649,0.00081705605,0.0009018709,0.00004299956,0.00018331746,0.020227702],"genre_scores_gemma":[0.9987708,0.00000690905,0.000033673456,0.00037581907,0.0001372531,0.0001469113,0.000053953147,0.000009194661,0.00046551542],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.997327,0.00063509954,0.0010678438,0.00008977592,0.0005062848,0.00037396353],"domain_scores_gemma":[0.9979134,0.00028063374,0.0011617802,0.00030332486,0.00020057344,0.0001402767],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028974204,0.00012744963,0.00026184812,0.0002735484,0.0003747188,0.000019390085,0.00018138887,0.00025419227,0.00009517365],"category_scores_gemma":[0.00028363735,0.00008558956,0.0000307195,0.00064226956,0.00008975099,0.0007553287,0.00013925436,0.00038378572,0.00092483487],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012691416,0.00000355665,0.6087833,0.0028182326,0.000025619835,0.000003757921,0.3703864,0.000009611898,6.0950725e-7,0.0052451375,0.011645305,0.0009515759],"study_design_scores_gemma":[0.001615445,0.000042300548,0.38383013,0.0020845418,0.000020849706,0.000023944282,0.5941582,0.0014287417,0.0000112417665,0.000021614085,0.016608994,0.00015404726],"about_ca_topic_score_codex":0.00012093982,"about_ca_topic_score_gemma":0.000026452399,"teacher_disagreement_score":0.22495317,"about_ca_system_score_codex":0.00017251908,"about_ca_system_score_gemma":0.00030519965,"threshold_uncertainty_score":0.9998531},"labels":[],"label_agreement":null},{"id":"W6939344913","doi":"10.60692/rwjd1-wg219","title":"Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Service (business); Service provider; Health care; Pneumonia; Formal education; Mainstream","score_opus":0.05504003648993811,"score_gpt":0.37929060634276746,"score_spread":0.32425056985282935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939344913","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758348,0.00004837926,0.000027627702,0.0019162649,0.00081705605,0.0009018709,0.00004299956,0.00018331746,0.020227702],"genre_scores_gemma":[0.9987708,0.00000690905,0.000033673456,0.00037581907,0.0001372531,0.0001469113,0.000053953147,0.000009194661,0.00046551542],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.997327,0.00063509954,0.0010678438,0.00008977592,0.0005062848,0.00037396353],"domain_scores_gemma":[0.9979134,0.00028063374,0.0011617802,0.00030332486,0.00020057344,0.0001402767],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028974204,0.00012744963,0.00026184812,0.0002735484,0.0003747188,0.000019390085,0.00018138887,0.00025419227,0.00009517365],"category_scores_gemma":[0.00028363735,0.00008558956,0.0000307195,0.00064226956,0.00008975099,0.0007553287,0.00013925436,0.00038378572,0.00092483487],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012691416,0.00000355665,0.6087833,0.0028182326,0.000025619835,0.000003757921,0.3703864,0.000009611898,6.0950725e-7,0.0052451375,0.011645305,0.0009515759],"study_design_scores_gemma":[0.001615445,0.000042300548,0.38383013,0.0020845418,0.000020849706,0.000023944282,0.5941582,0.0014287417,0.0000112417665,0.000021614085,0.016608994,0.00015404726],"about_ca_topic_score_codex":0.00012093982,"about_ca_topic_score_gemma":0.000026452399,"teacher_disagreement_score":0.22495317,"about_ca_system_score_codex":0.00017251908,"about_ca_system_score_gemma":0.00030519965,"threshold_uncertainty_score":0.9998531},"labels":[],"label_agreement":null},{"id":"W6939429337","doi":"10.6084/m9.figshare.26613649.v1","title":"Additional file 1 of System interventions to support rural access to maternity care: an analysis of the rural surgical obstetrical networks program","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Work (physics); MEDLINE; Rural health; Rural area; Qualitative research","score_opus":0.09029826750529625,"score_gpt":0.4661232384662901,"score_spread":0.3758249709609939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939429337","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0054563363,0.0001435232,9.800174e-7,0.00010689479,0.00033653068,0.0016748025,0.9903982,0.00023015167,0.0016525334],"genre_scores_gemma":[0.40706578,3.5310734e-7,0.00007307855,0.00008303221,0.00017763063,0.0036313694,0.5881514,0.000018972289,0.0007983663],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973008,0.00044295218,0.00092560257,0.00027909037,0.00049868546,0.0005528642],"domain_scores_gemma":[0.9964361,0.0018818591,0.00023552217,0.00050167105,0.0005564154,0.00038842802],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008316128,0.00018812483,0.0005023631,0.0003060751,0.00028675256,0.000055627042,0.000737068,0.0002310393,0.9467096],"category_scores_gemma":[0.00082595507,0.00013711977,0.0005011872,0.002977277,0.000015911939,0.00017594744,0.00067278364,0.00044327788,0.0012336728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026739493,0.000062989464,0.00083034,0.0031518142,0.000096294054,0.000012556936,0.00045659326,0.0006250631,4.511876e-8,0.000030082045,0.99216694,0.002540539],"study_design_scores_gemma":[0.00015515923,0.00038954,0.081467494,0.057207327,0.0002493776,0.0000058653686,0.0069610467,0.00511099,0.000002228478,0.0000022349852,0.84820473,0.00024400499],"about_ca_topic_score_codex":0.00022505182,"about_ca_topic_score_gemma":0.0006706975,"teacher_disagreement_score":0.9454759,"about_ca_system_score_codex":0.00041974508,"about_ca_system_score_gemma":0.00030039356,"threshold_uncertainty_score":0.99954396},"labels":[],"label_agreement":null},{"id":"W6939574900","doi":"10.6084/m9.figshare.16640841.v1","title":"Additional file 1 of Rural citizen-patient priorities for healthcare in British Columbia, Canada: findings from a mixed methods study","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Data collection; MEDLINE; Context (archaeology); Public health; Health services","score_opus":0.050099968457043474,"score_gpt":0.3964249566573819,"score_spread":0.34632498820033847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939574900","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048256118,0.0004322063,1.5506927e-7,0.00017684935,0.00029268605,0.0019087682,0.94857913,0.000041728308,0.0003123425],"genre_scores_gemma":[0.024129612,0.0000026876955,0.0045306,0.001121439,0.0001659898,0.010756076,0.9563704,0.000039323248,0.0028838331],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967234,0.0008879925,0.0009227579,0.00034054345,0.00041490947,0.0007103602],"domain_scores_gemma":[0.98807615,0.010222139,0.0003207723,0.00028498372,0.0008736077,0.00022234916],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010814578,0.00014463332,0.00057148427,0.000036429155,0.00050891074,0.000032565767,0.00020247308,0.00020947953,0.98115087],"category_scores_gemma":[0.009791673,0.00024091608,0.00008077048,0.00037049316,0.000009885345,0.00008225919,0.00024153094,0.00046113253,0.00007836786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012760872,0.00006251385,0.0024657007,0.00063597696,0.000018192633,0.000041266263,0.0009990337,5.9301846e-7,3.7643676e-7,8.9135915e-7,0.98815864,0.007604078],"study_design_scores_gemma":[0.00064506853,0.00013575164,0.24064861,0.017386263,0.000005690254,0.0000025681022,0.050274946,0.000020090563,0.0000040363193,0.00014349126,0.69054437,0.00018910339],"about_ca_topic_score_codex":0.8421884,"about_ca_topic_score_gemma":0.9970663,"teacher_disagreement_score":0.98107255,"about_ca_system_score_codex":0.0008381659,"about_ca_system_score_gemma":0.0064171352,"threshold_uncertainty_score":0.99921554},"labels":[],"label_agreement":null},{"id":"W6942304648","doi":"10.14288/1.0421265","title":"White coats in the streets : physician advocacy and the Interim Federal Health Program in Canada, 2012-2016","year":2022,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interim; Government (linguistics); Health care; Health policy; White paper; Refugee; Call to action; White (mutation)","score_opus":0.016625963761075967,"score_gpt":0.28167632354703787,"score_spread":0.2650503597859619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6942304648","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.983773,0.0008199549,0.0000024230042,0.0096526705,0.00024448108,0.0021424815,0.00016068979,0.000027864244,0.003176428],"genre_scores_gemma":[0.9953739,0.00021606019,0.000043744298,0.0034702506,0.000029546383,0.00002870539,0.000029733115,0.000011843075,0.0007962358],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99676687,0.001573163,0.0003070986,0.00031195526,0.00038807196,0.0006528184],"domain_scores_gemma":[0.9989757,0.00025547761,0.0002850028,0.00029993182,0.00006286509,0.00012103119],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010286166,0.00006133418,0.00038850954,0.00003892363,0.0015923243,0.000026726999,0.0005357099,0.00004804075,0.0001545498],"category_scores_gemma":[0.000020548156,0.00012706406,0.000044920875,0.0004866126,0.00021965406,0.00015784809,0.00041916818,0.00078765606,0.0000036317715],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011998448,0.000214419,0.3255025,0.0002631312,0.000013432202,0.00013091337,0.014766597,0.000023303528,2.540347e-7,0.000018854333,0.11098536,0.54796124],"study_design_scores_gemma":[0.0022909264,0.00011552475,0.83952713,0.00040449377,0.0000041842627,0.0000067235205,0.14699972,0.00018948506,1.5999974e-9,0.00019371383,0.010174728,0.000093374685],"about_ca_topic_score_codex":0.9979669,"about_ca_topic_score_gemma":0.9998787,"teacher_disagreement_score":0.54786783,"about_ca_system_score_codex":0.0011023792,"about_ca_system_score_gemma":0.0030385833,"threshold_uncertainty_score":0.99970746},"labels":[],"label_agreement":null},{"id":"W6942433050","doi":"10.14288/1.0075933","title":"The number of active physicians in British Columbia, 1969-1984 : a situation report","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Government (linguistics); Work (physics); Primary care","score_opus":0.01262975563718966,"score_gpt":0.2831691280731666,"score_spread":0.2705393724359769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6942433050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824041,0.00006231779,0.000111367204,0.00026836526,0.0003987054,0.0009264435,0.0001422357,0.000070999275,0.015615432],"genre_scores_gemma":[0.98868483,0.00021079215,0.00027207885,0.0001505187,0.00008562584,0.0000070650176,0.000051265743,0.000024063522,0.010513759],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9973044,0.0005859,0.00054029806,0.00046640192,0.00047691146,0.0006261326],"domain_scores_gemma":[0.99739146,0.00054002117,0.0008049743,0.00051585323,0.00061305147,0.0001346613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009855523,0.000056164252,0.0005130352,0.000023175966,0.0011677189,0.00006193241,0.00043378843,0.00026962318,0.00033418534],"category_scores_gemma":[0.0003560616,0.0002199858,0.00013568335,0.00058557984,0.00040420878,0.00032414103,0.00020486377,0.00049178896,0.00006205296],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017343827,0.000152352,0.46945024,0.00021336766,0.000028794318,0.0001255566,0.00137546,0.0000048656148,0.000019195233,0.000006324573,0.01745377,0.51115274],"study_design_scores_gemma":[0.0012543213,0.000055553974,0.9705517,0.0015307155,0.00003117638,0.00005046383,0.017394865,0.00014508466,1.8875551e-7,0.0014617431,0.0073468853,0.00017727018],"about_ca_topic_score_codex":0.915565,"about_ca_topic_score_gemma":0.99414116,"teacher_disagreement_score":0.5109755,"about_ca_system_score_codex":0.00033856937,"about_ca_system_score_gemma":0.00032758628,"threshold_uncertainty_score":0.8981267},"labels":[],"label_agreement":null},{"id":"W6945245233","doi":"10.25384/sage.25516805","title":"sj-docx-1-ppn-10.1177_15271544241240489 - Supplemental material for The Trajectory of Agency-Employed Nurses in Ontario, Canada: A Longitudinal Analysis (2011–2021)","year":2024,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Trajectory; Longitudinal study; Longitudinal data; Control (management); Nursing practice","score_opus":0.09622161822217459,"score_gpt":0.42947809201799597,"score_spread":0.33325647379582135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6945245233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7880292,0.04415869,0.000752183,0.0076482412,0.016322846,0.005446422,0.13597906,0.0001147175,0.0015486565],"genre_scores_gemma":[0.9789416,0.0021018023,0.0006307711,0.00034094555,0.0011127222,0.00025931,0.006558988,0.00007666971,0.009977182],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949858,0.000573738,0.0018023157,0.00069078576,0.000784861,0.001162478],"domain_scores_gemma":[0.9962733,0.0013866663,0.00047847372,0.0014195712,0.00016506475,0.00027696317],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027212384,0.000340381,0.0008486674,0.0003863596,0.00067999784,0.00007462088,0.0014630806,0.0001929949,0.3166538],"category_scores_gemma":[0.00014461296,0.0002568385,0.00019678024,0.00080487784,0.000095238494,0.0004528721,0.00050707604,0.0009981457,0.000061439976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005374211,0.00013473566,0.18021248,0.00047080123,0.0014738485,0.00021056396,0.0037671297,0.000079244855,0.00021416058,0.000045140896,0.80464077,0.008213715],"study_design_scores_gemma":[0.0014101539,0.0001841008,0.35933763,0.002434186,0.0018463153,0.000018432942,0.0066939075,0.0010671767,0.00007316582,0.00026928695,0.6262229,0.0004427719],"about_ca_topic_score_codex":0.9672333,"about_ca_topic_score_gemma":0.998194,"teacher_disagreement_score":0.31659234,"about_ca_system_score_codex":0.0015391085,"about_ca_system_score_gemma":0.0054706447,"threshold_uncertainty_score":0.9999884},"labels":[],"label_agreement":null},{"id":"W6950436088","doi":"10.5287/ora-kkmjrepnd","title":"Explaining unequal access to the medical profession: licensing policies for immigrant physicians in Canada and the United Kingdom","year":2024,"lang":"en","type":"dissertation","venue":"Oxford University Research Archive (ORA) (University of Oxford)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Veto; Immigration; Dominance (genetics); Federalist; Unitary state; Divergence (linguistics); State (computer science); Immigration policy","score_opus":0.06955085339265599,"score_gpt":0.40090467347893155,"score_spread":0.33135382008627556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6950436088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9557592,0.0001544859,0.00033847892,0.029231587,0.00077536434,0.0045416467,0.00056675234,0.000057831876,0.008574603],"genre_scores_gemma":[0.98157996,0.0027268096,0.00047738,0.0010293595,0.0003140731,0.000014378926,0.0013058949,0.0000890403,0.012463078],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9931049,0.002473131,0.00046992482,0.00073626684,0.0016444469,0.0015713786],"domain_scores_gemma":[0.9918824,0.0058283736,0.00040833824,0.0006192245,0.0007657313,0.00049596175],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002844711,0.0003930768,0.0008648702,0.0012710737,0.004233233,0.000046387515,0.0024682619,0.00038411393,0.000111419096],"category_scores_gemma":[0.0007203797,0.00032628205,0.00018543082,0.0025760836,0.000692741,0.00028735265,0.0017988926,0.0034401284,0.0000055360993],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.037466228,0.0002611234,0.02693624,0.010170924,0.00092915667,0.0012375019,0.57505906,0.00084510836,0.000046943267,0.13118075,0.18245399,0.03341301],"study_design_scores_gemma":[0.0023875819,0.00014279342,0.012021406,0.0061335117,0.00009399746,0.0000017444617,0.59959924,0.0056078103,0.0000025858994,0.000790205,0.37291875,0.0003003505],"about_ca_topic_score_codex":0.94350725,"about_ca_topic_score_gemma":0.9951611,"teacher_disagreement_score":0.19046476,"about_ca_system_score_codex":0.0015343241,"about_ca_system_score_gemma":0.0075560603,"threshold_uncertainty_score":0.99991894},"labels":[],"label_agreement":null},{"id":"W6950536057","doi":"10.5281/zenodo.4907065","title":"Gagea (sect. Dschungaricae) Levichev","year":2011,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"Pedicel; Inflorescence; Genus; Section (typography); Sister group; Pollen","score_opus":0.14546386484318163,"score_gpt":0.37196040806415714,"score_spread":0.2264965432209755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6950536057","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03644704,0.0002139433,0.0015977353,0.00078396004,0.00035598292,0.0011724082,0.00010225894,0.0020917745,0.9572349],"genre_scores_gemma":[0.9823473,0.0001977634,0.0010911461,0.001452124,0.00041684898,2.4631402e-7,0.0007114807,0.0020643289,0.01171878],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99628395,0.0013121696,0.00053786254,0.00049201236,0.0004245189,0.00094951125],"domain_scores_gemma":[0.99774235,0.00007816229,0.00022150885,0.0007182768,0.0008056164,0.00043406154],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001423699,0.0001952881,0.00024175072,0.00020130067,0.006240559,0.00009670068,0.0011623519,0.00018563421,0.10876692],"category_scores_gemma":[0.0009739596,0.00019593249,0.00006168335,0.0007105382,0.00015842023,0.00025831762,0.001337532,0.00087806163,0.07517388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025416445,0.0002675586,0.00033430575,0.00038895503,0.000056227957,0.000039760274,0.02004153,0.0000055710643,0.00061457464,0.03266903,0.87314564,0.072182715],"study_design_scores_gemma":[0.00053761713,0.0002276517,0.0050471933,0.00013223328,0.000014380882,0.000020405436,0.0026893714,0.00007693176,0.00007678561,0.00061604177,0.9903657,0.00019572955],"about_ca_topic_score_codex":0.000209567,"about_ca_topic_score_gemma":0.0000031497239,"teacher_disagreement_score":0.94590026,"about_ca_system_score_codex":0.00033088189,"about_ca_system_score_gemma":0.000014103898,"threshold_uncertainty_score":0.9950532},"labels":[],"label_agreement":null},{"id":"W6958166761","doi":"10.60692/0hrdp-r2r17","title":"Towards advancement of nursing in Ghana: The role of the Ghanaian‐Diaspora Nursing Alliance (G‐DNA)","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Health care; Workforce; Alliance; Equity (law); Occupational health nursing; Nursing shortage; Nurse education; Work (physics); Health policy; Skill mix","score_opus":0.06727467376492685,"score_gpt":0.36448640005495947,"score_spread":0.2972117262900326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958166761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97850585,0.00008286567,0.00052728225,0.0014158811,0.0013302738,0.0019059925,0.00009148497,0.00012493662,0.016015457],"genre_scores_gemma":[0.99926764,0.0000028545608,0.00012879992,0.00015170978,0.000070541435,0.00013404828,0.0000106213065,0.000012710858,0.00022107143],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9970229,0.00036299723,0.0013838853,0.00013050172,0.00056126766,0.00053841603],"domain_scores_gemma":[0.99805003,0.000044999,0.0010047521,0.0005802436,0.00025159607,0.00006836542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001109155,0.0001653722,0.00035129857,0.00015516274,0.00037363416,0.000010738595,0.00039965447,0.000149709,0.000024349498],"category_scores_gemma":[0.000057523015,0.00010206087,0.00008041888,0.0011400083,0.00010389606,0.00032712033,0.00007422331,0.00025058803,0.00023840362],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012197674,0.000008450953,0.16567166,0.0013341652,0.000018342591,5.855562e-7,0.8136055,0.0009104134,0.000005271858,0.0054155746,0.0004264563,0.012481626],"study_design_scores_gemma":[0.0006942103,0.00003124624,0.16744092,0.01172169,0.000019404088,0.0000017522132,0.8147889,0.0034653458,0.000631244,0.000054258624,0.0010322036,0.00011886143],"about_ca_topic_score_codex":0.0001301687,"about_ca_topic_score_gemma":0.0000065148797,"teacher_disagreement_score":0.020761816,"about_ca_system_score_codex":0.0006806609,"about_ca_system_score_gemma":0.00022531133,"threshold_uncertainty_score":0.41619214},"labels":[],"label_agreement":null},{"id":"W6958271279","doi":"10.6084/m9.figshare.26591621","title":"Additional file 1 of “I wish I had known what I was getting into”: a qualitative study exploring the experiences of Canadians who study medicine abroad","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Western University","funders":"","keywords":"Qualitative research; Wish; Semi-structured interview; Study abroad; Chose; Interview; Qualitative analysis","score_opus":0.14516854302087295,"score_gpt":0.48148171339933266,"score_spread":0.3363131703784597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958271279","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06493838,0.0017336864,7.760824e-8,0.0005969294,0.00061139587,0.0025283438,0.92527074,0.00010508959,0.0042153336],"genre_scores_gemma":[0.67552346,0.00001882619,0.0000751167,0.000517526,0.0009806746,0.034610227,0.282722,0.00006715309,0.0054850397],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9963279,0.0011107352,0.00095145614,0.0004020434,0.0007017758,0.0005061232],"domain_scores_gemma":[0.98591936,0.012697898,0.00035452808,0.0003854721,0.0004603192,0.0001824326],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048201755,0.00022270776,0.00049029593,0.00016280967,0.00068322755,0.000024841838,0.00045203202,0.000077874436,0.9625425],"category_scores_gemma":[0.0062066177,0.00015264995,0.00006335526,0.0007916413,0.000072539144,0.00053267897,0.00021841006,0.0005684511,0.0005891272],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066595503,0.00004619253,0.000009136549,0.00034634987,0.000030912855,0.000010392094,0.48304567,0.0000013293769,1.0377201e-7,0.0000059816225,0.5149509,0.0015463944],"study_design_scores_gemma":[0.00014388176,0.00041171757,0.00057885755,0.031492826,0.000011303391,4.686774e-7,0.6748286,0.000042786156,0.0000011032163,0.00003588038,0.29236108,0.00009147503],"about_ca_topic_score_codex":0.0070594507,"about_ca_topic_score_gemma":0.021568533,"teacher_disagreement_score":0.9619534,"about_ca_system_score_codex":0.00021891145,"about_ca_system_score_gemma":0.0007391361,"threshold_uncertainty_score":0.9995526},"labels":[],"label_agreement":null},{"id":"W6958277626","doi":"10.6084/m9.figshare.26647344.v1","title":"Additional file 3 of Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Government (linguistics); Work (physics); Data collection; Rural population; MEDLINE","score_opus":0.048194641762120176,"score_gpt":0.4244792977979673,"score_spread":0.3762846560358471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958277626","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00063222693,0.0027735874,1.9136806e-8,0.0016964158,0.000115506504,0.00038259325,0.9657326,0.000039143943,0.028627919],"genre_scores_gemma":[0.018695135,0.00004561738,0.00014360304,0.00048153842,0.00042673637,0.0011817461,0.975629,0.000023004377,0.0033736252],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984078,0.00036868392,0.00045956008,0.00013931363,0.00037724132,0.0002474364],"domain_scores_gemma":[0.98536205,0.013775027,0.00041383528,0.00017466598,0.00016319135,0.00011120911],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025151987,0.00009851817,0.0001879115,0.00008780449,0.0001459131,0.000006386882,0.00016112145,0.00022300516,0.98901623],"category_scores_gemma":[0.0069398144,0.000071734794,0.000039276376,0.00033998722,0.0000511845,0.00022923667,0.0001427922,0.00062254316,0.001175678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001605899,0.000027990054,0.000031318934,0.0014572287,0.0000117048785,0.0000071058676,0.0010482973,1.8625443e-7,0.0000010024077,0.0003152118,0.9953194,0.0017644445],"study_design_scores_gemma":[0.00012979608,0.000030715342,0.004914553,0.022721838,0.00000528761,0.0000086223945,0.0034860012,0.00014502576,0.0000035199657,0.00021953939,0.9682734,0.000061682185],"about_ca_topic_score_codex":0.00005563214,"about_ca_topic_score_gemma":0.00041343432,"teacher_disagreement_score":0.9878406,"about_ca_system_score_codex":0.00008421675,"about_ca_system_score_gemma":0.0012627768,"threshold_uncertainty_score":0.999602},"labels":[],"label_agreement":null},{"id":"W6958497524","doi":"10.6084/m9.figshare.24779228.v1","title":"Additional file 1 of Access to healthcare services and confidence in healthcare professionals’ management of malaria: the views of Francophone sub-Saharan African Immigrants living in western Canada","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Health care; Immigration; Perception; Health professionals; Healthcare service; Factor (programming language)","score_opus":0.0728838837903696,"score_gpt":0.3878579689737214,"score_spread":0.3149740851833518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958497524","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046597693,0.0009731871,2.6054373e-8,0.005683547,0.000136165,0.002464884,0.9439669,0.000021060918,0.00015649087],"genre_scores_gemma":[0.8196328,0.00016112173,0.000050212708,0.0026863064,0.000064241045,0.0051349807,0.17179945,0.000035650035,0.00043522264],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99657893,0.0006192575,0.001181838,0.00036537988,0.0006158074,0.0006387597],"domain_scores_gemma":[0.99498177,0.0033914903,0.0007020387,0.00039107242,0.0003417964,0.00019184251],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034382383,0.00020139036,0.0005906765,0.00021558443,0.00019191914,0.000005359744,0.0005932836,0.00015939347,0.30800888],"category_scores_gemma":[0.00040689931,0.00016727972,0.00003549481,0.0017330749,0.00001790446,0.00013599728,0.0006484298,0.00046234226,0.000095399715],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057904126,0.00003519336,0.019326052,0.017254047,0.00001085804,0.000019629471,0.0028064407,0.000017599117,0.000001438541,0.000010095265,0.95948154,0.0009792091],"study_design_scores_gemma":[0.00020139197,0.00004002458,0.81156665,0.119776085,0.0000018254248,5.709082e-7,0.010146398,0.000047759426,0.000008328818,0.000029436627,0.058069397,0.000112137815],"about_ca_topic_score_codex":0.36706895,"about_ca_topic_score_gemma":0.9268299,"teacher_disagreement_score":0.9014121,"about_ca_system_score_codex":0.00019480872,"about_ca_system_score_gemma":0.0010890377,"threshold_uncertainty_score":0.6926237},"labels":[],"label_agreement":null},{"id":"W6958583107","doi":"10.6084/m9.figshare.26711879.v1","title":"Additional file 1 of Rural healthcare professionals’ participation in Medical Assistance in Dying (MAiD): beyond a binary decision","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Health care; Government (linguistics); MEDLINE; Medical care; Medical record; Qualitative research","score_opus":0.06132797897432567,"score_gpt":0.46490244600052677,"score_spread":0.4035744670262011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958583107","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0077032037,0.0013075081,3.5756656e-7,0.0019655083,0.00027858865,0.000866359,0.9854776,0.00010766265,0.0022932142],"genre_scores_gemma":[0.15008526,0.000012494142,0.00035517267,0.0012172749,0.00024219541,0.0064796787,0.84057945,0.000036834736,0.0009916393],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99644923,0.000532722,0.0011092111,0.00031720186,0.0008956395,0.00069598504],"domain_scores_gemma":[0.98901033,0.010088763,0.0002169652,0.0002343625,0.0001866441,0.00026292232],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003275574,0.00018421629,0.00036078703,0.00030871574,0.00020631518,0.000010400014,0.0002410773,0.00047761365,0.9873209],"category_scores_gemma":[0.006883956,0.0001661823,0.000061790146,0.001008301,0.000017122215,0.00026697462,0.00020998986,0.0011365276,0.0037853192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000074791904,0.00008975712,0.0005507033,0.0017619143,0.0000029458622,0.00008522896,0.0009849812,0.000009720819,6.058418e-7,0.00009768862,0.9873829,0.008958747],"study_design_scores_gemma":[0.000410457,0.00007493901,0.060303792,0.24784108,0.0000017425123,0.0000031013542,0.0022738741,0.0051891417,0.0000014370623,0.00084798207,0.68286437,0.00018807448],"about_ca_topic_score_codex":0.00012269235,"about_ca_topic_score_gemma":0.0025921802,"teacher_disagreement_score":0.9835356,"about_ca_system_score_codex":0.0005419474,"about_ca_system_score_gemma":0.0019451138,"threshold_uncertainty_score":0.9969903},"labels":[],"label_agreement":null},{"id":"W6958587201","doi":"10.6084/m9.figshare.26755396","title":"Additional file 1 of Factors associated with satisfaction of the australian rural resident medical officer cadetship program: results from a cross-sectional study","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Officer; Data collection; Quality (philosophy); MEDLINE; Medical record; Public health; Rural health","score_opus":0.11488952635818556,"score_gpt":0.44061268840610435,"score_spread":0.3257231620479188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958587201","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22611684,0.000014729417,6.72632e-9,0.00010980266,0.00017905468,0.0011249053,0.77172107,0.00012533358,0.0006082796],"genre_scores_gemma":[0.5255148,1.5499182e-7,0.0000074205163,0.00002345401,0.0001416556,0.00079050736,0.47159284,0.000016014965,0.0019131849],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99655145,0.000497196,0.0008902245,0.00031274653,0.0013601516,0.000388221],"domain_scores_gemma":[0.99067795,0.007941282,0.0005103739,0.00027218866,0.0004274711,0.00017072484],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000183999,0.00018196877,0.00026252845,0.000065587024,0.00037021932,0.000025122577,0.00025434623,0.00039852055,0.97855663],"category_scores_gemma":[0.012548055,0.0001171097,0.00010309413,0.0005245314,0.000050252096,0.00013175735,0.00012984741,0.0009589823,0.00048217582],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010605467,0.000087730645,0.08501776,0.00013749233,0.000087867746,0.0000054012653,0.0010582209,0.000007881676,3.391951e-7,0.0000017943476,0.9133403,0.00014919267],"study_design_scores_gemma":[0.00043816702,0.00017959507,0.9086587,0.017502591,0.0000138041,5.9815955e-7,0.0018324476,0.000042280288,0.0000039040615,0.000014592986,0.07121556,0.00009774246],"about_ca_topic_score_codex":0.0026514626,"about_ca_topic_score_gemma":0.010400763,"teacher_disagreement_score":0.97807443,"about_ca_system_score_codex":0.00035355988,"about_ca_system_score_gemma":0.00137102,"threshold_uncertainty_score":0.9957697},"labels":[],"label_agreement":null},{"id":"W6958741132","doi":"10.6084/m9.figshare.24779228","title":"Additional file 1 of Access to healthcare services and confidence in healthcare professionals’ management of malaria: the views of Francophone sub-Saharan African Immigrants living in western Canada","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Health care; Immigration; Perception; Health professionals; Healthcare service; Factor (programming language)","score_opus":0.0728838837903696,"score_gpt":0.3878579689737214,"score_spread":0.3149740851833518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958741132","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046597693,0.0009731871,2.6054373e-8,0.005683547,0.000136165,0.002464884,0.9439669,0.000021060918,0.00015649087],"genre_scores_gemma":[0.8196328,0.00016112173,0.000050212708,0.0026863064,0.000064241045,0.0051349807,0.17179945,0.000035650035,0.00043522264],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99657893,0.0006192575,0.001181838,0.00036537988,0.0006158074,0.0006387597],"domain_scores_gemma":[0.99498177,0.0033914903,0.0007020387,0.00039107242,0.0003417964,0.00019184251],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034382383,0.00020139036,0.0005906765,0.00021558443,0.00019191914,0.000005359744,0.0005932836,0.00015939347,0.30800888],"category_scores_gemma":[0.00040689931,0.00016727972,0.00003549481,0.0017330749,0.00001790446,0.00013599728,0.0006484298,0.00046234226,0.000095399715],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057904126,0.00003519336,0.019326052,0.017254047,0.00001085804,0.000019629471,0.0028064407,0.000017599117,0.000001438541,0.000010095265,0.95948154,0.0009792091],"study_design_scores_gemma":[0.00020139197,0.00004002458,0.81156665,0.119776085,0.0000018254248,5.709082e-7,0.010146398,0.000047759426,0.000008328818,0.000029436627,0.058069397,0.000112137815],"about_ca_topic_score_codex":0.36706895,"about_ca_topic_score_gemma":0.9268299,"teacher_disagreement_score":0.9014121,"about_ca_system_score_codex":0.00019480872,"about_ca_system_score_gemma":0.0010890377,"threshold_uncertainty_score":0.6926237},"labels":[],"label_agreement":null},{"id":"W6966503557","doi":"10.3899/jrheum.2025-0314.118","title":"Impact of a Physician Extender on Outpatient Rheumatology Capacity and Wait Times","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"William Osler Health System; Brampton Civic Hospital; Kingston Health Sciences Centre","funders":"","keywords":"Referral; Rheumatology; Medical record; Retrospective cohort study; Electronic medical record; Patient referral; Outpatient clinic","score_opus":0.03248095262907827,"score_gpt":0.40165509121122267,"score_spread":0.36917413858214443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6966503557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99195224,0.0010634186,0.00010996261,0.0022023423,0.0007978221,0.00034516916,0.000009998415,0.000015377098,0.0035036926],"genre_scores_gemma":[0.99795914,0.0011615825,0.00010379987,0.000535253,0.0000063625735,0.0000053805393,9.182307e-7,0.000012924297,0.00021465786],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963896,0.001483513,0.0012759264,0.00012932396,0.00019561415,0.0005259708],"domain_scores_gemma":[0.99545676,0.0023876093,0.0013183443,0.00033361441,0.00038147598,0.00012222707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011292651,0.00019842848,0.0009620653,0.00023400392,0.00035787636,0.0000026922378,0.0003355053,0.00025704206,0.0001548233],"category_scores_gemma":[0.0004969599,0.00011550431,0.00014207732,0.00023961421,0.00033922342,0.0000680685,0.00012182739,0.0009514774,0.000033568234],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015260377,0.00024919718,0.90595734,0.00046256938,0.00037959937,0.0000024608435,0.008335001,0.00011054693,0.000044141118,0.04812887,0.03237583,0.0024284243],"study_design_scores_gemma":[0.011202536,0.007633217,0.8421609,0.01440423,0.0005221143,0.001704356,0.024431279,0.0013822298,0.00015389953,0.086483926,0.009194883,0.0007264335],"about_ca_topic_score_codex":0.0021351876,"about_ca_topic_score_gemma":0.0001717771,"teacher_disagreement_score":0.06379642,"about_ca_system_score_codex":0.00018542536,"about_ca_system_score_gemma":0.0004687783,"threshold_uncertainty_score":0.4710129},"labels":[],"label_agreement":null},{"id":"W6968008378","doi":"10.5281/zenodo.12658998","title":"Mitigating Nurse Emigration: Strategies for Retaining South Africa's Healthcare Workforce","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Emigration; Workforce; Health care; Workforce development; Workforce planning; Marital status; Descriptive statistics; Descriptive research","score_opus":0.10739894278537476,"score_gpt":0.3929438768695598,"score_spread":0.285544934084185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968008378","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10287019,0.009571538,0.075022526,0.023194814,0.0027357037,0.010755485,0.0022946626,0.015760334,0.75779474],"genre_scores_gemma":[0.98910636,0.000059097772,0.0012524182,0.00047218922,0.0008646751,0.0000018091489,0.0015871889,0.0015141316,0.005142131],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99628544,0.00082517747,0.000703164,0.0006539444,0.00045561927,0.0010766404],"domain_scores_gemma":[0.9977211,0.0002666973,0.00020083743,0.00048568868,0.0009544578,0.0003712289],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0016701374,0.0002428847,0.00027765112,0.00024340181,0.007178586,0.0007140024,0.00068409386,0.0002169971,0.0048124935],"category_scores_gemma":[0.0008547828,0.00024493958,0.00009614172,0.0009863437,0.00014513642,0.0004890579,0.00037289356,0.0006925139,0.0047241626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022059208,0.000052683958,0.000067431676,0.0024721534,0.00006875129,0.000026948223,0.13392414,0.00026688524,0.00036702436,0.23687564,0.49808893,0.12756881],"study_design_scores_gemma":[0.00038266354,0.00027034685,0.000074850315,0.0013594128,0.000021417905,0.00001406053,0.067996904,0.0027573453,0.000025224075,0.002368897,0.9244972,0.00023168621],"about_ca_topic_score_codex":0.00004228273,"about_ca_topic_score_gemma":0.0000060718025,"teacher_disagreement_score":0.8862362,"about_ca_system_score_codex":0.00049676484,"about_ca_system_score_gemma":0.00007268773,"threshold_uncertainty_score":0.9988346},"labels":[],"label_agreement":null},{"id":"W6976307217","doi":"10.60692/xx53v-pks72","title":"Accommodate or Reject: The Role of Local Communities in the Retention of Health Workers in Rural Tanzania","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Tanzania; Focus group; Workforce; Thematic analysis; Local government; Rural health; Qualitative research; Community health; Government (linguistics); Public health","score_opus":0.07401000970197844,"score_gpt":0.3394909006669538,"score_spread":0.2654808909649754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976307217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925184,0.00011227823,0.00043770715,0.00077363075,0.0002606458,0.0011513216,0.00007875002,0.000035694604,0.0046315747],"genre_scores_gemma":[0.9990953,0.0000055679907,0.00006384206,0.0005386036,0.000020132842,0.00013300269,0.00006630034,0.000007517759,0.00006968519],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9945136,0.0026935986,0.0019322075,0.00006473629,0.0003821502,0.0004137652],"domain_scores_gemma":[0.99790466,0.00018089835,0.000997568,0.00063049124,0.0002478803,0.000038507045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003436445,0.00013495103,0.0004297368,0.00016929643,0.00034091773,0.000018236002,0.00036744916,0.00014498785,0.000055923043],"category_scores_gemma":[0.000041655505,0.000075590295,0.00005425267,0.00077801297,0.0000861364,0.0003383628,0.00013071291,0.00045781827,0.00005848425],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017169818,0.000004682129,0.6434421,0.0011835488,0.000008072266,7.1662225e-7,0.3519433,0.00015929944,1.6580813e-7,0.0010589813,0.00014288984,0.0018845049],"study_design_scores_gemma":[0.00067167217,0.00004037214,0.19880398,0.0030740376,0.000004601952,0.000006557986,0.795594,0.0010096491,0.000014264285,0.000012947135,0.00071381044,0.000054163767],"about_ca_topic_score_codex":0.0054948204,"about_ca_topic_score_gemma":0.0011296859,"teacher_disagreement_score":0.44463816,"about_ca_system_score_codex":0.0002994223,"about_ca_system_score_gemma":0.00040590152,"threshold_uncertainty_score":0.8306561},"labels":[],"label_agreement":null},{"id":"W6976917924","doi":"10.6084/m9.figshare.28862487","title":"Additional file 1 of Approaches towards averting a potential structural shortage of general practitioners: results of a quantitative survey on attitudes, experiences, and ideas from general practitioners in the Federal Republic of Germany","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Quarter (Canadian coin); Government (linguistics); Relevance (law)","score_opus":0.1304270352436626,"score_gpt":0.444798781424861,"score_spread":0.31437174618119845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976917924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8576538,0.000054513017,0.000008095609,0.00026894847,0.00010327037,0.0009050599,0.13329493,0.0000016149636,0.0077097844],"genre_scores_gemma":[0.9496424,0.0000109906405,0.018639626,0.000102759266,0.00005080172,0.00028828534,0.030321017,0.000009533831,0.00093458965],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99600273,0.0015087461,0.0013223137,0.00040122648,0.00047216986,0.00029281876],"domain_scores_gemma":[0.99494535,0.0029397462,0.0013984668,0.00032023582,0.00033758915,0.00005862329],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012357236,0.00017390955,0.0005231835,0.00015989927,0.00025323985,0.000026607115,0.00038375848,0.00016980362,0.03952436],"category_scores_gemma":[0.0025323192,0.0001371294,0.00006218567,0.00045412357,0.00028900363,0.00042598895,0.00021619732,0.00036099608,0.0000034181203],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009130089,0.0010330749,0.015828386,0.00054575567,0.00045627874,0.000024138104,0.09727461,0.00088656036,0.0007173164,0.003447971,0.86360705,0.0070487917],"study_design_scores_gemma":[0.0029528376,0.0005968455,0.89273995,0.003250986,0.000045843262,0.0000036047734,0.08574321,0.0028281996,0.0006459088,0.0005109167,0.010361494,0.00032017863],"about_ca_topic_score_codex":0.025788182,"about_ca_topic_score_gemma":0.008858452,"teacher_disagreement_score":0.8769116,"about_ca_system_score_codex":0.00009126368,"about_ca_system_score_gemma":0.0009368343,"threshold_uncertainty_score":0.9806992},"labels":[],"label_agreement":null},{"id":"W6977075004","doi":"10.6084/m9.figshare.28862487.v1","title":"Additional file 1 of Approaches towards averting a potential structural shortage of general practitioners: results of a quantitative survey on attitudes, experiences, and ideas from general practitioners in the Federal Republic of Germany","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Quarter (Canadian coin); Government (linguistics); Relevance (law)","score_opus":0.12530107568950033,"score_gpt":0.4170861987738739,"score_spread":0.29178512308437354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977075004","genre_codex":"dataset","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26834857,0.00009314643,8.7152875e-7,0.00012756186,0.00005429155,0.00053580053,0.72866476,0.000010089465,0.00216493],"genre_scores_gemma":[0.53321075,0.000003815302,0.0016546526,0.0001290436,0.000052737196,0.0005166675,0.4641948,0.000008362993,0.00022917317],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9964584,0.0011735526,0.0011797348,0.00035815182,0.00052154524,0.0003085793],"domain_scores_gemma":[0.9938423,0.0039336807,0.0013819375,0.00030140876,0.00048150684,0.000059176113],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004151178,0.0001849899,0.0004656379,0.00017876517,0.00022970638,0.000013759919,0.0002596398,0.0001999421,0.2537783],"category_scores_gemma":[0.008081104,0.00014875032,0.00008287857,0.00048641127,0.000094608935,0.00030279107,0.00013961576,0.00041371284,0.000006788135],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007175232,0.00011609246,0.0007654937,0.00048540247,0.00006239193,0.0000043444807,0.0079965545,0.00017034163,0.000030316764,0.0003826915,0.9890707,0.00019810961],"study_design_scores_gemma":[0.0016756064,0.00038290626,0.9415325,0.012001299,0.000020941668,0.00000268552,0.027570114,0.0030336329,0.00020775152,0.00032054476,0.0129730925,0.00027894301],"about_ca_topic_score_codex":0.007508476,"about_ca_topic_score_gemma":0.0030602904,"teacher_disagreement_score":0.97609764,"about_ca_system_score_codex":0.00009515742,"about_ca_system_score_gemma":0.000766309,"threshold_uncertainty_score":0.9991006},"labels":[],"label_agreement":null},{"id":"W6977137436","doi":"10.6084/m9.figshare.27263400.v2","title":"Africa's Urgent Need","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Health care; Developing country; Politics; Brain drain; Health professionals; Healthcare system","score_opus":0.1408021756403223,"score_gpt":0.45426222947512007,"score_spread":0.3134600538347978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977137436","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010384383,0.019348292,0.0000018149793,0.0063762483,0.0025591112,0.0019247762,0.25753465,0.0024856112,0.70873106],"genre_scores_gemma":[0.66536236,0.000050234274,0.00031883255,0.0059718094,0.0034573213,0.0033611478,0.13032043,0.00019024618,0.19096763],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984595,0.0001250599,0.00030956947,0.0002555793,0.00021812257,0.0006321481],"domain_scores_gemma":[0.9987762,0.0004892797,0.000045568693,0.00026761775,0.00009601798,0.00032531796],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009796573,0.00013019661,0.00015346064,0.00007424552,0.00032797476,0.000021276492,0.00018162385,0.00018490461,0.7734016],"category_scores_gemma":[0.00085487624,0.000109731256,0.00006612989,0.00040121743,0.0000032428102,0.00009568435,0.00015056305,0.0005105259,0.1428881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004223359,0.0000063551656,0.00004872701,0.0010041064,0.000006955831,0.000035387504,0.0011844047,0.0000021374449,0.000004664646,0.0004091008,0.9952785,0.002015446],"study_design_scores_gemma":[0.00007807224,0.000019659765,0.00035872112,0.009085483,0.0000045199918,0.0000013658231,0.00066023605,0.00026653658,0.000010323195,0.00027367726,0.98913205,0.0001093668],"about_ca_topic_score_codex":0.000033754954,"about_ca_topic_score_gemma":0.000022787584,"teacher_disagreement_score":0.6643239,"about_ca_system_score_codex":0.00020361315,"about_ca_system_score_gemma":0.0004044638,"threshold_uncertainty_score":0.85777926},"labels":[],"label_agreement":null},{"id":"W6977229803","doi":"10.6084/m9.figshare.c.3786344_d1.v1","title":"Additional file 1: Figure S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Data collection; Rural area; Key (lock)","score_opus":0.1235410750541365,"score_gpt":0.4052396329082311,"score_spread":0.2816985578540946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977229803","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014113127,0.00014154612,3.733517e-9,0.00021715715,0.00006846669,0.0003279575,0.9734228,0.000008821484,0.011700117],"genre_scores_gemma":[0.16364554,0.0000098918545,0.000083691244,0.0004124277,0.000069134294,0.00023749562,0.83311564,0.000013044383,0.0024131632],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99843353,0.00039950485,0.00039344345,0.000104784835,0.00030289817,0.00036583273],"domain_scores_gemma":[0.99418736,0.00482092,0.0003253118,0.00026914917,0.000306821,0.000090446345],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013864659,0.00011607251,0.00026107454,0.000072149756,0.00047495964,0.000011718595,0.00031556308,0.00013226944,0.9243564],"category_scores_gemma":[0.0066446154,0.00011860771,0.00001575731,0.00012228297,0.000026417403,0.00013542565,0.00018156142,0.0005014296,0.00029929352],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003750733,0.000007761384,0.026002858,0.00017328469,0.000002622015,0.000003964677,0.00045017392,0.0000056313743,9.919575e-9,0.0000070387136,0.972145,0.0011641465],"study_design_scores_gemma":[0.00020598088,0.000006976589,0.65254194,0.019737436,3.4400156e-7,4.1321312e-7,0.0014925861,0.00015346408,1.4854781e-7,0.00006982708,0.32571715,0.00007371303],"about_ca_topic_score_codex":0.8634692,"about_ca_topic_score_gemma":0.9930203,"teacher_disagreement_score":0.9240571,"about_ca_system_score_codex":0.0005351727,"about_ca_system_score_gemma":0.0025875743,"threshold_uncertainty_score":0.79547054},"labels":[],"label_agreement":null},{"id":"W6977324185","doi":"10.6084/m9.figshare.24709092","title":"Additional file 2 of Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Government (linguistics); Work (physics); Data collection; Rural population; MEDLINE","score_opus":0.047403253602480315,"score_gpt":0.4243501521227354,"score_spread":0.3769468985202551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977324185","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00062286836,0.0028030307,1.8597515e-8,0.0016950757,0.00011501594,0.0003817634,0.96524704,0.000039172173,0.029096013],"genre_scores_gemma":[0.018046876,0.00004582977,0.00014104138,0.0004784039,0.0004249668,0.0011725916,0.9763742,0.000022803708,0.003293251],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99840784,0.00036892403,0.00045955958,0.0001392692,0.0003770644,0.00024736227],"domain_scores_gemma":[0.98543835,0.013700266,0.0004143232,0.0001745758,0.00016132402,0.000111191395],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025022446,0.00009850033,0.00018793893,0.00008777575,0.00014593714,0.0000063875227,0.0001611344,0.00022302619,0.9890844],"category_scores_gemma":[0.00685609,0.00007172964,0.00003927116,0.00033984616,0.00005117999,0.00022921519,0.00014287878,0.0006225278,0.0011497365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015872669,0.000027999256,0.000030259473,0.0014454657,0.000011717063,0.000007216951,0.0010493278,1.8714584e-7,9.643517e-7,0.00032307336,0.99529976,0.0017881448],"study_design_scores_gemma":[0.00012907926,0.00003081846,0.0048721847,0.022526046,0.0000053267213,0.000008741747,0.003472488,0.00014403801,0.000003426189,0.00022104934,0.9685252,0.00006164812],"about_ca_topic_score_codex":0.000055554254,"about_ca_topic_score_gemma":0.00041303804,"teacher_disagreement_score":0.9879347,"about_ca_system_score_codex":0.000083895866,"about_ca_system_score_gemma":0.0012562786,"threshold_uncertainty_score":0.999628},"labels":[],"label_agreement":null},{"id":"W6977336505","doi":"10.6084/m9.figshare.26647344","title":"Additional file 3 of Beyond the regulatory radar: knowledge and practices of rural medical practitioners in Bangladesh","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Government (linguistics); Work (physics); Data collection; Rural population; MEDLINE","score_opus":0.048194641762120176,"score_gpt":0.4244792977979673,"score_spread":0.3762846560358471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977336505","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00063222693,0.0027735874,1.9136806e-8,0.0016964158,0.000115506504,0.00038259325,0.9657326,0.000039143943,0.028627919],"genre_scores_gemma":[0.018695135,0.00004561738,0.00014360304,0.00048153842,0.00042673637,0.0011817461,0.975629,0.000023004377,0.0033736252],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984078,0.00036868392,0.00045956008,0.00013931363,0.00037724132,0.0002474364],"domain_scores_gemma":[0.98536205,0.013775027,0.00041383528,0.00017466598,0.00016319135,0.00011120911],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00025151987,0.00009851817,0.0001879115,0.00008780449,0.0001459131,0.000006386882,0.00016112145,0.00022300516,0.98901623],"category_scores_gemma":[0.0069398144,0.000071734794,0.000039276376,0.00033998722,0.0000511845,0.00022923667,0.0001427922,0.00062254316,0.001175678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001605899,0.000027990054,0.000031318934,0.0014572287,0.0000117048785,0.0000071058676,0.0010482973,1.8625443e-7,0.0000010024077,0.0003152118,0.9953194,0.0017644445],"study_design_scores_gemma":[0.00012979608,0.000030715342,0.004914553,0.022721838,0.00000528761,0.0000086223945,0.0034860012,0.00014502576,0.0000035199657,0.00021953939,0.9682734,0.000061682185],"about_ca_topic_score_codex":0.00005563214,"about_ca_topic_score_gemma":0.00041343432,"teacher_disagreement_score":0.9878406,"about_ca_system_score_codex":0.00008421675,"about_ca_system_score_gemma":0.0012627768,"threshold_uncertainty_score":0.999602},"labels":[],"label_agreement":null},{"id":"W6979721620","doi":"","title":"Access of international medical graduates to practice in Ontario : a study of narrative descriptions","year":2004,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Narrative; Agency (philosophy); MEDLINE; Qualitative research; Government (linguistics)","score_opus":0.058081329190601556,"score_gpt":0.4005430596756761,"score_spread":0.34246173048507456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6979721620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9838102,0.000055568624,0.000025012441,0.0026411456,0.0012470762,0.0017022432,0.000026773747,0.000021414477,0.010470565],"genre_scores_gemma":[0.99481493,0.00011115178,0.00086743705,0.00007711107,0.000033356206,0.0000077731465,0.00018820658,0.00001877363,0.0038812617],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9972508,0.0005129279,0.0005356004,0.00035140128,0.0010451587,0.0003040957],"domain_scores_gemma":[0.99676824,0.0004892037,0.0011233131,0.00029051144,0.0011484291,0.00018031095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00063445856,0.00020534526,0.0006514623,0.00061284547,0.00026342165,0.0000044962067,0.0009166306,0.00044799066,0.00032969442],"category_scores_gemma":[0.00075725315,0.0002559356,0.00008002339,0.0005482977,0.00006517699,0.00040303948,0.00026968136,0.0011334188,0.000023988065],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002070178,0.0021445,0.58196926,0.0006624343,0.0002656224,0.00009183522,0.40718275,0.00022173215,0.000026040128,0.00061669986,0.0044287965,0.00032015934],"study_design_scores_gemma":[0.001191221,0.00030304436,0.43062446,0.0020313151,0.00006799686,4.399195e-7,0.5628492,0.0000065995387,0.0000049467317,0.00008669434,0.0027344914,0.00009958257],"about_ca_topic_score_codex":0.7755562,"about_ca_topic_score_gemma":0.9994192,"teacher_disagreement_score":0.22386304,"about_ca_system_score_codex":0.0013551447,"about_ca_system_score_gemma":0.0022975153,"threshold_uncertainty_score":0.9999893},"labels":[],"label_agreement":null},{"id":"W6980036712","doi":"","title":"Are Chinese nurses a viable source to relieve U.S. nursing shortage?","year":2003,"lang":"en","type":"article","venue":"Digital Scholarship - UNLV (University of Nevada Reno)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nursing shortage; Economic shortage; Context (archaeology); Work (physics); China; Health care; Socioeconomic status","score_opus":0.037108313497973264,"score_gpt":0.3627524647547944,"score_spread":0.3256441512568211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6980036712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90427494,0.00032475355,0.00040280298,0.0013875811,0.0005539584,0.0009263341,0.00011834927,0.00023863323,0.09177264],"genre_scores_gemma":[0.9690608,0.000024899367,0.0008829569,0.0006863314,0.000074067466,0.000002072284,0.00004902639,0.00005075068,0.02916909],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968353,0.00037673008,0.0004361389,0.0006190232,0.00064033066,0.0010925126],"domain_scores_gemma":[0.9972537,0.0003645536,0.0005101353,0.0006901737,0.00039575042,0.0007856692],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005141596,0.00035234384,0.00062378234,0.00026964454,0.0013154019,0.000059578786,0.0006307803,0.00038310117,0.0008261201],"category_scores_gemma":[0.0010237695,0.0003946621,0.00016127892,0.0012118552,0.00017772142,0.0014554089,0.00016465144,0.00096124323,0.0009720817],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073861534,0.0006666361,0.93228424,0.00043581132,0.00009759136,0.00015981066,0.016982432,0.0002488678,0.00023589627,0.0045153284,0.030567167,0.01306762],"study_design_scores_gemma":[0.002110943,0.00037391525,0.21543415,0.0038852196,0.00008500633,0.000019340487,0.09301804,0.00003839019,0.00003467027,0.004913535,0.679133,0.00095378415],"about_ca_topic_score_codex":0.00045758506,"about_ca_topic_score_gemma":0.00060570874,"teacher_disagreement_score":0.71685004,"about_ca_system_score_codex":0.00066916394,"about_ca_system_score_gemma":0.0002987598,"threshold_uncertainty_score":0.99998474},"labels":[],"label_agreement":null},{"id":"W6980427222","doi":"","title":"Care of Underserved Populations and the Role of Universities in training the Future Health Workforce","year":2023,"lang":"de","type":"other","venue":"Qucosa (Saxon State and University Library Dresden)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; Workforce development; Health care; Primary health care","score_opus":0.03737343422849626,"score_gpt":0.30307774484384953,"score_spread":0.26570431061535327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6980427222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52896124,0.19856821,0.00004187472,0.057399154,0.0027196242,0.009225492,0.008393177,0.0005272581,0.19416396],"genre_scores_gemma":[0.55961627,0.118132904,0.0004679636,0.0012337263,0.00047448595,0.0000053091744,0.0004897059,0.0003907372,0.3191889],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99585086,0.0019392736,0.0006831035,0.00046760705,0.00034201946,0.0007171422],"domain_scores_gemma":[0.99732107,0.0008533782,0.0009996807,0.00050933764,0.00006769938,0.00024881383],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043738142,0.00039001947,0.0010237375,0.00048156144,0.0009034029,0.00001930691,0.000515909,0.00045132087,0.00031705893],"category_scores_gemma":[0.000009877455,0.00030943612,0.00014910601,0.0010580977,0.00090244325,0.0004974814,0.00055148464,0.0010382833,0.00001890145],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030892296,0.00008707043,0.058705978,0.003638603,0.00037562018,0.00006235711,0.5395688,0.00026243593,5.664047e-7,0.32410774,0.02998591,0.04011571],"study_design_scores_gemma":[0.0019143717,0.000098134704,0.008180163,0.0023866363,0.00007888057,7.4350186e-7,0.6634108,0.00010219116,4.0751158e-7,0.0015445802,0.32210168,0.00018140118],"about_ca_topic_score_codex":0.009399407,"about_ca_topic_score_gemma":0.034195412,"teacher_disagreement_score":0.32256314,"about_ca_system_score_codex":0.00021026621,"about_ca_system_score_gemma":0.001307514,"threshold_uncertainty_score":0.99993575},"labels":[],"label_agreement":null},{"id":"W6981338055","doi":"","title":"Effective communication with patients, families &amp; colleagues: Evaluation of an online program for international medical graduates (IMGS) in Newfoundland and Labrador (NL)","year":2017,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Data collection; MEDLINE; Risk communication; The Internet; Program evaluation","score_opus":0.03336637085523238,"score_gpt":0.38342796045463245,"score_spread":0.3500615895994001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6981338055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965611,0.00011416037,0.0004476824,0.0010538567,0.00031677782,0.001203065,0.0001059848,0.000007175316,0.00019016178],"genre_scores_gemma":[0.99629515,0.00095526193,0.0021824061,0.000021329017,0.00017042356,0.0000024119772,0.0002581226,0.000009479756,0.00010542658],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99669087,0.0013106988,0.0006604897,0.00015797668,0.00096597424,0.00021396713],"domain_scores_gemma":[0.9936907,0.0010902443,0.0021563366,0.00046306467,0.0024767865,0.0001228645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0042780475,0.00014838792,0.0006384837,0.00035858943,0.00072694424,0.000017805496,0.000896622,0.0001571,0.00007446854],"category_scores_gemma":[0.0010410075,0.0001080409,0.00010829079,0.000297337,0.00047555534,0.00038144257,0.00017856884,0.00039213584,6.783876e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008565929,0.000928125,0.9245522,0.00014589142,0.0016329344,0.0000025790066,0.009077841,0.001556639,0.00001655942,0.00023491494,0.0001558746,0.053130515],"study_design_scores_gemma":[0.0113835465,0.00083449564,0.94159657,0.00057690946,0.0022720343,0.0000024926157,0.008065697,0.033662226,6.411248e-7,0.0007298875,0.0007469733,0.00012853504],"about_ca_topic_score_codex":0.046049275,"about_ca_topic_score_gemma":0.5976929,"teacher_disagreement_score":0.5516436,"about_ca_system_score_codex":0.00059886224,"about_ca_system_score_gemma":0.00041867653,"threshold_uncertainty_score":0.9603032},"labels":[],"label_agreement":null},{"id":"W6983405274","doi":"","title":"A medical GIS approach to defining rural for medical education research and policy","year":2013,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Unit (ring theory); Geographic information system; Medical school; Location; Rural area; Medical practice; Record linkage; MEDLINE","score_opus":0.028281093198366723,"score_gpt":0.3988658823498776,"score_spread":0.37058478915151083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6983405274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.964182,0.00021965237,0.0075361696,0.0219477,0.00048951997,0.0007287602,0.000011796771,0.000012343114,0.0048720124],"genre_scores_gemma":[0.9934551,0.00055409037,0.002116595,0.0005202911,0.0011211301,0.0000020849996,0.000022140634,0.00001283914,0.0021957448],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9959553,0.0011708451,0.00070308,0.00016516421,0.0014468656,0.0005587504],"domain_scores_gemma":[0.9948985,0.0019776684,0.0005634204,0.00029853752,0.0014768825,0.0007849801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0060407994,0.00013800566,0.00064059877,0.0008522901,0.0010108714,0.000016220616,0.00091316336,0.00029577408,0.00072254083],"category_scores_gemma":[0.0022940524,0.00010218486,0.00018237966,0.0015825194,0.0003602215,0.00017474752,0.00032276954,0.0009000642,0.00003439578],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01549399,0.003229313,0.3587433,0.00200694,0.008684931,0.00003579991,0.10463797,0.0025518988,0.00025380682,0.13217977,0.27477935,0.09740293],"study_design_scores_gemma":[0.020868326,0.0040346067,0.28538665,0.0039221034,0.0058393,0.0003046795,0.43277472,0.13137622,0.0000017345587,0.046933718,0.06725752,0.0013004012],"about_ca_topic_score_codex":0.047573403,"about_ca_topic_score_gemma":0.011509455,"teacher_disagreement_score":0.32813677,"about_ca_system_score_codex":0.00060274586,"about_ca_system_score_gemma":0.0033363567,"threshold_uncertainty_score":0.9587689},"labels":[],"label_agreement":null},{"id":"W6991755739","doi":"","title":"Indirect Pathways Into Practice: A Comparative Examination of Indian and Philippine Internationally Educated Nurses and Their Entry Into Ontarioâs Nursing Profession","year":2012,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Career Pathways; Settlement (finance); Government (linguistics); Nurse education","score_opus":0.038708250058428616,"score_gpt":0.3663966768966489,"score_spread":0.3276884268382203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991755739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97523385,0.0012647745,0.00002788436,0.0019604766,0.0007909037,0.001044252,0.000032695316,0.000089597605,0.01955557],"genre_scores_gemma":[0.99654704,0.00017779751,0.0015274336,0.00020201383,0.0001031971,0.000009636618,0.00012297476,0.000023019014,0.001286888],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9964982,0.001829104,0.00046340693,0.00035896426,0.00030436003,0.0005459145],"domain_scores_gemma":[0.99714494,0.00097438134,0.0006090451,0.00031927525,0.00052529905,0.00042705674],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001088969,0.00029652208,0.00047612435,0.00068606425,0.0013479512,0.000026344189,0.0002869391,0.00031121,0.00010890238],"category_scores_gemma":[0.00036703635,0.00028560968,0.000044918215,0.0007690932,0.00036289406,0.001944375,0.00024820917,0.0011669977,0.0000151130835],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085901516,0.0012503915,0.3010209,0.00050993176,0.00024007254,0.00001794231,0.63819134,0.000002969663,0.0016305135,0.020147186,0.0017969649,0.034332775],"study_design_scores_gemma":[0.0030287292,0.00040580984,0.3509022,0.005029499,0.0001803184,0.00002737767,0.45797598,0.00006724188,0.0017083926,0.001053783,0.17897777,0.0006428887],"about_ca_topic_score_codex":0.0013335223,"about_ca_topic_score_gemma":0.002487832,"teacher_disagreement_score":0.18021536,"about_ca_system_score_codex":0.00094441697,"about_ca_system_score_gemma":0.00051346235,"threshold_uncertainty_score":0.9999596},"labels":[],"label_agreement":null},{"id":"W6991795314","doi":"","title":"Incentivizing Full-time Employment for New Graduate Nurses in Ontario","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Christian ministry; Work (physics); Health care; Workforce development; Health human resources; Human resources; SAFER","score_opus":0.4728684705148261,"score_gpt":0.640215919168922,"score_spread":0.16734744865409584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991795314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.971202,0.010144976,0.0001677886,0.0016906759,0.0037047123,0.002543615,0.00005881697,0.00007452799,0.010412889],"genre_scores_gemma":[0.8747656,0.010086937,0.0049355347,0.0048234784,0.0012256328,0.00076936075,0.00024876845,0.0002957589,0.102848954],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941811,0.00088685576,0.0020530405,0.00071670493,0.00086156535,0.0013007087],"domain_scores_gemma":[0.9953916,0.0012753656,0.0012924272,0.0006752318,0.0007074003,0.0006579831],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0020941815,0.00044261434,0.0013451461,0.0005739214,0.0007926449,0.00036536646,0.001864319,0.0002642575,0.027040519],"category_scores_gemma":[0.0006855286,0.0004344206,0.0002444457,0.0011539574,0.00007436616,0.001642534,0.0012770838,0.0012721207,0.00016738813],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000557817,0.00033102784,0.71566606,0.00026138854,0.000112121925,0.000071184906,0.0027983913,0.000094526265,0.00788964,0.00021059786,0.26152143,0.010485826],"study_design_scores_gemma":[0.0024580543,0.00003334531,0.6451726,0.006145903,0.000097659075,0.000009313673,0.0013241612,0.000064836095,0.002469754,0.013133351,0.3284653,0.00062570284],"about_ca_topic_score_codex":0.12756686,"about_ca_topic_score_gemma":0.17290813,"teacher_disagreement_score":0.096436426,"about_ca_system_score_codex":0.0014995558,"about_ca_system_score_gemma":0.003232794,"threshold_uncertainty_score":0.99981076},"labels":[],"label_agreement":null},{"id":"W6992739088","doi":"","title":"Mentorship: A Powerful Tool for IPG Success","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Credential; Health care; Mentorship; Empowerment; Credentialing; Pharmacy practice; Pharmacy; Alliance; Community practice","score_opus":0.12867576273334497,"score_gpt":0.43062824319206816,"score_spread":0.3019524804587232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6992739088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99052685,0.0002029711,0.00037791868,0.0014953541,0.0020765145,0.002744619,0.00037914555,0.00048138466,0.0017152124],"genre_scores_gemma":[0.91551375,0.00003280105,0.0000896017,0.0029899296,0.0003035078,0.000070515816,0.00017853525,0.000102753096,0.08071858],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941134,0.0017181324,0.0007184476,0.0009409257,0.0008375422,0.0016715867],"domain_scores_gemma":[0.9968434,0.00077665976,0.0005728332,0.0009379768,0.0003576129,0.0005115051],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017583849,0.00046271447,0.00062040985,0.0005784237,0.0033289008,0.00008189981,0.0016047581,0.0003168877,0.001281924],"category_scores_gemma":[0.00014933772,0.0005534373,0.00025361284,0.0010061098,0.00010355313,0.001198394,0.0014524539,0.0017748224,0.0005934199],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000781877,0.00015205638,0.9952134,0.0002994753,0.00006323668,0.000112275,0.0018034236,0.000042496038,0.0000797124,0.0010784006,0.00013778354,0.00023584666],"study_design_scores_gemma":[0.0039395327,0.00058361486,0.50991964,0.0003351554,0.00013240689,0.000015912823,0.005851629,0.0000011868548,0.0001020158,0.00051567977,0.47783068,0.0007725515],"about_ca_topic_score_codex":0.000040037867,"about_ca_topic_score_gemma":0.0016337069,"teacher_disagreement_score":0.48529378,"about_ca_system_score_codex":0.0019241523,"about_ca_system_score_gemma":0.00057162665,"threshold_uncertainty_score":0.9996917},"labels":[],"label_agreement":null},{"id":"W6997001964","doi":"","title":"Traineesâ views of physician workforce policy in Quebec and their impact on career intentions","year":2014,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; MEDLINE; Workforce planning","score_opus":0.05438842405783096,"score_gpt":0.38076581310239016,"score_spread":0.3263773890445592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6997001964","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9668726,0.0003042258,0.00008587209,0.0025511219,0.00045860087,0.0012907845,0.00005917107,0.000056594745,0.028321074],"genre_scores_gemma":[0.9958487,0.00008746182,0.00003624246,0.0017052584,0.00069383037,0.0002128834,0.000025348487,0.000027100219,0.001363165],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9964448,0.0004943411,0.00058244204,0.00026120452,0.00019625049,0.0020209344],"domain_scores_gemma":[0.9985239,0.00033743237,0.00021553539,0.00032758227,0.000054992353,0.0005405497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075762044,0.00024104225,0.0004857244,0.00019279523,0.00016705334,0.000009454592,0.00018443893,0.0001670668,0.000038199087],"category_scores_gemma":[0.00036828814,0.00016691691,0.00012141065,0.00047596177,0.000100992605,0.0001194253,0.000058168825,0.0004938329,0.000015908992],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036546943,0.00036248952,0.51962143,0.0005109725,0.000057397043,0.0000019482475,0.033238925,0.00039227074,0.00013140377,0.04702235,0.0079911845,0.39030418],"study_design_scores_gemma":[0.00094545,0.0000822496,0.9592234,0.0005674405,0.0000083815685,4.4317784e-7,0.0034542356,0.00031504614,0.000043825527,0.0011733986,0.034021262,0.00016490283],"about_ca_topic_score_codex":0.027798465,"about_ca_topic_score_gemma":0.05080394,"teacher_disagreement_score":0.43960196,"about_ca_system_score_codex":0.0008610192,"about_ca_system_score_gemma":0.00032417805,"threshold_uncertainty_score":0.9786755},"labels":[],"label_agreement":null},{"id":"W6999429482","doi":"","title":"The contribution of Memorial University medical graduates to the family physician workforce in Newfoundland and Labrador","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; Western University","funders":"","keywords":"Workforce; Sample (material); Graduate medical education; Graduate students; Medical school; Rural area","score_opus":0.0802445755064807,"score_gpt":0.3878513696084226,"score_spread":0.3076067941019419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6999429482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9900457,0.0005076477,0.00010704053,0.00710456,0.0008050231,0.000702245,0.000030453684,0.000053897686,0.000643388],"genre_scores_gemma":[0.9929289,0.0006945806,0.000013073963,0.0019214624,0.00025467694,0.0000013850394,0.000023903754,0.000018726476,0.004143253],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99605256,0.0017875159,0.0003996332,0.00043391009,0.00059850485,0.00072789105],"domain_scores_gemma":[0.9971363,0.001307006,0.00025162866,0.0005161675,0.0004158777,0.00037303407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012570798,0.00022615325,0.00040130725,0.00014798896,0.0012274365,0.000050946695,0.0007468315,0.000305547,0.000012033827],"category_scores_gemma":[0.00037409933,0.0001797436,0.00007864953,0.0011465206,0.00023043956,0.00045652877,0.00071661314,0.0010554201,0.00007553942],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047596009,0.00005019639,0.9926417,0.000042968528,0.00003134089,0.00017048,0.0011675418,0.000012889316,0.000084672465,0.003092687,0.000023611536,0.0022059784],"study_design_scores_gemma":[0.0021796285,0.000087779634,0.88560766,0.0009128322,0.000048896814,0.0000036537358,0.008518914,0.0000022303918,0.000060232927,0.00024108372,0.102141954,0.00019510608],"about_ca_topic_score_codex":0.0003874404,"about_ca_topic_score_gemma":0.13108803,"teacher_disagreement_score":0.13070059,"about_ca_system_score_codex":0.00059491047,"about_ca_system_score_gemma":0.00065017864,"threshold_uncertainty_score":0.94405735},"labels":[],"label_agreement":null},{"id":"W7000227082","doi":"","title":"Encountering globalization: professional groups in an international context","year":2009,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Context (archaeology); Affect (linguistics); International market; Control (management); Professional association","score_opus":0.08017615026150868,"score_gpt":0.45868726913134944,"score_spread":0.3785111188698408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000227082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46846193,0.0014016721,0.000036402256,0.011694837,0.009059304,0.006875599,0.17248535,0.001715451,0.32826945],"genre_scores_gemma":[0.94393694,0.0000069265743,0.00009665252,0.006516427,0.0006227471,0.0002187485,0.047402337,0.000015254488,0.0011839602],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981137,0.00021092959,0.0005208826,0.0003085936,0.00034418277,0.0005017211],"domain_scores_gemma":[0.99899906,0.000117023774,0.0001838178,0.00025412263,0.0002726381,0.0001733123],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014216779,0.00015575692,0.00019206552,0.00009730264,0.00028522382,0.000020896001,0.0004161162,0.00022460605,0.2053385],"category_scores_gemma":[0.00047821496,0.00014982792,0.000032454704,0.0002621754,0.000004815229,0.00059390865,0.00010500693,0.00042095012,0.0028122778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002798877,0.0003856501,0.096751764,0.0003913843,0.000010813128,0.00009946748,0.006945687,0.00016692973,0.00004519089,0.008117885,0.8596485,0.027156787],"study_design_scores_gemma":[0.0012227535,0.0001334441,0.31986964,0.011944089,0.00000204389,0.0000050310177,0.0030698092,0.0021289603,0.000011730771,0.0009199298,0.66039157,0.00030097735],"about_ca_topic_score_codex":0.000037943402,"about_ca_topic_score_gemma":0.0005152357,"teacher_disagreement_score":0.475475,"about_ca_system_score_codex":0.0004147839,"about_ca_system_score_gemma":0.00021066815,"threshold_uncertainty_score":0.99796414},"labels":[],"label_agreement":null},{"id":"W7000727539","doi":"","title":"Future practice location and satisfaction with rural medical\\n education: Survey of medical students","year":2006,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Primary care; Rural area; Work (physics); Rural health; Rural management; Medical care; Rural population; Medical school","score_opus":0.019442110920719406,"score_gpt":0.3759687220150211,"score_spread":0.35652661109430167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000727539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9706988,0.0023467387,0.00015808847,0.01947129,0.00249373,0.0014242425,0.000014885098,0.00010675762,0.0032854942],"genre_scores_gemma":[0.99209607,0.002580128,0.00025632806,0.0025060351,0.001247225,0.00012637618,0.00013410806,0.00003993447,0.0010137814],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99346334,0.0019696497,0.0008079373,0.00033003394,0.0025473286,0.00088172924],"domain_scores_gemma":[0.9968451,0.0005959864,0.0005350359,0.0003466957,0.00091120304,0.00076592545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036305836,0.0002086379,0.00031320326,0.00007521064,0.00032340802,0.000027856282,0.00039302628,0.00031216748,0.0005750456],"category_scores_gemma":[0.0028088412,0.00016481652,0.000016073867,0.00078701123,0.00013983311,0.00030660027,0.00014703984,0.0007775379,0.000055555596],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024265658,0.00024538857,0.9502372,0.00024441408,0.000023357932,0.000009090255,0.0016221913,0.0000026595012,6.175194e-7,0.0016204098,0.025682239,0.020069767],"study_design_scores_gemma":[0.0010206928,0.000058908616,0.9312394,0.0006507073,0.000032890464,0.000025529458,0.0021446308,0.00001638763,0.0000028244203,0.000019837778,0.064650215,0.00013795219],"about_ca_topic_score_codex":0.024849273,"about_ca_topic_score_gemma":0.016937016,"teacher_disagreement_score":0.03896798,"about_ca_system_score_codex":0.0002503893,"about_ca_system_score_gemma":0.0025149588,"threshold_uncertainty_score":0.98164433},"labels":[],"label_agreement":null},{"id":"W7001034643","doi":"","title":"Health human resources policy in the 21st century: Addressing the complexities of who does what in a Canadian context Les ressources humaines en santé au XXIe siècle: Une question complexe abordée dans le contexte Canadien","year":2007,"lang":"fr","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Human health; Public health; Public policy; Human resources","score_opus":0.028372420179922177,"score_gpt":0.32526292385893074,"score_spread":0.29689050367900854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7001034643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8958193,0.007084593,0.000038693426,0.033240262,0.0006744473,0.0014935513,0.00072304433,0.00003512573,0.060890995],"genre_scores_gemma":[0.996391,0.00091691146,0.000028843719,0.00064987474,0.00057266327,0.0000037384818,0.00016596641,0.000026729196,0.0012442861],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9930201,0.0028581326,0.0013348165,0.00052020897,0.0007880899,0.0014786425],"domain_scores_gemma":[0.99511987,0.002362851,0.0010389335,0.00063230004,0.00037520143,0.00047083915],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0028582874,0.0004759565,0.00089798385,0.0005534948,0.007991116,0.00018455992,0.0011838375,0.00044287523,0.000019695508],"category_scores_gemma":[0.00035462258,0.00033040307,0.00020271513,0.0009640736,0.006906498,0.0009607942,0.00018240878,0.0012323092,0.0000057500824],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005123588,0.0002103008,0.3238845,0.0007377224,0.00010241225,0.00022496261,0.21336353,0.00064394646,0.000015244981,0.45064664,0.0009841335,0.008674264],"study_design_scores_gemma":[0.0009920852,0.00014428106,0.55616176,0.005636762,0.000024443108,0.00006168005,0.34924364,0.000059535647,0.000007773557,0.0015973715,0.08584101,0.00022964909],"about_ca_topic_score_codex":0.99048465,"about_ca_topic_score_gemma":0.99439514,"teacher_disagreement_score":0.44904926,"about_ca_system_score_codex":0.003825884,"about_ca_system_score_gemma":0.004414546,"threshold_uncertainty_score":0.9999983},"labels":[],"label_agreement":null},{"id":"W7001853717","doi":"","title":"Les expériences d’adaptation d’étudiants internationaux en sciences infirmières aux cycles supérieurs dans un milieu universitaire francophone au Québec : perspectives d’étudiants","year":2021,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"French; Qualitative analysis; Social impact","score_opus":0.015187752959862851,"score_gpt":0.2883444943287451,"score_spread":0.27315674136888224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7001853717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9133742,0.048482567,0.00015706435,0.0038369058,0.004310333,0.0010856758,0.00029763495,0.00022350081,0.028232148],"genre_scores_gemma":[0.9615395,0.0054270057,0.0012217223,0.00008610882,0.00061605405,0.00007012955,0.0005448088,0.00007107141,0.030423602],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99198604,0.001727018,0.0012312598,0.0017587752,0.0018163385,0.0014805952],"domain_scores_gemma":[0.99431425,0.0014297974,0.0013149895,0.000601298,0.0015036874,0.00083597127],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00076970796,0.0010420285,0.0010551622,0.0006675035,0.036944047,0.00010557928,0.0013845833,0.0014061492,0.0005537262],"category_scores_gemma":[0.00075746875,0.0012047892,0.00050706737,0.0018497661,0.0019818603,0.0018204657,0.00057824276,0.0015962255,0.00018746487],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00060706376,0.00054505386,0.28470042,0.000494241,0.00046136757,0.0015403907,0.6791335,0.006238062,0.0006841561,0.01822529,0.0005976026,0.006772886],"study_design_scores_gemma":[0.0013089654,0.00023462204,0.2940301,0.0020702593,0.0002229491,0.00015062046,0.6933412,0.0017156469,0.00058895024,0.00009679981,0.0055166744,0.0007232031],"about_ca_topic_score_codex":0.88179564,"about_ca_topic_score_gemma":0.9122429,"teacher_disagreement_score":0.048165325,"about_ca_system_score_codex":0.026329976,"about_ca_system_score_gemma":0.029344514,"threshold_uncertainty_score":0.9998902},"labels":[],"label_agreement":null},{"id":"W7002237534","doi":"","title":"New Materials at a Glance","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"","score_opus":0.0647395481297242,"score_gpt":0.41244771785042417,"score_spread":0.34770816972069996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7002237534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7940224,0.00012220326,0.00004786273,0.0028689252,0.0011296481,0.00045361838,0.000017812428,0.00019479144,0.20114276],"genre_scores_gemma":[0.83119863,0.00025052074,0.0061873957,0.0035429006,0.00094609853,0.000058052996,0.000018642317,0.000027079315,0.15777068],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99836963,0.0001967247,0.0003819756,0.00020832424,0.00021168306,0.00063165696],"domain_scores_gemma":[0.9990691,0.00014290561,0.0001297136,0.00033176338,0.0000555913,0.00027092185],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001923442,0.0001150128,0.0002475906,0.000027935717,0.00077592884,0.0000021585665,0.0001685958,0.00015476943,0.031588126],"category_scores_gemma":[0.00008269596,0.00010081861,0.000024568297,0.00012804272,0.00003362266,0.000058039754,0.00013405911,0.00017729997,0.009352268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011849525,0.000010908804,0.034442008,0.00009631388,0.0000047704075,0.000029373397,0.0021846707,4.1754163e-7,0.014531136,0.003963064,0.9437748,0.0008439992],"study_design_scores_gemma":[0.0009101149,0.000057270496,0.035831496,0.00028247375,0.000005149497,0.000020620542,0.00018042834,0.0000038822423,0.0034986297,0.0045474824,0.9544875,0.00017493851],"about_ca_topic_score_codex":0.0004599964,"about_ca_topic_score_gemma":0.00014540182,"teacher_disagreement_score":0.04337207,"about_ca_system_score_codex":0.00024153804,"about_ca_system_score_gemma":0.00026599187,"threshold_uncertainty_score":0.9914191},"labels":[],"label_agreement":null},{"id":"W7002283925","doi":"","title":"More medical students for Dalhousie","year":2001,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Government (linguistics); Work (physics); Field (mathematics)","score_opus":0.04660853308202576,"score_gpt":0.4001065792199553,"score_spread":0.3534980461379295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7002283925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9431269,0.000815519,0.0003968298,0.015097511,0.0048643434,0.004261526,0.000051760435,0.0005721662,0.03081344],"genre_scores_gemma":[0.8844441,0.003612838,0.00091251277,0.024994848,0.004716738,0.0018366927,0.00014045813,0.00025598338,0.07908578],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9932399,0.0005320669,0.0009226816,0.00059066794,0.0014850968,0.0032296102],"domain_scores_gemma":[0.99666077,0.0005166766,0.00025089938,0.0006142945,0.0002647777,0.001692567],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0018989585,0.00031211152,0.0004497175,0.000083482,0.00074339495,0.000032199136,0.0012413014,0.00031521491,0.0022573387],"category_scores_gemma":[0.0019998443,0.0002687455,0.000105456376,0.0005448261,0.00010974331,0.00014113955,0.00041751796,0.0008008551,0.0009009785],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003634522,0.0002877112,0.8063278,0.00026122975,0.00005196433,0.00019842763,0.009936264,0.0000059625945,0.0000048920097,0.0011766328,0.16553272,0.015852902],"study_design_scores_gemma":[0.0017404066,0.00005039635,0.26644105,0.0002588849,0.000020967762,0.0000089035375,0.00069287035,0.000040009174,0.000006962791,0.0000792881,0.7304648,0.00019544108],"about_ca_topic_score_codex":0.00011932079,"about_ca_topic_score_gemma":0.00015323953,"teacher_disagreement_score":0.5649321,"about_ca_system_score_codex":0.00031991125,"about_ca_system_score_gemma":0.0004924594,"threshold_uncertainty_score":0.99997646},"labels":[],"label_agreement":null},{"id":"W7006445549","doi":"","title":"Transition programs for internationally educated nurse: What can the United States learn from the United Kingdom, Australia, and Canada?","year":2012,"lang":"en","type":"article","venue":"CDU eSpace Institutional Repository (Charles Darwin University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Government (linguistics); Field (mathematics); Agency (philosophy); Work (physics); Ethnic group","score_opus":0.05413847345759217,"score_gpt":0.3331246302519804,"score_spread":0.27898615679438826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7006445549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9805056,0.00021339321,0.00038549092,0.014664359,0.0022254658,0.0013345224,0.00023529177,0.00008874846,0.0003471304],"genre_scores_gemma":[0.99195594,0.000098264565,0.00015330997,0.001768905,0.00058090844,0.000032616783,0.0020840177,0.00001994712,0.0033060662],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977197,0.00056828075,0.00032603863,0.00031336595,0.00043651668,0.0006360731],"domain_scores_gemma":[0.99757636,0.0009234608,0.00027923644,0.00029233313,0.00060738815,0.0003212063],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00034019738,0.00025368156,0.00020726651,0.00018109936,0.003351,0.00009240351,0.00042950298,0.00017481521,0.00005150945],"category_scores_gemma":[0.00010987461,0.00019150726,0.00006676557,0.0006043866,0.00051025103,0.0005704005,0.00007591508,0.0005943761,0.0000073388474],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004266732,0.0010196542,0.41358268,0.00071953697,0.0014605758,0.00022311865,0.07641906,0.013174412,0.0007167866,0.39411733,0.092322625,0.0019774744],"study_design_scores_gemma":[0.00093633,0.000051124556,0.028026596,0.00082816934,0.00014425979,0.00001587332,0.058760863,0.0006841653,0.000045779474,0.00006779082,0.91018105,0.0002580178],"about_ca_topic_score_codex":0.7461745,"about_ca_topic_score_gemma":0.34691063,"teacher_disagreement_score":0.8178584,"about_ca_system_score_codex":0.0014621416,"about_ca_system_score_gemma":0.001609319,"threshold_uncertainty_score":0.9979465},"labels":[],"label_agreement":null},{"id":"W7008456042","doi":"","title":"Canadian and immigrant international medical\\n graduates","year":2005,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; IMG; Sampling frame; Population; Country of origin; Matching (statistics); Position (finance); Higher education; Workforce","score_opus":0.02393667232476897,"score_gpt":0.34579885752943823,"score_spread":0.32186218520466925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7008456042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79202443,0.00079802785,0.000011346303,0.17201607,0.0031053405,0.0007215657,0.00005455454,0.00010817698,0.031160472],"genre_scores_gemma":[0.9833953,0.00061234616,0.00024869925,0.009178054,0.0017524887,0.00016036576,0.00004543021,0.000015197792,0.0045921635],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967997,0.00011536345,0.00035301817,0.00021124676,0.00036638664,0.0021542932],"domain_scores_gemma":[0.99722826,0.00012120142,0.000065652406,0.00013039442,0.00005090484,0.0024035934],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006744274,0.00011503183,0.00014816868,0.00008986539,0.00036486425,0.000012567837,0.00022859256,0.00017517543,0.002277212],"category_scores_gemma":[0.00041297442,0.00010148895,0.000026919677,0.000098851146,0.000053652184,0.00011894875,0.000058803806,0.0004244693,0.00023911071],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024475037,0.000025060659,0.820367,0.00003797119,0.0000251541,0.00002278228,0.0028130983,0.0000041237845,8.479452e-7,0.005982783,0.07750586,0.093190886],"study_design_scores_gemma":[0.00039407687,0.000004004826,0.38644245,0.000060532675,0.0000042823576,0.000004446018,0.00052174024,0.00031000326,0.0000030046342,0.00019672271,0.61198056,0.000078176934],"about_ca_topic_score_codex":0.18217541,"about_ca_topic_score_gemma":0.71568435,"teacher_disagreement_score":0.5344747,"about_ca_system_score_codex":0.001156021,"about_ca_system_score_gemma":0.00079170975,"threshold_uncertainty_score":0.9986348},"labels":[],"label_agreement":null},{"id":"W7009057083","doi":"","title":"Déterminants de l'installation en zone rurale (enquête auprès des médecins généralistes de Loire-Atlantique)","year":2010,"lang":"fr","type":"other","venue":"OpenGrey (Institut de l'Information Scientifique et Technique)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work environment; Urban management; Working life","score_opus":0.027009418764236612,"score_gpt":0.3569130265347113,"score_spread":0.32990360777047467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009057083","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06020484,0.00036730108,0.3683726,0.0048403093,0.0037839906,0.028167147,0.00086155714,0.0015382104,0.53186405],"genre_scores_gemma":[0.068869606,0.0049845334,0.36904138,0.008268091,0.0012626733,0.0066209673,0.0023316941,0.0006034563,0.5380176],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98837894,0.0028610155,0.0030955062,0.0010797248,0.0013171581,0.003267645],"domain_scores_gemma":[0.9918515,0.00088676024,0.00258402,0.0019460205,0.0013573515,0.0013743681],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.013122471,0.0013629076,0.0014400162,0.0016000489,0.0026529015,0.0009848563,0.0021954293,0.0045478763,0.010661375],"category_scores_gemma":[0.0030795794,0.0014438314,0.0004347406,0.0016947133,0.0013512974,0.004941426,0.0009294826,0.004576496,0.0036404273],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0005434472,0.00085348735,0.049255934,0.02241809,0.00023710959,0.00028811794,0.06690946,0.0010270753,0.016526047,0.13592193,0.24895772,0.45706156],"study_design_scores_gemma":[0.0013037672,0.00012312626,0.010852214,0.017484069,0.0001357566,0.00024961325,0.0011883467,0.0034880505,0.0094820475,0.0029667772,0.9512436,0.001482672],"about_ca_topic_score_codex":0.013622619,"about_ca_topic_score_gemma":0.039631236,"teacher_disagreement_score":0.7022858,"about_ca_system_score_codex":0.004899481,"about_ca_system_score_gemma":0.0062771277,"threshold_uncertainty_score":0.9999122},"labels":[],"label_agreement":null},{"id":"W7009664577","doi":"","title":"Exploring the Socio-Ecological Influences on Family Physicians' and Residents' Commitment to Rural Maternity Care: A Scoping Review","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Maternity care; Thematic analysis; Interpersonal communication; Work (physics); Rural health; Schedule; Primary care; Public health","score_opus":0.07930858360713391,"score_gpt":0.37550106122689914,"score_spread":0.2961924776197652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009664577","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79080296,0.014875591,0.0000013545747,0.0017145455,0.0023942683,0.0047386424,0.000055227203,0.0002366126,0.18518081],"genre_scores_gemma":[0.18887231,0.069338106,0.0002335353,0.021899184,0.0010734433,0.00059453805,0.00044614697,0.00022908159,0.71731365],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99700105,0.0007826511,0.00050189457,0.00057160703,0.00045603586,0.00068674603],"domain_scores_gemma":[0.9985939,0.0003781847,0.00028748438,0.00037818434,0.00016820407,0.00019401826],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026545225,0.0004352687,0.0006702121,0.00011796152,0.0012531519,0.00005421893,0.0005409579,0.00025788162,0.004326811],"category_scores_gemma":[0.000045464778,0.00034181538,0.00013111591,0.0005388143,0.000066579014,0.00020982319,0.0003500343,0.0011509847,0.00075573224],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014507209,0.00017471085,0.018255496,0.17313664,0.0004453581,0.00048159095,0.09681402,0.00007834147,0.000055751123,0.0037123694,0.033678673,0.67171633],"study_design_scores_gemma":[0.0005662838,0.00039812943,0.05789594,0.44122148,0.00043202378,7.885883e-7,0.34511238,0.000002492169,0.000014501543,0.000097239885,0.15358572,0.0006730148],"about_ca_topic_score_codex":0.0016614747,"about_ca_topic_score_gemma":0.004217146,"teacher_disagreement_score":0.67104334,"about_ca_system_score_codex":0.000805789,"about_ca_system_score_gemma":0.00025437237,"threshold_uncertainty_score":0.9999034},"labels":[],"label_agreement":null},{"id":"W7009999748","doi":"","title":"GP Surgeonsâ Experiences of Training in British Columbia and Alberta: A Case Study of Enhanced Skills for Rural Primary Care providers","year":2012,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Primary care; Training (meteorology); Primary health care; Rural health; Rural population","score_opus":0.025996202549036014,"score_gpt":0.3379884616719407,"score_spread":0.3119922591229047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7009999748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99251723,0.00087945757,0.0000027250892,0.0000192362,0.00094531255,0.0052540004,0.00003402979,0.000019436042,0.00032858842],"genre_scores_gemma":[0.99627155,0.00003579703,0.00017120792,0.00007827657,0.00010697312,0.0030592633,0.000019253124,0.000020266929,0.00023738154],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9964288,0.00031818933,0.0008112902,0.00022685464,0.00021027857,0.0020046257],"domain_scores_gemma":[0.9982387,0.0007173339,0.00032164226,0.0001614798,0.00010019657,0.00046064454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066854013,0.00012035057,0.0005384456,0.000046787034,0.00026841744,0.000015711652,0.00010475513,0.00013712629,0.000045716657],"category_scores_gemma":[0.00039987915,0.0001636209,0.000047741018,0.00021062595,0.00011143874,0.00029071092,0.00006573135,0.00020006044,2.3452918e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003604742,0.0001795347,0.52506757,0.00058793183,0.000010479373,0.00001099368,0.45314318,0.0000010521065,0.0000034910247,0.0000018151032,0.0001245046,0.020833395],"study_design_scores_gemma":[0.0014918867,0.000100040714,0.3795202,0.00029623578,0.000015938818,0.000019860334,0.61831015,0.0000020512095,0.000011522641,0.000004742086,0.00013197419,0.00009536709],"about_ca_topic_score_codex":0.17899582,"about_ca_topic_score_gemma":0.5852176,"teacher_disagreement_score":0.40622178,"about_ca_system_score_codex":0.0003128504,"about_ca_system_score_gemma":0.00040722472,"threshold_uncertainty_score":0.8264713},"labels":[],"label_agreement":null},{"id":"W7010449858","doi":"","title":"Imbalances in rural primary care: brief based on a scoping literature review with an emphasis on the WHO European Region.Technical series on primary health care.","year":2018,"lang":"en","type":"other","venue":"Data Archiving and Networked Services (DANS)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Primary care; Scope (computer science); Primary health care; Grey literature; Rural area; Health policy; Rural health; Public health","score_opus":0.02313080944248434,"score_gpt":0.3474973687155294,"score_spread":0.32436655927304503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010449858","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037368794,0.23275575,0.000063589134,0.011121338,0.0012256665,0.01190611,0.0032850376,0.001406291,0.73449934],"genre_scores_gemma":[0.007840059,0.5597837,0.005479858,0.31178883,0.0092509175,0.0010060342,0.07846482,0.0025577429,0.023828017],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.9912606,0.0045680804,0.0009198624,0.001379003,0.0006697164,0.001202766],"domain_scores_gemma":[0.9947119,0.0007438745,0.0009407296,0.0031538173,0.000073933064,0.00037574157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00144015,0.00084751344,0.0013253656,0.00023969813,0.0011642807,0.00010864428,0.0020226366,0.00030598472,0.000044355013],"category_scores_gemma":[0.000027750666,0.0005359607,0.000066634064,0.00068458426,0.00026625168,0.00022111317,0.0006731651,0.0018061924,0.000037267306],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003467865,0.00025460316,0.011719863,0.19490767,0.00009690624,0.00027164136,0.0167647,0.00005771263,7.647232e-7,0.00032751902,0.71693546,0.055195335],"study_design_scores_gemma":[0.0006673439,0.0012476292,0.00889341,0.6024033,0.000048208327,0.000013225712,0.0013640185,0.000112755115,6.527189e-8,0.0000067088895,0.3847343,0.00050905417],"about_ca_topic_score_codex":0.001304091,"about_ca_topic_score_gemma":0.022591783,"teacher_disagreement_score":0.7106713,"about_ca_system_score_codex":0.00037924343,"about_ca_system_score_gemma":0.00058696134,"threshold_uncertainty_score":0.9997092},"labels":[],"label_agreement":null},{"id":"W7010566368","doi":"","title":"Indirect Pathways Into Practice: Philippine Internationally Educated Nurses and Their Entry Into Ontarioâs Nursing Profession","year":2016,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Hyporeflexia; Diafiltration; Hemopericardium; Dysgeusia; Tubulopathy","score_opus":0.02493197391301028,"score_gpt":0.34700364172538545,"score_spread":0.3220716678123752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010566368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9252771,0.0007726465,0.00020901424,0.029142672,0.0023120383,0.0012337875,0.00006371171,0.00038618044,0.04060286],"genre_scores_gemma":[0.9770905,0.0004676006,0.0021420806,0.0010321939,0.0002567124,0.000015938365,0.00008093792,0.00006189311,0.01885215],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99566877,0.0017229388,0.0005807346,0.0007198755,0.0004319222,0.00087576866],"domain_scores_gemma":[0.9959918,0.0014602847,0.0005541319,0.0006964081,0.00070009305,0.0005972762],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00093246385,0.00043958367,0.00051550014,0.0007014065,0.0024740337,0.000049714883,0.00072083616,0.00046359704,0.0006207646],"category_scores_gemma":[0.0009604872,0.0003416533,0.00010112527,0.00088635663,0.0003979139,0.0019446118,0.0005271906,0.001442807,0.0001955048],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0043489668,0.0022849068,0.38405588,0.0005789174,0.0006751527,0.000328995,0.13029182,0.0000033726412,0.012106571,0.098711446,0.061933395,0.3046806],"study_design_scores_gemma":[0.0027495583,0.00023014736,0.015646981,0.005547556,0.000101495774,0.000018937453,0.046190266,0.000011985469,0.0006135923,0.0045351987,0.9238011,0.00055316975],"about_ca_topic_score_codex":0.0014491557,"about_ca_topic_score_gemma":0.0045966837,"teacher_disagreement_score":0.8618677,"about_ca_system_score_codex":0.0023784195,"about_ca_system_score_gemma":0.001454507,"threshold_uncertainty_score":0.99990356},"labels":[],"label_agreement":null},{"id":"W7010657347","doi":"","title":"International dentist degree students’ educational experiences, perceptions, and adaptation to the International Dentist Degree Program at the University of Manitoba","year":2012,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spouse; Licensure; Certification; Relocation; Board certification; Degree program; Adaptation (eye); Graduation (instrument); Psychological resilience","score_opus":0.06223809072977176,"score_gpt":0.36244202805866016,"score_spread":0.3002039373288884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010657347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771137,0.00047667342,0.00017567242,0.005356839,0.0039716824,0.0018851869,0.00020261476,0.000052687694,0.010764907],"genre_scores_gemma":[0.9642203,0.0010451843,0.0028731343,0.00012013304,0.00050451787,0.00002279997,0.0018257571,0.000037015434,0.029351171],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970901,0.00036794634,0.00037207906,0.0004801546,0.0012503463,0.0004393431],"domain_scores_gemma":[0.9972556,0.00031012332,0.0009160036,0.00045608627,0.0008533143,0.00020885735],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006214916,0.00029392316,0.00034273794,0.00025769835,0.0021113984,0.000039630468,0.0018052422,0.0003279306,0.0013453888],"category_scores_gemma":[0.00009785511,0.00028847027,0.00015167029,0.0003192055,0.0003188884,0.00037557306,0.00072737224,0.0005498319,0.00041028982],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00084375904,0.0005081882,0.8006662,0.00038348712,0.0003741064,0.000011487937,0.06951798,0.000029335566,0.000060306542,0.0008437523,0.09546879,0.031292584],"study_design_scores_gemma":[0.00036395615,0.000041444524,0.5266344,0.00029358346,0.00010166406,0.0000040013033,0.39740705,0.00006580139,0.0000015027871,0.000014267313,0.07494124,0.00013109931],"about_ca_topic_score_codex":0.019895995,"about_ca_topic_score_gemma":0.8811679,"teacher_disagreement_score":0.86127186,"about_ca_system_score_codex":0.0012012084,"about_ca_system_score_gemma":0.0003530419,"threshold_uncertainty_score":0.9999567},"labels":[],"label_agreement":null},{"id":"W7010722492","doi":"","title":"Internationally Educated Nurses Experience of the First Two Years Working and Living in England:a mixed methods study","year":2023,"lang":"en","type":"book","venue":"e-space (Manchester Metropolitan University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Workforce; Work (physics); Transactional leadership; Lived experience; Phenomenon; Health care; Qualitative research; Foundation (evidence)","score_opus":0.04766339380322879,"score_gpt":0.40387530888549034,"score_spread":0.3562119150822616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010722492","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86972964,0.00049034436,0.000037392652,0.00052966917,0.00438453,0.0021188203,0.000019380346,0.00015589136,0.12253431],"genre_scores_gemma":[0.35554874,0.00013954277,0.000837488,0.00010426469,0.00026054276,0.000015718892,0.000007045009,0.00007943663,0.6430072],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99613625,0.0014803804,0.0005899201,0.0006466494,0.00046005048,0.00068672735],"domain_scores_gemma":[0.995799,0.002452032,0.0007135443,0.0006737272,0.00018672024,0.00017495542],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010141626,0.00038345522,0.00074647006,0.0009740341,0.00043804894,0.00001948888,0.00090436597,0.00033658027,0.00012260563],"category_scores_gemma":[0.0005165818,0.0003670169,0.00012370588,0.0011308787,0.00029574597,0.00016300358,0.0011501876,0.0011832291,0.000035772453],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014523514,0.00024279389,0.74032515,0.000471754,0.0002429048,0.0001125875,0.2348896,0.000011018421,0.000006442245,0.014959122,0.0067681684,0.0018252484],"study_design_scores_gemma":[0.0013643736,0.00013522753,0.26310235,0.006658382,0.00013194283,0.0000018664527,0.28489608,0.000018712675,0.000004144804,0.0005829845,0.44264254,0.00046137697],"about_ca_topic_score_codex":0.0022594924,"about_ca_topic_score_gemma":0.024880407,"teacher_disagreement_score":0.5204729,"about_ca_system_score_codex":0.0035140708,"about_ca_system_score_gemma":0.0007008418,"threshold_uncertainty_score":0.99987817},"labels":[],"label_agreement":null},{"id":"W7010780441","doi":"","title":"Job Recruitment &amp; Retention in Rural Ontario: A Model of Physician Recruitment, Applied to the Recruitment of Local Government Professionals in Bruce County","year":2018,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Local government; Context (archaeology); Rural area; Human resources; Rural management","score_opus":0.313744539342063,"score_gpt":0.4441407310210402,"score_spread":0.1303961916789772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010780441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860738,0.000044830747,0.00075777393,0.00075853046,0.00049486046,0.009260442,0.0001459067,0.00004690048,0.0024169541],"genre_scores_gemma":[0.98776853,0.000036593585,0.00028392713,0.001491847,0.00008017414,0.0003084124,0.000044133856,0.000046763234,0.009939635],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99455273,0.0011377109,0.0013066732,0.0007084325,0.0012294989,0.0010649383],"domain_scores_gemma":[0.9971929,0.0002616521,0.0009002513,0.0010167427,0.00032040573,0.00030805505],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002061393,0.00045328995,0.00083034765,0.00035162765,0.00040240234,0.000018944549,0.0009692758,0.00040760916,0.00006977204],"category_scores_gemma":[0.000038291488,0.00040429865,0.00014034715,0.0009933001,0.00022551138,0.00050565123,0.0008367393,0.0011585889,0.00015766249],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020306644,0.00061269826,0.97634184,0.00033013057,0.00006126032,0.000010962755,0.014435912,0.0005883065,0.0012514044,0.0015261623,0.000033098382,0.002777582],"study_design_scores_gemma":[0.0038996234,0.00048740933,0.9520298,0.0060336962,0.00008930153,0.0000013001537,0.021502214,0.00001846452,0.0013747173,0.0004735339,0.013537695,0.00055219105],"about_ca_topic_score_codex":0.0021329913,"about_ca_topic_score_gemma":0.45349103,"teacher_disagreement_score":0.45135805,"about_ca_system_score_codex":0.0055816243,"about_ca_system_score_gemma":0.00090093125,"threshold_uncertainty_score":0.9998409},"labels":[],"label_agreement":null},{"id":"W7011097170","doi":"","title":"L’expérience de transition des étudiants internationaux en sciences infirmières aux cycles supérieurs de la faculté des sciences infirmières de l’Université de Montréal","year":2021,"lang":"fr","type":"other","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social impact; Social relationship; Public management","score_opus":0.0732306511791345,"score_gpt":0.44093628945197444,"score_spread":0.3677056382728399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7011097170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8335464,0.006303454,0.0004161569,0.002560845,0.0002769419,0.0010091654,0.00024257267,0.000022064602,0.15562238],"genre_scores_gemma":[0.88330746,0.0072226985,0.0638275,0.00053192885,0.00037509008,0.00010730209,0.000060923216,0.00011807676,0.04444901],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9915289,0.0035034693,0.0008239146,0.0011637663,0.00076587364,0.0022140187],"domain_scores_gemma":[0.9956956,0.0022527257,0.0005684927,0.00036767998,0.00028525878,0.0008302385],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.004500771,0.0006579065,0.00076125516,0.00042538738,0.0057097394,0.00054426875,0.0024839283,0.0010710441,0.022472309],"category_scores_gemma":[0.0012888407,0.0006607379,0.00018161473,0.0012466883,0.0063224905,0.0010701838,0.001072376,0.0009920978,0.0003683419],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00026529713,0.0005299185,0.54103494,0.0008249362,0.00017931737,0.00071193324,0.37199125,0.007555718,0.0011581636,0.004810728,0.011720183,0.05921759],"study_design_scores_gemma":[0.0023037628,0.00071339775,0.4039921,0.01679557,0.0002800424,0.0006644175,0.27037206,0.006256567,0.0021999346,0.005968088,0.28890473,0.0015493263],"about_ca_topic_score_codex":0.080039896,"about_ca_topic_score_gemma":0.19722493,"teacher_disagreement_score":0.27718455,"about_ca_system_score_codex":0.0038912923,"about_ca_system_score_gemma":0.006489182,"threshold_uncertainty_score":0.9999326},"labels":[],"label_agreement":null},{"id":"W7011104630","doi":"","title":"L'établissement de standards de performance pour évaluer les compétences professionnelles minimales requises pour exercer la profession d'acupuncteur au Québec","year":2021,"lang":"fr","type":"other","venue":"Archipelago (University of Quebec in Montreal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Professional qualification; Context (archaeology); Occupational training","score_opus":0.02650241337052573,"score_gpt":0.32185127708153694,"score_spread":0.2953488637110112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7011104630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91160095,0.005420992,0.0005386285,0.009206679,0.0005901115,0.001868342,0.00026555505,0.00010817147,0.070400566],"genre_scores_gemma":[0.5749213,0.00560638,0.012170079,0.00020964426,0.00032940548,0.000020669324,0.00012680575,0.00016745007,0.40644827],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9882872,0.0062427865,0.0011257712,0.0011522453,0.0010378774,0.0021541324],"domain_scores_gemma":[0.993693,0.0026623104,0.0013774913,0.00093540404,0.0006065142,0.0007252703],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0031450824,0.0009875618,0.0018207307,0.0007362315,0.0018405871,0.000029851668,0.0013007501,0.0016716929,0.012683838],"category_scores_gemma":[0.0005903938,0.0009860824,0.00039141093,0.00068092387,0.0011029337,0.00030528926,0.0010973519,0.002401406,0.00013758143],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0027308979,0.0012931395,0.49017215,0.009970052,0.00022250845,0.0005516369,0.24903047,0.00039342995,0.000306224,0.0025306456,0.034376677,0.20842218],"study_design_scores_gemma":[0.0025298733,0.00026168095,0.51374304,0.036434952,0.00022899786,0.00001736772,0.41807353,0.0019548002,0.000043228232,0.0015864491,0.02435824,0.00076782773],"about_ca_topic_score_codex":0.9497465,"about_ca_topic_score_gemma":0.9961957,"teacher_disagreement_score":0.33667967,"about_ca_system_score_codex":0.005042748,"about_ca_system_score_gemma":0.021553522,"threshold_uncertainty_score":0.9999001},"labels":[],"label_agreement":null},{"id":"W7014478212","doi":"","title":"Properties of a provider questionnaire of access to primary health care by vulnerable groups","year":2018,"lang":"en","type":"article","venue":"UNSWorks (University of New South Wales, Sydney, Australia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Referral; Psychological intervention; Exploratory factor analysis; Context (archaeology); Health care; Test (biology); Indigenous","score_opus":0.09193657000740944,"score_gpt":0.36569937791829005,"score_spread":0.2737628079108806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7014478212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854457,0.0014937917,0.0013444693,0.0069389446,0.00060374534,0.0024669007,0.0002697259,0.00014468314,0.0012920472],"genre_scores_gemma":[0.98155373,0.00006793142,0.002665226,0.00089895265,0.00020376948,0.000003675233,0.00006752161,0.000035864232,0.014503318],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.99650043,0.0006068413,0.00079981005,0.0005564925,0.00062094553,0.0009154513],"domain_scores_gemma":[0.9966084,0.000071732095,0.0010462541,0.00070832315,0.00087820995,0.0006870896],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00054928544,0.00031712194,0.00093838957,0.00028392213,0.0008829743,0.000010941794,0.00094129966,0.00045499875,0.00043743438],"category_scores_gemma":[0.0001332868,0.00034360317,0.00014670614,0.00087686966,0.0004908239,0.00046131943,0.00046098293,0.00069325144,0.00008440175],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017384286,0.00027551543,0.12365179,0.010579172,0.00015174125,0.000007092931,0.24203996,0.00013926826,0.0007016932,0.0008649621,0.61525875,0.0045916256],"study_design_scores_gemma":[0.011438052,0.0056540146,0.17718305,0.050643347,0.0005364413,0.000009855688,0.50930893,0.00011018486,0.002880467,0.00074398075,0.23895675,0.0025349269],"about_ca_topic_score_codex":0.04021269,"about_ca_topic_score_gemma":0.006541032,"teacher_disagreement_score":0.376302,"about_ca_system_score_codex":0.0006672372,"about_ca_system_score_gemma":0.0016130267,"threshold_uncertainty_score":0.9999016},"labels":[],"label_agreement":null},{"id":"W7014841867","doi":"","title":"Project ECHO demonopolizes knowledge from expert specialists in academic centres to healthcare professionals in rural areas","year":2019,"lang":"en","type":"article","venue":"UNM’s Digital Repository (University of New Mexico)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Echo (communications protocol); Rural area; Accreditation; Health care; Telemedicine; Face (sociological concept); Pharmacy; Health professionals; Videoconferencing","score_opus":0.041255604087623306,"score_gpt":0.38599924697662724,"score_spread":0.34474364288900394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7014841867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95368344,0.0013710437,0.000006636137,0.0023762903,0.0012441088,0.002294648,0.0000832658,0.000114513314,0.038826052],"genre_scores_gemma":[0.9708926,0.00011162449,0.00023641624,0.0004980599,0.0003331062,0.000005515461,0.000067533365,0.000034383065,0.027820755],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9966685,0.00050934195,0.00075140316,0.0006208217,0.00048368846,0.00096622994],"domain_scores_gemma":[0.9979019,0.00055181934,0.00032001286,0.0005089063,0.00017311709,0.00054423255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020375127,0.00032454712,0.00074763503,0.00043670737,0.0003002163,0.000018009418,0.0007084534,0.00058644376,0.00017695264],"category_scores_gemma":[0.00014797163,0.00036076427,0.00012326894,0.00080723624,0.000083096216,0.00073959853,0.00053564477,0.0009646959,0.00042143516],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010491032,0.00024765037,0.9046789,0.00025219208,0.000020787884,0.00004463655,0.056878258,0.0000107317555,0.00026097376,0.0007125067,0.031608615,0.0042356667],"study_design_scores_gemma":[0.0051258104,0.00041372338,0.600189,0.013938313,0.000016641685,0.0000072149573,0.28921503,0.00014608732,0.00040358928,0.0017699425,0.08786359,0.0009110768],"about_ca_topic_score_codex":0.037457395,"about_ca_topic_score_gemma":0.010064928,"teacher_disagreement_score":0.3044899,"about_ca_system_score_codex":0.0015318677,"about_ca_system_score_gemma":0.0018101757,"threshold_uncertainty_score":0.9998844},"labels":[],"label_agreement":null},{"id":"W7015619812","doi":"","title":"Theorizing the barriers and facilitators to relicensing and resettling of Albertan International Medical Graduates","year":2014,"lang":"en","type":"dissertation","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Hyporeflexia; Durvalumab; Subpoena; Articular cartilage damage; Demotion","score_opus":0.03385680025639024,"score_gpt":0.39740591480031734,"score_spread":0.3635491145439271,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7015619812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97312766,0.00049619394,0.000048086604,0.0115551725,0.000965476,0.0013020388,0.00009319845,0.000029155146,0.012383017],"genre_scores_gemma":[0.98914623,0.00072906597,0.001769949,0.0012037465,0.00011673744,0.000004405934,0.00023384418,0.00004821882,0.006747816],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9956848,0.0014517559,0.0006719111,0.0006587069,0.0009777842,0.00055505044],"domain_scores_gemma":[0.9952922,0.002081305,0.0008122814,0.0005270609,0.0006381837,0.00064899714],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005293413,0.0003270196,0.0007945933,0.0002932215,0.0016609932,0.00005978512,0.0015617018,0.00069117255,0.00040245373],"category_scores_gemma":[0.0040638293,0.0003157762,0.00009775966,0.00036101998,0.00033651947,0.0005103839,0.0008470972,0.0019466865,0.000034579003],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007913818,0.00012965761,0.53089553,0.007417995,0.0012571074,0.0001256003,0.22957927,0.00003093944,0.0025338589,0.08028119,0.040939678,0.09889537],"study_design_scores_gemma":[0.005023311,0.0005262891,0.29161355,0.029004488,0.0005041291,0.000017912016,0.4284236,0.00039878293,0.00040894805,0.0056623165,0.23684943,0.0015672178],"about_ca_topic_score_codex":0.011312268,"about_ca_topic_score_gemma":0.0077517363,"teacher_disagreement_score":0.23928195,"about_ca_system_score_codex":0.0001728527,"about_ca_system_score_gemma":0.00058389956,"threshold_uncertainty_score":0.9999294},"labels":[],"label_agreement":null},{"id":"W7015912008","doi":"","title":"Turning the Health Professional Carousel: Is Canada Undermining Human Rights in Developing Countries?","year":2007,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"","keywords":"Human rights; Framing (construction); Obligation; Developing country; Moral obligation; Health care; Health policy; Health professionals","score_opus":0.035940487437233944,"score_gpt":0.3902790919535174,"score_spread":0.35433860451628346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7015912008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.943114,0.0012353418,0.00009127761,0.028014721,0.0031284047,0.0020662043,0.000037994596,0.00022571896,0.022086361],"genre_scores_gemma":[0.92105216,0.00003555025,0.00082563056,0.07180047,0.00067551405,0.0001011473,0.000044718006,0.000051800704,0.0054130103],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9938482,0.00083205843,0.0015946898,0.0005786413,0.00096941536,0.0021770066],"domain_scores_gemma":[0.99657977,0.0013351704,0.00064631726,0.0005897236,0.00025147136,0.0005975606],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0035227358,0.00037565664,0.000588931,0.00009160683,0.006218327,0.000033086242,0.00059050624,0.0003164929,0.0006574575],"category_scores_gemma":[0.00010953348,0.00028264598,0.00005126268,0.0006384501,0.0001325069,0.00023494699,0.0002477977,0.002012641,0.00016435038],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00014313112,0.000052197465,0.2674371,0.00084757304,0.000043304226,0.00014257774,0.011461664,0.00004304429,0.000010807834,0.5116513,0.20790601,0.0002613451],"study_design_scores_gemma":[0.0009019819,0.000046853213,0.063895136,0.0026415635,0.000005969583,0.0000071888508,0.0044860356,0.00002086137,0.000045700654,0.0021550942,0.92544675,0.00034685628],"about_ca_topic_score_codex":0.89844,"about_ca_topic_score_gemma":0.9931039,"teacher_disagreement_score":0.71754074,"about_ca_system_score_codex":0.0044028126,"about_ca_system_score_gemma":0.005825767,"threshold_uncertainty_score":0.99996257},"labels":[],"label_agreement":null},{"id":"W7018096623","doi":"","title":"Comparing Chronic Pain in Urban and Rural Canadian Adults","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rurality; Socioeconomic status; Disadvantage; Chronic disease; Chronic pain; Psychological resilience; Rural area; Sample (material); Chronic condition","score_opus":0.09830134124069768,"score_gpt":0.37923435892709567,"score_spread":0.280933017686398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7018096623","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951085,0.001034761,0.0000100098705,0.00088358566,0.0004043909,0.0005628476,0.000030952713,0.00011790622,0.0018470322],"genre_scores_gemma":[0.992893,0.00017007047,0.000022483091,0.0011444195,0.0001719593,0.0000039367246,0.00008174022,0.00004003687,0.0054723695],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958538,0.0015353627,0.00045097916,0.0005539939,0.0002638916,0.0013420092],"domain_scores_gemma":[0.99792325,0.0002893519,0.00016670047,0.00050237926,0.0002027826,0.0009155263],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00089461636,0.0003040749,0.0004814536,0.00050546584,0.00077465066,0.000066510765,0.00042407875,0.00039955924,0.00014052456],"category_scores_gemma":[0.0001387068,0.00037483542,0.00006066435,0.000794025,0.0000898618,0.0007850291,0.0003738795,0.0014041067,0.00027403352],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006616599,0.000024216584,0.9962712,0.0003040156,0.000015077202,0.0006636664,0.0017916189,0.000013296155,0.00001961498,0.00019525326,0.0000102887725,0.0006256052],"study_design_scores_gemma":[0.0019741568,0.00009391564,0.9653233,0.0028750224,0.000019534402,0.000009781532,0.0061492496,0.000008266911,0.000021557415,0.00004828358,0.02313235,0.0003445596],"about_ca_topic_score_codex":0.012296864,"about_ca_topic_score_gemma":0.94243085,"teacher_disagreement_score":0.930134,"about_ca_system_score_codex":0.0023153669,"about_ca_system_score_gemma":0.0013963485,"threshold_uncertainty_score":0.99987036},"labels":[],"label_agreement":null},{"id":"W7018586757","doi":"","title":"The development of the Canadian rural health research society: Creating capacity through connections","year":2010,"lang":"en","type":"article","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Excellence; Multidisciplinary approach; Process (computing); Capacity building; Rural area; Rural health; Unit (ring theory)","score_opus":0.2508865633117605,"score_gpt":0.4624477990575125,"score_spread":0.21156123574575197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7018586757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9173812,0.00011288563,0.000052630672,0.042264152,0.000937967,0.0023971982,0.000089713,0.00003506399,0.03672914],"genre_scores_gemma":[0.97718775,0.00007255633,0.014845599,0.0012792901,0.00009748081,0.000010500655,0.00001863867,0.00002753398,0.006460677],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99388677,0.002584935,0.0006808973,0.00040608554,0.0009801635,0.0014611684],"domain_scores_gemma":[0.9945065,0.001808185,0.0007197286,0.00108353,0.0013222169,0.00055987743],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.013437062,0.00021446605,0.0004736205,0.000094080024,0.026349567,0.00008735194,0.0027557013,0.00043471728,0.00037265517],"category_scores_gemma":[0.001094179,0.00017734457,0.00017030988,0.0011525842,0.0011347252,0.0007048352,0.0012413712,0.0047692037,0.00013031077],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028937936,0.00025462822,0.425463,0.0010251199,0.0003414817,0.000005463925,0.2907639,0.00001852808,0.0024606274,0.15451507,0.10689758,0.01796524],"study_design_scores_gemma":[0.0011531838,0.000082150196,0.35868645,0.001189018,0.000021761054,0.0000042966712,0.14103658,0.000037280395,0.00035481856,0.0022079246,0.49494907,0.00027745398],"about_ca_topic_score_codex":0.6406049,"about_ca_topic_score_gemma":0.9281374,"teacher_disagreement_score":0.3880515,"about_ca_system_score_codex":0.0014051757,"about_ca_system_score_gemma":0.009438172,"threshold_uncertainty_score":0.9975268},"labels":[],"label_agreement":null},{"id":"W7019096594","doi":"","title":"Exploring the Transition Related Issues Experienced by Nurse Immigrants from Low-Middle Socio-Income Countries Practicing in the Canadian Health Care System: A Focused Ethnographic Study","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Ethnography; Health care; Qualitative research; Transition (genetics); Critical ethnography","score_opus":0.1592410856786641,"score_gpt":0.41474689934601705,"score_spread":0.2555058136673529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019096594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9831887,0.003895429,0.000012664638,0.007260134,0.0013710675,0.0034884193,0.00023603521,0.00043278636,0.000114748495],"genre_scores_gemma":[0.997933,0.00025757137,0.000006119735,0.0010856696,0.0001465321,0.000103130464,0.00010534231,0.00007545301,0.00028723644],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9910969,0.004796428,0.00090912124,0.0008737717,0.00092325645,0.0014005131],"domain_scores_gemma":[0.99712586,0.0009591767,0.00033818753,0.0008789845,0.00023544743,0.00046236024],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022291932,0.00049512635,0.0006280856,0.00076111185,0.003945405,0.00039509998,0.001140963,0.00035113026,0.000027161852],"category_scores_gemma":[0.000050102964,0.0003899212,0.00014740317,0.001957293,0.00021368219,0.0024710943,0.000096425654,0.002656306,0.00021502202],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116667376,0.000046346388,0.5246656,0.00056901504,0.0000672238,0.00039163855,0.47386926,0.00001158313,0.0000041388503,0.00010786587,0.000008386958,0.00014225297],"study_design_scores_gemma":[0.0011480534,0.00021576935,0.3783178,0.0062542213,0.00010074768,0.0000057789985,0.6114934,0.0000021567469,0.000010691028,0.00001810873,0.0021151183,0.00031812035],"about_ca_topic_score_codex":0.19300874,"about_ca_topic_score_gemma":0.8794784,"teacher_disagreement_score":0.6864696,"about_ca_system_score_codex":0.003216844,"about_ca_system_score_gemma":0.0012629833,"threshold_uncertainty_score":0.9998553},"labels":[],"label_agreement":null},{"id":"W7019157959","doi":"","title":"An Evaluation of the Physician Retention Program in Newfoundland and Labrador","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Retention Management; Community health; Retention rate; Health care; Work hours; Medical practice; Employee retention; Community practice","score_opus":0.20626928347419218,"score_gpt":0.46601876769877765,"score_spread":0.25974948422458544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019157959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967488,0.000048451184,0.0000036289273,0.00037372846,0.0003467772,0.0018022241,0.000017483673,0.0001746898,0.00048422322],"genre_scores_gemma":[0.9981785,0.00004412668,0.000014154303,0.00019843137,0.00007179333,0.000013479652,0.00003691384,0.000023473081,0.0014191235],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963035,0.0018827796,0.00034484483,0.0003788364,0.00059133105,0.00049870485],"domain_scores_gemma":[0.9986149,0.0001300612,0.00029837652,0.00050261396,0.00030834612,0.00014570467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017669266,0.00016783194,0.00025117968,0.00032433844,0.0004540963,0.00003127887,0.00040509456,0.00022671303,0.000016302878],"category_scores_gemma":[0.00007676196,0.00015125406,0.000051638224,0.0013561565,0.000107887354,0.00089380046,0.00023401553,0.0005765711,0.000074675554],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000632849,0.00006882723,0.990104,0.00014824663,0.000009636376,0.000006056978,0.0015666513,0.000043385553,0.00019783864,0.00013775927,0.0000011818222,0.0076531013],"study_design_scores_gemma":[0.0014526017,0.00012677016,0.9930358,0.00080110354,0.00006209231,6.502229e-7,0.0029027148,0.00003485775,0.000032090134,0.00051317055,0.000903194,0.000134958],"about_ca_topic_score_codex":0.0002100491,"about_ca_topic_score_gemma":0.04844111,"teacher_disagreement_score":0.048231058,"about_ca_system_score_codex":0.000507136,"about_ca_system_score_gemma":0.00022931096,"threshold_uncertainty_score":0.9689224},"labels":[],"label_agreement":null},{"id":"W7019361396","doi":"","title":"Guelph CHC Anti-Oppression Pre-Training Survey Results","year":2022,"lang":"en","type":"report","venue":"The Atrium (University of Guelph)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Community health; Health services; Survey research; Service-learning; MEDLINE","score_opus":0.1257051765186659,"score_gpt":0.3909707983329092,"score_spread":0.2652656218142433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019361396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6041259,0.0063419994,0.00008773735,0.006471899,0.013815699,0.006140668,0.009773379,0.0009026931,0.35234],"genre_scores_gemma":[0.87218255,0.0070403153,0.00021696271,0.00018227813,0.00072537723,0.00000467263,0.002851741,0.00010188001,0.11669422],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99108845,0.0031328741,0.0011854151,0.0009765197,0.0022368464,0.0013798878],"domain_scores_gemma":[0.9903025,0.0029316607,0.0030473822,0.002032915,0.0013072984,0.00037822506],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01104224,0.000564974,0.0015204571,0.00038380866,0.004019982,0.000012063641,0.0023414975,0.0010583459,0.0035604192],"category_scores_gemma":[0.0017778183,0.00053350214,0.00042472567,0.0011411364,0.00039372544,0.00022331487,0.0025552216,0.003428717,0.0002652561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021563286,0.0001504873,0.018603591,0.0022089626,0.00033941382,0.0001596621,0.030543506,0.00029480777,0.0007238713,0.000092490154,0.9410845,0.0036423777],"study_design_scores_gemma":[0.0011154293,0.00015296084,0.4379674,0.001144036,0.00020367687,0.00001116018,0.022691099,0.000057982168,0.0000023610805,0.0000620541,0.5361979,0.0003939332],"about_ca_topic_score_codex":0.106270015,"about_ca_topic_score_gemma":0.00857526,"teacher_disagreement_score":0.4193638,"about_ca_system_score_codex":0.0013490537,"about_ca_system_score_gemma":0.0047080116,"threshold_uncertainty_score":0.99971163},"labels":[],"label_agreement":null},{"id":"W7019454202","doi":"","title":"Help International Medical Graduates Help Us","year":2022,"lang":"en","type":"article","venue":"eYLS (Yale Law School)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Workforce; Health care; Population; Population ageing; Commission; Economic shortage","score_opus":0.033875436036363504,"score_gpt":0.3790323139678054,"score_spread":0.3451568779314419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019454202","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75525266,0.0018894529,0.000050522776,0.053695403,0.012813716,0.0014168054,0.00024726076,0.00075777847,0.1738764],"genre_scores_gemma":[0.93188965,0.00024238082,0.00060154055,0.034421932,0.0020441809,0.00074479356,0.0002729065,0.00006710915,0.029715508],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948797,0.0009482272,0.0008677265,0.0005213335,0.0017711498,0.0010118234],"domain_scores_gemma":[0.99766135,0.00053540856,0.0002648513,0.0005285639,0.00019021379,0.0008196276],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015939452,0.00024519878,0.00037106348,0.0000824201,0.0021741877,0.000025690706,0.0010430677,0.0002207322,0.06644627],"category_scores_gemma":[0.00066393823,0.00024245145,0.0001185571,0.00037531517,0.00012536424,0.00019761523,0.0010595897,0.0020927368,0.0044366694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025650382,0.0003114924,0.24574988,0.00018025626,0.0000872294,0.00023784369,0.0010312062,0.00009351387,0.000056647776,0.19863068,0.5506112,0.0027535588],"study_design_scores_gemma":[0.0011700902,0.00011638694,0.005747597,0.000202463,0.000011859943,0.000020124395,0.002360314,0.00030364882,0.000021929378,0.004729274,0.98507136,0.00024493164],"about_ca_topic_score_codex":0.0058201877,"about_ca_topic_score_gemma":0.0028743527,"teacher_disagreement_score":0.4344602,"about_ca_system_score_codex":0.0007856679,"about_ca_system_score_gemma":0.0006486794,"threshold_uncertainty_score":0.9991248},"labels":[],"label_agreement":null},{"id":"W7019674053","doi":"","title":"Implementation of a Medical Education Service Learning Program Centred on International Agricultural Workers (IAWs) in Southwestern Ontario","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Subject (documents); Population; Quality (philosophy)","score_opus":0.03280132134901892,"score_gpt":0.38690127914175027,"score_spread":0.35409995779273135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019674053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820972,0.00004563651,0.000003382722,0.009008733,0.0006661838,0.0009879252,0.000011947758,0.00006655038,0.0071124313],"genre_scores_gemma":[0.9912742,0.00001816279,0.00036355577,0.00050268235,0.000046898764,0.000007983656,0.00022967305,0.000009712718,0.007547153],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99732184,0.0005326524,0.0005077567,0.00036804052,0.00081534043,0.00045438635],"domain_scores_gemma":[0.9985175,0.00016273027,0.0004828737,0.00021959053,0.0004252904,0.00019202223],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006796012,0.00018159571,0.00032891324,0.0003886919,0.00042611684,0.0000112923435,0.0006439716,0.00039470493,0.0030172765],"category_scores_gemma":[0.00012175272,0.00019970129,0.00009687879,0.0007964565,0.00007762088,0.00036605756,0.0003403454,0.00113886,0.00009544455],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037517337,0.00027089322,0.9708089,0.00020113653,0.000052007126,0.0000035637668,0.018809289,0.00003726809,0.0000579292,0.00056852726,0.00061373535,0.008201532],"study_design_scores_gemma":[0.002120108,0.000089916204,0.8693493,0.0018995609,0.000031151663,7.1960795e-7,0.117481105,0.00002404138,0.000027681266,0.00009001419,0.008765194,0.00012118164],"about_ca_topic_score_codex":0.07767211,"about_ca_topic_score_gemma":0.51503986,"teacher_disagreement_score":0.43736777,"about_ca_system_score_codex":0.0014092826,"about_ca_system_score_gemma":0.0019721333,"threshold_uncertainty_score":0.9978941},"labels":[],"label_agreement":null},{"id":"W7020302023","doi":"","title":"L'émigration des médecins haïtiens vers le Québec:paradoxe pour un pays en pénurie de personnel de santé","year":2024,"lang":"fr","type":"article","venue":"Graduate Institute Geneva Institutional Repository (Graduate Institute of International and Development Studies)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Context (archaeology); Order (exchange)","score_opus":0.09038476484164025,"score_gpt":0.3757611601719936,"score_spread":0.28537639533035336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7020302023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8636808,0.059138875,0.014548808,0.023443552,0.026687648,0.0013338523,0.00027729382,0.00038491646,0.010504279],"genre_scores_gemma":[0.9239515,0.026755378,0.035534985,0.00084836286,0.0026337611,0.00036162185,0.0003056042,0.00008841683,0.009520369],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920653,0.0006102698,0.0025724997,0.0014309924,0.0017190465,0.0016018568],"domain_scores_gemma":[0.9957473,0.0006288267,0.00068125036,0.00046586944,0.0017020664,0.0007746733],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0022422106,0.0011023474,0.0010879999,0.000734823,0.0045526023,0.00021795205,0.00082628714,0.000680767,0.00007899306],"category_scores_gemma":[0.0012381566,0.0010956001,0.00036565243,0.00072481425,0.0035084717,0.001885714,0.00069820014,0.0015338135,0.00034281134],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0019346833,0.0028968775,0.03856059,0.012114741,0.01190194,0.007605245,0.20476925,0.036018625,0.0030135447,0.37371606,0.07622875,0.23123968],"study_design_scores_gemma":[0.003250255,0.0002564823,0.04335568,0.012312952,0.00049977726,0.0021372393,0.016863914,0.005451466,0.003151897,0.0052405456,0.9058382,0.0016415827],"about_ca_topic_score_codex":0.02748569,"about_ca_topic_score_gemma":0.012163432,"teacher_disagreement_score":0.82960945,"about_ca_system_score_codex":0.00863433,"about_ca_system_score_gemma":0.01838604,"threshold_uncertainty_score":0.9992034},"labels":[],"label_agreement":null},{"id":"W7020500738","doi":"","title":"Learners and locations pilot: Merging data to track geographic patterns in background, education, and practice locations proof of concept","year":2013,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Unit (ring theory); Location; Geographic information system; Cohort; Linkage (software); Medical school; Rural area; Record linkage","score_opus":0.04258668875480686,"score_gpt":0.3592000555802177,"score_spread":0.31661336682541086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7020500738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795922,0.00055044756,0.008183442,0.0103977565,0.00027482363,0.000611438,0.00005153811,0.000006307638,0.00033202636],"genre_scores_gemma":[0.9969733,0.00083103235,0.001411159,0.00020812114,0.00012996612,7.1894874e-7,0.00005597842,0.000008813055,0.0003809158],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9974093,0.0010530165,0.0007359319,0.00020630108,0.0003360823,0.0002593779],"domain_scores_gemma":[0.9957096,0.0014566528,0.0012034718,0.000528972,0.0008722281,0.00022906477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018547853,0.00013711701,0.00051457516,0.0006129919,0.0004235267,0.000015010542,0.00062423875,0.00008454358,0.00018598049],"category_scores_gemma":[0.00049234804,0.000118507385,0.000059405796,0.0011438066,0.00024952856,0.00068519864,0.00025068887,0.000428405,0.0000042032466],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021808061,0.0014015606,0.88678867,0.00064263126,0.0029429386,0.0000085092015,0.053889394,0.028663596,0.0004177026,0.0020243402,0.006977133,0.014062701],"study_design_scores_gemma":[0.0034476302,0.00068041484,0.48431584,0.0009430798,0.004954772,0.00004002731,0.48258883,0.014717453,0.000001649416,0.00060883054,0.00732205,0.00037944628],"about_ca_topic_score_codex":0.062012997,"about_ca_topic_score_gemma":0.06204103,"teacher_disagreement_score":0.42869943,"about_ca_system_score_codex":0.00019682603,"about_ca_system_score_gemma":0.00064085884,"threshold_uncertainty_score":0.95507425},"labels":[],"label_agreement":null},{"id":"W7025161203","doi":"","title":"Trends in the supply of pharmacists in North Carolina","year":2010,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); South carolina; Public health; Quarter (Canadian coin); Health care","score_opus":0.04912381524057795,"score_gpt":0.4645739629888817,"score_spread":0.41545014774830374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7025161203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92128354,0.000042642554,5.5835045e-7,0.0020283677,0.00043554485,0.0003459421,0.000015011075,0.000023038143,0.075825326],"genre_scores_gemma":[0.99547017,0.0000360601,0.00020715501,0.0016434835,0.000109840345,0.000074744385,0.000020626627,0.000009136421,0.002428805],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982526,0.0003198949,0.000566895,0.00015474447,0.00020761628,0.0004982576],"domain_scores_gemma":[0.9990724,0.0003701601,0.00010796808,0.00032693933,0.000050704137,0.00007187033],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007617259,0.00009997042,0.00021676117,0.00019734848,0.00009672819,0.0000015064206,0.00031768478,0.00012669968,0.0025604318],"category_scores_gemma":[0.000057879235,0.000064102256,0.00003339037,0.0008635016,0.00004670775,0.00005914268,0.000051178096,0.0009982536,0.00010450116],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036899124,0.00006726468,0.97517926,0.00005875441,0.0000010538125,0.000009000152,0.007886604,0.0000037294071,0.0000464197,0.0016855317,0.009770093,0.0052553755],"study_design_scores_gemma":[0.00094533275,0.00003087549,0.96682703,0.000038319966,0.0000027715062,0.000002027827,0.0015259526,0.0001228901,0.000031050982,0.00017191791,0.030232172,0.00006962721],"about_ca_topic_score_codex":0.0040936307,"about_ca_topic_score_gemma":0.14710619,"teacher_disagreement_score":0.14301255,"about_ca_system_score_codex":0.000042577998,"about_ca_system_score_gemma":0.00009947331,"threshold_uncertainty_score":0.99835134},"labels":[],"label_agreement":null},{"id":"W7028418813","doi":"","title":"Foreign Medical Schools: Education Should Improve Monitoring of Schools That Participate in the Federal Student Loan Program","year":2010,"lang":"en","type":"report","venue":"University of North Texas Digital Library (University of North Texas)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Board of Medical Examiners","keywords":"Government (linguistics); Student loan; Statutory law; Fiscal year; Investment (military); Workforce; Loan; Quarter (Canadian coin)","score_opus":0.060794799504403634,"score_gpt":0.34995869731997775,"score_spread":0.2891638978155741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7028418813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9542137,0.00031188587,0.000016677512,0.00089610147,0.0008198492,0.0032728186,0.0010362134,0.00019207776,0.03924072],"genre_scores_gemma":[0.9866708,0.0017100343,0.0009265418,0.00007965035,0.00032581907,0.0000019614563,0.0013049672,0.00006739569,0.008912863],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9937341,0.0005218847,0.0010184338,0.0008962814,0.002708172,0.0011211226],"domain_scores_gemma":[0.99461985,0.0004925701,0.00226634,0.0011899673,0.0006997003,0.0007315848],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00073102186,0.0006457109,0.0014777364,0.00068624684,0.0007409083,0.000060263457,0.0030028592,0.0010675057,0.00063547166],"category_scores_gemma":[0.00024140236,0.0006756044,0.0005411404,0.0011034148,0.0006407505,0.0025802935,0.0016546377,0.0038863465,0.00011575788],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003259081,0.0011414926,0.9510815,0.0015119041,0.00018318935,0.00013878291,0.0005014916,0.000008683441,2.6749149e-8,0.000084266016,0.011221293,0.03380146],"study_design_scores_gemma":[0.001098757,0.00044886692,0.89871174,0.002414509,0.00017191352,0.000006555923,0.0067041046,0.000016273476,0.0000017487324,0.00007882614,0.089891724,0.00045500023],"about_ca_topic_score_codex":0.007889777,"about_ca_topic_score_gemma":0.0116311675,"teacher_disagreement_score":0.07867043,"about_ca_system_score_codex":0.0004870857,"about_ca_system_score_gemma":0.008196034,"threshold_uncertainty_score":0.99956954},"labels":[],"label_agreement":null},{"id":"W7028858596","doi":"","title":"The greying of Canadaâs medical workforce continues","year":2000,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; MEDLINE; Government (linguistics)","score_opus":0.03125617800285838,"score_gpt":0.3598782865000308,"score_spread":0.3286221084971724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7028858596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86073756,0.0026023875,0.000011138267,0.00895768,0.0022451933,0.0011862795,0.000018424897,0.00011369821,0.12412765],"genre_scores_gemma":[0.9654902,0.0014435903,0.0000622109,0.0020162624,0.0009525181,0.00024438652,0.0000107819915,0.000024725896,0.029755328],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9949254,0.0004441975,0.0007413884,0.0002074252,0.00072434294,0.0029572877],"domain_scores_gemma":[0.997536,0.00084955076,0.0001772088,0.00034826813,0.00007302706,0.0010159474],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0016456367,0.00014708069,0.00028271688,0.000022496699,0.00090850843,0.00000989162,0.00047060725,0.00021948836,0.0029758485],"category_scores_gemma":[0.0007512239,0.000100314195,0.000068672955,0.0002457705,0.00020499791,0.000073039344,0.000055924866,0.0006324953,0.00008450546],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021997519,0.000038044058,0.372247,0.00011138173,0.000034385255,0.000020324298,0.0026725975,0.000019953799,9.273695e-7,0.0088822115,0.09973204,0.5160212],"study_design_scores_gemma":[0.0005069113,0.0000120180675,0.21546656,0.00025851562,0.000010786402,0.0000026725393,0.0010697349,0.00010592038,0.00001057257,0.00029799298,0.78216195,0.0000963965],"about_ca_topic_score_codex":0.0066128736,"about_ca_topic_score_gemma":0.01923978,"teacher_disagreement_score":0.6824299,"about_ca_system_score_codex":0.00038411305,"about_ca_system_score_gemma":0.0008679065,"threshold_uncertainty_score":0.9996731},"labels":[],"label_agreement":null},{"id":"W7033387314","doi":"","title":"Policy Reform Advocacy for the Healthcare Rights of Critically Ill International Agricultural Workers","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Government (linguistics); Equity (law); CLARITY; Redress; Outreach; Health policy; Human rights","score_opus":0.030091136099348745,"score_gpt":0.37490118291372726,"score_spread":0.3448100468143785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7033387314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8491448,0.000403358,0.00022423074,0.113146685,0.0013117768,0.0017948552,0.00021913316,0.000102906626,0.03365226],"genre_scores_gemma":[0.9741914,0.000085472304,0.0017182033,0.0025308796,0.00023219951,0.000008694133,0.000087325374,0.000015014246,0.021130795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973148,0.0003710933,0.000594363,0.000417729,0.00052460376,0.0007774118],"domain_scores_gemma":[0.9951275,0.0010076199,0.00044201003,0.00057061634,0.002603462,0.00024881883],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00097356975,0.00024453932,0.00048477575,0.00033478453,0.0021224446,0.000010760127,0.0012539449,0.00044776173,0.00033228932],"category_scores_gemma":[0.0008014111,0.00019483399,0.00029974422,0.0008585242,0.00037223616,0.0004071038,0.0005179952,0.0008329471,0.000059493166],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005334239,0.00046690885,0.67443985,0.0028435488,0.0009066909,0.000016110896,0.022496717,0.000058866375,0.001004797,0.2545515,0.03070282,0.0071779345],"study_design_scores_gemma":[0.00324142,0.00019350638,0.8251406,0.0020030567,0.00014514642,0.0000030267308,0.072933875,0.00004675384,0.00018893363,0.009514241,0.08629211,0.0002973035],"about_ca_topic_score_codex":0.006415472,"about_ca_topic_score_gemma":0.004194419,"teacher_disagreement_score":0.24503726,"about_ca_system_score_codex":0.0012766628,"about_ca_system_score_gemma":0.00089594244,"threshold_uncertainty_score":0.9991767},"labels":[],"label_agreement":null},{"id":"W7033568619","doi":"","title":"Quantification of long-term white matter maturation in neonatal intensive care unit survivors","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Jewish General Hospital","keywords":"Neonatal intensive care unit; Intensive care unit; Intensive care; Gestational age; MEDLINE; Unit (ring theory)","score_opus":0.04937252837025444,"score_gpt":0.3791818242478134,"score_spread":0.3298092958775589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7033568619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9756427,0.0005998217,2.8651846e-7,0.000086182765,0.0053137946,0.0030170023,0.0019323254,0.00032536857,0.013082536],"genre_scores_gemma":[0.95804757,0.00039041773,0.000071008355,0.00046497048,0.000086896485,0.0005391775,0.017657608,0.00033322678,0.0224091],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99202913,0.0016413459,0.0026839355,0.0012926946,0.0010484944,0.0013043928],"domain_scores_gemma":[0.99171597,0.0007389414,0.0020235202,0.001192736,0.003991663,0.00033718246],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001156751,0.0008742311,0.0012962958,0.0011290649,0.0012765619,0.000030942472,0.00080006185,0.002022933,0.0009741296],"category_scores_gemma":[0.0011029298,0.000950042,0.00027808393,0.0017013423,0.00008158189,0.0006916693,0.00020961397,0.003406033,0.003604011],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0089017805,0.0002733213,0.7749634,0.051239822,0.00056483474,0.00056899176,0.01389277,0.00039869282,0.0065342463,0.023298806,0.00040201933,0.11896135],"study_design_scores_gemma":[0.0013992044,0.00014518962,0.87989795,0.01109418,0.00017325854,0.0000068290096,0.098185755,0.000017342605,0.0028579806,0.0013647982,0.0036830385,0.0011744597],"about_ca_topic_score_codex":0.005787375,"about_ca_topic_score_gemma":0.13289271,"teacher_disagreement_score":0.12710534,"about_ca_system_score_codex":0.0014555478,"about_ca_system_score_gemma":0.00025363138,"threshold_uncertainty_score":0.99993914},"labels":[],"label_agreement":null},{"id":"W7039006214","doi":"","title":"Lost investment returns from the migration of medical doctors from\\nMalawi","year":2013,"lang":"en","type":"article","venue":"TSpace (University of Toronto)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Investment (military); Health care; Rate of return; Primary care; Investment policy; Medical care; Physician supply; Developed country","score_opus":0.034202608031820445,"score_gpt":0.3488885139999487,"score_spread":0.31468590596812823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039006214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9321735,0.0009997961,0.000057767953,0.027665507,0.0003678924,0.0006666223,0.00007172525,0.000038745642,0.037958447],"genre_scores_gemma":[0.9929948,0.0008403086,0.0011612304,0.001129098,0.0001559998,0.0000014619743,0.00006839216,0.000010051176,0.003638652],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99806994,0.00046637113,0.00025723354,0.00022377758,0.00066166994,0.00032103204],"domain_scores_gemma":[0.9980345,0.0006464118,0.00038815118,0.00047524896,0.00018868626,0.00026700352],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003175861,0.0001311339,0.00031700655,0.000014149171,0.00033209173,0.0000036855865,0.0005811488,0.00032570717,0.18254086],"category_scores_gemma":[0.0001082065,0.00011168705,0.00008287152,0.00006475589,0.00020920271,0.00031402998,0.00026470984,0.00030434105,0.00056043797],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000276708,0.0002531457,0.31975436,0.00019662091,0.00025015685,0.000011111946,0.24698097,0.000006079037,0.0007126072,0.010495269,0.41318464,0.007878311],"study_design_scores_gemma":[0.0008306421,0.000095713236,0.8203624,0.00052732695,0.000054562584,1.1043306e-7,0.14388177,0.0005333108,0.000025428735,0.0004112192,0.033160333,0.00011718003],"about_ca_topic_score_codex":0.9386091,"about_ca_topic_score_gemma":0.6613872,"teacher_disagreement_score":0.500608,"about_ca_system_score_codex":0.00041066378,"about_ca_system_score_gemma":0.0002579714,"threshold_uncertainty_score":0.8182064},"labels":[],"label_agreement":null},{"id":"W7042071633","doi":"","title":"Ontario Climate Emergency Campaign calls for widespread municipal climate action","year":2022,"lang":"en","type":"other","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Climate change; Work (physics); Government (linguistics)","score_opus":0.1060669876005679,"score_gpt":0.4690333890333361,"score_spread":0.36296640143276815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7042071633","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012579265,0.0008945686,0.00008196946,0.0002747118,0.011694674,0.006153028,0.0010890126,0.0010764247,0.97747767],"genre_scores_gemma":[0.00020426439,0.0049177785,0.0022100965,0.0012616785,0.0011227683,0.0030129317,0.0016401393,0.00091583846,0.9847145],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99420565,0.0006391583,0.0013759688,0.0008843139,0.0005259738,0.002368927],"domain_scores_gemma":[0.9968301,0.0003930761,0.0011251941,0.0011293589,0.00011516381,0.00040710543],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011667766,0.0006524602,0.0009995144,0.00032773518,0.0016878126,0.000009960507,0.0006027693,0.0010714435,0.53442013],"category_scores_gemma":[0.000102703154,0.00061598746,0.00029727057,0.00028257552,0.000040991898,0.00008703862,0.0005809876,0.0016465107,0.0032799046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023130936,0.000087462766,0.019011661,0.002559691,0.00007384799,0.000005056281,0.0021863983,0.000005281051,0.000002204122,0.0032637224,0.97181314,0.0007602061],"study_design_scores_gemma":[0.00085128634,0.00019244011,0.0005708775,0.00074657303,0.00012758514,0.0000014892876,0.0047959937,0.000038438175,7.590223e-7,0.0002027362,0.9919098,0.00056199584],"about_ca_topic_score_codex":0.26624662,"about_ca_topic_score_gemma":0.83288336,"teacher_disagreement_score":0.56663674,"about_ca_system_score_codex":0.0020873146,"about_ca_system_score_gemma":0.00065817544,"threshold_uncertainty_score":0.99962914},"labels":[],"label_agreement":null},{"id":"W7042543868","doi":"","title":"The Perspectives of Canadian Nurse Entrepreneurs and Related Policy Implications: An Interpretive Description Study","year":2017,"lang":"en","type":"article","venue":"Arca (British Columbia Electronic Library Network)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Health care; Entrepreneurship; Nurse education; Qualitative research; Nursing practice; Nursing research; Health policy; Resistance (ecology); Service (business)","score_opus":0.01370235128286937,"score_gpt":0.3243040644711974,"score_spread":0.310601713188328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7042543868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7686519,0.005315151,3.4096317e-7,0.0063576885,0.000407986,0.0031361708,0.00006768266,0.00017836782,0.21588472],"genre_scores_gemma":[0.9833725,0.0060403114,0.000038950213,0.0003513609,0.00038867356,0.00039236486,0.000037425212,0.000058467525,0.009319939],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958767,0.0010832796,0.0006807112,0.00060429424,0.00017947728,0.0015755048],"domain_scores_gemma":[0.99727154,0.00038963248,0.00055041397,0.0011442712,0.0001494279,0.0004946882],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00056400656,0.0001722392,0.00035469802,0.00014033739,0.0059294766,0.00055821444,0.00086902606,0.00020704187,0.004261521],"category_scores_gemma":[0.0003584878,0.00023440983,0.000064365304,0.0006997731,0.0004424745,0.0013180097,0.0002202321,0.00088001083,0.000012754285],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008760528,0.00020265125,0.7235557,0.000023876093,0.00012869807,0.000012449747,0.013962807,0.000009197521,8.4567176e-7,0.20742375,0.037805796,0.016786655],"study_design_scores_gemma":[0.0009924299,0.0010528087,0.5257319,0.00074026955,0.000060858776,0.000033982466,0.04103892,0.00017276515,4.056711e-7,0.4114415,0.01841939,0.00031473584],"about_ca_topic_score_codex":0.644238,"about_ca_topic_score_gemma":0.9516812,"teacher_disagreement_score":0.3074432,"about_ca_system_score_codex":0.0005468232,"about_ca_system_score_gemma":0.002515456,"threshold_uncertainty_score":0.9966487},"labels":[],"label_agreement":null},{"id":"W7043008629","doi":"","title":"Quebec the breeding ground for many New Brunswick MDs","year":2000,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Demotion","score_opus":0.05041774524266807,"score_gpt":0.35806281552647967,"score_spread":0.3076450702838116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7043008629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.929728,0.001314475,0.00043473742,0.027645279,0.0045052543,0.005241113,0.000023037417,0.00035861158,0.030749528],"genre_scores_gemma":[0.66482234,0.00035187884,0.00073741196,0.010418391,0.0077911415,0.00064231496,0.000049981503,0.00008039599,0.31510615],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948027,0.00020873488,0.0005840533,0.0003460981,0.0002620669,0.003796331],"domain_scores_gemma":[0.9979339,0.00052370585,0.00014407128,0.00039732602,0.000052993473,0.0009480051],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009736512,0.00022249615,0.00028325708,0.000035489524,0.0012335733,0.00004250519,0.0004488326,0.00023712435,0.0026118516],"category_scores_gemma":[0.00017084801,0.0001619194,0.00012493427,0.00025098817,0.000074697324,0.00021432733,0.000053171938,0.00056220026,0.00043794763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046857918,0.000071636205,0.10637393,0.00029198057,0.00005688789,0.000005370485,0.0094458405,0.000058988095,0.0000036253803,0.09040051,0.47078246,0.3220402],"study_design_scores_gemma":[0.000826812,0.000023982106,0.37851968,0.00008312083,0.000023982,0.0000021729525,0.0011088807,0.00012107096,0.00000332041,0.0012283928,0.6179275,0.0001310845],"about_ca_topic_score_codex":0.11095074,"about_ca_topic_score_gemma":0.111185074,"teacher_disagreement_score":0.3219091,"about_ca_system_score_codex":0.0009891625,"about_ca_system_score_gemma":0.001507102,"threshold_uncertainty_score":0.9982999},"labels":[],"label_agreement":null},{"id":"W7046003377","doi":"","title":"Congressional Briefing: Increasing access to medicare-funded physician residency slots","year":2023,"lang":"en","type":"article","venue":"ThinkIR: The University of Louisville's Institutional Repository (University of Louisville)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Medicaid; Payment; Fiscal year; Work (physics); Quarter (Canadian coin); Section (typography)","score_opus":0.04093126731802351,"score_gpt":0.32927339875024053,"score_spread":0.28834213143221704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7046003377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8750836,0.00035524144,0.00070926687,0.010451061,0.0015986506,0.001337284,0.00016056171,0.00047799293,0.10982633],"genre_scores_gemma":[0.98867595,0.00042075975,0.0015184327,0.00095223746,0.00028315312,7.8312473e-7,0.000108889246,0.000032294458,0.008007481],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99474937,0.0012817589,0.00062905735,0.0007609141,0.0016541916,0.00092469424],"domain_scores_gemma":[0.99486464,0.0015805907,0.00092396216,0.0009445796,0.0011018945,0.00058434135],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0016325642,0.0004039049,0.0008295829,0.00050310366,0.007182988,0.000020916043,0.002452744,0.00047678986,0.00070486503],"category_scores_gemma":[0.00046276752,0.00042571258,0.00035526237,0.0017443071,0.0018063646,0.0007709826,0.00205679,0.000964199,0.0005166942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01069586,0.0010247679,0.1380672,0.003195654,0.0016718704,0.0032105574,0.0966037,0.01236008,0.0058999816,0.22147009,0.4995468,0.006253444],"study_design_scores_gemma":[0.006586727,0.00058031676,0.38186488,0.009880761,0.0006250561,0.0001697705,0.13278426,0.0020823108,0.00030128422,0.0068547023,0.45671064,0.0015593014],"about_ca_topic_score_codex":0.018717382,"about_ca_topic_score_gemma":0.0021366756,"teacher_disagreement_score":0.24379766,"about_ca_system_score_codex":0.00090674526,"about_ca_system_score_gemma":0.0023940485,"threshold_uncertainty_score":0.99981946},"labels":[],"label_agreement":null},{"id":"W7066660373","doi":"","title":"Home on the range: approaches to rural medicine exposure in medical education","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Flexibility (engineering); Rural area; Rural health; Health care; Service (business); Rural management; Medical care","score_opus":0.22624465254218815,"score_gpt":0.4544764113692275,"score_spread":0.22823175882703936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7066660373","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08808144,0.017906308,0.0000014651492,0.6852388,0.0045334543,0.00683957,0.02221539,0.0008358333,0.17434776],"genre_scores_gemma":[0.9504114,0.000027794731,0.000017396529,0.023890395,0.0021891668,0.0031709627,0.014192603,0.000043072705,0.0060572093],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997962,0.00038842633,0.0004035899,0.00024526645,0.0005385468,0.0004621556],"domain_scores_gemma":[0.9980585,0.0012275102,0.000046363235,0.0003247158,0.000053433105,0.0002894999],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00049916975,0.00014999593,0.0002024315,0.00013678714,0.000218298,0.00001161032,0.00034625412,0.0002490317,0.3347597],"category_scores_gemma":[0.0031999222,0.00008805747,0.00003170656,0.0006481464,0.000012033163,0.00006096865,0.000113815906,0.00090972835,0.013072981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020812686,0.000025476571,0.00071319146,0.0006619614,0.0000034906832,0.00000956653,0.004967145,0.000002246553,2.4109565e-7,0.0034110937,0.9766143,0.013570469],"study_design_scores_gemma":[0.00027601063,0.00014236639,0.016602455,0.059804965,0.000004427375,0.000003961837,0.0090790745,0.00028662893,0.0000012693365,0.0008430925,0.91280735,0.00014841564],"about_ca_topic_score_codex":0.00015315444,"about_ca_topic_score_gemma":0.0003855551,"teacher_disagreement_score":0.86232996,"about_ca_system_score_codex":0.00025206743,"about_ca_system_score_gemma":0.00092959875,"threshold_uncertainty_score":0.98769546},"labels":[],"label_agreement":null},{"id":"W7071003094","doi":"","title":"(Re)constructing the meaning of work: experiences of internationally trained female physicians who immigrate to Canada","year":2008,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Immigration; Identity (music); Narrative; Work (physics); Licensure","score_opus":0.028670491467397006,"score_gpt":0.3112708609843138,"score_spread":0.28260036951691675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7071003094","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98522455,0.00026086523,0.000033267563,0.0012837859,0.00079069973,0.0006693679,0.000048049238,0.00001704306,0.011672356],"genre_scores_gemma":[0.9908384,0.00011898338,0.00044921422,0.00016245198,0.00009442498,0.0000029338214,0.00005958436,0.000017314842,0.008256689],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9979676,0.00032385087,0.00049927,0.00023386745,0.0006044151,0.00037098565],"domain_scores_gemma":[0.996864,0.00065121334,0.0014003132,0.0003815831,0.0006305415,0.000072312905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038508914,0.00019629858,0.0005569167,0.0001142797,0.00081645895,0.000002320942,0.0010471793,0.00016024402,0.00017825555],"category_scores_gemma":[0.00012504814,0.00016419483,0.00014615698,0.00064127636,0.00018839384,0.000071598755,0.00012265636,0.00046443535,0.0000039191405],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006325298,0.000026284362,0.0036636898,0.00057365146,0.00016797663,0.0000082615215,0.9816363,0.0004860721,0.0013088017,0.0009555261,0.0073276768,0.003213256],"study_design_scores_gemma":[0.00025702472,0.00004737179,0.025254376,0.0015957355,0.00006709847,4.5490177e-7,0.97085893,0.000056954697,0.00020810735,0.00004463459,0.0014761529,0.00013315812],"about_ca_topic_score_codex":0.44433632,"about_ca_topic_score_gemma":0.7518901,"teacher_disagreement_score":0.3075538,"about_ca_system_score_codex":0.00022220048,"about_ca_system_score_gemma":0.0012519311,"threshold_uncertainty_score":0.6695671},"labels":[],"label_agreement":null},{"id":"W7071630738","doi":"","title":"Support for Rural Practice: Female Physicians and the Life-Career Interface","year":2019,"lang":"en","type":"article","venue":"ScholarWorks (Boise State University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Demotion; Liquation; Hyporeflexia","score_opus":0.023133078926540825,"score_gpt":0.34857247414343157,"score_spread":0.32543939521689075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7071630738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89038014,0.000794484,0.0014665653,0.009329502,0.001754004,0.0050320686,0.00015085565,0.00024715092,0.0908452],"genre_scores_gemma":[0.91330445,0.0007070325,0.0007892268,0.0035601542,0.00011356287,0.000013278843,0.000030800154,0.000042754375,0.08143876],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974661,0.000749066,0.00033068977,0.0003752003,0.00026421816,0.000814753],"domain_scores_gemma":[0.99697495,0.0014204686,0.0003647105,0.0005033615,0.0004760465,0.0002604793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010504789,0.00023422478,0.0004109327,0.00013395077,0.0011422352,0.000050854556,0.00043700475,0.00020619515,0.0003607975],"category_scores_gemma":[0.00043625888,0.00019393917,0.00011005406,0.000431512,0.00020635327,0.0010227275,0.00036036514,0.0011679792,0.00052902143],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.061880168,0.000901274,0.31651127,0.0041114846,0.002319079,0.0001774713,0.16233937,0.0027658718,0.00062870496,0.21392411,0.18194866,0.05249251],"study_design_scores_gemma":[0.0072214124,0.00021692633,0.003242638,0.0005722255,0.00017767234,0.000002427722,0.0978794,0.00042333195,0.000012466648,0.00040182413,0.8895348,0.0003149033],"about_ca_topic_score_codex":0.0003418354,"about_ca_topic_score_gemma":0.0001650123,"teacher_disagreement_score":0.7075861,"about_ca_system_score_codex":0.00021398597,"about_ca_system_score_gemma":0.00031000652,"threshold_uncertainty_score":0.87852657},"labels":[],"label_agreement":null},{"id":"W7073602794","doi":"","title":"Promoting the health of marginalized populations in Ecuador through international collaboration and educational innovations","year":2009,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Latin Americans; Sustainability; Typology; Public health; Capacity building; International health; Training (meteorology); Social determinants of health","score_opus":0.37899682105790045,"score_gpt":0.6667712539038033,"score_spread":0.28777443284590287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7073602794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9299203,0.007434856,0.00015334628,0.053752203,0.0010241108,0.0021912397,0.0000866318,0.0000245184,0.0054127886],"genre_scores_gemma":[0.99045897,0.0035058428,0.0024644213,0.0027491408,0.0002163587,0.00011839681,0.00010894036,0.000019826224,0.0003581005],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99602634,0.0008303741,0.0018802661,0.00030266072,0.00055437075,0.0004060202],"domain_scores_gemma":[0.9958179,0.00064442353,0.0020238198,0.00032020835,0.0010641384,0.00012949685],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00237577,0.00019846774,0.0005525533,0.00057085423,0.00084158196,0.00016897205,0.0010601437,0.00011711281,0.0029689062],"category_scores_gemma":[0.0010695766,0.00016477339,0.000047050344,0.0023710665,0.00010555085,0.0017974345,0.00029133155,0.00056766806,0.0000058454175],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020546782,0.0003859355,0.91788256,0.0002004395,0.000038900343,0.000001220498,0.0069614947,0.00008927179,0.0010045851,0.020627048,0.03597745,0.016625632],"study_design_scores_gemma":[0.00070802105,0.000020253708,0.9232111,0.0013815672,0.000011346578,0.0000029679213,0.0016399367,0.00022634397,0.00010180462,0.06419444,0.008360905,0.00014133402],"about_ca_topic_score_codex":0.0028636765,"about_ca_topic_score_gemma":0.001080569,"teacher_disagreement_score":0.06053867,"about_ca_system_score_codex":0.00041657107,"about_ca_system_score_gemma":0.0011937957,"threshold_uncertainty_score":0.9979425},"labels":[],"label_agreement":null},{"id":"W7084025643","doi":"10.6084/m9.figshare.29993005.v1","title":"Additional file 2 of Structural brain differences in school-aged children who are HIV-exposed uninfected","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Women's College Hospital; Toronto General Hospital; SickKids Foundation; University of Toronto; Children's Hospital of Eastern Ontario; University of Ottawa; Hospital for Sick Children","funders":"","keywords":"Table (database); Central nervous system; Feature (linguistics); Expressivity","score_opus":0.03463989101459596,"score_gpt":0.35432215992521643,"score_spread":0.31968226891062046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084025643","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029386116,0.00010398013,5.013463e-8,0.00043339396,0.00005962519,0.0008325106,0.96131873,0.0001166945,0.007748874],"genre_scores_gemma":[0.09930579,0.0000011889452,0.000100277095,0.0011621314,0.00012392053,0.0011410858,0.88855386,0.00001592312,0.009595797],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9977451,0.0004880897,0.0006267393,0.0003256306,0.00025699605,0.0005574261],"domain_scores_gemma":[0.9942126,0.0046849255,0.00040197768,0.0003126064,0.00023458774,0.00015328523],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004944717,0.00021385324,0.00047067628,0.00022241486,0.00035841952,0.000011177054,0.00035396515,0.00030860543,0.9948443],"category_scores_gemma":[0.011418958,0.00019475578,0.0000706962,0.0007634784,0.00002089431,0.00012736428,0.00021342345,0.0007916823,0.0023486542],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024886269,0.000015304951,0.07431734,0.00033792053,0.00001384652,0.0000025197219,0.00012824593,0.000002119363,0.0000010078604,0.000012746562,0.9250248,0.0001192644],"study_design_scores_gemma":[0.00055209576,0.000024345778,0.8549132,0.03090593,0.0000025811441,4.04028e-7,0.0003239113,0.000073348296,0.0000029336002,0.00016015975,0.11290777,0.00013336384],"about_ca_topic_score_codex":0.00011030682,"about_ca_topic_score_gemma":0.000903322,"teacher_disagreement_score":0.99249566,"about_ca_system_score_codex":0.0002030553,"about_ca_system_score_gemma":0.00069298455,"threshold_uncertainty_score":0.9984281},"labels":[],"label_agreement":null},{"id":"W7084143547","doi":"10.64628/aap.xmv6ssrjv","title":"Fertile land for growing vegetables is at risk — but a scientific discovery could turn the tide","year":2025,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Scientific discovery; Current (fluid); Biodiversity","score_opus":0.03652508276924465,"score_gpt":0.40904468065270005,"score_spread":0.3725195978834554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084143547","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94446456,0.0025818183,0.0015147327,0.012426834,0.0033992163,0.0024220299,0.00040112587,0.0001863044,0.03260337],"genre_scores_gemma":[0.6296159,0.0001078873,0.00037853172,0.0069952724,0.00016621647,0.00034626358,0.000041724186,0.00002006927,0.3623281],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.997569,0.0002727461,0.0005425374,0.0004456991,0.00027123716,0.0008987293],"domain_scores_gemma":[0.99716914,0.0017228045,0.00017686193,0.0006359872,0.00018254129,0.000112687616],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0013143709,0.00018468345,0.0002913732,0.000086606786,0.004608826,0.000099748024,0.00037351242,0.00018697325,0.00042378495],"category_scores_gemma":[0.00039625188,0.00011141857,0.00011804039,0.00041902505,0.0001469632,0.000318392,0.00034486057,0.00041840543,0.0003491832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026191436,0.00004589201,0.31201717,0.00073255016,0.000055231438,0.000001226777,0.0021053029,0.000053018448,0.00028318985,0.00786648,0.67547077,0.0011072595],"study_design_scores_gemma":[0.001179136,0.00003966482,0.016743483,0.000997765,0.000098552104,5.7321523e-7,0.0050006225,0.0021502124,0.0013323507,0.009318524,0.96292764,0.0002114535],"about_ca_topic_score_codex":0.0038777979,"about_ca_topic_score_gemma":0.007239569,"teacher_disagreement_score":0.32972473,"about_ca_system_score_codex":0.00032370363,"about_ca_system_score_gemma":0.00041551626,"threshold_uncertainty_score":0.99668705},"labels":[],"label_agreement":null},{"id":"W7093019245","doi":"","title":"Advancing Rural Generalist Training: The Northern Regional Integrated Clerkship, a Blended Longitudinal Integrated Clerkship Innovation in Northern British Columbia","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Accreditation; Curriculum; Rural area; Circumpolar star; Rural health; Equity (law); Accountability; Metropolitan area; Mandate","score_opus":0.2630968999697928,"score_gpt":0.5649926162089638,"score_spread":0.301895716239171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7093019245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98360944,0.0055791414,0.00032202044,0.002753543,0.0015282494,0.0023444528,0.00011483842,0.00015002077,0.0035982856],"genre_scores_gemma":[0.99015105,0.00217661,0.00028098145,0.0029178262,0.0003199398,0.00040104846,0.0002849102,0.00010206056,0.0033655965],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9908964,0.0022505848,0.0035333994,0.00080574123,0.0010162214,0.0014976595],"domain_scores_gemma":[0.9927955,0.001343202,0.0022467352,0.000789655,0.0025123493,0.00031255797],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005181357,0.0005313804,0.0014297573,0.0009797588,0.0018979595,0.001335416,0.0032563964,0.0005053426,0.004980769],"category_scores_gemma":[0.0022163757,0.00055333547,0.00021497723,0.0077186916,0.00045390148,0.0017688468,0.00085143343,0.0029781729,0.000028079832],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043679425,0.0002071771,0.8944847,0.00020986049,0.00015000845,0.000055460532,0.0015769097,0.00031726804,0.00088578084,0.00022634352,0.06893941,0.032510288],"study_design_scores_gemma":[0.0018654346,0.000023926514,0.9394804,0.008396781,0.00007444291,0.000022096563,0.012239991,0.00039292066,0.000049653067,0.009289362,0.027609479,0.0005554839],"about_ca_topic_score_codex":0.21634574,"about_ca_topic_score_gemma":0.7935442,"teacher_disagreement_score":0.57719845,"about_ca_system_score_codex":0.001641631,"about_ca_system_score_gemma":0.003211181,"threshold_uncertainty_score":0.9997013},"labels":[],"label_agreement":null},{"id":"W7094079674","doi":"","title":"The development of postgraduate surgical training in Guyana","year":2010,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Economic shortage; Christian ministry; Corporation; Health care; Public health; Needs assessment; Professional development","score_opus":0.06462631467678745,"score_gpt":0.38424005329061695,"score_spread":0.31961373861382947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7094079674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97825676,0.00011295909,0.000006308744,0.002188728,0.002442766,0.00083671004,0.0000044977505,0.000041894982,0.016109357],"genre_scores_gemma":[0.9975899,0.00003221203,0.0008374062,0.000109337205,0.000304082,0.0002460729,0.000008588853,0.000014860175,0.00085755246],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9960428,0.00023807913,0.0008153827,0.00018387326,0.00028580357,0.002434093],"domain_scores_gemma":[0.9985287,0.0005714898,0.00018330856,0.00022885422,0.00005570251,0.00043190795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00239791,0.00012192114,0.00023002192,0.000048577578,0.0005092632,0.000006566847,0.00028245468,0.00015651959,0.00010481435],"category_scores_gemma":[0.00038451474,0.00008424445,0.00004024235,0.00024175021,0.00009672679,0.000054422773,0.000082169776,0.0008794209,0.000035797853],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002614624,0.00007823116,0.6062769,0.00013350135,0.000023887225,0.00002137156,0.054961935,0.0000069456873,0.00005926653,0.030235644,0.0012186808,0.30672216],"study_design_scores_gemma":[0.00078294845,0.0000076102183,0.6999993,0.00008031674,0.0000032343448,0.000002340384,0.0053797225,0.0000478306,0.00010111387,0.0004918102,0.29299688,0.00010691351],"about_ca_topic_score_codex":0.00016923812,"about_ca_topic_score_gemma":0.012443102,"teacher_disagreement_score":0.30661526,"about_ca_system_score_codex":0.0002195314,"about_ca_system_score_gemma":0.0010438958,"threshold_uncertainty_score":0.6943543},"labels":[],"label_agreement":null},{"id":"W7095390907","doi":"","title":"Australia: two sides of the same coin CHRISTINE DUFFIELD AND LINDA O’BRIEN-PALLAS Christine Duffield is Professor and Director of the Centre for Health Services Management at the University","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Health care; Health services; Quality (philosophy); Nursing shortage; Workforce planning; Community health","score_opus":0.052608617526030264,"score_gpt":0.3909404276308572,"score_spread":0.33833181010482694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095390907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9016973,0.0008099799,0.00000917777,0.08971369,0.00058035296,0.0036575687,0.00022889725,0.000040278053,0.003262789],"genre_scores_gemma":[0.9265011,0.0003335543,0.00043216496,0.0038990467,0.000098572054,0.000017078071,0.0000094658735,0.000016658518,0.06869237],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976293,0.0005344626,0.00059295126,0.00033568678,0.00034779875,0.0005598026],"domain_scores_gemma":[0.997513,0.0007272769,0.0006640723,0.0006016405,0.00028026325,0.00021375885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009158157,0.0002209127,0.000436531,0.000034362554,0.0010001408,0.0000073345213,0.00043223516,0.00015019863,0.00025624924],"category_scores_gemma":[0.00008849299,0.000115074115,0.000074307216,0.00030044827,0.00025690228,0.000060936534,0.0008658408,0.00034198543,0.000006629155],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014752574,0.00024633534,0.5673206,0.011441616,0.00021546811,0.0000030888798,0.04160523,0.000028956607,0.000048190293,0.015013851,0.36123323,0.001368185],"study_design_scores_gemma":[0.007443264,0.00048432438,0.2385652,0.004598893,0.00027874246,0.000005499606,0.11454995,0.00054766756,0.0010573096,0.0011517421,0.630886,0.00043137642],"about_ca_topic_score_codex":0.01282086,"about_ca_topic_score_gemma":0.037056066,"teacher_disagreement_score":0.32875538,"about_ca_system_score_codex":0.00015864924,"about_ca_system_score_gemma":0.00019148806,"threshold_uncertainty_score":0.99375284},"labels":[],"label_agreement":null},{"id":"W7095491529","doi":"","title":"The Case for Assessing IEN Preparation","year":2007,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Economic shortage; Nursing shortage; Career Pathways; Face (sociological concept); Nurse education; Health care; Nursing practice","score_opus":0.09954318168873477,"score_gpt":0.5596605803464035,"score_spread":0.46011739865766876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095491529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67335665,0.00027661875,0.04784217,0.0037685356,0.0017929573,0.0028067785,0.00000405204,0.00026937824,0.26988283],"genre_scores_gemma":[0.97137773,0.000010190614,0.005872922,0.0013489518,0.0004376415,0.00011271665,0.000006268017,0.000012764568,0.020820824],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99863935,0.00012363889,0.00042559003,0.00013665945,0.000091427566,0.00058335345],"domain_scores_gemma":[0.9967907,0.002548651,0.00013570185,0.00022361448,0.0001919452,0.00010937713],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002515014,0.00006979164,0.000086823886,0.000021204494,0.0028828867,0.000021805745,0.00008095612,0.000114584334,0.000096746466],"category_scores_gemma":[0.00033406526,0.000042786294,0.000028553908,0.00011631976,0.000027113136,0.0001368238,0.000033355027,0.00016472119,0.00011756493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070877105,0.00008837164,0.027540224,0.00052509486,0.000032224565,0.00019444212,0.010441137,0.000033332584,0.00016743207,0.3606364,0.42991024,0.16972232],"study_design_scores_gemma":[0.0006024229,0.00008426571,0.002235201,0.00011215009,0.000013021404,0.000050529296,0.03379386,0.0019680315,0.00012268158,0.0046750894,0.9562162,0.00012652691],"about_ca_topic_score_codex":0.00057823525,"about_ca_topic_score_gemma":0.007689602,"teacher_disagreement_score":0.526306,"about_ca_system_score_codex":0.00016919251,"about_ca_system_score_gemma":0.00013495097,"threshold_uncertainty_score":0.99841523},"labels":[],"label_agreement":null},{"id":"W7095614493","doi":"","title":"INTERNATIONAL MEDICAL GRADUATES","year":2003,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Directory; Jurisdiction; Work (physics); Health care; Immigration; Medical care","score_opus":0.06287014382672187,"score_gpt":0.48320797066388926,"score_spread":0.42033782683716736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7095614493","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043756787,0.0000728055,0.00038459172,0.013484157,0.0024142337,0.00020380851,0.0000016998318,0.00016717488,0.93951476],"genre_scores_gemma":[0.9177682,0.00023975591,0.0029904186,0.012334292,0.00034208235,0.000058195314,0.000012549704,0.000015267482,0.06623927],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984893,0.0002451296,0.00032373742,0.00014030824,0.0004309116,0.00037056895],"domain_scores_gemma":[0.9991324,0.00031995273,0.000052310512,0.00013995629,0.00010382062,0.00025157005],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006349531,0.00006978528,0.00010493732,0.00003643081,0.00024589754,0.0000030327271,0.00017845907,0.0001478475,0.073644154],"category_scores_gemma":[0.0010402731,0.000053286938,0.00002506482,0.000103305385,0.00003215359,0.000053309577,0.000044586286,0.0003285388,0.004117962],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009793401,0.000043537573,0.17185275,0.000028056944,0.000011742782,0.000011030032,0.00042363702,5.773277e-7,0.00000561354,0.5085651,0.31570596,0.0033422047],"study_design_scores_gemma":[0.00037031402,0.000011702009,0.0020222927,0.00008708071,0.0000015270908,0.0000026709804,0.0011369155,0.00007539196,0.00002145422,0.004342145,0.99186873,0.00005974368],"about_ca_topic_score_codex":0.00018728968,"about_ca_topic_score_gemma":0.00013647218,"teacher_disagreement_score":0.8740114,"about_ca_system_score_codex":0.00008880235,"about_ca_system_score_gemma":0.00021494972,"threshold_uncertainty_score":0.99665743},"labels":[],"label_agreement":null},{"id":"W7096067612","doi":"","title":"Ottawa: Medical Council of Canada; 2003.","year":2003,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Licensure; Task (project management); Task force; MEDLINE; Legislation","score_opus":0.06142153086626347,"score_gpt":0.3899280784141869,"score_spread":0.32850654754792347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096067612","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025299598,0.0005700721,0.000094221956,0.0030215995,0.0015383053,0.0004122756,0.000011678506,0.000052827956,0.96899945],"genre_scores_gemma":[0.71238303,0.00008607784,0.0018765145,0.017244563,0.0001670608,0.000055464712,0.000005827093,0.000028493207,0.26815295],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965773,0.00038584668,0.00066907203,0.00016600925,0.0015040793,0.00069768506],"domain_scores_gemma":[0.9973933,0.00033124635,0.00014525016,0.00028634962,0.0013460688,0.00049779896],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019470192,0.000106363506,0.00027519002,0.000015381202,0.00029758594,8.1300067e-7,0.00017045473,0.00022063173,0.031856343],"category_scores_gemma":[0.005919531,0.00008380403,0.00001609518,0.00041230206,0.000050747363,0.000028960201,0.00002939955,0.00039708635,0.00015377697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000648731,0.00001978907,0.026005236,0.00011716018,0.0000062322824,0.0000096053245,0.00030322294,0.0000013668092,0.0000014749666,0.092147075,0.88123757,0.00014480448],"study_design_scores_gemma":[0.00045485597,0.000022756829,0.0018120898,0.00016744673,0.0000038882,0.0000023011328,0.0017619423,0.000045557903,0.000032697386,0.00024774013,0.9953686,0.00008015299],"about_ca_topic_score_codex":0.73693013,"about_ca_topic_score_gemma":0.97229546,"teacher_disagreement_score":0.7008465,"about_ca_system_score_codex":0.0016207646,"about_ca_system_score_gemma":0.06715404,"threshold_uncertainty_score":0.96902865},"labels":[],"label_agreement":null},{"id":"W7096232497","doi":"","title":"Correspondence to:","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Croatian; Economic shortage; Health care; Specialty; Perception; Accession; Quality (philosophy)","score_opus":0.061807777142097106,"score_gpt":0.48790823946020573,"score_spread":0.4261004623181086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096232497","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38085112,0.000045168126,0.005884241,0.03210333,0.001956162,0.00089557696,0.000009821025,0.00044560543,0.577809],"genre_scores_gemma":[0.49718016,0.000013995112,0.0015791337,0.011719889,0.00016820322,0.00007010922,2.9298718e-7,0.000009921585,0.4892583],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987298,0.00015397176,0.0002500403,0.00017634591,0.00016071206,0.00052908715],"domain_scores_gemma":[0.99858576,0.0006892815,0.000040686544,0.0002891807,0.0001044079,0.0002906703],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00033197046,0.000069883274,0.000108376684,0.000043229757,0.00025610297,0.0000014668925,0.000169995,0.0000833297,0.034743544],"category_scores_gemma":[0.00041507086,0.00003727603,0.000016612466,0.00017680119,0.00001836709,0.00006551784,0.00010523052,0.000090772875,0.09213322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008712742,0.000008989924,0.0896801,0.000018260895,0.0000015754832,0.0000032819305,0.00052398985,2.232801e-7,0.0010276098,0.032357506,0.8563085,0.019982804],"study_design_scores_gemma":[0.00026416976,0.00005752888,0.022201784,0.00039062422,0.0000010934408,4.7911544e-7,0.0004642616,0.0000019482368,0.00013201215,0.0011403203,0.9752669,0.00007889271],"about_ca_topic_score_codex":0.00023632,"about_ca_topic_score_gemma":0.00027029717,"teacher_disagreement_score":0.118958354,"about_ca_system_score_codex":0.0001477764,"about_ca_system_score_gemma":0.000125378,"threshold_uncertainty_score":0.96613884},"labels":[],"label_agreement":null},{"id":"W7096310825","doi":"","title":"The Society of Rural Physicians of Canada","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Permission; Confidentiality; Documentation; MEDLINE","score_opus":0.04850580993975696,"score_gpt":0.40800839187603294,"score_spread":0.359502581936276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096310825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75539935,0.00083633536,0.000055116903,0.017921986,0.0013398986,0.0006741192,0.00003278385,0.000041048002,0.22369936],"genre_scores_gemma":[0.976649,0.000048303176,0.0002981602,0.0018415125,0.000094368275,0.000011012699,0.0000025345532,0.000006871282,0.021048255],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988649,0.000118503885,0.0003474282,0.0000431451,0.00027915317,0.00034688026],"domain_scores_gemma":[0.9988528,0.00033456492,0.000194117,0.00022075494,0.00030627527,0.000091518275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003913916,0.00005507084,0.00015483735,0.0000033324607,0.00025220594,6.3761087e-7,0.00015810977,0.000050232877,0.000059866816],"category_scores_gemma":[0.000055301534,0.00003326739,0.000047717156,0.00012254587,0.00006431064,0.000022945902,0.000058297715,0.00014877031,0.000007634225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017990258,0.000009620037,0.014115879,0.0000843623,0.000013927956,6.0794825e-8,0.0035255381,0.000015418693,0.00002189351,0.007124465,0.97401583,0.0010549944],"study_design_scores_gemma":[0.0007413834,0.00008936568,0.008665673,0.00037256558,0.000013411939,1.9695685e-7,0.35598013,0.00046981563,0.00042497108,0.0021738575,0.6309593,0.000109345194],"about_ca_topic_score_codex":0.76826,"about_ca_topic_score_gemma":0.7556608,"teacher_disagreement_score":0.3524546,"about_ca_system_score_codex":0.00019082466,"about_ca_system_score_gemma":0.0018876824,"threshold_uncertainty_score":0.33486676},"labels":[],"label_agreement":null},{"id":"W7096316783","doi":"","title":"Canadian Medical Education Journal Letter to the Editor Preparation of IMGs for Residency Training in","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"License; Letter to the editor; Residency training; Attribution; Graduate medical education","score_opus":0.05416251719436537,"score_gpt":0.48821035190007345,"score_spread":0.43404783470570807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096316783","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40826407,0.0005360508,0.0006964928,0.507758,0.04150081,0.0040669926,0.00001640035,0.000031228377,0.03712995],"genre_scores_gemma":[0.9272043,0.000012213543,0.0016777131,0.037008997,0.030234445,0.00026575607,0.000008125402,0.000011489355,0.0035769315],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822384,0.00029981293,0.000525729,0.00007922398,0.00029743472,0.000573954],"domain_scores_gemma":[0.9983784,0.00036250986,0.0001188526,0.00013559962,0.0002023843,0.00080226513],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002795855,0.000062441366,0.0001225847,0.0001228303,0.00035991147,0.000004812247,0.0001638797,0.00019505438,0.002664386],"category_scores_gemma":[0.002494101,0.00004190193,0.000020518897,0.00016251788,0.000012038288,0.00015945808,0.00001617473,0.00039216943,0.00008368492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027032831,0.000013677419,0.008642952,0.00003626341,0.0000018587743,8.878468e-8,0.027089346,0.0000020802656,0.0000054839197,0.003819418,0.9573324,0.0030294533],"study_design_scores_gemma":[0.00020920433,0.00005867532,0.010493185,0.00047289205,0.000004589798,0.0000026655234,0.014366977,0.000034018216,0.000017860495,0.0005690041,0.9737087,0.00006221967],"about_ca_topic_score_codex":0.07949508,"about_ca_topic_score_gemma":0.6313678,"teacher_disagreement_score":0.55187273,"about_ca_system_score_codex":0.00047339915,"about_ca_system_score_gemma":0.010873209,"threshold_uncertainty_score":0.9982473},"labels":[],"label_agreement":null},{"id":"W7096346853","doi":"","title":"Student Forum Why Pakistani Medical Graduates Must Remain Free to Emigrate","year":2013,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Brain drain; Health care; Population; Developed country; Medical school; Health professionals","score_opus":0.034626188329260496,"score_gpt":0.43877137966284296,"score_spread":0.40414519133358245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096346853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6941301,0.00027208717,0.0008306346,0.22639231,0.0016308292,0.0037131887,0.000024534273,0.00061939977,0.07238692],"genre_scores_gemma":[0.8432863,0.00014126104,0.003958917,0.1188949,0.0005834443,0.0008407361,0.000028471793,0.00007475647,0.032191258],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948753,0.00055574987,0.0011297552,0.0005276622,0.0012064311,0.0017050833],"domain_scores_gemma":[0.9961491,0.0007527233,0.00017028993,0.0009976317,0.00039324418,0.0015370102],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011533176,0.00030698194,0.00048932084,0.000116452306,0.000741555,0.000034320678,0.0009940582,0.0004025669,0.02405073],"category_scores_gemma":[0.0009841,0.00022815596,0.00008272653,0.00043491673,0.00007277274,0.00017410108,0.000846573,0.00079642306,0.014220541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018189228,0.000080971615,0.099980175,0.00009940496,0.000015493955,0.000014257291,0.002652636,0.0000013576034,0.000027060656,0.014470024,0.88176644,0.00087398133],"study_design_scores_gemma":[0.0020869675,0.0004694348,0.062245566,0.00154132,0.000024006456,0.0000049601354,0.13045983,0.0002332987,0.000062506704,0.01537852,0.78680557,0.00068800105],"about_ca_topic_score_codex":0.029286336,"about_ca_topic_score_gemma":0.04067378,"teacher_disagreement_score":0.14915617,"about_ca_system_score_codex":0.00037923647,"about_ca_system_score_gemma":0.00030585896,"threshold_uncertainty_score":0.986547},"labels":[],"label_agreement":null},{"id":"W7096520500","doi":"","title":"Letters","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wonder; Nothing; Serendipity; Harm; Flourishing; Simple (philosophy); Health care","score_opus":0.05142846018469698,"score_gpt":0.45163204275050495,"score_spread":0.40020358256580796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096520500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5351822,0.000044300054,0.0024732782,0.070684224,0.0010292734,0.00038692716,0.0000039093525,0.0003816203,0.38981432],"genre_scores_gemma":[0.8888535,0.000034738016,0.0011293988,0.021406962,0.00029528327,0.000043386714,6.6017725e-7,0.000011981508,0.08822409],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990269,0.000116522984,0.00020438748,0.00011800081,0.00010243975,0.00043178257],"domain_scores_gemma":[0.9992782,0.0003266934,0.000043325243,0.0001980793,0.000034244425,0.000119496464],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00018996696,0.000055933433,0.000085252716,0.000023461518,0.0002273097,8.9563036e-7,0.00009259672,0.0000573048,0.011835411],"category_scores_gemma":[0.00007325506,0.000028128468,0.000018707628,0.00006693335,0.000026226819,0.00006179717,0.000045199184,0.00007778668,0.014134624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020266942,0.000008239619,0.17274491,0.000031661944,0.00000393117,0.0000031215397,0.0002870631,8.4070244e-8,0.00432955,0.04362531,0.76364356,0.015302303],"study_design_scores_gemma":[0.0004955381,0.000015315925,0.019498937,0.0002445394,0.0000018037043,3.8896943e-7,0.00031950336,0.0000011390159,0.00012793952,0.0008658707,0.97835064,0.00007838265],"about_ca_topic_score_codex":0.00016694398,"about_ca_topic_score_gemma":0.00009948727,"teacher_disagreement_score":0.35367134,"about_ca_system_score_codex":0.000106587206,"about_ca_system_score_gemma":0.000039432947,"threshold_uncertainty_score":0.9890679},"labels":[],"label_agreement":null},{"id":"W7096543017","doi":"","title":"Integrating Internationally Educated Health Professionals Into Canada&amp;apos;s Health Care","year":2011,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Health professionals; Public health; Health policy; Qualitative research; MEDLINE","score_opus":0.18579157114630943,"score_gpt":0.5277511978559056,"score_spread":0.34195962670959623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096543017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4063687,0.0121528,0.0016799876,0.20509,0.018542692,0.01104928,0.00032699655,0.0016956658,0.34309387],"genre_scores_gemma":[0.81029713,0.00015499309,0.037205648,0.12177291,0.0005995918,0.000459662,0.00072733546,0.00010688058,0.028675826],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993591,0.0013697133,0.0019386181,0.00066128257,0.00082644,0.0016129472],"domain_scores_gemma":[0.9958332,0.00042019368,0.00103785,0.00062791375,0.0009937242,0.0010870832],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012594331,0.00041570075,0.0007318039,0.00019851023,0.0022350734,0.000011889718,0.00064475177,0.00022207013,0.0046338555],"category_scores_gemma":[0.0004147877,0.00033870756,0.00007842483,0.0005342103,0.00006206492,0.00019664159,0.00030908475,0.0012941238,0.00043184063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000097486394,0.00016830224,0.038073007,0.0013032439,0.000044287077,0.000003882298,0.14123856,9.54474e-7,0.0000049876376,0.026925415,0.776357,0.015782895],"study_design_scores_gemma":[0.000963682,0.00030361023,0.022914907,0.0044289213,0.0000076012107,0.000006352335,0.25265613,0.000029540019,0.000020656254,0.0013215999,0.7167628,0.00058421097],"about_ca_topic_score_codex":0.9673672,"about_ca_topic_score_gemma":0.99100024,"teacher_disagreement_score":0.40392846,"about_ca_system_score_codex":0.0055372766,"about_ca_system_score_gemma":0.030762995,"threshold_uncertainty_score":0.9999065},"labels":[],"label_agreement":null},{"id":"W7096722944","doi":"","title":"Strategies to overcome physician shortages in northern Ontario: A","year":2008,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); MEDLINE; Public health","score_opus":0.058864891023866765,"score_gpt":0.4115137926858701,"score_spread":0.3526489016620033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096722944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7601803,0.000043551194,0.00002548042,0.00095545396,0.00023714802,0.0006928771,0.000002698391,0.00012475227,0.23773773],"genre_scores_gemma":[0.96786666,0.000013960004,0.00056124746,0.0051416173,0.00012723639,0.00012818376,0.00000837757,0.000022582422,0.026130116],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979867,0.00014559532,0.000497319,0.000297393,0.00025490506,0.000818095],"domain_scores_gemma":[0.99913234,0.00014431689,0.00006734789,0.00034113516,0.00009027122,0.00022459176],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018111017,0.00017869551,0.0003271449,0.00010711284,0.00042566354,0.000006628852,0.00021052011,0.00014347755,0.0009118543],"category_scores_gemma":[0.000013386594,0.00015444057,0.000042051743,0.00036420624,0.00003415637,0.00020954867,0.0000982201,0.0005276991,0.0019810188],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041433686,0.00006104896,0.9635108,0.00003852365,0.0000048535717,0.000037407575,0.02375021,0.00010219119,0.000024490304,0.0031631251,0.008945187,0.00032074],"study_design_scores_gemma":[0.00037096554,0.000097975935,0.88433003,0.00021816298,0.0000024605263,0.0000011757961,0.018175293,0.0000075905714,0.0000069151342,0.0008320695,0.09576255,0.00019480514],"about_ca_topic_score_codex":0.34033546,"about_ca_topic_score_gemma":0.98584497,"teacher_disagreement_score":0.64550954,"about_ca_system_score_codex":0.00074821746,"about_ca_system_score_gemma":0.00091094093,"threshold_uncertainty_score":0.99879605},"labels":[],"label_agreement":null},{"id":"W7096723416","doi":"","title":"New Medical Schools Canada’s New Medical School: The Northern Ontario School of Medicine: Social Accountability Through Distributed Community Engaged Learning","year":2014,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Accountability; Economic shortage; Rural area; Community of practice; Social accounting; Agency (philosophy)","score_opus":0.061408545255901704,"score_gpt":0.4020912008215186,"score_spread":0.3406826555656169,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096723416","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7173217,0.00031798298,0.006528615,0.20875387,0.0023422916,0.0022756828,0.00003364079,0.00050504325,0.061921194],"genre_scores_gemma":[0.97268003,0.000039929964,0.00032121976,0.01648316,0.002458108,0.00004005884,0.00023134737,0.000055450044,0.00769067],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9729253,0.019026777,0.0022501412,0.0004954111,0.003806822,0.0014955286],"domain_scores_gemma":[0.9813103,0.011867754,0.00090944255,0.0013531494,0.00078281114,0.003776524],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.018377021,0.0005126038,0.0012476738,0.000047304668,0.0076080007,0.000020888012,0.0021521223,0.0010938675,0.08181287],"category_scores_gemma":[0.090129025,0.00033472077,0.00014924227,0.0005999554,0.00051816937,0.00025605998,0.000824975,0.026418004,0.00034916485],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015309936,0.00005135028,0.49961594,0.00014047198,0.000059870814,0.0000024961546,0.008428706,0.000008131379,0.0000020083412,0.0008374171,0.48856103,0.0021394924],"study_design_scores_gemma":[0.0046041287,0.00022133012,0.39214197,0.0014211693,0.00008928103,0.000007057856,0.063755326,0.00008487219,0.0000052136484,0.0033407293,0.53392875,0.00040018777],"about_ca_topic_score_codex":0.9985566,"about_ca_topic_score_gemma":0.99977285,"teacher_disagreement_score":0.25535837,"about_ca_system_score_codex":0.0035892313,"about_ca_system_score_gemma":0.07424351,"threshold_uncertainty_score":0.9999105},"labels":[],"label_agreement":null},{"id":"W7096784112","doi":"","title":"Canadian and immigrant international medical graduates. Can Fam Physician","year":2016,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; IMG; Sampling frame; Matching (statistics); Population; Country of origin; New immigrants","score_opus":0.0257720911917668,"score_gpt":0.38864380983908947,"score_spread":0.36287171864732265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096784112","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34072047,0.00012671713,0.00005034715,0.48464996,0.0019133472,0.0005283823,0.00016707521,0.00015551293,0.17168817],"genre_scores_gemma":[0.95519024,0.00026410547,0.00009047722,0.021894714,0.00042762267,0.000040308412,0.000017996459,0.000015734331,0.02205877],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99831706,0.00011814826,0.00031854954,0.00022878872,0.00035654326,0.00066089886],"domain_scores_gemma":[0.99845046,0.00023772096,0.000058999467,0.00016902115,0.00011457625,0.00096922246],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00032415288,0.00011578715,0.00016223385,0.00009173654,0.0003667903,0.000005620695,0.00021894847,0.0001648179,0.0034462076],"category_scores_gemma":[0.00018927455,0.00007009751,0.000023702612,0.00009174914,0.00007493369,0.00006753647,0.000075800875,0.00021980594,0.0006031819],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038396072,0.00003969648,0.38802755,0.00007341393,0.000054032505,0.00007036076,0.0026910827,1.3838054e-7,0.00008361879,0.07073267,0.3605842,0.17760484],"study_design_scores_gemma":[0.0011179865,0.000041054685,0.07136941,0.0008068289,0.0000067159235,0.0000040604887,0.002389548,0.00010068609,0.000019650384,0.0036599578,0.92027193,0.00021215747],"about_ca_topic_score_codex":0.5874809,"about_ca_topic_score_gemma":0.90775186,"teacher_disagreement_score":0.61446977,"about_ca_system_score_codex":0.00051755004,"about_ca_system_score_gemma":0.00090705167,"threshold_uncertainty_score":0.9974648},"labels":[],"label_agreement":null},{"id":"W7096843727","doi":"","title":"Health and Natural Sciences WURJ","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Referral; Health care; Rural area; Rural health; Physical access; Medical care; Primary care","score_opus":0.13228846936809546,"score_gpt":0.523728522101069,"score_spread":0.39144005273297355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096843727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65896416,0.013087812,0.000052682644,0.067086175,0.0026704443,0.0010335391,0.000004110962,0.0004062406,0.25669482],"genre_scores_gemma":[0.95713466,0.00015444061,0.004249584,0.022925625,0.00021550052,0.000017568607,0.000003995834,0.000007903422,0.015290698],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99833345,0.00028608763,0.00029812477,0.0002114894,0.00025303033,0.0006177897],"domain_scores_gemma":[0.9988927,0.0001837825,0.00009796523,0.00012296642,0.000092563576,0.0006099901],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011794474,0.000085153544,0.00018848779,0.00005265198,0.000847958,0.000009280574,0.00011949312,0.000062151914,0.00011322957],"category_scores_gemma":[0.00022664633,0.00005972549,0.000010728597,0.00024507724,0.00014180387,0.00013041413,0.00011641234,0.00027134284,0.00038588126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004968406,0.000024092757,0.3115621,0.00021790434,0.000004200194,0.0000021688215,0.01141226,0.000002374401,0.0000018445382,0.11306232,0.5500769,0.01358412],"study_design_scores_gemma":[0.001391771,0.0006567622,0.015196095,0.00050180085,0.0000027188737,0.000010846699,0.066757336,0.0008867378,0.000003611854,0.010017752,0.90431565,0.00025892325],"about_ca_topic_score_codex":0.0027293775,"about_ca_topic_score_gemma":0.0009449335,"teacher_disagreement_score":0.35423872,"about_ca_system_score_codex":0.0001466568,"about_ca_system_score_gemma":0.0010356508,"threshold_uncertainty_score":0.6521893},"labels":[],"label_agreement":null},{"id":"W7096923734","doi":"","title":"Prepared by:","year":2004,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Specialty; Order (exchange); Medical practice; Primary care","score_opus":0.037491033259754204,"score_gpt":0.4610920673203419,"score_spread":0.4236010340605877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096923734","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3189764,0.00032691963,0.0007011382,0.007088656,0.0006342798,0.0007809188,0.000011533417,0.0005603543,0.6709198],"genre_scores_gemma":[0.9300772,0.000049493425,0.002438066,0.008084832,0.00013916426,0.000086867745,0.00001990961,0.000016955139,0.05908752],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988396,0.00007638716,0.00028298525,0.00016320935,0.00014152369,0.0004963044],"domain_scores_gemma":[0.9993884,0.00007771355,0.000059833932,0.00023769724,0.000060872848,0.00017550925],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001771463,0.00007890538,0.00012368761,0.000018909897,0.0003893107,0.000002527877,0.00011571043,0.00012468435,0.003472911],"category_scores_gemma":[0.00006222808,0.00006378784,0.000021980512,0.00013122363,0.000021592337,0.00006444218,0.000052769283,0.00020631893,0.0047687106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045459954,0.00007598472,0.01858369,0.00011597992,0.0000087893195,0.0000039408833,0.0029983737,0.000023293556,0.00023491995,0.05904503,0.9175831,0.0012814323],"study_design_scores_gemma":[0.0011312827,0.00006540255,0.0014940883,0.00018863456,0.0000041609637,7.59731e-7,0.0027291402,0.00000631192,0.00021456656,0.009288112,0.9847516,0.00012596697],"about_ca_topic_score_codex":0.0018994816,"about_ca_topic_score_gemma":0.00043954016,"teacher_disagreement_score":0.61183226,"about_ca_system_score_codex":0.00024304383,"about_ca_system_score_gemma":0.00018721053,"threshold_uncertainty_score":0.9974381},"labels":[],"label_agreement":null},{"id":"W7096927923","doi":"","title":"Calculating Small Area Analysis: Definition of Sub-regional Geographic Units in Alberta","year":2009,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Work (physics); Boundary (topology); Field (mathematics); Unit (ring theory)","score_opus":0.11022358126540494,"score_gpt":0.3858074417630073,"score_spread":0.27558386049760236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096927923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95055276,0.000171978,0.00015097274,0.001936998,0.00005606763,0.0004120762,0.0000058044216,0.000050745544,0.046662606],"genre_scores_gemma":[0.9958861,0.00008473197,0.0011435966,0.002362358,0.00003634236,0.000024550158,0.00014766282,0.00000865818,0.0003060199],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9975902,0.000374036,0.0009134997,0.0002682643,0.00024063903,0.00061338017],"domain_scores_gemma":[0.99819875,0.0007466114,0.0003043383,0.00029395695,0.00029585953,0.00016051422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005446015,0.00015847605,0.00043832845,0.0005929864,0.00022315554,0.0000033409522,0.00014540987,0.00024186856,0.00031301306],"category_scores_gemma":[0.00023574107,0.00014112951,0.00010186138,0.0032074521,0.000037196707,0.0000736987,0.000032112086,0.00038725024,0.000040271054],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006278278,0.000098937584,0.92876333,0.00008662482,0.000058339076,0.0000037501306,0.0014149264,0.0005497313,0.000048474216,0.067715295,0.00035185582,0.00084592804],"study_design_scores_gemma":[0.00089282816,0.00012134593,0.97981596,0.0007867666,0.00016259214,0.0000010166436,0.0027693242,0.0039029063,0.000025921965,0.010543013,0.0007499292,0.00022837482],"about_ca_topic_score_codex":0.029761784,"about_ca_topic_score_gemma":0.10354205,"teacher_disagreement_score":0.07378027,"about_ca_system_score_codex":0.000089979636,"about_ca_system_score_gemma":0.00017079456,"threshold_uncertainty_score":0.9766991},"labels":[],"label_agreement":null},{"id":"W7096939833","doi":"","title":"Financial Disclosures: None reported. Support: None reported.","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lagging; Workforce; Health care; Economic shortage; Physician supply; Medical care; Medical tourism; MEDLINE; Workforce development","score_opus":0.12640248793427838,"score_gpt":0.4594994308942983,"score_spread":0.3330969429600199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096939833","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3801846,0.00059061614,0.00087531784,0.009164561,0.0068990276,0.002621127,0.00006782957,0.0012753895,0.59832156],"genre_scores_gemma":[0.74095106,0.00018190892,0.0045378706,0.009523983,0.0026336585,0.0003580005,0.00036600645,0.0001233952,0.2413241],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9935464,0.0004423957,0.00246057,0.0008306202,0.0010198528,0.0017001076],"domain_scores_gemma":[0.9951778,0.00029011336,0.0011132971,0.0014870357,0.0008805871,0.001051142],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0028525798,0.00042604477,0.00080456317,0.00015973138,0.0007935126,0.000020532443,0.00038153594,0.00072698994,0.004686671],"category_scores_gemma":[0.0030202472,0.0003498764,0.00014986508,0.0007367497,0.00014002513,0.0003063806,0.00033331904,0.0011723955,0.004204739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002088452,0.00017141148,0.10355132,0.00015057084,0.000033449767,0.0007241212,0.0025467612,0.000008101151,0.000026311014,0.005690762,0.8856411,0.0012472321],"study_design_scores_gemma":[0.0019960464,0.00040251962,0.020111566,0.0003839386,0.00007991387,0.00012408326,0.0041221664,0.000048477617,0.000063450614,0.004968935,0.96715856,0.00054035644],"about_ca_topic_score_codex":0.0034459378,"about_ca_topic_score_gemma":0.0037666764,"teacher_disagreement_score":0.3607665,"about_ca_system_score_codex":0.00053027883,"about_ca_system_score_gemma":0.0030034843,"threshold_uncertainty_score":0.99989533},"labels":[],"label_agreement":null},{"id":"W7097096901","doi":"","title":"Measurement and Evaluation in Health Sciences, and","year":2000,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Comparability; Summative assessment; Certification; Thunder; Rural area; Medical school; Health care","score_opus":0.189587492791128,"score_gpt":0.5121613024486461,"score_spread":0.32257380965751814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097096901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89341336,0.006511654,0.0000075838648,0.01180443,0.00008713718,0.0013321711,8.2436026e-7,0.000039164035,0.08680365],"genre_scores_gemma":[0.9933344,0.0012160559,0.00071886124,0.0036262176,0.000030394416,0.000056397173,8.2492465e-7,0.0000038852145,0.0010129332],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9979897,0.00060126546,0.00035603635,0.00021035048,0.00045796833,0.00038466623],"domain_scores_gemma":[0.9995998,0.0000596287,0.000052375945,0.00008200154,0.000069674126,0.00013652143],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0064848424,0.00006326854,0.00012790327,0.000058273337,0.0005298634,0.0000060877155,0.00003927918,0.00005115021,0.0015672842],"category_scores_gemma":[0.00007476647,0.00005113744,0.0000041243193,0.00020432581,0.00006159964,0.00008334943,0.00001988255,0.00013965645,0.000060179664],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004640446,0.00005264387,0.35325953,0.0005052212,0.000002735927,5.5918525e-7,0.0049848375,0.0000776245,0.000008152374,0.008126011,0.011200835,0.62173545],"study_design_scores_gemma":[0.0028786534,0.00041312983,0.82898045,0.0025142904,0.0000060770617,0.0000031517466,0.006166774,0.013283306,0.0000036123524,0.0071767773,0.1383471,0.00022669604],"about_ca_topic_score_codex":0.0055918675,"about_ca_topic_score_gemma":0.0053891703,"teacher_disagreement_score":0.6215088,"about_ca_system_score_codex":0.0003089544,"about_ca_system_score_gemma":0.00047284432,"threshold_uncertainty_score":0.9993454},"labels":[],"label_agreement":null},{"id":"W7097231554","doi":"","title":"© 2005 CMA Media Inc. or its licensors","year":2005,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Per capita; Politics; Distribution (mathematics); Economic shortage; Health care; Public health; Rural health","score_opus":0.0871247781298796,"score_gpt":0.465654481688721,"score_spread":0.3785297035588414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097231554","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15476558,0.0012811694,0.000034219345,0.033701934,0.0017897658,0.0016076162,0.000046841556,0.0009894966,0.8057834],"genre_scores_gemma":[0.20688134,0.0010999768,0.0071071708,0.028582623,0.0032623278,0.00017050728,0.000017367338,0.00007050212,0.75280815],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99687076,0.00032896257,0.0007547648,0.0003315291,0.00038196018,0.0013320028],"domain_scores_gemma":[0.9976338,0.0009687546,0.00016959854,0.00041708793,0.0002046358,0.000606086],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000637355,0.00021742856,0.00033685306,0.0001013202,0.00063783413,0.0000075852304,0.00031072123,0.00036934408,0.28258893],"category_scores_gemma":[0.00049708894,0.00015258633,0.000040587936,0.00029041324,0.00004000052,0.00022086402,0.00015763812,0.0006383789,0.12501307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013334292,0.000063024294,0.0015835986,0.000108569104,0.000009069591,0.000008264481,0.0029996983,0.000015731279,0.000017333938,0.0057661184,0.9798425,0.009452764],"study_design_scores_gemma":[0.00075515773,0.000038304264,0.0035468652,0.00019353034,0.000009467822,0.0000027400265,0.0032717125,0.00045213418,0.00006714072,0.000020758545,0.99145335,0.00018883962],"about_ca_topic_score_codex":0.00027582678,"about_ca_topic_score_gemma":0.009146051,"teacher_disagreement_score":0.15757586,"about_ca_system_score_codex":0.00035563917,"about_ca_system_score_gemma":0.0004221194,"threshold_uncertainty_score":0.8756682},"labels":[],"label_agreement":null},{"id":"W7097311624","doi":"","title":"N (2006) ‘Managing health professional migration from sub-Saharan Africa to Canada: A stakeholder inquiry into policy options’ Human Resources for Health 4(22). Available at: http://www.human-resourceshealth.com/content/4/1/22 (accessed 5","year":2006,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Human resources; Health human resources; Human health; Health professionals; Health policy","score_opus":0.13234206621094632,"score_gpt":0.4066951968742805,"score_spread":0.2743531306633342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097311624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7787773,0.008381673,0.00069637323,0.19184731,0.0019884305,0.011319095,0.001034641,0.0008952473,0.005059918],"genre_scores_gemma":[0.61865336,0.000883581,0.0068667424,0.08713365,0.007427496,0.006028832,0.005907804,0.0005737514,0.2665248],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9859215,0.0020388996,0.004144418,0.0019726404,0.00171466,0.0042078723],"domain_scores_gemma":[0.99232537,0.0010505865,0.0021439474,0.0015059462,0.0008614669,0.0021126813],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0030716136,0.0010467204,0.0017937646,0.00094859494,0.012007255,0.000138702,0.0011238401,0.0005656808,0.0017696157],"category_scores_gemma":[0.00026449465,0.000983516,0.00022197705,0.0016479424,0.0002026476,0.00043536365,0.00064317486,0.0013679244,0.00048701232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004947783,0.00040910716,0.011453246,0.0014944539,0.000055804976,0.000006271584,0.010965141,0.0001873276,0.0004924084,0.0062132487,0.9669971,0.0012311015],"study_design_scores_gemma":[0.0034570007,0.00079946517,0.042749852,0.0024122107,0.000032930224,0.0000022010554,0.008872626,0.0005718934,0.000035666213,0.001887365,0.9382085,0.00097026624],"about_ca_topic_score_codex":0.9742116,"about_ca_topic_score_gemma":0.9784049,"teacher_disagreement_score":0.2614649,"about_ca_system_score_codex":0.011641337,"about_ca_system_score_gemma":0.008439998,"threshold_uncertainty_score":0.99926156},"labels":[],"label_agreement":null},{"id":"W7097366307","doi":"","title":"THEME ArTiclE. Referral Patterns and Training Needs in Psychiatry among Primary Care Physicians in Canadian Rural/Remote Areas","year":2011,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Referral; Primary care; Mental health; Continuing medical education; Identification (biology); Continuing education; Training (meteorology); Theme (computing)","score_opus":0.054780589331030013,"score_gpt":0.3482536889707462,"score_spread":0.2934730996397162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097366307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92234856,0.0002391511,0.000006927779,0.0010425372,0.0005292662,0.00077992684,0.00002178032,0.00008166837,0.0749502],"genre_scores_gemma":[0.9939187,0.000057038167,0.0005356515,0.0047681825,0.00013667272,0.0000345537,0.00003316538,0.000039785766,0.0004762427],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99725163,0.0002753301,0.0006025647,0.00026702185,0.00015653286,0.0014469104],"domain_scores_gemma":[0.9989573,0.00006387157,0.00011346738,0.00032312205,0.000055860015,0.00048640833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003324661,0.00022590013,0.00037022025,0.0003627673,0.0002773244,0.0000087226845,0.00018965748,0.00027253843,0.00034591643],"category_scores_gemma":[0.000021102902,0.0002128179,0.000035948695,0.00048310464,0.00006122664,0.00022125238,0.000065549924,0.00075738,0.000048143516],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025415218,0.000017039494,0.87951225,0.00021640326,0.0000039695774,0.000011377559,0.10995353,0.000001682657,0.0000026311004,0.0009290483,0.00027724108,0.009049411],"study_design_scores_gemma":[0.0006453318,0.000041876483,0.7576874,0.0014193568,0.000005252581,9.789788e-7,0.23907898,0.00013131343,0.0000019037309,0.00057357346,0.0002398347,0.0001741938],"about_ca_topic_score_codex":0.8992017,"about_ca_topic_score_gemma":0.98712134,"teacher_disagreement_score":0.12912546,"about_ca_system_score_codex":0.0007358349,"about_ca_system_score_gemma":0.0007288855,"threshold_uncertainty_score":0.86784625},"labels":[],"label_agreement":null},{"id":"W7097758007","doi":"","title":"Research","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Workforce; Odds; Per capita; Perception; Medical school","score_opus":0.5244853263719714,"score_gpt":0.6588877439125569,"score_spread":0.13440241754058546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097758007","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10325625,0.00018964475,0.000056658897,0.005563612,0.00046823092,0.00040542544,8.2854393e-7,0.00017158475,0.88988775],"genre_scores_gemma":[0.78651327,0.000015542324,0.0011967456,0.002002605,0.00042843117,0.00007325575,0.0000031398288,0.000011725723,0.20975529],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99767286,0.00079991366,0.00022242608,0.00013614463,0.00045214407,0.00071648794],"domain_scores_gemma":[0.9982172,0.00042709408,0.000023623554,0.00027513015,0.00062280527,0.00043412877],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0033079092,0.00004590997,0.00009358913,0.00007305419,0.00044033208,0.000003377503,0.00015974155,0.000119780336,0.0025827265],"category_scores_gemma":[0.0004618045,0.000034715384,0.000010640328,0.00038923198,0.00004855463,0.000058554066,0.00015011897,0.00059718546,0.026642475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022478247,0.0000115099465,0.021236975,0.000020680405,0.0000010613552,0.0000029083785,0.0016344453,0.0000025185343,0.0000020022208,0.072068594,0.90404344,0.00095339736],"study_design_scores_gemma":[0.0003242887,0.000060561444,0.0017396959,0.00006232138,5.379627e-7,3.8395345e-7,0.026332004,0.00006944833,0.000006249134,0.010179047,0.9611843,0.00004115056],"about_ca_topic_score_codex":0.0022167508,"about_ca_topic_score_gemma":0.00049066864,"teacher_disagreement_score":0.68325704,"about_ca_system_score_codex":0.00027211758,"about_ca_system_score_gemma":0.00052308466,"threshold_uncertainty_score":0.99832904},"labels":[],"label_agreement":null},{"id":"W7097929062","doi":"","title":"International Medical Workforce Collaborative Conference","year":2008,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Population; Health care; Health human resources; Workforce planning; Population health; Productivity; Human resources","score_opus":0.0928689763339349,"score_gpt":0.47147489010250593,"score_spread":0.378605913768571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7097929062","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07936764,0.00010539581,0.0012118664,0.014513048,0.0017392266,0.0004696611,0.000012827226,0.00024580013,0.9023345],"genre_scores_gemma":[0.8784928,0.0012733588,0.002691924,0.008575449,0.00062428456,0.00011463286,0.000036076664,0.000016825412,0.10817469],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977528,0.00026756537,0.00049940107,0.00024164985,0.0007380919,0.0005005202],"domain_scores_gemma":[0.99822295,0.00044696932,0.00013000496,0.00020884578,0.00060188456,0.0003893747],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00037117137,0.00012783085,0.00021530999,0.000054337306,0.000668995,0.000004328645,0.0003838125,0.00027092439,0.04741068],"category_scores_gemma":[0.000589856,0.000102836864,0.000028538327,0.00031527557,0.00016666065,0.00013446731,0.00015884815,0.0005534525,0.0030525967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016653842,0.0001006992,0.17800853,0.000035664758,0.00003252743,0.00013002347,0.008623613,0.00000555603,0.000011630988,0.20473282,0.60092914,0.007223235],"study_design_scores_gemma":[0.0008189032,0.00004237399,0.006606877,0.0002751088,0.000002372886,0.00001378069,0.004743205,0.00069081836,0.00001533553,0.0005174111,0.9861353,0.00013848502],"about_ca_topic_score_codex":0.00023084796,"about_ca_topic_score_gemma":0.000279842,"teacher_disagreement_score":0.79912513,"about_ca_system_score_codex":0.00017102406,"about_ca_system_score_gemma":0.0010910302,"threshold_uncertainty_score":0.99772364},"labels":[],"label_agreement":null},{"id":"W7098089209","doi":"","title":"Open Access","year":2014,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Census; Quarter (Canadian coin); Population; Workforce planning; Human resources; Workforce development; Rural area; Population health","score_opus":0.21718704771846203,"score_gpt":0.616172522972971,"score_spread":0.39898547525450895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7098089209","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038973264,0.00001875695,0.0008302245,0.006996354,0.00069088954,0.00081971084,0.0000013995545,0.00016672608,0.9515027],"genre_scores_gemma":[0.825116,0.000018199627,0.0019668462,0.029069128,0.00034647176,0.00014716077,0.00000803956,0.00001807389,0.1433101],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99858105,0.00033973914,0.00029453856,0.00019380714,0.00011974631,0.00047109745],"domain_scores_gemma":[0.99889666,0.00035218103,0.00009031317,0.0003829261,0.000088457105,0.00018945828],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00076662254,0.00007611456,0.00017224126,0.000029385737,0.00057168724,0.000060797825,0.0015619962,0.00009948519,0.01526427],"category_scores_gemma":[0.00020661105,0.000057443598,0.0000155109,0.00017991925,0.000017810213,0.00047642144,0.0018807616,0.00022944192,0.006251465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023358416,0.000018259803,0.13570537,0.000074357245,0.0000030094354,4.3116344e-7,0.0002818833,0.0000025355332,0.000004504448,0.2043002,0.64819014,0.011395943],"study_design_scores_gemma":[0.00040269594,0.000025142335,0.023873942,0.000109272354,0.0000022429558,1.7629449e-7,0.00036707797,0.00015703682,0.000013018427,0.010087914,0.9648834,0.00007809328],"about_ca_topic_score_codex":0.0041638934,"about_ca_topic_score_gemma":0.0013861444,"teacher_disagreement_score":0.80819255,"about_ca_system_score_codex":0.000068790934,"about_ca_system_score_gemma":0.00011887579,"threshold_uncertainty_score":0.9945223},"labels":[],"label_agreement":null},{"id":"W7100028596","doi":"","title":"CPA Position Paper Psychiatric Training in Rural and Remote Areas: Increasing Skills and Building","year":2015,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Curriculum; Training (meteorology); Position (finance); Rural area; Adaptation (eye)","score_opus":0.03191749529445853,"score_gpt":0.4006144722756965,"score_spread":0.368696976981238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100028596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747544,0.0012834938,0.00015750373,0.0026173918,0.00035394853,0.00055775687,0.0000028779575,0.00010829788,0.020164331],"genre_scores_gemma":[0.9750427,0.000271027,0.021416148,0.0026979584,0.00024043674,0.000008401755,0.000007954337,0.000021967298,0.00029338108],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9979321,0.0005247829,0.0004990517,0.00025273138,0.00018685043,0.00060450274],"domain_scores_gemma":[0.9988771,0.00039050894,0.00012767584,0.00014717522,0.0000777455,0.00037976587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013801937,0.0001604773,0.00027930847,0.00017446444,0.00035936947,0.000019348226,0.00006259708,0.00020819432,0.000060408216],"category_scores_gemma":[0.00031765856,0.00014144987,0.000016151795,0.00031795798,0.00004124844,0.0003068429,0.00009005182,0.00041102973,0.000018758614],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037921272,0.00007687146,0.73621243,0.00044401988,0.000016968328,0.000026902619,0.036541067,0.000015049086,0.00034829913,0.013971393,0.0020422929,0.20992547],"study_design_scores_gemma":[0.00792511,0.00046969173,0.78123355,0.0064617475,0.000068070316,0.00024524104,0.121382594,0.004239361,0.00001911815,0.06410564,0.012844171,0.0010057327],"about_ca_topic_score_codex":0.0057909326,"about_ca_topic_score_gemma":0.0013944051,"teacher_disagreement_score":0.20891975,"about_ca_system_score_codex":0.00020663357,"about_ca_system_score_gemma":0.00019093193,"threshold_uncertainty_score":0.8754197},"labels":[],"label_agreement":null},{"id":"W7100345926","doi":"","title":"Diagnosing the Doctorsâ Departure: Survey on Sources of Dissatisfaction Among Irish Junior Doctors","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Irish; Staffing; Work (physics); Quarter (Canadian coin); Health care; State (computer science)","score_opus":0.07733741267007381,"score_gpt":0.43594492045823036,"score_spread":0.35860750778815653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100345926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842003,0.00031808857,0.00003372116,0.0006654284,0.002206089,0.00095146365,0.000036916263,0.00014904601,0.011438931],"genre_scores_gemma":[0.9959,0.00011595727,0.00006718729,0.0007956245,0.00052124,0.000077898425,0.000037564318,0.000034374094,0.002450161],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99596417,0.001710871,0.0007495912,0.00022037677,0.00043931787,0.00091566495],"domain_scores_gemma":[0.9941566,0.004445691,0.00045118315,0.0004993115,0.00015375645,0.0002934688],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021457253,0.0002242072,0.0003541508,0.000079597434,0.0010680378,0.000012759103,0.00023543257,0.00026383562,0.0011748981],"category_scores_gemma":[0.00087386585,0.00013596781,0.00007868531,0.00041856625,0.00018693987,0.00028109484,0.00010116203,0.0006377586,0.00022633944],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004568903,0.0000602711,0.9352002,0.00005880759,0.000014850677,2.805538e-7,0.0023923987,0.00001378589,0.0000060694615,0.0006128165,0.060764674,0.000830115],"study_design_scores_gemma":[0.00022807633,0.00005964719,0.977425,0.00027045922,0.00002015645,3.6581034e-7,0.0027342967,0.000014793986,0.00024025398,0.000036397756,0.018830238,0.00014031785],"about_ca_topic_score_codex":0.02389629,"about_ca_topic_score_gemma":0.011735624,"teacher_disagreement_score":0.042224754,"about_ca_system_score_codex":0.0001843981,"about_ca_system_score_gemma":0.000068623835,"threshold_uncertainty_score":0.99973816},"labels":[],"label_agreement":null},{"id":"W7100386655","doi":"","title":"NEW STRATEGIES for RURAL CARE","year":2009,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rural area; Economic shortage; Rural history; Rural health; Face (sociological concept); Quarter (Canadian coin); Health care; Rural sociology","score_opus":0.05064357874679447,"score_gpt":0.4815032658969723,"score_spread":0.4308596871501778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100386655","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.083616056,0.0025636936,0.016206712,0.01480029,0.0015771795,0.003204972,0.000022944923,0.0008734499,0.8771347],"genre_scores_gemma":[0.93901885,0.00003253991,0.015750531,0.0067049847,0.0005472254,0.000041650695,0.000035019108,0.000012516701,0.03785671],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99883324,0.000049597336,0.00029130172,0.00012870168,0.00011112715,0.0005860363],"domain_scores_gemma":[0.9992517,0.00013366705,0.00006342034,0.00019774146,0.00014578,0.00020765133],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000083815525,0.000107409665,0.0001694752,0.000029386525,0.00046161193,0.0000113975675,0.00013282262,0.00014767694,0.0012518131],"category_scores_gemma":[0.000025753945,0.0000850129,0.000046916946,0.00009804735,0.000007902254,0.00013782593,0.000015918537,0.00017376807,0.00035916615],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000949815,0.000008994342,0.0018589186,0.00019381943,0.0000037832235,8.046608e-7,0.008625887,0.000014280838,0.000048816397,0.43571973,0.50549966,0.047930315],"study_design_scores_gemma":[0.0015819562,0.0005173886,0.012395272,0.0004499093,0.000014457083,6.2380553e-7,0.2707883,0.00004521767,0.000023138413,0.099224605,0.6147151,0.00024401865],"about_ca_topic_score_codex":0.0010144465,"about_ca_topic_score_gemma":0.0009835067,"teacher_disagreement_score":0.85540277,"about_ca_system_score_codex":0.00012150649,"about_ca_system_score_gemma":0.00062963937,"threshold_uncertainty_score":0.9996612},"labels":[],"label_agreement":null},{"id":"W7100610824","doi":"","title":"Canadian Medical Education Journal 2012, 3(2) e127","year":2012,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Continuing medical education; Curriculum; MEDLINE; Higher education","score_opus":0.037665186568078414,"score_gpt":0.4699757026564992,"score_spread":0.43231051608842075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100610824","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.071944006,0.0033240174,0.000056342582,0.0662519,0.01190815,0.0004765057,0.00000327006,0.00009017155,0.84594566],"genre_scores_gemma":[0.75992256,0.00031425813,0.0013997301,0.08627216,0.006377414,0.00005061512,0.000014368963,0.000028385053,0.14562054],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974406,0.00035585518,0.00044163704,0.000090286434,0.00045561412,0.0012160577],"domain_scores_gemma":[0.99347746,0.00012493564,0.00010231063,0.0001872309,0.00023728979,0.0058707776],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0015826544,0.0000988092,0.00014181643,0.00013129282,0.0010168427,0.000008065347,0.00021195714,0.00036416316,0.19460365],"category_scores_gemma":[0.0009976598,0.00007739727,0.00003245848,0.00017095027,0.000023553652,0.00033829646,0.000035698453,0.0009750902,0.009643369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032052458,0.000035501806,0.11376888,0.000021682808,0.0000036434005,0.0000012000403,0.0009190871,5.594275e-8,3.1466527e-7,0.015173162,0.8570155,0.01305775],"study_design_scores_gemma":[0.0001583872,0.000012227747,0.027514968,0.0001907174,0.000005207517,0.000039768147,0.0035379778,0.000008484666,6.0251705e-7,0.0004093867,0.96803856,0.00008374377],"about_ca_topic_score_codex":0.19689415,"about_ca_topic_score_gemma":0.38918987,"teacher_disagreement_score":0.7003251,"about_ca_system_score_codex":0.0009655255,"about_ca_system_score_gemma":0.01746775,"threshold_uncertainty_score":0.9911277},"labels":[],"label_agreement":null},{"id":"W7100873682","doi":"","title":"Society of Rural Physicians of Canada. PRINCIPAL AUTHORS","year":2011,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Principal (computer security); Statement (logic); Executive summary; Health professionals; Rural health","score_opus":0.06295582960679769,"score_gpt":0.3867343003582616,"score_spread":0.32377847075146393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100873682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8304088,0.000055978144,0.00007554813,0.00058984075,0.00055233313,0.00043082534,0.00003427344,0.000043667427,0.1678087],"genre_scores_gemma":[0.9774413,0.00001927331,0.0027709496,0.0009862775,0.00006472701,0.00001516729,0.000004606212,0.000012958871,0.01868474],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9984264,0.00012099691,0.0005721509,0.00009135069,0.0002706603,0.0005184803],"domain_scores_gemma":[0.9989735,0.000102807244,0.00031254973,0.0002682882,0.00021757363,0.00012531152],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002888402,0.00009982053,0.0002932804,0.000014150883,0.00018369002,2.9865234e-7,0.00018263896,0.00012596566,0.0015692064],"category_scores_gemma":[0.000027696373,0.000083239924,0.000070248985,0.00017914783,0.000070621216,0.00004188903,0.000085494714,0.00024657423,0.000013191412],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012748607,0.00019299114,0.33340275,0.0016663944,0.00009179152,0.0000013127408,0.060305152,0.000010450979,0.0004895205,0.053176377,0.5485006,0.0020351883],"study_design_scores_gemma":[0.0019644138,0.00040114124,0.5180457,0.002422942,0.00007898629,0.0000010250344,0.32071036,0.0007864986,0.009359607,0.002971333,0.1426296,0.00062836794],"about_ca_topic_score_codex":0.76105237,"about_ca_topic_score_gemma":0.55419946,"teacher_disagreement_score":0.40587097,"about_ca_system_score_codex":0.00016575669,"about_ca_system_score_gemma":0.001241456,"threshold_uncertainty_score":0.9993435},"labels":[],"label_agreement":null},{"id":"W7101125998","doi":"","title":"The development of the Canadian Rural Health Research Society: creating capacity through","year":2006,"lang":"en","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Excellence; Rural health; Capacity building; Rural area; Process (computing); Rural management; Public health","score_opus":0.24743511811626004,"score_gpt":0.5096574590166703,"score_spread":0.2622223409004102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7101125998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5839576,0.0006375191,0.000050189326,0.05319357,0.0006527531,0.0022109023,0.00001703368,0.000070095084,0.3592103],"genre_scores_gemma":[0.9705184,0.000037521768,0.008206839,0.0027261714,0.00022519422,0.000115325754,0.0000073949723,0.000019508447,0.01814361],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9951293,0.0012642613,0.00092181395,0.00018174166,0.0007944329,0.0017084451],"domain_scores_gemma":[0.99732417,0.0011933049,0.0002499628,0.0004919489,0.0005143555,0.00022627584],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0055892407,0.00012687672,0.00021404405,0.000024655668,0.01709781,0.00002090859,0.0005067609,0.00017486735,0.00018317548],"category_scores_gemma":[0.00022842248,0.000066806046,0.000071741735,0.0006289268,0.000342429,0.0000643982,0.00019332237,0.0011278428,0.00010219134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015218473,0.00004241392,0.20213799,0.000411661,0.000026823342,2.310836e-7,0.07775255,0.000020667836,0.000023559112,0.19248776,0.5230459,0.004035222],"study_design_scores_gemma":[0.00035319527,0.000033081014,0.17326894,0.00079271494,0.0000025392367,6.774552e-7,0.08945157,0.00009953521,0.00015719156,0.009204896,0.72649765,0.00013801792],"about_ca_topic_score_codex":0.912561,"about_ca_topic_score_gemma":0.9882315,"teacher_disagreement_score":0.38656083,"about_ca_system_score_codex":0.0027998996,"about_ca_system_score_gemma":0.009053014,"threshold_uncertainty_score":0.99656475},"labels":[],"label_agreement":null},{"id":"W7103210928","doi":"","title":"Gone South: Why Canadian Nurses Migrate to the United States","year":2009,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Work (physics); Health care; Focus group; Immigration; Healthcare system","score_opus":0.03722413859711406,"score_gpt":0.3473598207804774,"score_spread":0.31013568218336335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7103210928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86265904,0.00031563026,0.000029355226,0.124904074,0.0031440218,0.002455667,0.00024653543,0.00019476702,0.006050908],"genre_scores_gemma":[0.90479755,0.00008940656,0.00010586621,0.087596,0.0009133772,0.00025491533,0.00023677989,0.000026113432,0.0059799585],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99408394,0.00042020142,0.00044302095,0.0002991184,0.0002719548,0.0044817436],"domain_scores_gemma":[0.9965728,0.00016143206,0.00010850106,0.00044543875,0.00012901421,0.0025827982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064217974,0.00021958652,0.00023537637,0.00019451909,0.0011045389,0.000034102683,0.0004344533,0.00016414534,0.0003970576],"category_scores_gemma":[0.000343415,0.00015755677,0.000053035466,0.00092615647,0.00004511206,0.00007745373,0.000029527537,0.0005691598,0.0006915617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011774479,0.000043450775,0.12203417,0.000035008736,0.00002160728,0.000024728371,0.038652334,0.0009317865,0.0000015888431,0.002789874,0.82365346,0.011694227],"study_design_scores_gemma":[0.00023197873,0.000031184525,0.3114096,0.00006696524,0.000011931721,8.3964227e-7,0.0057794675,0.000100889316,0.000005728928,0.00024793457,0.68198377,0.0001296916],"about_ca_topic_score_codex":0.30878258,"about_ca_topic_score_gemma":0.5584982,"teacher_disagreement_score":0.24971561,"about_ca_system_score_codex":0.0011166441,"about_ca_system_score_gemma":0.0006404706,"threshold_uncertainty_score":0.8888858},"labels":[],"label_agreement":null},{"id":"W7103301298","doi":"","title":"Australia eyes Canada's rural MDs","year":2002,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"","score_opus":0.06345121138120187,"score_gpt":0.35820161376080867,"score_spread":0.2947504023796068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7103301298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95662993,0.00054414576,0.0000045042093,0.00807922,0.006513341,0.0011720645,0.000080375416,0.00018405778,0.026792364],"genre_scores_gemma":[0.94050914,0.000100383484,0.00009454925,0.0024907528,0.0013819942,0.00027015043,0.000027849343,0.000026594853,0.055098604],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9940179,0.00026152085,0.00055292854,0.00025182666,0.00045906313,0.0044567343],"domain_scores_gemma":[0.9978987,0.00015103689,0.00015554811,0.0003468518,0.000066201406,0.0013816498],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031405035,0.00022272165,0.00029234192,0.000040849307,0.0006035074,0.0000130003755,0.00030560893,0.00019831638,0.007960616],"category_scores_gemma":[0.00020069115,0.00020384224,0.000056720677,0.0002533303,0.000055906785,0.00012040664,0.0000721328,0.0006523789,0.00053985254],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016477512,0.000028299357,0.44881824,0.000086114465,0.0000148103645,0.000024889381,0.00079785817,0.0000140686925,0.0000019045292,0.0019069142,0.54424703,0.0040434077],"study_design_scores_gemma":[0.00044591964,0.000010721618,0.512901,0.00006830758,0.000011954788,0.0000025230063,0.0010452201,0.00007175049,0.000011710806,0.000075797536,0.4851826,0.00017246522],"about_ca_topic_score_codex":0.60889316,"about_ca_topic_score_gemma":0.74446213,"teacher_disagreement_score":0.13556896,"about_ca_system_score_codex":0.0019474436,"about_ca_system_score_gemma":0.00038067636,"threshold_uncertainty_score":0.99294627},"labels":[],"label_agreement":null},{"id":"W7103331291","doi":"","title":"Mental health and public sector healthcare: international case studies","year":2023,"lang":"en","type":"book","venue":"Greenwich Academic Literature Archive (University of Greenwich)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Health care; Mental health; Psychosocial; Public sector; Public health; Global health; Work (physics)","score_opus":0.06859436332602958,"score_gpt":0.3782274721007265,"score_spread":0.3096331087746969,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7103331291","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024543798,0.2891421,0.0006281416,0.3897983,0.018492239,0.02020701,0.07570233,0.0036902395,0.1777958],"genre_scores_gemma":[0.0043840064,0.09134097,0.002619407,0.008176975,0.002613297,0.000017309898,0.009523922,0.00029519253,0.88102895],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.993049,0.0014989843,0.0012768256,0.0014272293,0.001073221,0.0016747324],"domain_scores_gemma":[0.9933948,0.0014608146,0.002037914,0.00078304234,0.0008395106,0.0014839339],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0014319858,0.000882823,0.0018237624,0.001344526,0.0025617483,0.000023845403,0.0012223346,0.0016811611,0.00025815872],"category_scores_gemma":[0.00033333414,0.000978425,0.00032687085,0.00072550855,0.0010310122,0.00064092706,0.0022182285,0.0068456847,0.00026047576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045888737,0.000042443604,0.005321852,0.005699666,0.0009697675,0.001648568,0.08980058,3.3748003e-7,0.0000037575157,0.032100983,0.85595226,0.008000892],"study_design_scores_gemma":[0.002394118,0.00066235434,0.0004062264,0.013753992,0.000111713794,0.00092915155,0.062400464,0.00011046369,9.6033624e-8,0.024333894,0.89402395,0.00087354507],"about_ca_topic_score_codex":0.0016296773,"about_ca_topic_score_gemma":0.008645379,"teacher_disagreement_score":0.7032331,"about_ca_system_score_codex":0.0018248924,"about_ca_system_score_gemma":0.0028196156,"threshold_uncertainty_score":0.9996149},"labels":[],"label_agreement":null},{"id":"W7103505907","doi":"","title":"Canadian Association of University Surgeons’ Annual Symposium: W(h)ither generalism(?): Halifax, NS, Sept. 6, 2008","year":2010,"lang":"en","type":"article","venue":"PubMed Central","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Trainer; Scope of practice; Surgeon general; Equity (law); Accreditation; Scope (computer science); Professional association","score_opus":0.012899420190152156,"score_gpt":0.2786375618329471,"score_spread":0.2657381416427949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7103505907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95640725,0.00004606947,0.000004540689,0.01240439,0.005043018,0.0009889912,0.0013464967,0.00009982562,0.02365944],"genre_scores_gemma":[0.9552092,0.00011390184,0.00018774942,0.0012103053,0.00062502193,0.000022753911,0.00017144559,0.00003082591,0.042428806],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99530536,0.00067103555,0.00043493006,0.00029244742,0.00038353846,0.0029126666],"domain_scores_gemma":[0.997132,0.00027394778,0.00036224088,0.00033801948,0.00031767602,0.0015761284],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017012124,0.00018470689,0.0003277346,0.00017942542,0.0005922939,0.0000076948645,0.00030664916,0.0005469308,0.0012397529],"category_scores_gemma":[0.00033494266,0.00019861407,0.000098054996,0.00040222495,0.00005211155,0.0002046821,0.000060527014,0.0008335594,0.00013534148],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038870527,0.00002980664,0.7873805,0.000043724023,0.00003119454,0.000011218417,0.0018770597,0.000015292902,0.000040328527,0.00169255,0.20843962,0.00039979717],"study_design_scores_gemma":[0.00046191827,0.0000078657295,0.5043024,0.000023446137,0.000024618175,8.615472e-7,0.00090823096,0.000023635432,0.000028672495,0.000033810826,0.49405548,0.0001290844],"about_ca_topic_score_codex":0.51790833,"about_ca_topic_score_gemma":0.8642466,"teacher_disagreement_score":0.34633827,"about_ca_system_score_codex":0.0028723462,"about_ca_system_score_gemma":0.0020257155,"threshold_uncertainty_score":0.99967325},"labels":[],"label_agreement":null},{"id":"W7104247628","doi":"10.71781/6648","title":"L’expérience de transition des étudiants internationaux en sciences infirmières aux cycles supérieurs de la faculté des sciences infirmières de l’Université de Montréal","year":2021,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Social relationship; Social impact; Research methodology","score_opus":0.02069250753818059,"score_gpt":0.31495628082871313,"score_spread":0.29426377329053255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104247628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.946951,0.03165051,0.0007691007,0.0015731726,0.0007479042,0.0007380945,0.00027676747,0.00024827386,0.01704521],"genre_scores_gemma":[0.97067565,0.012191564,0.008572182,0.0003729031,0.00031144684,0.000075766846,0.00026560432,0.000060145554,0.007474748],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9911121,0.0028133874,0.0010014843,0.0013326411,0.0014737766,0.0022666086],"domain_scores_gemma":[0.9947138,0.0019625758,0.0008420219,0.00040892203,0.0008543493,0.0012183624],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.0023944166,0.00089518353,0.00081834977,0.00068533875,0.03953347,0.0002515273,0.0015290197,0.0014468447,0.00026145577],"category_scores_gemma":[0.0010024699,0.0010403495,0.00046592715,0.0016044813,0.0057937284,0.0018663246,0.0005500474,0.0014338148,0.00006352212],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00088228646,0.00043899458,0.4501171,0.00095159834,0.00026421374,0.0030787769,0.45790064,0.044197757,0.006864588,0.031213002,0.0015060821,0.0025849286],"study_design_scores_gemma":[0.001523849,0.00034199166,0.4934654,0.003993218,0.00038613804,0.0018910482,0.4709283,0.0101855295,0.004604289,0.0031847875,0.008560756,0.00093468814],"about_ca_topic_score_codex":0.35243693,"about_ca_topic_score_gemma":0.26579866,"teacher_disagreement_score":0.08663827,"about_ca_system_score_codex":0.029552868,"about_ca_system_score_gemma":0.015083572,"threshold_uncertainty_score":0.9998495},"labels":[],"label_agreement":null},{"id":"W7104262630","doi":"10.71781/5552","title":"Caractéristiques qui influencent la façon dont les personnes formées à l’étranger déterminent les réponses à l’examen d’admission à la profession infirmière au Québec","year":2022,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Job placement; Research methodology","score_opus":0.0540212987514181,"score_gpt":0.44494206989489493,"score_spread":0.39092077114347684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104262630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9318229,0.006988662,0.0000060559146,0.008039707,0.0024194124,0.007054976,0.0006252777,0.000056460667,0.04298654],"genre_scores_gemma":[0.9126978,0.0032960032,0.002226075,0.0003129329,0.0008226535,0.0021254683,0.0029706901,0.00028763394,0.07526074],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.98447376,0.0070445566,0.0027991224,0.0019198371,0.001547176,0.0022155335],"domain_scores_gemma":[0.990507,0.0039025308,0.0025424834,0.0012249907,0.0007022047,0.0011208077],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0036232464,0.0016307399,0.002017285,0.00050509063,0.00694169,0.0003990883,0.0022094813,0.002801458,0.016467568],"category_scores_gemma":[0.0013762815,0.0014556095,0.0004479947,0.00066260697,0.00046220515,0.0011104046,0.0014638414,0.004575849,0.00053105864],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0037268412,0.0012780407,0.18503451,0.0051388424,0.00022230606,0.0002787129,0.42934442,0.000105423715,0.000958713,0.00042810504,0.009096877,0.36438724],"study_design_scores_gemma":[0.0012825785,0.00057113136,0.10041241,0.013304775,0.00032379586,0.00003353188,0.3303019,0.00009585683,0.00071757316,0.00003399917,0.55184156,0.001080877],"about_ca_topic_score_codex":0.6647089,"about_ca_topic_score_gemma":0.64220524,"teacher_disagreement_score":0.5427447,"about_ca_system_score_codex":0.004230764,"about_ca_system_score_gemma":0.011052759,"threshold_uncertainty_score":0.999644},"labels":[],"label_agreement":null},{"id":"W7104264493","doi":"10.71781/935","title":"La migration des médecins québécois vers les autres provinces canadiennes et vers les États-Unis : étude qualitative","year":2006,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Qualitative research; Context (archaeology); Field (mathematics); Population; Work (physics)","score_opus":0.016560200992251216,"score_gpt":0.29103357304193544,"score_spread":0.27447337204968425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104264493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.910687,0.0283106,0.00011905308,0.0016642868,0.001586517,0.0013876496,0.00066032115,0.00028080586,0.05530374],"genre_scores_gemma":[0.93564093,0.0047580493,0.0020449657,0.00016830604,0.00027800415,0.00015731745,0.0023454563,0.00010021567,0.054506727],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9912701,0.0036437581,0.0012830978,0.0011937397,0.0011747195,0.0014345505],"domain_scores_gemma":[0.9937627,0.0022886887,0.0014266612,0.0005474363,0.0011242878,0.0008502603],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0011450937,0.0010463789,0.0009786221,0.00058075634,0.028682176,0.000098566794,0.00073734496,0.0017906787,0.00020662115],"category_scores_gemma":[0.0005396034,0.0011791985,0.0004731216,0.00080892997,0.0018049453,0.0009795536,0.00019362195,0.0017824566,0.00009845316],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0016174801,0.00045531048,0.091028094,0.0018719443,0.0005257993,0.0012356865,0.795632,0.0047247545,0.00078809547,0.07990872,0.0048896326,0.01732248],"study_design_scores_gemma":[0.0013247774,0.00028154533,0.17364255,0.0029512367,0.00039787483,0.00009036751,0.67796844,0.00047347983,0.00038389853,0.0005979337,0.14101595,0.0008719758],"about_ca_topic_score_codex":0.9827433,"about_ca_topic_score_gemma":0.9952689,"teacher_disagreement_score":0.13612631,"about_ca_system_score_codex":0.026015671,"about_ca_system_score_gemma":0.011396822,"threshold_uncertainty_score":0.9995052},"labels":[],"label_agreement":null},{"id":"W7104286130","doi":"10.71781/780","title":"Migration internationale des infirmiers haïtiens au Québec : potentiel des accords bilatéraux","year":2024,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Information scientist; Context (archaeology); Information science; Access to information","score_opus":0.017684224696465016,"score_gpt":0.27136792379688757,"score_spread":0.25368369910042254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104286130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8940473,0.05048189,0.00029165004,0.0020675117,0.0077373576,0.001205162,0.00023350876,0.0003583027,0.0435773],"genre_scores_gemma":[0.699697,0.0029783887,0.0013630574,0.0002468685,0.00068457046,0.00011220945,0.001122561,0.00009742258,0.29369786],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99411434,0.0006529128,0.0013473604,0.001179294,0.0012283575,0.0014777116],"domain_scores_gemma":[0.9956281,0.0005594011,0.0008850242,0.0006186208,0.0013160768,0.0009927803],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006118972,0.0009242479,0.00077739055,0.0007069128,0.023479804,0.00012331376,0.00078437175,0.0015168982,0.00042791775],"category_scores_gemma":[0.00042872803,0.0010453514,0.0006126537,0.0010543551,0.0012078438,0.0010341774,0.0004359647,0.0018233972,0.0012730361],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0016855956,0.00049062015,0.44961706,0.004383783,0.0009310164,0.0018796925,0.46991646,0.004312921,0.0016036732,0.02824893,0.008167415,0.028762838],"study_design_scores_gemma":[0.001429128,0.00034193622,0.22669592,0.008453229,0.0010307614,0.00041998428,0.38662446,0.0063364464,0.0010386133,0.0027560843,0.36358345,0.0012900018],"about_ca_topic_score_codex":0.90965486,"about_ca_topic_score_gemma":0.9395613,"teacher_disagreement_score":0.35541603,"about_ca_system_score_codex":0.061027497,"about_ca_system_score_gemma":0.019453201,"threshold_uncertainty_score":0.99977934},"labels":[],"label_agreement":null},{"id":"W7104288091","doi":"10.71781/6669","title":"Les expériences d’adaptation d’étudiants internationaux en sciences infirmières aux cycles supérieurs dans un milieu universitaire francophone au Québec : perspectives d’étudiants","year":2021,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"French; Qualitative analysis; Social impact","score_opus":0.015187752959862851,"score_gpt":0.2883444943287451,"score_spread":0.27315674136888224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104288091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9133742,0.048482567,0.00015706435,0.0038369058,0.004310333,0.0010856758,0.00029763495,0.00022350081,0.028232148],"genre_scores_gemma":[0.9615395,0.0054270057,0.0012217223,0.00008610882,0.00061605405,0.00007012955,0.0005448088,0.00007107141,0.030423602],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99198604,0.001727018,0.0012312598,0.0017587752,0.0018163385,0.0014805952],"domain_scores_gemma":[0.99431425,0.0014297974,0.0013149895,0.000601298,0.0015036874,0.00083597127],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00076970796,0.0010420285,0.0010551622,0.0006675035,0.036944047,0.00010557928,0.0013845833,0.0014061492,0.0005537262],"category_scores_gemma":[0.00075746875,0.0012047892,0.00050706737,0.0018497661,0.0019818603,0.0018204657,0.00057824276,0.0015962255,0.00018746487],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00060706376,0.00054505386,0.28470042,0.000494241,0.00046136757,0.0015403907,0.6791335,0.006238062,0.0006841561,0.01822529,0.0005976026,0.006772886],"study_design_scores_gemma":[0.0013089654,0.00023462204,0.2940301,0.0020702593,0.0002229491,0.00015062046,0.6933412,0.0017156469,0.00058895024,0.00009679981,0.0055166744,0.0007232031],"about_ca_topic_score_codex":0.88179564,"about_ca_topic_score_gemma":0.9122429,"teacher_disagreement_score":0.048165325,"about_ca_system_score_codex":0.026329976,"about_ca_system_score_gemma":0.029344514,"threshold_uncertainty_score":0.9998902},"labels":[],"label_agreement":null},{"id":"W7104291754","doi":"10.71781/715","title":"La pratique médicale des omnipraticiens : influence des contextes organisationnel et géographique","year":2010,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Population; Context (archaeology); Limiting; ESPACE","score_opus":0.05841977543038623,"score_gpt":0.4528123827176656,"score_spread":0.3943926072872794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7104291754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92982674,0.0013913673,0.0002703962,0.0017243659,0.0008292646,0.0045713405,0.00022222858,0.000021982065,0.061142296],"genre_scores_gemma":[0.8783148,0.0019576622,0.07088399,0.0018193168,0.00021965927,0.00069846184,0.001152106,0.00017709122,0.044776924],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9901613,0.004753854,0.0019240566,0.0011296214,0.0005852713,0.0014459089],"domain_scores_gemma":[0.9908748,0.0041693035,0.0014105906,0.0009079411,0.0017368229,0.0009005226],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004765903,0.0008416103,0.0011036698,0.0002756605,0.0030447587,0.00053374923,0.0015766182,0.0033704615,0.016683668],"category_scores_gemma":[0.005768574,0.0008252802,0.0001611281,0.0011428681,0.0021728887,0.0013441277,0.0004245383,0.004630689,0.003099631],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006266285,0.0015735925,0.14359076,0.004112313,0.00024950298,0.00014624702,0.58084196,0.00016884314,0.011056168,0.028151333,0.0029248095,0.22655782],"study_design_scores_gemma":[0.0030809923,0.0010103578,0.31019956,0.027218351,0.0005040198,0.000091664464,0.34087035,0.00026991466,0.007731005,0.023945296,0.28268045,0.0023980264],"about_ca_topic_score_codex":0.012673782,"about_ca_topic_score_gemma":0.2256857,"teacher_disagreement_score":0.27975565,"about_ca_system_score_codex":0.00051886996,"about_ca_system_score_gemma":0.0056147976,"threshold_uncertainty_score":0.9994198},"labels":[],"label_agreement":null},{"id":"W7107950379","doi":"10.12114/j.issn.1007-9572.2024.0581","title":"Research on Education of Rural-oriented Medical Students in China: a Systematic Review","year":2025,"lang":"zh","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Grassroots; Inclusion (mineral); China; Economic shortage; Quality (philosophy); Descriptive statistics; Inclusion and exclusion criteria; Descriptive research","score_opus":0.2879677902622376,"score_gpt":0.7081886296178566,"score_spread":0.42022083935561894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7107950379","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39307916,0.5490636,0.00001434288,0.006485382,0.003911549,0.013401999,0.000058003243,0.00003521935,0.033950705],"genre_scores_gemma":[0.6314361,0.3600892,0.000021798296,0.003034417,0.00016356375,0.00078995514,0.00002819621,0.000057285597,0.004379489],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9701703,0.014610041,0.0065417048,0.00073613814,0.00646408,0.0014777227],"domain_scores_gemma":[0.98713255,0.0044897185,0.0033316286,0.001759451,0.002344301,0.0009423367],"candidate_categories":["metaresearch","metaepi_narrow","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03503581,0.000609206,0.0039033769,0.0033829755,0.0008634127,0.0003548631,0.008834466,0.0007058668,0.014641933],"category_scores_gemma":[0.014028897,0.000514955,0.00031813912,0.008587055,0.0003659978,0.0010968958,0.0039176936,0.003958564,0.00018815527],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047923977,0.0032180361,0.35871175,0.45605347,0.00027850366,0.000028239294,0.0013853104,0.0000070904066,0.000041702762,0.0053596166,0.17266609,0.0017709768],"study_design_scores_gemma":[0.0008676136,0.000041990654,0.29582852,0.6938143,0.00022356882,0.0000030641409,0.0043773926,0.00002028991,0.000029500245,0.0034225215,0.001121371,0.00024990767],"about_ca_topic_score_codex":0.0122146085,"about_ca_topic_score_gemma":0.0006243856,"teacher_disagreement_score":0.23835692,"about_ca_system_score_codex":0.0017694037,"about_ca_system_score_gemma":0.0060144286,"threshold_uncertainty_score":0.9997302},"labels":[],"label_agreement":null},{"id":"W7108322281","doi":"10.32920/ihtp.v5i1.2352","title":"Internationally educated nurses’ workforce and workplace integration experiences during the COVID-19 pandemic in Ontario: Qualitative descriptive study","year":2025,"lang":"","type":"article","venue":"International Health Trends and Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"McMaster University","funders":"","keywords":"Workforce; Pandemic; Qualitative research; Health care; Face (sociological concept); Quality (philosophy); Coronavirus disease 2019 (COVID-19)","score_opus":0.1296407552398383,"score_gpt":0.5057340334828846,"score_spread":0.3760932782430463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108322281","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86441106,0.010533478,0.00014446178,0.11120871,0.003540348,0.0020422344,0.000077691606,0.00007916658,0.00796288],"genre_scores_gemma":[0.93769133,0.002627033,0.00014627479,0.0021366805,0.00020593277,0.00092335854,0.000044515426,0.000028306891,0.056196567],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99152017,0.0035028667,0.0018461263,0.0013846015,0.00076989905,0.00097633956],"domain_scores_gemma":[0.9948585,0.0027120858,0.0009259107,0.00036146556,0.0005891207,0.0005529247],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031212424,0.0006379555,0.0008199663,0.0012665658,0.0022414096,0.00023421457,0.0006398967,0.00031323172,0.0010784942],"category_scores_gemma":[0.0011291107,0.0005193219,0.00010185754,0.0012801617,0.000830146,0.000628007,0.00038855238,0.0021824648,0.000007940202],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013256775,0.0005472231,0.31542784,0.000084877385,0.00013663113,0.0000066340795,0.652124,0.000022719138,0.0000010684442,0.010937475,0.00068006857,0.01870581],"study_design_scores_gemma":[0.0019622466,0.0003028134,0.4142589,0.0010945373,0.000018325598,0.000010674782,0.5752455,0.00021236061,2.2228059e-7,0.0013342152,0.005342399,0.00021781429],"about_ca_topic_score_codex":0.31862536,"about_ca_topic_score_gemma":0.74089086,"teacher_disagreement_score":0.4222655,"about_ca_system_score_codex":0.011848571,"about_ca_system_score_gemma":0.003810125,"threshold_uncertainty_score":0.99983466},"labels":[],"label_agreement":null},{"id":"W7108332119","doi":"10.32920/ihtp.v5i2.2353","title":"Stakeholders’ perspectives on internationally educated nurse workforce and workplace integration pathways in Ontario: Qualitative descriptive study","year":2025,"lang":"","type":"article","venue":"International Health Trends and Perspectives","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Workforce; Qualitative research; Process (computing); Health care; Data collection; Workforce planning; Qualitative property","score_opus":0.1824450181110638,"score_gpt":0.46380341024769706,"score_spread":0.2813583921366333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108332119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78774875,0.014078622,0.00024564663,0.11899049,0.0038568159,0.003251644,0.00035097648,0.00013708402,0.071339965],"genre_scores_gemma":[0.9502037,0.0029823002,0.0005584759,0.0012032925,0.00026158176,0.00043406873,0.000120773664,0.00006338686,0.044172395],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9898341,0.0033954924,0.0021976652,0.0022186972,0.0010409644,0.0013131028],"domain_scores_gemma":[0.99423426,0.002261656,0.0011016112,0.0005138409,0.0013113191,0.0005773383],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029991793,0.0010099967,0.0012966505,0.0027014476,0.0013887695,0.0002723222,0.0005809382,0.00043647308,0.0010060581],"category_scores_gemma":[0.0008137072,0.0010064016,0.00016499963,0.0015186025,0.00067242427,0.0007933968,0.0002665387,0.0032199223,0.000026621201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0029153253,0.0031122349,0.048984412,0.00009010128,0.00032672656,0.000018402367,0.73567003,0.00003410443,0.0000021321443,0.13469869,0.0017880884,0.07235975],"study_design_scores_gemma":[0.0033330175,0.001463239,0.38233095,0.004038244,0.000034725763,0.0000031951333,0.6030786,0.00044876593,6.7547165e-7,0.0025267573,0.0023481045,0.0003937207],"about_ca_topic_score_codex":0.16895421,"about_ca_topic_score_gemma":0.47961038,"teacher_disagreement_score":0.33334655,"about_ca_system_score_codex":0.012740971,"about_ca_system_score_gemma":0.0031946038,"threshold_uncertainty_score":0.9999113},"labels":[],"label_agreement":null},{"id":"W7108336698","doi":"10.7202/1121783ar","title":"Favoriser le recrutement éthique des infirmières diplômées hors Canada : appel à l’action politique","year":2025,"lang":"fr","type":"article","venue":"Recherches sociographiques","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Context (archaeology); Decentralization; Passer","score_opus":0.15920039210069328,"score_gpt":0.45005817811721366,"score_spread":0.29085778601652035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108336698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57558614,0.103259034,0.0013149091,0.25346532,0.0075590503,0.0041560465,0.00035596234,0.00093279,0.05337077],"genre_scores_gemma":[0.8293631,0.09921743,0.0069996626,0.011834823,0.001060178,0.00084002886,0.00015487643,0.00015571367,0.050374154],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9844462,0.009622584,0.001782881,0.0010390334,0.00059772265,0.0025115523],"domain_scores_gemma":[0.9921899,0.004295709,0.00064342393,0.00093765894,0.0011504471,0.00078289444],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004334756,0.00089745224,0.0011226821,0.00068543846,0.0021445306,0.00009665165,0.0007060286,0.0031946455,0.00029713698],"category_scores_gemma":[0.0017017883,0.000987309,0.00048765153,0.00241866,0.0009800127,0.0006024405,0.00038044355,0.00436792,0.000043430082],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00017098707,0.00043793936,0.43902105,0.0064883833,0.0006565398,0.000024900752,0.013063508,0.000026383745,0.000079870326,0.14669535,0.37250775,0.020827359],"study_design_scores_gemma":[0.0009275282,0.000227767,0.20820498,0.011586183,0.0002674712,0.000005125722,0.043312214,0.00006402959,0.001856508,0.18866633,0.54381025,0.0010716021],"about_ca_topic_score_codex":0.99598664,"about_ca_topic_score_gemma":0.9937877,"teacher_disagreement_score":0.25377703,"about_ca_system_score_codex":0.020379636,"about_ca_system_score_gemma":0.010917036,"threshold_uncertainty_score":0.99925774},"labels":[],"label_agreement":null},{"id":"W7110874906","doi":"10.5281/zenodo.17869451","title":"Rethinking remote and rural education","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Rural area; Rural management; Workload; Rural health; Public health; Rural community","score_opus":0.10806816149851106,"score_gpt":0.39376432920918564,"score_spread":0.2856961677106746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7110874906","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2965811,0.0007742559,0.0014566123,0.006622399,0.00077825336,0.001414449,0.00004089334,0.0016593994,0.69067264],"genre_scores_gemma":[0.98378783,0.0002527366,0.0021432403,0.0018748383,0.0006413033,7.07478e-8,0.0009891216,0.0012394201,0.009071432],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99777776,0.0008447525,0.00031899093,0.0002615135,0.00033119455,0.00046577275],"domain_scores_gemma":[0.9981262,0.00004730482,0.00014680106,0.0003557014,0.00090969045,0.00041429495],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014182397,0.000113301736,0.00014004916,0.00013800635,0.0033610584,0.0001429234,0.00042175868,0.00011962608,0.003321932],"category_scores_gemma":[0.0013360666,0.00011542489,0.000017924609,0.00037787305,0.00010380118,0.00023722192,0.0008291405,0.00049362855,0.0078954585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011405305,0.000053761833,0.00008986733,0.00019707503,0.000012209327,0.0000033184153,0.020647543,0.000007961799,0.00018018826,0.015887743,0.62806344,0.33474284],"study_design_scores_gemma":[0.0004372191,0.00012321051,0.0008068843,0.00025208597,0.000007242475,0.00003363878,0.0071333996,0.00033536364,0.000008109731,0.00596458,0.98478097,0.00011729288],"about_ca_topic_score_codex":0.00026003405,"about_ca_topic_score_gemma":0.000001994841,"teacher_disagreement_score":0.68720675,"about_ca_system_score_codex":0.00036955765,"about_ca_system_score_gemma":0.000033967954,"threshold_uncertainty_score":0.9979364},"labels":[],"label_agreement":null},{"id":"W7111089298","doi":"10.64898/2025.12.01.25341083","title":"Navigating primary care in Ontario: a qualitative study investigating the perceptions of Chinese newcomers to Canada","year":2025,"lang":"","type":"article","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"Department of Family and Community Medicine, University of Toronto; University of Toronto","keywords":"Thematic analysis; Qualitative research; Perception; Health care; Primary care; Mainland China; China; Primary health care","score_opus":0.04474442034984868,"score_gpt":0.4475044322709353,"score_spread":0.4027600119210866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7111089298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9796385,0.00084438745,0.000007015942,0.0077084843,0.0017595082,0.0059017492,0.000081679165,0.00003223163,0.0040264544],"genre_scores_gemma":[0.9918062,0.0000128633465,0.00063782913,0.0055462066,0.00006692731,0.0005054507,0.000037814487,0.000041451036,0.0013452489],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9884875,0.0057864226,0.0026655397,0.00080580014,0.00095073786,0.0013040305],"domain_scores_gemma":[0.993382,0.0037060129,0.00071136595,0.001042763,0.0006699482,0.00048795817],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0031660371,0.0005570061,0.0011725192,0.00015013998,0.0017869719,0.00002480506,0.0009368864,0.00023605375,0.00024846138],"category_scores_gemma":[0.0018621226,0.00043959595,0.00011411885,0.0031695126,0.00024817977,0.00011093789,0.0007893484,0.0036997413,0.000016138894],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0000426837,0.000085085536,0.51500195,0.0007298445,0.000033169108,0.000006049724,0.48255882,0.00025987803,0.000021568292,0.000038683702,0.00012219214,0.0011000739],"study_design_scores_gemma":[0.0006158084,0.00015780311,0.49332398,0.0044852677,0.000031045867,1.970537e-7,0.5007415,0.000027923543,0.0000011594932,0.000105230836,0.00034902454,0.00016109811],"about_ca_topic_score_codex":0.9982387,"about_ca_topic_score_gemma":0.99991983,"teacher_disagreement_score":0.021677973,"about_ca_system_score_codex":0.0075567313,"about_ca_system_score_gemma":0.016974865,"threshold_uncertainty_score":0.99980557},"labels":[],"label_agreement":null},{"id":"W7111315602","doi":"10.5281/zenodo.17869450","title":"Rethinking remote and rural education","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Rural area; Rural management; Workload; Rural health; Public health; Rural community","score_opus":0.10806816149851106,"score_gpt":0.39376432920918564,"score_spread":0.2856961677106746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7111315602","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2965811,0.0007742559,0.0014566123,0.006622399,0.00077825336,0.001414449,0.00004089334,0.0016593994,0.69067264],"genre_scores_gemma":[0.98378783,0.0002527366,0.0021432403,0.0018748383,0.0006413033,7.07478e-8,0.0009891216,0.0012394201,0.009071432],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99777776,0.0008447525,0.00031899093,0.0002615135,0.00033119455,0.00046577275],"domain_scores_gemma":[0.9981262,0.00004730482,0.00014680106,0.0003557014,0.00090969045,0.00041429495],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0014182397,0.000113301736,0.00014004916,0.00013800635,0.0033610584,0.0001429234,0.00042175868,0.00011962608,0.003321932],"category_scores_gemma":[0.0013360666,0.00011542489,0.000017924609,0.00037787305,0.00010380118,0.00023722192,0.0008291405,0.00049362855,0.0078954585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011405305,0.000053761833,0.00008986733,0.00019707503,0.000012209327,0.0000033184153,0.020647543,0.000007961799,0.00018018826,0.015887743,0.62806344,0.33474284],"study_design_scores_gemma":[0.0004372191,0.00012321051,0.0008068843,0.00025208597,0.000007242475,0.00003363878,0.0071333996,0.00033536364,0.000008109731,0.00596458,0.98478097,0.00011729288],"about_ca_topic_score_codex":0.00026003405,"about_ca_topic_score_gemma":0.000001994841,"teacher_disagreement_score":0.68720675,"about_ca_system_score_codex":0.00036955765,"about_ca_system_score_gemma":0.000033967954,"threshold_uncertainty_score":0.9979364},"labels":[],"label_agreement":null},{"id":"W7111484301","doi":"","title":"Eliminating the shortage of registered nurses in Canada: An exercise in applied needs-based planning","year":2011,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Baseline (sea); Productivity; Population; Service (business); Service delivery framework; Human resources; Data collection","score_opus":0.053055937247574195,"score_gpt":0.30022695664638627,"score_spread":0.2471710193988121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7111484301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9062947,0.00014305871,0.00009161811,0.000103052604,0.00037078754,0.0007718153,0.00006715088,0.000026895781,0.09213092],"genre_scores_gemma":[0.9990217,0.000010862818,0.00014097469,0.00007405451,0.000035011934,0.000005196056,0.000048676855,0.00001150387,0.0006520033],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99793553,0.00020907208,0.0006728791,0.000270692,0.0004646671,0.00044716222],"domain_scores_gemma":[0.9983325,0.0004343197,0.0004933054,0.0004552697,0.00016025733,0.0001243642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033047455,0.0002068598,0.00041689025,0.00019277802,0.00062009395,0.000007767754,0.00056653214,0.0001499887,0.00003627423],"category_scores_gemma":[0.00007543024,0.00015979895,0.0000684002,0.00042238596,0.000469878,0.00024709033,0.00010572381,0.0005090294,0.0000050342646],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013813836,0.00016802797,0.9709309,0.00029642938,0.000023922135,0.00020783293,0.01562374,0.0032482124,0.000041766085,0.005840854,0.00071640697,0.0015205275],"study_design_scores_gemma":[0.0019181091,0.00010945877,0.92169994,0.0030294918,0.00004409138,0.000010051081,0.065304294,0.0014508213,0.00015872713,0.0003410759,0.005615002,0.00031892327],"about_ca_topic_score_codex":0.5740542,"about_ca_topic_score_gemma":0.3715494,"teacher_disagreement_score":0.20250477,"about_ca_system_score_codex":0.0007360042,"about_ca_system_score_gemma":0.002674765,"threshold_uncertainty_score":0.6516412},"labels":[],"label_agreement":null},{"id":"W7111792906","doi":"","title":"A scoping review of what we know and what we still need to ask on nurses holding multiple jobs","year":2018,"lang":"en","type":"review","venue":"Revista de Estudos Anglo-Portugueses/Journal of Anglo-Portuguese Studies","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casual; Workforce; Flexibility (engineering); Inclusion (mineral); Private sector; Public health; Health professionals; Ask price","score_opus":0.12273809980017113,"score_gpt":0.47852202657930987,"score_spread":0.3557839267791387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7111792906","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008556188,0.9804466,0.000012524901,0.0022387244,0.005413738,0.010525224,0.00015575995,0.00016868555,0.0001831683],"genre_scores_gemma":[0.00012627113,0.9916504,0.0013708839,0.0021424247,0.0028049434,0.00066247815,0.0000757848,0.00042255913,0.0007442753],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9787457,0.003204507,0.010500063,0.001912042,0.0027552524,0.002882429],"domain_scores_gemma":[0.9716638,0.0063470565,0.012830105,0.0021866579,0.005009483,0.0019629064],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.009905166,0.0026834835,0.014136098,0.0017384213,0.0010710558,0.0003391784,0.0018965838,0.0011839161,0.00024248878],"category_scores_gemma":[0.010519862,0.0020459252,0.002181747,0.0030144847,0.0009113389,0.0026863832,0.001486554,0.0031911936,0.00019549941],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017771596,0.00030234683,0.0005536746,0.42203334,0.0014445882,0.00058656745,0.00370619,0.0000011982177,9.561859e-7,0.0001638408,0.03212293,0.53890663],"study_design_scores_gemma":[0.0006170211,0.0011372243,0.000074239215,0.54030806,0.0020878154,0.00024264994,0.013590691,0.000001195455,0.0000013318443,0.000030777992,0.44106093,0.00084804645],"about_ca_topic_score_codex":0.00008145867,"about_ca_topic_score_gemma":0.00013800374,"teacher_disagreement_score":0.53805864,"about_ca_system_score_codex":0.0020768605,"about_ca_system_score_gemma":0.003958865,"threshold_uncertainty_score":0.9991085},"labels":[],"label_agreement":null},{"id":"W7112413522","doi":"","title":"Le pharmacien d'officine français à l'étranger","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Work (physics); Community of practice; Professional development","score_opus":0.022648886870902187,"score_gpt":0.3390130404696118,"score_spread":0.3163641535987096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7112413522","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14464217,0.020905001,0.0150030535,0.08102797,0.003981,0.0034211185,0.0004464849,0.00074846006,0.7298247],"genre_scores_gemma":[0.57063085,0.004468667,0.01347069,0.001410203,0.00014718945,0.0003117109,0.004313548,0.00014754946,0.4050996],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9749998,0.018973783,0.0019907078,0.0014863204,0.0009442022,0.0016051973],"domain_scores_gemma":[0.9826725,0.0064342865,0.0012828176,0.0025827629,0.0062758573,0.00075178297],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0091353515,0.0008932839,0.0011875256,0.0005388818,0.0033930195,0.000189807,0.0019934387,0.0014698948,0.0036781277],"category_scores_gemma":[0.0036790716,0.0010340962,0.00045354167,0.0019652501,0.00037783638,0.00035506586,0.00050845265,0.0027256717,0.0014260529],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028364375,0.0026182511,0.0063185217,0.0065433085,0.00034142516,0.000034528286,0.168494,0.00008448416,0.0033073793,0.60711527,0.05201929,0.15283993],"study_design_scores_gemma":[0.004406178,0.0000026250061,0.015040254,0.03816438,0.0004666784,0.000010755187,0.012693951,0.009501078,0.028101794,0.0020138978,0.8879516,0.0016467709],"about_ca_topic_score_codex":0.038285572,"about_ca_topic_score_gemma":0.05666732,"teacher_disagreement_score":0.8359324,"about_ca_system_score_codex":0.00043855808,"about_ca_system_score_gemma":0.0033824623,"threshold_uncertainty_score":0.99982643},"labels":[],"label_agreement":null},{"id":"W7113237640","doi":"","title":"Being there in a crisis: increasing access to the paramedic profession for BME communities","year":2022,"lang":"en","type":"article","venue":"Pure (Coventry University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Ethnic group; Workforce; Psychological intervention; Diversity (politics); Agency (philosophy); Workforce development; Professional development; Continuing professional development; Focus group; Health professionals","score_opus":0.06622676770038517,"score_gpt":0.393876547217892,"score_spread":0.32764977951750685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7113237640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95665133,0.00028098977,0.0004070799,0.029802907,0.00094959064,0.0032640323,0.00008287536,0.00013052697,0.008430656],"genre_scores_gemma":[0.9916457,0.000073404386,0.00014814457,0.005346674,0.00012995803,0.00012984041,0.000048105878,0.000026231475,0.0024519358],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963131,0.0021097122,0.00031803476,0.00022913322,0.00030130165,0.0007286963],"domain_scores_gemma":[0.99800766,0.0010619884,0.00020566513,0.00047494614,0.00009661307,0.00015312948],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0013123354,0.00016263172,0.0002713731,0.00029386894,0.00368865,0.000021292595,0.0011482459,0.000118933465,0.00046800054],"category_scores_gemma":[0.00013182174,0.00014348196,0.00007142296,0.001019319,0.000035952882,0.00025958143,0.001484284,0.0010960497,0.000021530223],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003942234,0.00039557522,0.71157694,0.0014204679,0.000095959644,0.00016871121,0.11367647,0.0043228325,0.000017850683,0.066051245,0.09455189,0.0037798488],"study_design_scores_gemma":[0.0010995939,0.000094227034,0.013594278,0.00072479487,0.00003251567,0.0000025829133,0.41964975,0.00043984706,0.000002174426,0.0016139039,0.5625658,0.00018053407],"about_ca_topic_score_codex":0.005555059,"about_ca_topic_score_gemma":0.005340702,"teacher_disagreement_score":0.6979826,"about_ca_system_score_codex":0.0009606614,"about_ca_system_score_gemma":0.00036333874,"threshold_uncertainty_score":0.9976084},"labels":[],"label_agreement":null},{"id":"W7113330037","doi":"","title":"Responding to Canada’s Health Care Deficit for Underserved Communities","year":2025,"lang":"","type":"article","venue":"Digital Commons at University of Maryland Carey Law (University of Maryland Francis King Carey School of Law)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Public health; MEDLINE; Government (linguistics)","score_opus":0.02810588491657059,"score_gpt":0.28083567215338556,"score_spread":0.252729787236815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7113330037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81275296,0.0057682768,0.0011298402,0.0069347424,0.0012290755,0.0037016182,0.018170128,0.00011859693,0.15019473],"genre_scores_gemma":[0.9910908,0.00025918643,0.00054747023,0.0012521624,0.00003842835,7.848615e-7,0.0013434301,0.000054409917,0.005413332],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9948063,0.0007609511,0.0011377543,0.0007976467,0.0010042188,0.0014931323],"domain_scores_gemma":[0.99180573,0.002215214,0.0014198743,0.001473937,0.0020189488,0.0010663071],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0008408326,0.0007481611,0.0023980201,0.00088895205,0.0046101175,0.00004808751,0.0021636588,0.00070532894,0.00036747416],"category_scores_gemma":[0.00011990881,0.0010435705,0.000703658,0.0013288658,0.0009792984,0.00058899564,0.002185902,0.0010218702,0.0000104956725],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.04570801,0.0011718976,0.38280824,0.049698204,0.003490879,0.0003480238,0.17039938,0.00215589,0.00014826923,0.12133098,0.21242158,0.01031865],"study_design_scores_gemma":[0.007359749,0.0013178436,0.011526822,0.0076294136,0.00047530083,0.0000044427097,0.5490138,0.00010002898,0.000038543374,0.00031441727,0.4212533,0.00096637156],"about_ca_topic_score_codex":0.9049022,"about_ca_topic_score_gemma":0.98529005,"teacher_disagreement_score":0.3786144,"about_ca_system_score_codex":0.0044899387,"about_ca_system_score_gemma":0.004616085,"threshold_uncertainty_score":0.99933165},"labels":[],"label_agreement":null},{"id":"W7114896769","doi":"10.1708/3855.38384s","title":"Mobility trends in Psychiatry trainees:an Italian perspective","year":2022,"lang":"it","type":"article","venue":"Research Portal (King's College London)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Perspective (graphical); Quarter (Canadian coin); Work (physics); Phenomenon; Medical school","score_opus":0.08832213882410292,"score_gpt":0.48131091914107643,"score_spread":0.3929887803169735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7114896769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69447255,0.0061604558,0.0000025296033,0.033068165,0.0059369197,0.006961389,0.0043801153,0.00037666806,0.24864122],"genre_scores_gemma":[0.94343233,0.00029240188,0.00031563002,0.001163304,0.0014067254,0.0022229862,0.0004798631,0.00025153547,0.05043522],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.96937376,0.013711546,0.0028807253,0.0029108329,0.0050689103,0.006054242],"domain_scores_gemma":[0.9914093,0.0015608615,0.00070515496,0.0026538058,0.0013910336,0.0022798632],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.016955005,0.0010003542,0.0017291607,0.0033868095,0.0071440726,0.00011869034,0.0024388845,0.00092226407,0.055658087],"category_scores_gemma":[0.0011701368,0.0011426742,0.00055673084,0.012162386,0.0010162919,0.0008465235,0.002085808,0.011936746,0.000532759],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0057449923,0.013351757,0.19301376,0.0017821504,0.00033370228,0.004095396,0.075334705,0.0006330617,0.000044036875,0.39125136,0.30865052,0.005764574],"study_design_scores_gemma":[0.0071574044,0.0056313598,0.09744905,0.0012563551,0.00006356938,0.0001248844,0.723365,0.0030135384,0.000005765469,0.019687897,0.14072034,0.0015248293],"about_ca_topic_score_codex":0.038230736,"about_ca_topic_score_gemma":0.069075234,"teacher_disagreement_score":0.6480303,"about_ca_system_score_codex":0.006692697,"about_ca_system_score_gemma":0.0078879185,"threshold_uncertainty_score":0.99910235},"labels":[],"label_agreement":null},{"id":"W7115691634","doi":"10.1080/02601370.2025.2603996","title":"The learning triad: a sociocultural analysis of internationally educated health professionals’ career pathways in Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Lifelong Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Career Pathways; Career development; Sociocultural evolution; Qualitative research; Career counseling; Lifelong learning","score_opus":0.03668215588144974,"score_gpt":0.45261403271232875,"score_spread":0.415931876830879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115691634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9293643,0.0021544304,0.000080230515,0.056782335,0.009862119,0.00040599797,0.00002209738,0.000008748051,0.0013197097],"genre_scores_gemma":[0.9925323,0.00037025372,0.0001819394,0.003506028,0.00041309267,0.000044220735,0.00009917785,0.000009653166,0.0028433213],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99555284,0.00094939757,0.002034753,0.0001666193,0.0009620088,0.0003343819],"domain_scores_gemma":[0.99287057,0.0016019122,0.0021937604,0.00015075627,0.0030570326,0.0001259682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002009215,0.00014684824,0.00046797917,0.00077751774,0.00035045118,0.000022420101,0.000732273,0.000089892965,0.00010203344],"category_scores_gemma":[0.00159577,0.00010609534,0.00015805535,0.0010971308,0.000040594336,0.00018848402,0.000093191265,0.00087270496,0.000002941618],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00034216762,0.00027548312,0.90799594,0.000080908205,0.001224772,0.0000033172635,0.007929344,0.0015298506,0.00004876667,0.006472,0.051826853,0.022270579],"study_design_scores_gemma":[0.0008814363,0.000047126836,0.8937916,0.0021215018,0.000112431786,0.000003563648,0.059384085,0.0007845517,0.000021314701,0.0006651975,0.042071622,0.000115572744],"about_ca_topic_score_codex":0.4568339,"about_ca_topic_score_gemma":0.70558405,"teacher_disagreement_score":0.24875018,"about_ca_system_score_codex":0.0050962903,"about_ca_system_score_gemma":0.0350081,"threshold_uncertainty_score":0.998723},"labels":[],"label_agreement":null},{"id":"W7115813374","doi":"","title":"Influencing Factors on Rural Maternity Care Practice","year":2024,"lang":"","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"","keywords":"Maternity care; Thematic analysis; Work (physics); Interpersonal communication; Rural health; Primary care; Public health; Rural area","score_opus":0.029171286984828276,"score_gpt":0.3451038702648179,"score_spread":0.31593258327998963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115813374","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36949092,0.0013428433,0.0000066061752,0.0003522797,0.006817014,0.002136626,0.00033821785,0.00046520177,0.6190503],"genre_scores_gemma":[0.40457293,0.00058305106,0.00014703888,0.00080474955,0.00044386974,0.0000064281207,0.00085233484,0.00022737123,0.5923622],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9907588,0.0023165555,0.0014248102,0.0017289926,0.0014042645,0.0023666183],"domain_scores_gemma":[0.99352324,0.0014267217,0.0015025473,0.0011306254,0.0012919243,0.0011249234],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0003934847,0.0017041308,0.0014594682,0.0008462573,0.0027299363,0.0002554571,0.0013889227,0.0026675093,0.19188091],"category_scores_gemma":[0.00033614627,0.0018251541,0.00057444785,0.0021006118,0.00016923383,0.001272203,0.00067237613,0.0056125666,0.009181473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009829445,0.0006330106,0.03989669,0.03912766,0.0016751577,0.0030604037,0.63908345,0.0010782923,0.0001195464,0.010724161,0.009078046,0.24569413],"study_design_scores_gemma":[0.00082137936,0.00042114162,0.0020141997,0.010049726,0.0007545022,0.0000033928554,0.51731455,0.00003808948,0.00007743171,0.00002919611,0.4676301,0.000846315],"about_ca_topic_score_codex":0.013387566,"about_ca_topic_score_gemma":0.0066624247,"teacher_disagreement_score":0.45855203,"about_ca_system_score_codex":0.005612326,"about_ca_system_score_gemma":0.0017199384,"threshold_uncertainty_score":0.9995705},"labels":[],"label_agreement":null},{"id":"W7115816074","doi":"","title":"Migration Motives and Integration Experiences of Iranian Dental Graduates in Canada","year":2022,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethos; Immigration; Qualitative research; Multiculturalism; Ethnic group; Currency; Language barrier; Feeling","score_opus":0.019452678320254317,"score_gpt":0.30011094217359646,"score_spread":0.28065826385334214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7115816074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9017141,0.00038453352,0.0000036172403,0.000055832963,0.00072555273,0.00063864497,0.00003839161,0.000018567762,0.096420795],"genre_scores_gemma":[0.84892535,0.00021767443,0.00007461204,0.000049848903,0.000024528035,0.000016129196,0.00040140148,0.000018763894,0.15027171],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9981325,0.00043919458,0.0004325514,0.00034732785,0.00031638975,0.00033201676],"domain_scores_gemma":[0.99909,0.00015902799,0.00043490986,0.00013036144,0.00008655813,0.00009914605],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000102851234,0.00022786479,0.00037619373,0.0002063658,0.0003460416,0.000006409457,0.00022611179,0.0001412281,0.039490465],"category_scores_gemma":[0.000028673501,0.00024995036,0.00003332678,0.00053940254,0.00003779934,0.00020041906,0.00007375157,0.00052945834,0.0000033723763],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017183707,0.00013283575,0.49147838,0.0018994726,0.000069317524,0.00012867666,0.36876455,0.000068673835,0.00022839663,0.0019908708,0.0023273886,0.13119304],"study_design_scores_gemma":[0.00056348223,0.00012097405,0.033194676,0.0006973771,0.000025709664,5.5579784e-7,0.9416057,0.00015106819,0.00011191517,0.000034265297,0.023293994,0.00020030845],"about_ca_topic_score_codex":0.88782376,"about_ca_topic_score_gemma":0.9971021,"teacher_disagreement_score":0.5728411,"about_ca_system_score_codex":0.00133373,"about_ca_system_score_gemma":0.00116967,"threshold_uncertainty_score":0.9999953},"labels":[],"label_agreement":null},{"id":"W7117658281","doi":"10.2196/84406","title":"Impact of Community-Oriented Medical Education on Medical Students’ Perceptions of Community Health Care: Qualitative Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Mentorship; Qualitative research; Perception; Focus group; Community health; Identity (music); Health care; Foundation (evidence)","score_opus":0.048977848479021806,"score_gpt":0.6195773659817314,"score_spread":0.5705995175027097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117658281","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.971019,0.0003314871,0.00007900025,0.018746475,0.0021043536,0.0033524097,0.000040776416,0.00010067236,0.004225775],"genre_scores_gemma":[0.984891,0.00015196305,0.0000666631,0.012229045,0.00024554427,0.001122885,0.0007266829,0.000029868082,0.0005363776],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.96857136,0.023795936,0.002392532,0.0002655587,0.004296968,0.0006776658],"domain_scores_gemma":[0.9902867,0.004284567,0.0009415213,0.0013883697,0.0015392501,0.0015595667],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.011645391,0.00034645593,0.0010131799,0.000549396,0.001780441,0.000009199653,0.0017510264,0.0007773906,0.0047653452],"category_scores_gemma":[0.016598692,0.00029301862,0.00019709805,0.0014964227,0.00065189984,0.000119902914,0.00059763785,0.0053507388,0.00006794871],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027037656,0.028337412,0.19352576,0.001319787,0.00012745267,2.870538e-7,0.6033816,4.683404e-7,7.8286695e-7,0.0032100787,0.1387827,0.031043356],"study_design_scores_gemma":[0.001442355,0.001466239,0.40393725,0.0034820477,0.000027166701,0.0000010067324,0.58772033,0.000006842119,3.450869e-7,0.00029547678,0.0015192351,0.0001016971],"about_ca_topic_score_codex":0.06950214,"about_ca_topic_score_gemma":0.013427155,"teacher_disagreement_score":0.2104115,"about_ca_system_score_codex":0.0024387247,"about_ca_system_score_gemma":0.054940578,"threshold_uncertainty_score":0.9999522},"labels":[],"label_agreement":null},{"id":"W7117867015","doi":"10.1093/postmj/qgaf207","title":"Reimagining the integration of international medical graduates: a global and sociocultural perspective on equity and belonging in medical","year":2025,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"NOSM University; University of Toronto","funders":"","keywords":"Equity (law); Perspective (graphical); Sociocultural evolution; Health equity; MEDLINE; Sociocultural perspective","score_opus":0.05262066733836757,"score_gpt":0.5055110967605484,"score_spread":0.45289042942218083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117867015","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47063494,0.0015091255,0.0006032304,0.51293546,0.0015265325,0.0003415381,0.000010073255,0.000033346576,0.012405762],"genre_scores_gemma":[0.98446816,0.0038856708,0.00018516506,0.010763454,0.00047999542,0.00001718906,0.000008161245,0.000009384662,0.00018280857],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99407715,0.0010993565,0.0011457087,0.00032618304,0.0027353005,0.00061628],"domain_scores_gemma":[0.996773,0.0016080848,0.00032718893,0.00014188651,0.00046248705,0.00068734447],"candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005955238,0.00022408763,0.00045373352,0.00016192613,0.0006380605,0.000041795534,0.00064721797,0.00041184132,0.00048695682],"category_scores_gemma":[0.013211898,0.00012408376,0.000074481446,0.00039889725,0.0007440794,0.00015900609,0.000813919,0.0034742265,0.000008349254],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007577275,0.0002620968,0.307217,0.00018836519,0.00019740067,0.00044392838,0.011690698,0.0000025051377,0.000011321989,0.22294912,0.009652101,0.44662774],"study_design_scores_gemma":[0.012260793,0.00057293853,0.61293346,0.03168568,0.00013282383,0.0013314046,0.09248607,0.036667235,0.000022964488,0.20363392,0.007670976,0.00060173875],"about_ca_topic_score_codex":0.0020060425,"about_ca_topic_score_gemma":0.002437666,"teacher_disagreement_score":0.5138332,"about_ca_system_score_codex":0.0008374017,"about_ca_system_score_gemma":0.0023143347,"threshold_uncertainty_score":0.9988248},"labels":[],"label_agreement":null},{"id":"W7117901642","doi":"10.28982/josam.8484","title":"Brain drain in Türkiye’s nursing workforce: A literature review","year":2025,"lang":"","type":"article","venue":"Journal of Surgery and Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brain drain; Workforce; Workload; Health care; Emigration; SAFER; Nursing shortage; Burnout; Economic shortage; Sustainability","score_opus":0.0715065790313783,"score_gpt":0.4685702635330126,"score_spread":0.3970636845016343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117901642","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020064328,0.66457754,0.00004947988,0.30268726,0.005526427,0.00068855693,0.000005081201,0.000009879275,0.006391445],"genre_scores_gemma":[0.09326214,0.83284384,0.000120107885,0.06256581,0.0018342222,0.000009617319,0.000011260254,0.000028790226,0.00932421],"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","domain_scores_codex":[0.99046487,0.0025692666,0.004695147,0.00039132405,0.0007239973,0.0011554034],"domain_scores_gemma":[0.9880807,0.007840243,0.0021308686,0.0003958637,0.00078996475,0.00076239556],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.014963317,0.00049175863,0.0029454243,0.001438205,0.00048980396,0.000022175169,0.00026433135,0.00067219214,0.00057332864],"category_scores_gemma":[0.008717915,0.0003659173,0.00027428006,0.0034877034,0.00044810484,0.00041985145,0.00007001349,0.0036175568,0.0000067971396],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073765987,0.00019309708,0.020220594,0.024411181,0.000061271116,0.000950593,0.00782837,0.0000015324631,0.000018856583,0.0019163789,0.65458155,0.28907892],"study_design_scores_gemma":[0.0013996625,0.00016901447,0.009122827,0.6685719,0.00019262178,0.00028064428,0.0041793156,0.00001799792,0.0000015239585,0.0023823353,0.31351405,0.00016811228],"about_ca_topic_score_codex":0.00004281442,"about_ca_topic_score_gemma":0.000025571411,"teacher_disagreement_score":0.64416075,"about_ca_system_score_codex":0.00058589445,"about_ca_system_score_gemma":0.0019190416,"threshold_uncertainty_score":0.9998793},"labels":[],"label_agreement":null},{"id":"W7124229790","doi":"","title":"HHRU 00:3-00:7","year":2000,"lang":"en","type":"book","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Human resources; Baseline (sea); Health care; Data collection; Work (physics)","score_opus":0.02022271581299003,"score_gpt":0.2754951872219478,"score_spread":0.2552724714089578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7124229790","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054452874,0.0023212174,0.000013249491,0.00022230504,0.0009984929,0.0016275954,0.0016317635,0.00037490373,0.9383576],"genre_scores_gemma":[0.023784468,0.0033444364,0.0002719387,0.00055861165,0.00044432344,0.000003013925,0.00048987847,0.00010046969,0.9710029],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.996344,0.0003495418,0.00059340795,0.0009079026,0.00070186466,0.0011033347],"domain_scores_gemma":[0.9970389,0.00030399885,0.0007516044,0.000915561,0.0004576213,0.0005323062],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00042856217,0.0001701137,0.0011576256,0.00011988831,0.0014442737,0.0000358039,0.000995401,0.0015667648,0.020745695],"category_scores_gemma":[0.00004143438,0.0006990779,0.00035153842,0.00027956517,0.0005010341,0.00025435386,0.00039590203,0.0016665832,0.0036826835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026019148,0.000060296126,0.0016308214,0.0011249362,0.00006710198,0.00035837968,0.0004916005,0.000001599973,5.086727e-7,0.0000143842435,0.83699155,0.15923281],"study_design_scores_gemma":[0.0011805182,0.00011010136,0.23037913,0.0055255713,0.00009622735,0.000022444432,0.0014946179,0.000008693953,5.32314e-9,0.0021315268,0.7585746,0.00047657808],"about_ca_topic_score_codex":0.21656387,"about_ca_topic_score_gemma":0.41684988,"teacher_disagreement_score":0.2287483,"about_ca_system_score_codex":0.0011237497,"about_ca_system_score_gemma":0.0021216888,"threshold_uncertainty_score":0.9998557},"labels":[],"label_agreement":null},{"id":"W7124472568","doi":"10.31542/kvekym90","title":"&lt;b&gt;Equity-Oriented Mentorship for Internationally Educated Nurses: A Rapid Review &lt;/b&gt;","year":2025,"lang":"","type":"article","venue":"Journal of the Society of Internationally Educated Nurses","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; Registered Nurses' Association of Ontario; University of Windsor; Toronto Metropolitan University","funders":"","keywords":"Mentorship; Workforce; Accountability; Workforce planning; Restructuring; Empirical research; Redress; Facilitator; Licensure","score_opus":0.04570161137912209,"score_gpt":0.440512006248442,"score_spread":0.3948103948693199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7124472568","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15943465,0.22796217,0.0008501739,0.41349295,0.16775389,0.010920994,0.0011306612,0.00013984,0.018314658],"genre_scores_gemma":[0.502445,0.17311591,0.010802404,0.058466565,0.0077140937,0.0007418763,0.00056415,0.00040610475,0.24574392],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98558414,0.0019527386,0.006860613,0.0009139911,0.0030723223,0.0016162244],"domain_scores_gemma":[0.9709805,0.0035621028,0.009766346,0.001159502,0.013850646,0.000680892],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0067411843,0.0011034986,0.0023258135,0.00065918674,0.0014328292,0.00014135851,0.004667979,0.0009359067,0.0024584483],"category_scores_gemma":[0.0077301865,0.0008885293,0.0041496875,0.0024277682,0.00093736366,0.0008013814,0.0008495469,0.0024966411,0.000058892423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0010885986,0.0031010208,0.0019694404,0.008720604,0.0045794365,0.0000018371917,0.011240942,0.000042220745,0.0019912217,0.01738427,0.94215906,0.007721372],"study_design_scores_gemma":[0.0041993465,0.00075146294,0.0065833335,0.1147837,0.0022479899,0.00006230228,0.010263454,0.0004057699,0.0006535442,0.0065301377,0.8528333,0.000685679],"about_ca_topic_score_codex":0.00013721106,"about_ca_topic_score_gemma":0.0001118385,"teacher_disagreement_score":0.3550264,"about_ca_system_score_codex":0.0048229126,"about_ca_system_score_gemma":0.013321961,"threshold_uncertainty_score":0.99986714},"labels":[],"label_agreement":null},{"id":"W7125895056","doi":"10.5281/zenodo.18404730","title":"Addressing the Surgical Shortage: Revisiting Residency Training Requirements for International Medical Graduates","year":2021,"lang":"","type":"article","venue":"Open MIND","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; IMG; Certification; Economic shortage; Diversity (politics); Work (physics); Ethnic group; Health care; Residency training","score_opus":0.521642907006026,"score_gpt":0.5718239837569714,"score_spread":0.05018107675094541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125895056","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33200032,0.01680976,0.000544249,0.3773523,0.019830294,0.009691655,0.00060895534,0.00002678035,0.24313568],"genre_scores_gemma":[0.9016097,0.0034294447,0.0265073,0.0039336337,0.011902207,0.0005278554,0.0008388598,0.0001724441,0.05107856],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.989891,0.0024283882,0.0028038817,0.0012652852,0.001856259,0.0017551767],"domain_scores_gemma":[0.9905234,0.00537146,0.0010222713,0.0008510635,0.001436174,0.0007956328],"candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010770995,0.0004708639,0.0009307173,0.00008378944,0.0035849202,0.0006755725,0.0023426143,0.0006900339,0.061166182],"category_scores_gemma":[0.012996209,0.0003821871,0.00026546285,0.0005721763,0.00029814208,0.0007179654,0.0022584114,0.0017858249,0.00050550513],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053754466,0.00018568145,0.008025494,0.00049024506,0.00027445037,0.0010452813,0.02334043,0.000012119203,0.000032474138,0.0026418068,0.022783225,0.9406313],"study_design_scores_gemma":[0.0036388459,0.00011855916,0.00093519717,0.026388587,0.00019875256,0.00011502591,0.06205057,0.004129794,0.00021712371,0.0016236934,0.90000606,0.00057779445],"about_ca_topic_score_codex":0.00021824171,"about_ca_topic_score_gemma":0.00078139844,"teacher_disagreement_score":0.94005346,"about_ca_system_score_codex":0.00046766966,"about_ca_system_score_gemma":0.0062072044,"threshold_uncertainty_score":0.999863},"labels":[],"label_agreement":null},{"id":"W7125950384","doi":"10.12927/hcpap.2025.27760","title":"Health Workforce Canada: A Source of Innovation in Health Workforce Planning","year":2025,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Conference Board of Canada","funders":"","keywords":"Workforce; Workforce planning; Mandate; Digital health; Workforce development; Quality (philosophy); Workforce management; Health information technology","score_opus":0.07344186150966871,"score_gpt":0.4246313107959425,"score_spread":0.3511894492862738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125950384","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4105799,0.0022760509,0.0014011044,0.57614887,0.0013976436,0.0041834163,0.000098688055,0.0003158112,0.003598519],"genre_scores_gemma":[0.18642004,0.0004733774,0.0013689058,0.80239743,0.000060696108,0.00074708415,0.00028367824,0.00014515816,0.008103654],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98423487,0.0022603986,0.006243124,0.0016256454,0.0013470328,0.0042889183],"domain_scores_gemma":[0.9909568,0.002731959,0.002830171,0.0015332367,0.00065625313,0.0012915846],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0060007772,0.0009756362,0.0025508679,0.001522172,0.0022858724,0.000034426732,0.00096919877,0.00062308396,0.00014838306],"category_scores_gemma":[0.0016972155,0.0010208039,0.00015123995,0.008441627,0.00008149327,0.00022523018,0.00063546136,0.0023470614,0.000103156875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0020087694,0.00027768136,0.10221802,0.0021785875,0.00004480597,0.000013488446,0.020913595,0.0017320585,0.000014004081,0.013281354,0.83646387,0.02085378],"study_design_scores_gemma":[0.003595775,0.001180145,0.04503918,0.00040910597,0.000014401493,0.0000074860895,0.009387138,0.0012663658,0.000013526349,0.00019126738,0.93815476,0.0007408495],"about_ca_topic_score_codex":0.5976723,"about_ca_topic_score_gemma":0.69276315,"teacher_disagreement_score":0.22624852,"about_ca_system_score_codex":0.013664308,"about_ca_system_score_gemma":0.017832706,"threshold_uncertainty_score":0.9999546},"labels":[],"label_agreement":null},{"id":"W7125958756","doi":"10.5281/zenodo.18404731","title":"Addressing the Surgical Shortage: Revisiting Residency Training Requirements for International Medical Graduates","year":2021,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; IMG; Certification; Economic shortage; Diversity (politics); Work (physics); Ethnic group; Health care; Residency training","score_opus":0.33661957242528134,"score_gpt":0.45935396618828206,"score_spread":0.12273439376300072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7125958756","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05422628,0.014159339,0.010968484,0.3749808,0.011018396,0.010004968,0.0027447096,0.0031972209,0.51869977],"genre_scores_gemma":[0.9391166,0.008547857,0.0022277469,0.0043588784,0.0117188925,0.0000022949246,0.010215536,0.0050302288,0.01878199],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98881775,0.004166687,0.0018470202,0.0011606847,0.0021612265,0.0018466146],"domain_scores_gemma":[0.9923771,0.001160431,0.00071087957,0.0009455995,0.0038943188,0.0009116658],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009147483,0.00041307986,0.0005709698,0.00022769814,0.015322911,0.0012616559,0.0025536865,0.00044623663,0.08507036],"category_scores_gemma":[0.02384079,0.0003819055,0.00023570105,0.00096700806,0.0005000647,0.0005479465,0.003634471,0.0019020098,0.0029474914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051396986,0.00026703862,0.00008935846,0.0014095638,0.00030239686,0.00045849802,0.01611577,0.000053891432,0.0001846203,0.03275119,0.487387,0.4604667],"study_design_scores_gemma":[0.001743189,0.00014469314,0.00030322524,0.0040015313,0.00007218191,0.00024994664,0.015633,0.0034986197,0.000054293152,0.0010262912,0.9729208,0.0003522336],"about_ca_topic_score_codex":0.000045973466,"about_ca_topic_score_gemma":0.000007692076,"teacher_disagreement_score":0.8848903,"about_ca_system_score_codex":0.0008000093,"about_ca_system_score_gemma":0.00025461544,"threshold_uncertainty_score":0.99986327},"labels":[],"label_agreement":null},{"id":"W7127207678","doi":"","title":"The Strengths Internationally Educated Nurses bring to Canadian Healthcare","year":2025,"lang":"","type":"article","venue":"Scholarship@Western (Western University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; MEDLINE; Government (linguistics); Qualitative research; Public health; Healthcare system","score_opus":0.09814035119040397,"score_gpt":0.43871141328139407,"score_spread":0.3405710620909901,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7127207678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8929163,0.0020124838,0.000042566375,0.08532504,0.011275397,0.003218753,0.0003862132,0.000254131,0.0045691114],"genre_scores_gemma":[0.8224349,0.0010404532,0.000035338497,0.01283322,0.0004498936,0.00001336514,0.000086824024,0.00010029366,0.1630057],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9894397,0.0028236317,0.0015406957,0.0016588437,0.0010007579,0.0035363736],"domain_scores_gemma":[0.99009883,0.0020570369,0.0006734202,0.0018960928,0.0020817074,0.0031929077],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017019357,0.0009930411,0.0009401069,0.0021769467,0.0065691033,0.0007589805,0.0038713338,0.0011176458,0.00020707419],"category_scores_gemma":[0.0011382116,0.0010531747,0.00031006554,0.0035173441,0.0003521417,0.0013311259,0.0014083978,0.003803507,0.0026254866],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0004428754,0.000118448916,0.97666144,0.0005152765,0.0002510466,0.0001985031,0.0039803917,0.000038602942,0.000007698647,0.00545482,0.00038056856,0.011950303],"study_design_scores_gemma":[0.0009795148,0.00017049522,0.6131131,0.0061723073,0.00013041467,0.0000071776685,0.010045519,0.0000014845261,0.000030326419,0.00029906217,0.3684498,0.0006008294],"about_ca_topic_score_codex":0.038564608,"about_ca_topic_score_gemma":0.94281393,"teacher_disagreement_score":0.9042493,"about_ca_system_score_codex":0.007706981,"about_ca_system_score_gemma":0.012012847,"threshold_uncertainty_score":0.9991919},"labels":[],"label_agreement":null},{"id":"W7128624526","doi":"10.26180/4969367.v1","title":"The regulation of medical practice in Australia, Canada, United States and Britain","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Government (linguistics); Medical practice; State (computer science); Subject (documents); Clinical Practice","score_opus":0.04291101950374172,"score_gpt":0.3814953857171945,"score_spread":0.3385843662134528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128624526","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9178151,0.00045080684,0.0000061975197,0.07837726,0.00046470904,0.0005849421,0.00009767253,0.000008529366,0.002194803],"genre_scores_gemma":[0.97978,0.006697624,0.00006618476,0.00037350602,0.000048843758,4.4543117e-7,0.000029489733,0.000008834284,0.01299505],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99616784,0.0015078421,0.00048754746,0.00029946346,0.0009012578,0.0006360351],"domain_scores_gemma":[0.9947455,0.0028215686,0.0008881859,0.0006707033,0.00043758994,0.0004364871],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023781434,0.00016733978,0.00030181435,0.000094985706,0.003107364,0.000032022475,0.0007923654,0.0004201027,0.00021292204],"category_scores_gemma":[0.0026755782,0.0001628658,0.000025650184,0.00026414692,0.00066278287,0.00038201164,0.0006387591,0.00093618664,0.000006128008],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004885668,0.0005006858,0.68417203,0.0017678281,0.00026148363,0.001099336,0.03484786,0.0005379701,0.000009292728,0.0733037,0.16265164,0.03596248],"study_design_scores_gemma":[0.0011713216,0.00006883667,0.5021874,0.00084103935,0.00004041666,0.0000029384878,0.04580616,0.0034846985,0.0000033557742,0.00049419235,0.44576916,0.0001305242],"about_ca_topic_score_codex":0.9911329,"about_ca_topic_score_gemma":0.986044,"teacher_disagreement_score":0.2831175,"about_ca_system_score_codex":0.00089065294,"about_ca_system_score_gemma":0.0021042067,"threshold_uncertainty_score":0.99819046},"labels":[],"label_agreement":null},{"id":"W7128645430","doi":"10.26180/4969367","title":"The regulation of medical practice in Australia, Canada, United States and Britain","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Government (linguistics); Medical practice; State (computer science); Subject (documents); Clinical Practice","score_opus":0.04291101950374172,"score_gpt":0.3814953857171945,"score_spread":0.3385843662134528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128645430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9178151,0.00045080684,0.0000061975197,0.07837726,0.00046470904,0.0005849421,0.00009767253,0.000008529366,0.002194803],"genre_scores_gemma":[0.97978,0.006697624,0.00006618476,0.00037350602,0.000048843758,4.4543117e-7,0.000029489733,0.000008834284,0.01299505],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99616784,0.0015078421,0.00048754746,0.00029946346,0.0009012578,0.0006360351],"domain_scores_gemma":[0.9947455,0.0028215686,0.0008881859,0.0006707033,0.00043758994,0.0004364871],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0023781434,0.00016733978,0.00030181435,0.000094985706,0.003107364,0.000032022475,0.0007923654,0.0004201027,0.00021292204],"category_scores_gemma":[0.0026755782,0.0001628658,0.000025650184,0.00026414692,0.00066278287,0.00038201164,0.0006387591,0.00093618664,0.000006128008],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004885668,0.0005006858,0.68417203,0.0017678281,0.00026148363,0.001099336,0.03484786,0.0005379701,0.000009292728,0.0733037,0.16265164,0.03596248],"study_design_scores_gemma":[0.0011713216,0.00006883667,0.5021874,0.00084103935,0.00004041666,0.0000029384878,0.04580616,0.0034846985,0.0000033557742,0.00049419235,0.44576916,0.0001305242],"about_ca_topic_score_codex":0.9911329,"about_ca_topic_score_gemma":0.986044,"teacher_disagreement_score":0.2831175,"about_ca_system_score_codex":0.00089065294,"about_ca_system_score_gemma":0.0021042067,"threshold_uncertainty_score":0.99819046},"labels":[],"label_agreement":null},{"id":"W7128710274","doi":"10.26180/4519379.v1","title":"Athena's journey: medicine and the feminine","year":2017,"lang":"","type":"dissertation","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Triangulation; Qualitative research; Medical profession; Work (physics); Cohort; Feminism","score_opus":0.07519026035860576,"score_gpt":0.40946522757265186,"score_spread":0.3342749672140461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128710274","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39072108,0.0113072535,0.000024675843,0.04974627,0.0063732797,0.004059747,0.00015812572,0.00014803646,0.5374615],"genre_scores_gemma":[0.53416467,0.02831331,0.000062799656,0.0009988208,0.0009465499,0.000004233938,0.00032054578,0.00005936818,0.4351297],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944771,0.0018654404,0.0008407613,0.0008935226,0.000776471,0.0011467054],"domain_scores_gemma":[0.99259436,0.0022361758,0.0022399158,0.0014537045,0.0007288167,0.0007470424],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002496141,0.0007167278,0.0015361035,0.00028202732,0.0110019,0.000040051225,0.001535405,0.0013251108,0.0031921056],"category_scores_gemma":[0.001120465,0.000527449,0.00021807074,0.00030888326,0.0020581866,0.00029599402,0.0004354697,0.002863227,0.00029157565],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01871514,0.00026443406,0.030629924,0.0051618167,0.0009072012,0.0006587548,0.4234332,0.0000096479125,0.000025130375,0.11947676,0.35141486,0.04930314],"study_design_scores_gemma":[0.010825137,0.00022857233,0.03696762,0.0070258346,0.0008788201,0.000009746436,0.23711343,0.00028154143,0.000002521713,0.001976549,0.7041526,0.00053766585],"about_ca_topic_score_codex":0.015173928,"about_ca_topic_score_gemma":0.0050568157,"teacher_disagreement_score":0.3527377,"about_ca_system_score_codex":0.0006185605,"about_ca_system_score_gemma":0.00088474905,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W7128711453","doi":"10.26180/4519379","title":"Athena's journey: medicine and the feminine","year":2017,"lang":"","type":"dissertation","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Triangulation; Qualitative research; Medical profession; Work (physics); Cohort; Feminism","score_opus":0.07519026035860576,"score_gpt":0.40946522757265186,"score_spread":0.3342749672140461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7128711453","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39072108,0.0113072535,0.000024675843,0.04974627,0.0063732797,0.004059747,0.00015812572,0.00014803646,0.5374615],"genre_scores_gemma":[0.53416467,0.02831331,0.000062799656,0.0009988208,0.0009465499,0.000004233938,0.00032054578,0.00005936818,0.4351297],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944771,0.0018654404,0.0008407613,0.0008935226,0.000776471,0.0011467054],"domain_scores_gemma":[0.99259436,0.0022361758,0.0022399158,0.0014537045,0.0007288167,0.0007470424],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002496141,0.0007167278,0.0015361035,0.00028202732,0.0110019,0.000040051225,0.001535405,0.0013251108,0.0031921056],"category_scores_gemma":[0.001120465,0.000527449,0.00021807074,0.00030888326,0.0020581866,0.00029599402,0.0004354697,0.002863227,0.00029157565],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01871514,0.00026443406,0.030629924,0.0051618167,0.0009072012,0.0006587548,0.4234332,0.0000096479125,0.000025130375,0.11947676,0.35141486,0.04930314],"study_design_scores_gemma":[0.010825137,0.00022857233,0.03696762,0.0070258346,0.0008788201,0.000009746436,0.23711343,0.00028154143,0.000002521713,0.001976549,0.7041526,0.00053766585],"about_ca_topic_score_codex":0.015173928,"about_ca_topic_score_gemma":0.0050568157,"teacher_disagreement_score":0.3527377,"about_ca_system_score_codex":0.0006185605,"about_ca_system_score_gemma":0.00088474905,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W7132868875","doi":"","title":"Symposium- Medical education for rural areas: Opportunities andchallenges for information and communications technologies","year":2005,"lang":"en","type":"article","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Dalhousie University","keywords":"Information and Communications Technology; ICTS; Telemedicine; Information technology; Medical information; Health care; Educational technology; Rural area; Distance education","score_opus":0.10941456934436262,"score_gpt":0.49114806544159856,"score_spread":0.38173349609723595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132868875","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.075412154,0.0117197605,0.0020038912,0.8678884,0.00061110273,0.005217641,0.00007776583,0.0010633685,0.03600591],"genre_scores_gemma":[0.92987907,0.029355103,0.024100484,0.005787633,0.00027643342,0.0047215004,0.0005263864,0.000029949164,0.005323447],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989287,0.00007808737,0.0003982152,0.00009247656,0.00015596,0.00034652444],"domain_scores_gemma":[0.99817216,0.0007121591,0.00021102767,0.00043119874,0.00034570505,0.00012777347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055955636,0.00011701168,0.00017922792,0.000114369,0.00082517666,0.000015839663,0.00029316955,0.00029743524,0.00003843775],"category_scores_gemma":[0.00068828906,0.00010587506,0.000027628159,0.0000717504,0.00015067859,0.00036640753,0.00015521489,0.00022531205,0.000018678333],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001412681,0.00012587251,0.0022131996,0.0014305325,0.000021569784,5.0245127e-8,0.032039292,0.0000028752654,0.000009956031,0.3557985,0.13999818,0.46821868],"study_design_scores_gemma":[0.0005373619,0.000075726166,0.0002474214,0.0004601756,0.000015780877,0.0000021878159,0.22251734,0.0010908132,0.0000111827585,0.0020283943,0.77290994,0.00010368222],"about_ca_topic_score_codex":0.00014283456,"about_ca_topic_score_gemma":0.0006065238,"teacher_disagreement_score":0.8621008,"about_ca_system_score_codex":0.00011516326,"about_ca_system_score_gemma":0.0007429987,"threshold_uncertainty_score":0.6346675},"labels":[],"label_agreement":null},{"id":"W7132873677","doi":"","title":"Career mobility among immigrant registered nurses in Canada: Experiences of Caribbean women","year":2004,"lang":"","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Qualitative research; Economic shortage; Work (physics); Qualitative property; Career development; Conceptual framework","score_opus":0.05102567581695471,"score_gpt":0.41443145466892395,"score_spread":0.36340577885196923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132873677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97809887,0.0039987913,0.0000015836886,0.00033486664,0.008307106,0.004667319,0.0001308768,0.000048948168,0.004411637],"genre_scores_gemma":[0.9819821,0.0004747508,0.0000469604,0.00015464524,0.00013954678,0.0017879326,0.00036415263,0.00010220857,0.014947703],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9895216,0.0013180143,0.003272057,0.0014751139,0.0016213524,0.0027918515],"domain_scores_gemma":[0.9930506,0.000652909,0.002739575,0.0016887158,0.00087401475,0.0009942089],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012590106,0.0010398909,0.0024647962,0.00035304023,0.0006778143,0.00002101492,0.001111703,0.0012119801,0.0022546048],"category_scores_gemma":[0.0007789108,0.0010650662,0.00019712126,0.0013693532,0.00045974,0.00021550451,0.0001413101,0.002104854,0.000020740921],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.0007551807,0.0002025987,0.09488681,0.0055135423,0.000048369566,0.00006062353,0.8967901,0.00022468384,0.000022945756,0.000087859735,0.00084912026,0.0005581877],"study_design_scores_gemma":[0.0011841137,0.00023306129,0.13848974,0.008328822,0.000042358137,0.0000010450044,0.84945655,0.000052489828,0.00030365464,0.000079042715,0.001163542,0.00066555635],"about_ca_topic_score_codex":0.99908715,"about_ca_topic_score_gemma":0.9993877,"teacher_disagreement_score":0.04733351,"about_ca_system_score_codex":0.017493749,"about_ca_system_score_gemma":0.03163115,"threshold_uncertainty_score":0.99917996},"labels":[],"label_agreement":null},{"id":"W7132880087","doi":"","title":"Labour Market Outcomes of International vs. Domestic Pharmacy Graduates: Longitudinal Evidence From the Ontario Pharmacist Registry","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Attrition; Pharmacy; Banner; Psychological intervention; Pharmacist; Work (physics); Longitudinal study","score_opus":0.1320776689160164,"score_gpt":0.5142073511487636,"score_spread":0.3821296822327472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132880087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9200423,0.010848413,0.0000965522,0.028017681,0.021945527,0.00372035,0.0008910645,0.00015388582,0.014284278],"genre_scores_gemma":[0.6014084,0.012265048,0.0006611668,0.001778608,0.00067323574,0.00031427966,0.0010422628,0.00008263621,0.38177437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9897627,0.0019364789,0.003041232,0.0016216143,0.0020963138,0.0015416136],"domain_scores_gemma":[0.9806187,0.011415846,0.0036752825,0.0018095216,0.0019406902,0.0005399635],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0021230604,0.0013312256,0.0020328443,0.0003043547,0.0015652543,0.0001441063,0.003355904,0.00073000044,0.030754196],"category_scores_gemma":[0.004316699,0.0010882973,0.0006236651,0.00097584265,0.00033126998,0.00046914438,0.00066816784,0.0044766273,0.0005214895],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00481755,0.00031368903,0.8538884,0.002451933,0.0011044666,0.00009504689,0.05101226,0.00004651655,0.000035010416,0.0002711581,0.08484181,0.001122146],"study_design_scores_gemma":[0.0036853775,0.000109383756,0.7864355,0.027090406,0.0014178096,0.000008559855,0.026491666,0.0006726777,0.00014891333,0.0004689799,0.15255451,0.0009162122],"about_ca_topic_score_codex":0.5820374,"about_ca_topic_score_gemma":0.3168469,"teacher_disagreement_score":0.36749008,"about_ca_system_score_codex":0.002588316,"about_ca_system_score_gemma":0.006968719,"threshold_uncertainty_score":0.9999439},"labels":[],"label_agreement":null},{"id":"W7132906734","doi":"","title":"The Malawi &quot;hybrid&quot; medical graduates (1992-1998)","year":2007,"lang":"en","type":"article","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Quarter (Canadian coin); Doors; Medical school","score_opus":0.05917788595750384,"score_gpt":0.4891232448068827,"score_spread":0.42994535884937884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132906734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73917,0.0036785807,0.0007537986,0.088649265,0.0037545266,0.0016103169,0.0000092088885,0.0007523022,0.16162196],"genre_scores_gemma":[0.9043088,0.00116103,0.0006897626,0.00908863,0.0017538773,0.00009841684,0.00002593871,0.00008561776,0.082787916],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99517375,0.0005050015,0.000844283,0.00041734494,0.001127114,0.0019325068],"domain_scores_gemma":[0.99459594,0.0033481675,0.00029217647,0.00077014166,0.00013434327,0.00085921906],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004349924,0.0002907229,0.0003719597,0.000071355505,0.0022467005,0.000022573957,0.0007061805,0.00034175618,0.0012402213],"category_scores_gemma":[0.0012469061,0.00019522892,0.00010352206,0.00042074255,0.00030066806,0.00008080652,0.000318451,0.0014322962,0.0051866863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004125904,0.00013575976,0.063781396,0.00033914048,0.0000647076,0.000286904,0.013223831,0.000004146726,0.00006601232,0.044111054,0.8519523,0.025622176],"study_design_scores_gemma":[0.00072289177,0.0000957962,0.007022793,0.00047708707,0.000018075374,0.000017821343,0.016701428,0.0001767939,0.00015286147,0.0021427667,0.9722253,0.00024640444],"about_ca_topic_score_codex":0.002597971,"about_ca_topic_score_gemma":0.0047481647,"teacher_disagreement_score":0.16513877,"about_ca_system_score_codex":0.00031632537,"about_ca_system_score_gemma":0.00046604555,"threshold_uncertainty_score":0.9996728},"labels":[],"label_agreement":null},{"id":"W7132996484","doi":"","title":"Data-Centric System Dynamics Modelling of General Internal Medicine Physicians in Ontario: Forecasting Supply and Workload Analysis","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Workload; Workforce; Attrition; System dynamics; Population; Measure (data warehouse); Core (optical fiber); Resource (disambiguation); Calibration","score_opus":0.10282052917604567,"score_gpt":0.43366873774550047,"score_spread":0.3308482085694548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132996484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9472538,0.009006403,0.02411958,0.00057044224,0.0026358343,0.0024529179,0.00041942523,0.00007070657,0.013470892],"genre_scores_gemma":[0.94588935,0.0019682988,0.0046131313,0.00011122157,0.0003069791,0.00006284074,0.0063077393,0.00007300112,0.040667422],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9916277,0.0009861778,0.0033497713,0.0015788012,0.0009356505,0.0015219053],"domain_scores_gemma":[0.9932587,0.0012813017,0.0028996996,0.0015176131,0.0007031262,0.00033956525],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001912583,0.0009040329,0.003171363,0.0019331881,0.0006220845,0.00003274683,0.0011538821,0.0010560877,0.00026971448],"category_scores_gemma":[0.00022461369,0.0009324346,0.00020976108,0.0038912685,0.0001248551,0.00025124528,0.0005565236,0.0029099095,0.0000060422394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021459481,0.00034959393,0.44262466,0.024745783,0.0027051435,0.00013564643,0.1689687,0.33165076,0.000009136651,0.0024157346,0.0010912885,0.023157597],"study_design_scores_gemma":[0.0012419283,0.00010798744,0.0068365247,0.04971805,0.002861602,0.0000021184303,0.15155135,0.78698176,0.0000017909332,0.000035105124,0.00024853312,0.0004132239],"about_ca_topic_score_codex":0.84452593,"about_ca_topic_score_gemma":0.9448908,"teacher_disagreement_score":0.455331,"about_ca_system_score_codex":0.0039022893,"about_ca_system_score_gemma":0.00169537,"threshold_uncertainty_score":0.99992156},"labels":[],"label_agreement":null},{"id":"W7133000187","doi":"","title":"Stronger together:Empowering rural research through education-health partnerships","year":2025,"lang":"en","type":"article","venue":"Charles Sturt University Research Output (CRO)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workforce; Inclusion (mineral); Process (computing); Health care; Population; Workforce development; Rural health; Health services research","score_opus":0.2950329965643804,"score_gpt":0.5524190204445744,"score_spread":0.25738602388019394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133000187","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42702708,0.0066893017,0.0001578832,0.06201549,0.002065383,0.005221611,0.00011933191,0.0004502969,0.4962536],"genre_scores_gemma":[0.6579109,0.0033761489,0.0005309664,0.000982072,0.00051822717,0.000055951565,0.00005850756,0.00004550853,0.33652174],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98673385,0.0063659516,0.0006683546,0.0009300903,0.0017936504,0.0035081275],"domain_scores_gemma":[0.9924364,0.0026561173,0.00019263821,0.0013268945,0.0025989695,0.0007889941],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0077675823,0.0003476917,0.0006376157,0.00107614,0.008172154,0.000085564345,0.0017202281,0.00052043033,0.001636785],"category_scores_gemma":[0.0010166662,0.00036322328,0.00014743801,0.00313344,0.0009802559,0.00059960625,0.0018601419,0.004749216,0.001222741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00061472825,0.00042904206,0.06442425,0.0013326933,0.00010659339,0.000023591514,0.03627168,0.000008881607,0.00003967466,0.11198325,0.77603275,0.008732866],"study_design_scores_gemma":[0.0007499122,0.0001611005,0.007738783,0.001670798,0.0000074726354,7.3054156e-7,0.26528344,0.00001332821,0.00002086677,0.0027309007,0.721426,0.00019667915],"about_ca_topic_score_codex":0.012197269,"about_ca_topic_score_gemma":0.004529568,"teacher_disagreement_score":0.23088378,"about_ca_system_score_codex":0.0052494104,"about_ca_system_score_gemma":0.009850941,"threshold_uncertainty_score":0.999882},"labels":[],"label_agreement":null},{"id":"W7133058850","doi":"","title":"Identifying the Perceived Factors Affecting Career Transition Among International Pharmacy Graduates (IPGs) Who are in the Process of Obtaining Their License in Ontario","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Career Pathways; License; Process (computing); Career development; Set (abstract data type); Transition (genetics); Affect (linguistics); Pharmacy","score_opus":0.12024259683727115,"score_gpt":0.46274303113817133,"score_spread":0.34250043430090016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133058850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890507,0.0015461468,0.000015134747,0.001974886,0.0021613068,0.0036110345,0.00002942373,0.000046990976,0.0015644073],"genre_scores_gemma":[0.9959613,0.00081222755,0.00002169106,0.00032823996,0.0002330018,0.0003051559,0.00090123544,0.000100620775,0.0013365115],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99129957,0.0032583023,0.0019297644,0.0009819882,0.0012670091,0.0012633906],"domain_scores_gemma":[0.9934253,0.0028026397,0.0020376677,0.00059250486,0.0009786184,0.00016324886],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002876459,0.000855445,0.0012611808,0.0005330697,0.001259915,0.00016486867,0.0011930718,0.0006107321,0.0007655131],"category_scores_gemma":[0.00070941926,0.0006103239,0.00034120065,0.001384823,0.00016096205,0.00057150715,0.000107114975,0.005176717,0.00000824661],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023668306,0.00013058988,0.34187543,0.001467826,0.00007041078,0.000029158755,0.6548329,0.00088694156,0.0001555837,0.00001259172,0.000033342825,0.0002685604],"study_design_scores_gemma":[0.00085503346,0.000026824333,0.43345827,0.016266067,0.00007530862,0.0000025200777,0.5475834,0.0010286579,0.00033800898,0.00004471383,0.000047973197,0.00027322452],"about_ca_topic_score_codex":0.3936713,"about_ca_topic_score_gemma":0.870753,"teacher_disagreement_score":0.4770817,"about_ca_system_score_codex":0.0015740665,"about_ca_system_score_gemma":0.0015103276,"threshold_uncertainty_score":0.9996348},"labels":[],"label_agreement":null},{"id":"W7133091801","doi":"","title":"Lost investment returns from the migration of medical doctors fromMalawi","year":2007,"lang":"en","type":"article","venue":"TSpace","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Investment (military); Medical care; Health care; Rate of return; Developed country; Developing country; Primary care; Investment policy","score_opus":0.06596883633925878,"score_gpt":0.48593617961836694,"score_spread":0.4199673432791082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133091801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9347276,0.00091176643,0.00020637692,0.03522332,0.00079643255,0.00060189306,0.000014242388,0.000058977614,0.02745937],"genre_scores_gemma":[0.9802946,0.00026598194,0.0009350056,0.012455605,0.00082042767,0.0000165202,0.000055038217,0.000021037567,0.00513578],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974922,0.0003907048,0.0005949869,0.00019618684,0.0008393805,0.0004865286],"domain_scores_gemma":[0.9971979,0.0016655737,0.00028245882,0.00045469418,0.0001084439,0.00029089543],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001808733,0.00012974229,0.00022988049,0.000029775521,0.00027606674,0.0000041910853,0.00035017237,0.00033207246,0.0055743046],"category_scores_gemma":[0.0005252794,0.00008417886,0.000048827016,0.00020581766,0.00012379288,0.000043423155,0.00013132599,0.0006115542,0.0006649737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024541287,0.00013376363,0.40627554,0.00014037096,0.000055786873,0.000021288923,0.10633953,0.0000035378503,0.00049029913,0.036501,0.44861683,0.0011766312],"study_design_scores_gemma":[0.0008899044,0.00010908284,0.18323869,0.0011028197,0.00003385011,8.5605893e-7,0.058047123,0.00013540886,0.00061283476,0.0020942504,0.7535723,0.00016291493],"about_ca_topic_score_codex":0.03687289,"about_ca_topic_score_gemma":0.030482506,"teacher_disagreement_score":0.30495545,"about_ca_system_score_codex":0.00018103777,"about_ca_system_score_gemma":0.00027997707,"threshold_uncertainty_score":0.99533474},"labels":[],"label_agreement":null},{"id":"W7134258752","doi":"10.26181/14963856","title":"Enhancing professional practice and professionalism among Canadian rural paramedics","year":2021,"lang":"","type":"article","venue":"La Trobe University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Focus group; Thematic analysis; Scope of practice; Continuing professional development; Professional development; Qualitative research; Health care; Action (physics); Perception","score_opus":0.021499163074856786,"score_gpt":0.3475706034065949,"score_spread":0.3260714403317381,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7134258752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8660311,0.004441548,0.00012898844,0.049840376,0.0075467704,0.0019689738,0.00037777025,0.00016799876,0.06949647],"genre_scores_gemma":[0.8894194,0.0026105817,0.0027516026,0.00579339,0.00041017888,0.000005678629,0.00019662797,0.000060068214,0.098752506],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98975664,0.005747541,0.0007788009,0.0008888519,0.0008358968,0.0019922603],"domain_scores_gemma":[0.99169296,0.0036121646,0.00066445576,0.0006752893,0.0011580738,0.002197066],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0018178306,0.0005415756,0.000756385,0.0002834123,0.0048565622,0.00005741745,0.00044437867,0.0015786324,0.002930284],"category_scores_gemma":[0.0019827583,0.00060905534,0.00014274308,0.0010366914,0.00064373174,0.0011215075,0.00089054706,0.0035129094,0.00021391812],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002306669,0.0017713062,0.4717258,0.0057192086,0.0009176111,0.018507602,0.13229674,0.00006180378,0.0002974057,0.2179939,0.135715,0.012686973],"study_design_scores_gemma":[0.002188302,0.00007170467,0.08655003,0.0059987814,0.00029450437,0.000102828526,0.23617885,0.00025230594,0.00003171893,0.00041774742,0.6673086,0.0006046084],"about_ca_topic_score_codex":0.20067437,"about_ca_topic_score_gemma":0.37327775,"teacher_disagreement_score":0.5315936,"about_ca_system_score_codex":0.0021791253,"about_ca_system_score_gemma":0.011366469,"threshold_uncertainty_score":0.99971753},"labels":[],"label_agreement":null},{"id":"W7134287344","doi":"10.26181/14963856.v1","title":"Enhancing professional practice and professionalism among Canadian rural paramedics","year":2021,"lang":"","type":"article","venue":"La Trobe University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Focus group; Thematic analysis; Scope of practice; Continuing professional development; Professional development; Qualitative research; Health care; Action (physics); Perception","score_opus":0.021499163074856786,"score_gpt":0.3475706034065949,"score_spread":0.3260714403317381,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7134287344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8660311,0.004441548,0.00012898844,0.049840376,0.0075467704,0.0019689738,0.00037777025,0.00016799876,0.06949647],"genre_scores_gemma":[0.8894194,0.0026105817,0.0027516026,0.00579339,0.00041017888,0.000005678629,0.00019662797,0.000060068214,0.098752506],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.98975664,0.005747541,0.0007788009,0.0008888519,0.0008358968,0.0019922603],"domain_scores_gemma":[0.99169296,0.0036121646,0.00066445576,0.0006752893,0.0011580738,0.002197066],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0018178306,0.0005415756,0.000756385,0.0002834123,0.0048565622,0.00005741745,0.00044437867,0.0015786324,0.002930284],"category_scores_gemma":[0.0019827583,0.00060905534,0.00014274308,0.0010366914,0.00064373174,0.0011215075,0.00089054706,0.0035129094,0.00021391812],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002306669,0.0017713062,0.4717258,0.0057192086,0.0009176111,0.018507602,0.13229674,0.00006180378,0.0002974057,0.2179939,0.135715,0.012686973],"study_design_scores_gemma":[0.002188302,0.00007170467,0.08655003,0.0059987814,0.00029450437,0.000102828526,0.23617885,0.00025230594,0.00003171893,0.00041774742,0.6673086,0.0006046084],"about_ca_topic_score_codex":0.20067437,"about_ca_topic_score_gemma":0.37327775,"teacher_disagreement_score":0.5315936,"about_ca_system_score_codex":0.0021791253,"about_ca_system_score_gemma":0.011366469,"threshold_uncertainty_score":0.99971753},"labels":[],"label_agreement":null},{"id":"W7135450709","doi":"","title":"Medical doctors in health reforms:A comparative study of England and Canada","year":2022,"lang":"en","type":"book","venue":"Explore Bristol Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Public health; MEDLINE; Health care; Health services; Government (linguistics)","score_opus":0.28036929387102427,"score_gpt":0.5519426568181599,"score_spread":0.27157336294713563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7135450709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7266751,0.010447713,7.124355e-7,0.004910633,0.0012529867,0.011890225,0.00040599232,0.00007169708,0.24434495],"genre_scores_gemma":[0.5501977,0.002949649,0.000014980787,0.00050907617,0.00055304106,0.0015135135,0.00043637908,0.000120433244,0.4437052],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9840874,0.0061762086,0.0021633422,0.0008402659,0.005066179,0.001666608],"domain_scores_gemma":[0.9932829,0.003752224,0.0006341993,0.00077938987,0.000526736,0.0010245505],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009724522,0.00037258372,0.0016410175,0.00065541256,0.0013337284,0.00000850172,0.0008820137,0.00042686495,0.0033247492],"category_scores_gemma":[0.0009775783,0.00032938196,0.00003831879,0.00054167025,0.00033048273,0.00007388682,0.0014043202,0.007578321,0.000027928836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00069925474,0.0004708101,0.029936604,0.0033595532,0.000073419185,0.00049742585,0.12813957,0.000009384905,4.941682e-8,0.001082324,0.8331254,0.0026061707],"study_design_scores_gemma":[0.0023468097,0.0015182111,0.0040064687,0.0021925848,0.000003818941,0.0000040522295,0.11476521,0.000022519114,8.5310035e-8,0.0006041142,0.8743137,0.00022240421],"about_ca_topic_score_codex":0.95177954,"about_ca_topic_score_gemma":0.989817,"teacher_disagreement_score":0.19936025,"about_ca_system_score_codex":0.00954086,"about_ca_system_score_gemma":0.040491126,"threshold_uncertainty_score":0.9999664},"labels":[],"label_agreement":null},{"id":"W7136045591","doi":"10.6084/m9.figshare.5035304.v1","title":"Additional file 3: Table S2. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Primary care; Data collection","score_opus":0.13549863559179898,"score_gpt":0.39284080561366735,"score_spread":0.2573421700218684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136045591","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0075058,0.0010856736,7.113719e-9,0.00032214052,0.00023530304,0.0008478784,0.9785235,0.000009435256,0.011470263],"genre_scores_gemma":[0.19073507,0.00008310738,0.00011723497,0.00044747873,0.00013138997,0.00032225836,0.80375373,0.00003257732,0.004377134],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9956617,0.0012294787,0.001120745,0.00027163172,0.00072622113,0.0009902323],"domain_scores_gemma":[0.98556197,0.011557814,0.00105907,0.00063845795,0.0009069002,0.00027577617],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044800484,0.00032501866,0.00072171894,0.00018534322,0.0012719347,0.00006149599,0.0007766549,0.00036563195,0.9682043],"category_scores_gemma":[0.017220642,0.00037096353,0.000037421276,0.0003958216,0.000095380354,0.00041505334,0.0006276914,0.001244165,0.00031804806],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014582314,0.000040413328,0.020985274,0.000788731,0.000010366364,0.00001168823,0.0011159872,0.000027468988,9.271124e-9,0.000009682436,0.9740253,0.0028392344],"study_design_scores_gemma":[0.00047099157,0.000023816825,0.5873508,0.07962657,0.0000015232738,0.0000015074636,0.003980064,0.0009407401,2.4008878e-7,0.00008832959,0.32731616,0.00019927707],"about_ca_topic_score_codex":0.9666139,"about_ca_topic_score_gemma":0.9974794,"teacher_disagreement_score":0.96788627,"about_ca_system_score_codex":0.0016988127,"about_ca_system_score_gemma":0.012352744,"threshold_uncertainty_score":0.99987423},"labels":[],"label_agreement":null},{"id":"W7136046668","doi":"10.6084/m9.figshare.5035292","title":"Additional file 2: Table S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Data collection","score_opus":0.1322685100532178,"score_gpt":0.3912048533289678,"score_spread":0.25893634327575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136046668","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007525557,0.00095912593,6.849214e-9,0.00033099568,0.00023623207,0.000850421,0.9798122,0.000009438144,0.010276021],"genre_scores_gemma":[0.1640909,0.000087068736,0.00011484751,0.00044294586,0.00013088337,0.0003186935,0.83069855,0.00003249095,0.0040836376],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99569356,0.001201838,0.0011169593,0.00027148382,0.0007257303,0.0009904195],"domain_scores_gemma":[0.98520124,0.011937908,0.0010543172,0.00064302364,0.0008853157,0.00027819045],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003915419,0.00032482776,0.0007205322,0.00018437885,0.0012728372,0.000060123944,0.0007758392,0.00036551655,0.97723126],"category_scores_gemma":[0.017944591,0.0003709856,0.000037654037,0.00038992957,0.000095740936,0.0004073842,0.0006289141,0.0012436556,0.0005397611],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014589421,0.000040197865,0.019060498,0.0007500535,0.0000103997245,0.0000116539195,0.0010542123,0.000027917658,9.472276e-9,0.000008855019,0.9759554,0.002934879],"study_design_scores_gemma":[0.0004727279,0.000023741666,0.5672693,0.08038825,0.0000015337213,0.0000015113509,0.004040824,0.000930541,2.8133664e-7,0.000087911714,0.34658313,0.00020022682],"about_ca_topic_score_codex":0.96877867,"about_ca_topic_score_gemma":0.9974948,"teacher_disagreement_score":0.9766915,"about_ca_system_score_codex":0.0017023998,"about_ca_system_score_gemma":0.012142531,"threshold_uncertainty_score":0.99987423},"labels":[],"label_agreement":null},{"id":"W7136055717","doi":"10.6084/m9.figshare.5035292.v1","title":"Additional file 2: Table S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Data collection","score_opus":0.1322685100532178,"score_gpt":0.3912048533289678,"score_spread":0.25893634327575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136055717","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007525557,0.00095912593,6.849214e-9,0.00033099568,0.00023623207,0.000850421,0.9798122,0.000009438144,0.010276021],"genre_scores_gemma":[0.1640909,0.000087068736,0.00011484751,0.00044294586,0.00013088337,0.0003186935,0.83069855,0.00003249095,0.0040836376],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99569356,0.001201838,0.0011169593,0.00027148382,0.0007257303,0.0009904195],"domain_scores_gemma":[0.98520124,0.011937908,0.0010543172,0.00064302364,0.0008853157,0.00027819045],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003915419,0.00032482776,0.0007205322,0.00018437885,0.0012728372,0.000060123944,0.0007758392,0.00036551655,0.97723126],"category_scores_gemma":[0.017944591,0.0003709856,0.000037654037,0.00038992957,0.000095740936,0.0004073842,0.0006289141,0.0012436556,0.0005397611],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014589421,0.000040197865,0.019060498,0.0007500535,0.0000103997245,0.0000116539195,0.0010542123,0.000027917658,9.472276e-9,0.000008855019,0.9759554,0.002934879],"study_design_scores_gemma":[0.0004727279,0.000023741666,0.5672693,0.08038825,0.0000015337213,0.0000015113509,0.004040824,0.000930541,2.8133664e-7,0.000087911714,0.34658313,0.00020022682],"about_ca_topic_score_codex":0.96877867,"about_ca_topic_score_gemma":0.9974948,"teacher_disagreement_score":0.9766915,"about_ca_system_score_codex":0.0017023998,"about_ca_system_score_gemma":0.012142531,"threshold_uncertainty_score":0.99987423},"labels":[],"label_agreement":null},{"id":"W7136064211","doi":"10.6084/m9.figshare.5035304","title":"Additional file 3: Table S2. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Table (database); Rural area; Primary care; Data collection","score_opus":0.13549863559179898,"score_gpt":0.39284080561366735,"score_spread":0.2573421700218684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136064211","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0075058,0.0010856736,7.113719e-9,0.00032214052,0.00023530304,0.0008478784,0.9785235,0.000009435256,0.011470263],"genre_scores_gemma":[0.19073507,0.00008310738,0.00011723497,0.00044747873,0.00013138997,0.00032225836,0.80375373,0.00003257732,0.004377134],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9956617,0.0012294787,0.001120745,0.00027163172,0.00072622113,0.0009902323],"domain_scores_gemma":[0.98556197,0.011557814,0.00105907,0.00063845795,0.0009069002,0.00027577617],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044800484,0.00032501866,0.00072171894,0.00018534322,0.0012719347,0.00006149599,0.0007766549,0.00036563195,0.9682043],"category_scores_gemma":[0.017220642,0.00037096353,0.000037421276,0.0003958216,0.000095380354,0.00041505334,0.0006276914,0.001244165,0.00031804806],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014582314,0.000040413328,0.020985274,0.000788731,0.000010366364,0.00001168823,0.0011159872,0.000027468988,9.271124e-9,0.000009682436,0.9740253,0.0028392344],"study_design_scores_gemma":[0.00047099157,0.000023816825,0.5873508,0.07962657,0.0000015232738,0.0000015074636,0.003980064,0.0009407401,2.4008878e-7,0.00008832959,0.32731616,0.00019927707],"about_ca_topic_score_codex":0.9666139,"about_ca_topic_score_gemma":0.9974794,"teacher_disagreement_score":0.96788627,"about_ca_system_score_codex":0.0016988127,"about_ca_system_score_gemma":0.012352744,"threshold_uncertainty_score":0.99987423},"labels":[],"label_agreement":null},{"id":"W7136087534","doi":"10.6084/m9.figshare.5035280","title":"Additional file 1: Figure S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Data collection; Rural area; Key (lock)","score_opus":0.13353777084703725,"score_gpt":0.3927802844160098,"score_spread":0.25924251356897254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136087534","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009342899,0.0009807306,5.0217284e-9,0.00055182213,0.00023843518,0.00089218945,0.9790996,0.000010177654,0.008884168],"genre_scores_gemma":[0.18722539,0.000078458266,0.00008675135,0.00051739416,0.00014965923,0.0002944139,0.8082502,0.00003213907,0.0033655928],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9954619,0.0013649645,0.0011571983,0.00028738324,0.0007769028,0.00095165457],"domain_scores_gemma":[0.9845968,0.012459441,0.0011074828,0.0006772181,0.0008672129,0.0002918834],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034989722,0.00035756722,0.00074453506,0.000194971,0.0012115914,0.00005614325,0.00083282054,0.0004442133,0.97999144],"category_scores_gemma":[0.018207867,0.00040210696,0.000050847906,0.00034145935,0.000100481615,0.00035437438,0.0005787077,0.001465128,0.0006829991],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016041583,0.00003926798,0.018674564,0.0008742377,0.000011891761,0.000016151496,0.0014457523,0.000019894569,8.7637995e-9,0.0000084166195,0.9747944,0.0039549973],"study_design_scores_gemma":[0.00046594022,0.000025328733,0.58372885,0.08822653,0.000001666575,0.0000014599455,0.0040589804,0.0006476706,2.0958878e-7,0.000085898966,0.32254902,0.00020845821],"about_ca_topic_score_codex":0.9407994,"about_ca_topic_score_gemma":0.9967263,"teacher_disagreement_score":0.9793084,"about_ca_system_score_codex":0.0016380365,"about_ca_system_score_gemma":0.010395572,"threshold_uncertainty_score":0.99984306},"labels":[],"label_agreement":null},{"id":"W7136093791","doi":"10.6084/m9.figshare.5035280.v1","title":"Additional file 1: Figure S1. of Nurses who work in rural and remote communities in Canada: a national survey","year":2017,"lang":"","type":"article","venue":"Figshare","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Data collection; Rural area; Key (lock)","score_opus":0.13353777084703725,"score_gpt":0.3927802844160098,"score_spread":0.25924251356897254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7136093791","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009342899,0.0009807306,5.0217284e-9,0.00055182213,0.00023843518,0.00089218945,0.9790996,0.000010177654,0.008884168],"genre_scores_gemma":[0.18722539,0.000078458266,0.00008675135,0.00051739416,0.00014965923,0.0002944139,0.8082502,0.00003213907,0.0033655928],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9954619,0.0013649645,0.0011571983,0.00028738324,0.0007769028,0.00095165457],"domain_scores_gemma":[0.9845968,0.012459441,0.0011074828,0.0006772181,0.0008672129,0.0002918834],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034989722,0.00035756722,0.00074453506,0.000194971,0.0012115914,0.00005614325,0.00083282054,0.0004442133,0.97999144],"category_scores_gemma":[0.018207867,0.00040210696,0.000050847906,0.00034145935,0.000100481615,0.00035437438,0.0005787077,0.001465128,0.0006829991],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016041583,0.00003926798,0.018674564,0.0008742377,0.000011891761,0.000016151496,0.0014457523,0.000019894569,8.7637995e-9,0.0000084166195,0.9747944,0.0039549973],"study_design_scores_gemma":[0.00046594022,0.000025328733,0.58372885,0.08822653,0.000001666575,0.0000014599455,0.0040589804,0.0006476706,2.0958878e-7,0.000085898966,0.32254902,0.00020845821],"about_ca_topic_score_codex":0.9407994,"about_ca_topic_score_gemma":0.9967263,"teacher_disagreement_score":0.9793084,"about_ca_system_score_codex":0.0016380365,"about_ca_system_score_gemma":0.010395572,"threshold_uncertainty_score":0.99984306},"labels":[],"label_agreement":null},{"id":"W7140068233","doi":"","title":"Facteurs influençant le choix de la spécialité « Médecine Générale » chez les étudiants en deuxième cycle d’études médicales","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Specialty; Logistic regression; Internship; Population; Primary care; Sample (material); Population ageing; Isolation (microbiology)","score_opus":0.021507542913242163,"score_gpt":0.33877844940000634,"score_spread":0.3172709064867642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7140068233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8269116,0.008082611,0.0029064585,0.033592142,0.0009787186,0.0020321356,0.00040710298,0.00052652997,0.12456266],"genre_scores_gemma":[0.9124474,0.009241976,0.014615575,0.0006816634,0.00018531345,0.00037126397,0.0025243754,0.00017294688,0.059759524],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.959173,0.034847397,0.0020220974,0.0013573789,0.0009162785,0.0016838266],"domain_scores_gemma":[0.97850937,0.014056722,0.00145346,0.0022122292,0.002895145,0.0008730654],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0128708035,0.0009222009,0.0013013483,0.0005091312,0.003031972,0.00031054008,0.002204898,0.0022255902,0.000980576],"category_scores_gemma":[0.009488328,0.0010771098,0.00044018464,0.0014348803,0.00073759415,0.00043547843,0.0008170632,0.0029684023,0.00031879972],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023475714,0.00367038,0.22223546,0.00473735,0.00038257192,0.0000401156,0.06959976,0.00018170326,0.0036734988,0.6339251,0.008336491,0.05298282],"study_design_scores_gemma":[0.0062528932,0.0000072665252,0.6072054,0.05497093,0.00055132643,0.000024090647,0.032425728,0.004973429,0.016567964,0.019168142,0.25541294,0.0024398887],"about_ca_topic_score_codex":0.054262113,"about_ca_topic_score_gemma":0.081339516,"teacher_disagreement_score":0.61475694,"about_ca_system_score_codex":0.001058356,"about_ca_system_score_gemma":0.004585084,"threshold_uncertainty_score":0.99993265},"labels":[],"label_agreement":null},{"id":"W7141107986","doi":"10.5281/zenodo.19256280","title":"The geographic influence on delivery of community paramedicine programs to frequent users in the County of Renfrew, ON","year":2015,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Prince Edward Island","funders":"","keywords":"Data collection; MEDLINE; Population; Geographic information system; Health services research","score_opus":0.13697909472804418,"score_gpt":0.3778390394070149,"score_spread":0.24085994467897073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7141107986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9653461,0.00037486924,0.000015909922,0.008185075,0.00023224337,0.0035640565,0.00022363753,0.00013277703,0.021925332],"genre_scores_gemma":[0.9959916,0.00082954654,0.000033086944,0.002152119,0.00008458735,7.434033e-7,0.0002759637,0.0005139411,0.000118449934],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98692816,0.008889014,0.0012763271,0.00035599366,0.0015816814,0.0009688097],"domain_scores_gemma":[0.9935797,0.00096710713,0.0006769587,0.001869964,0.002417608,0.00048864825],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010788022,0.00029959707,0.00045139506,0.00037156852,0.0045830077,0.00015647402,0.003216242,0.00021481153,0.0004156064],"category_scores_gemma":[0.004940972,0.0002074338,0.00008014587,0.0023699773,0.0010664265,0.00015247728,0.0013465302,0.002267214,0.0012815493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008924089,0.0059787044,0.0056719203,0.0026395016,0.00026154832,0.000045133904,0.23314765,0.006859081,0.00030617235,0.04611447,0.44408682,0.2459649],"study_design_scores_gemma":[0.0019572363,0.008388513,0.03727386,0.0032952747,0.0000406837,0.000011608686,0.06649764,0.00019548883,0.00004463163,0.00086278707,0.881167,0.0002653088],"about_ca_topic_score_codex":0.003967264,"about_ca_topic_score_gemma":0.00010968448,"teacher_disagreement_score":0.43708014,"about_ca_system_score_codex":0.0005567014,"about_ca_system_score_gemma":0.000064725486,"threshold_uncertainty_score":0.99949604},"labels":[],"label_agreement":null},{"id":"W7141336695","doi":"10.5281/zenodo.19256281","title":"The geographic influence on delivery of community paramedicine programs to frequent users in the County of Renfrew, ON","year":2015,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McMaster University; University of Prince Edward Island","funders":"","keywords":"Data collection; MEDLINE; Population; Geographic information system; Health services research","score_opus":0.13697909472804418,"score_gpt":0.3778390394070149,"score_spread":0.24085994467897073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7141336695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9653461,0.00037486924,0.000015909922,0.008185075,0.00023224337,0.0035640565,0.00022363753,0.00013277703,0.021925332],"genre_scores_gemma":[0.9959916,0.00082954654,0.000033086944,0.002152119,0.00008458735,7.434033e-7,0.0002759637,0.0005139411,0.000118449934],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.98692816,0.008889014,0.0012763271,0.00035599366,0.0015816814,0.0009688097],"domain_scores_gemma":[0.9935797,0.00096710713,0.0006769587,0.001869964,0.002417608,0.00048864825],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.010788022,0.00029959707,0.00045139506,0.00037156852,0.0045830077,0.00015647402,0.003216242,0.00021481153,0.0004156064],"category_scores_gemma":[0.004940972,0.0002074338,0.00008014587,0.0023699773,0.0010664265,0.00015247728,0.0013465302,0.002267214,0.0012815493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008924089,0.0059787044,0.0056719203,0.0026395016,0.00026154832,0.000045133904,0.23314765,0.006859081,0.00030617235,0.04611447,0.44408682,0.2459649],"study_design_scores_gemma":[0.0019572363,0.008388513,0.03727386,0.0032952747,0.0000406837,0.000011608686,0.06649764,0.00019548883,0.00004463163,0.00086278707,0.881167,0.0002653088],"about_ca_topic_score_codex":0.003967264,"about_ca_topic_score_gemma":0.00010968448,"teacher_disagreement_score":0.43708014,"about_ca_system_score_codex":0.0005567014,"about_ca_system_score_gemma":0.000064725486,"threshold_uncertainty_score":0.99949604},"labels":[],"label_agreement":null},{"id":"W7143928457","doi":"10.69203/iuhw282.13","title":"IUHW School of Medicine: overview of the six-year journey of an innovative, international new medical school in Japan","year":2023,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Curriculum; Medical school; Government (linguistics); Welfare; Licensure","score_opus":0.09172029700049025,"score_gpt":0.4612772860761475,"score_spread":0.36955698907565726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7143928457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9692661,0.0006348954,0.000051816147,0.007999416,0.007064457,0.0008875042,0.00064498483,0.000076085285,0.013374753],"genre_scores_gemma":[0.9934873,0.00071593985,0.000935087,0.0010028203,0.0019252275,0.000053159616,0.00063757977,0.000024293013,0.0012185966],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9945451,0.0005037816,0.0020182354,0.00035580105,0.0021586155,0.00041846972],"domain_scores_gemma":[0.99577177,0.0007789362,0.0009398802,0.00076498947,0.0012365583,0.0005078624],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0019233866,0.00021556573,0.00056056277,0.00035930512,0.00043436006,0.0000051598836,0.0010085455,0.00026192126,0.0021619138],"category_scores_gemma":[0.019159561,0.00015767074,0.000070421454,0.0025745574,0.0008201906,0.00060857716,0.0008509319,0.0009900683,0.000061151564],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005369628,0.00028737463,0.6886762,0.0012770788,0.000114407354,0.000050588438,0.0020273011,0.00015667605,0.0019456585,0.22910625,0.07528978,0.0005317308],"study_design_scores_gemma":[0.0054222625,0.00033225,0.6747019,0.024441648,0.00005149705,0.00005152378,0.0062961085,0.0003516323,0.0017514867,0.0025514923,0.28368345,0.00036473063],"about_ca_topic_score_codex":0.011489044,"about_ca_topic_score_gemma":0.0020218792,"teacher_disagreement_score":0.22655475,"about_ca_system_score_codex":0.0004309185,"about_ca_system_score_gemma":0.0074558705,"threshold_uncertainty_score":0.99875027},"labels":[],"label_agreement":null},{"id":"W7144288236","doi":"10.24564/0002011603","title":"クウェートで就労するフィリピン人女性看護師の移民評価と再移動計画","year":2021,"lang":"ja","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Immigration; Likert scale; Rating scale; Public hospital; Work (physics); Work experience; Job satisfaction","score_opus":0.04667236047989503,"score_gpt":0.3908812535480256,"score_spread":0.3442088930681306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7144288236","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29327443,0.085387275,0.0034758032,0.025468351,0.14407262,0.004577596,0.020100337,0.001886638,0.42175692],"genre_scores_gemma":[0.8597346,0.0070368266,0.011480991,0.0072239544,0.019692913,0.00038392696,0.013233661,0.00022947435,0.08098363],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890751,0.0015944415,0.0027044313,0.0019744565,0.002306975,0.0023445655],"domain_scores_gemma":[0.9907982,0.0014994097,0.0008971413,0.0027780216,0.0025568416,0.0014704218],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0011983037,0.0009963996,0.0012139241,0.00023089211,0.0060025128,0.0002902026,0.0009326653,0.0010909197,0.0056652566],"category_scores_gemma":[0.0039773397,0.0010688427,0.00041072693,0.0018373514,0.0010518285,0.0016256194,0.0017659961,0.0027164088,0.0055225743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010074188,0.0025159381,0.025519194,0.0052152793,0.0007086652,0.011876108,0.004920444,0.00030457485,0.004048342,0.40975168,0.53117615,0.0029561988],"study_design_scores_gemma":[0.00189382,0.00015506764,0.0033484548,0.007041831,0.00026465746,0.00067121035,0.005269968,0.00027886097,0.0024248017,0.00059168774,0.97700155,0.0010581],"about_ca_topic_score_codex":0.005152645,"about_ca_topic_score_gemma":0.0026650305,"teacher_disagreement_score":0.5664602,"about_ca_system_score_codex":0.002421051,"about_ca_system_score_gemma":0.0115785,"threshold_uncertainty_score":0.9995844},"labels":[],"label_agreement":null},{"id":"W7144580297","doi":"","title":"BC州における居住者の健康管理から日本の保健師活動を考える-平成23年度 海外研修を通して-","year":2012,"lang":"ja","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Identification (biology); Subject (documents)","score_opus":0.055009536564113656,"score_gpt":0.3985902981991129,"score_spread":0.34358076163499923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7144580297","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5411451,0.057569917,0.0015619848,0.00783401,0.16442949,0.006149755,0.015674477,0.0018235524,0.20381173],"genre_scores_gemma":[0.94109493,0.0021931436,0.005662185,0.003125863,0.028130854,0.00039912594,0.003585483,0.00017663634,0.015631754],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9873494,0.0014739027,0.00296514,0.0014496055,0.0026757563,0.004086194],"domain_scores_gemma":[0.99045914,0.0015674705,0.0012421559,0.002636135,0.0012324793,0.002862611],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0025028484,0.0012856756,0.0013231753,0.00040374597,0.0066957446,0.00020617085,0.0012650555,0.001327946,0.0030984513],"category_scores_gemma":[0.0027855244,0.0012750636,0.0004115267,0.0015538395,0.0013536374,0.004081436,0.001616478,0.0029283888,0.010631813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014099652,0.0029766764,0.14624251,0.0040419637,0.0005335762,0.0005464109,0.008417634,0.00009150706,0.002137419,0.36487558,0.46690953,0.0018172044],"study_design_scores_gemma":[0.0016273295,0.00022435062,0.0132937115,0.0044817314,0.00031606734,0.00029483257,0.003427098,0.000097983866,0.00094952225,0.0002143896,0.9738053,0.0012676787],"about_ca_topic_score_codex":0.0059689684,"about_ca_topic_score_gemma":0.00034897114,"teacher_disagreement_score":0.5068958,"about_ca_system_score_codex":0.003092773,"about_ca_system_score_gemma":0.003916382,"threshold_uncertainty_score":0.9999895},"labels":[],"label_agreement":null},{"id":"W7151408231","doi":"10.66281/70130/8398","title":"The intention of migration and associated factors among nursing undergraduates of selected state universities in Sri Lanka","year":2025,"lang":"","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Sri lanka; Marital status; Test (biology); Quality (philosophy); Descriptive statistics; Stratified sampling","score_opus":0.02390924462529894,"score_gpt":0.3641498676355703,"score_spread":0.34024062301027136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7151408231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914613,0.0010951717,0.00007598966,0.0024711022,0.0004758429,0.0009737989,0.000037595208,0.00003945952,0.0033697393],"genre_scores_gemma":[0.9919941,0.0024994845,0.000030876676,0.000026929649,0.000004279526,0.0000036857307,0.00005252029,0.00000864559,0.0053794854],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963277,0.0014375262,0.0011609293,0.00024836228,0.00025771096,0.00056779495],"domain_scores_gemma":[0.9961093,0.0019780728,0.0008063096,0.00018829473,0.00083986646,0.00007817407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007880681,0.00021557661,0.00049246487,0.00035669043,0.00064704317,0.000018655424,0.00015268588,0.0003039342,0.000035504374],"category_scores_gemma":[0.0004389504,0.00017180096,0.000055043773,0.001712037,0.00047517358,0.00024039985,0.000075900825,0.00051044323,9.217774e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023351738,0.0001637325,0.9394265,0.00055210025,0.00010442434,4.5017984e-7,0.05164887,0.00004815993,0.0002370351,0.005949033,0.0006507571,0.0009854602],"study_design_scores_gemma":[0.0007606579,0.00014017959,0.64494526,0.0065828646,0.000065957334,3.7101316e-8,0.33936232,0.0042133355,0.00081559765,0.002970942,0.00004437466,0.00009846787],"about_ca_topic_score_codex":0.036419433,"about_ca_topic_score_gemma":0.11175919,"teacher_disagreement_score":0.29448122,"about_ca_system_score_codex":0.0010580193,"about_ca_system_score_gemma":0.0008123753,"threshold_uncertainty_score":0.9699971},"labels":[],"label_agreement":null},{"id":"W7162442347","doi":"10.32628/cseit25113470","title":"Cross-National Competency Alignment Framework for Global Nursing Practice Integration","year":2024,"lang":"","type":"article","venue":"International Journal of Scientific Research in Computer Science Engineering and Information Technology","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Nurse education; Workforce; Nursing research; Globalization; Global health; Health care; Curriculum; Cultural diversity","score_opus":0.06358639810880974,"score_gpt":0.5040462219140782,"score_spread":0.4404598238052685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7162442347","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025378896,0.0016620915,0.9114079,0.031380273,0.02882661,0.00078251923,0.00006703034,0.00007785638,0.00041681284],"genre_scores_gemma":[0.79169863,0.00051384635,0.20677237,0.00016869031,0.0007665942,0.000032487475,0.000013140895,0.000009141291,0.000025083466],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9931022,0.00014554078,0.0019123273,0.00043903527,0.003457074,0.0009438102],"domain_scores_gemma":[0.98701185,0.0017479941,0.0005051324,0.00023511056,0.010225751,0.00027418957],"candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0165681,0.00021180071,0.0002883088,0.0054493644,0.0008300963,0.0025790217,0.0016510206,0.00038152715,0.00002086585],"category_scores_gemma":[0.0056140292,0.00019814323,0.00007939343,0.005003481,0.001745439,0.009217498,0.00044478595,0.0017883888,0.00003925245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007680132,0.00007904759,0.00020278817,0.00015646416,0.000027219214,0.000012305825,0.0022850775,0.011621526,0.000058390073,0.70246696,0.00076730887,0.28224608],"study_design_scores_gemma":[0.00065467745,0.00047189085,0.0007793974,0.011196243,0.000007741194,0.000342504,0.0022699786,0.7460949,0.0002236701,0.16465548,0.07309922,0.00020434061],"about_ca_topic_score_codex":0.000013256234,"about_ca_topic_score_gemma":0.0000015500833,"teacher_disagreement_score":0.76631975,"about_ca_system_score_codex":0.0042734114,"about_ca_system_score_gemma":0.003990814,"threshold_uncertainty_score":0.99954903},"labels":[],"label_agreement":null},{"id":"W7162668317","doi":"10.17605/osf.io/vjz2w","title":"Mapping the Landscape of Rural and Remote Health Services: Review of Review","year":2025,"lang":"","type":"article","venue":"Open Science Framework","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Health care; Workforce; Service delivery framework; Rural area; Work (physics); Service (business); Telemedicine; Service provider","score_opus":0.06262725819743777,"score_gpt":0.46888223620498926,"score_spread":0.4062549780075515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7162668317","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001828591,0.846492,0.0002686988,0.120752886,0.0014587817,0.008635895,0.000043513824,0.000016580905,0.020503031],"genre_scores_gemma":[0.018952439,0.8501631,0.008656383,0.12110528,0.00006809039,0.000040485975,0.000005977131,0.000015523037,0.0009926996],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.99134177,0.0019852084,0.0032719222,0.00075699267,0.0012087333,0.0014353712],"domain_scores_gemma":[0.9906852,0.0018542146,0.0029271697,0.0028345655,0.0011986481,0.0005001849],"candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.023547323,0.0004018885,0.0021303738,0.00021034929,0.0025273894,0.000095175936,0.005857082,0.00028941996,0.0010079471],"category_scores_gemma":[0.0025851517,0.0002735883,0.0001379613,0.009433976,0.0014555979,0.0005845173,0.004385145,0.0015474571,0.000050197104],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039493567,0.000068683265,0.0040799426,0.6166309,0.000028320095,8.005799e-7,0.007743364,0.0000010753691,0.0000038446456,0.018236766,0.017798759,0.33536804],"study_design_scores_gemma":[0.00019540633,0.00014359625,0.0035593777,0.84459895,0.000057192105,0.0000029299797,0.015381259,0.00016332234,0.000003578306,0.004638313,0.13108537,0.0001707131],"about_ca_topic_score_codex":0.0039792927,"about_ca_topic_score_gemma":0.00013562606,"teacher_disagreement_score":0.3351973,"about_ca_system_score_codex":0.00024845058,"about_ca_system_score_gemma":0.0059224702,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W7162967867","doi":"","title":"Recruitment of Indigenous Students to Canadian Physician Assistant Programs: Challenges, Opportunities, and Pathways Forward","year":2025,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Indigenous; Thematic analysis; Inclusion (mineral); Health care; Grey literature; Commission; Cultural safety; Referral","score_opus":0.14706764706479114,"score_gpt":0.3536854511850953,"score_spread":0.20661780412030417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7162967867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600884,0.0013156876,0.00003993448,0.010601791,0.00030867482,0.0031791835,0.00015794608,0.00006414493,0.024244245],"genre_scores_gemma":[0.9938304,0.0025975248,0.00085042784,0.0009542069,0.000033600805,0.000016260577,0.000043949392,0.000018275146,0.0016553764],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99825984,0.00024578974,0.00022669445,0.00029282676,0.0003411302,0.00063372985],"domain_scores_gemma":[0.9985848,0.000080394784,0.00022445132,0.0003672788,0.0002847369,0.0004583151],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046638644,0.00016805998,0.00043196793,0.0003366965,0.0007268122,0.000006192744,0.00042879838,0.00018405411,0.0000072529297],"category_scores_gemma":[0.000018988523,0.00020670125,0.000054021,0.0002971636,0.000102036036,0.000092701455,0.00031033854,0.00023267393,0.000018937117],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00055294315,0.0008269193,0.5889811,0.004774993,0.0005561362,0.00024727962,0.06936852,0.000010027527,0.00006750005,0.05598611,0.021476777,0.2571517],"study_design_scores_gemma":[0.0006836214,0.0003511017,0.26606843,0.0014766749,0.000057601148,2.9928643e-7,0.33087626,0.00000612463,0.0000061463534,0.00026062722,0.4000607,0.00015239151],"about_ca_topic_score_codex":0.26810175,"about_ca_topic_score_gemma":0.97983456,"teacher_disagreement_score":0.7117328,"about_ca_system_score_codex":0.0010218378,"about_ca_system_score_gemma":0.0010851133,"threshold_uncertainty_score":0.84290326},"labels":[],"label_agreement":null},{"id":"W7163407660","doi":"10.66877/ndjms.v2i1.013","title":"Physician Migration at its roots: Emigration Intentions and Preferences among Medical Students of a Nigerian University in the Niger Delta Region","year":2020,"lang":"","type":"article","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Emigration; Developing country; Brain drain; Developed country; Aside; Niger delta","score_opus":0.06181131458978055,"score_gpt":0.3683411808350389,"score_spread":0.30652986624525835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7163407660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.962339,0.0003217373,0.00032930146,0.032443415,0.00024022536,0.0021471072,0.00003074516,0.00004191437,0.0021065846],"genre_scores_gemma":[0.9926085,0.002655287,0.000038915183,0.0036866476,0.00014788214,0.000018257366,0.000069560716,0.000014356342,0.00076061714],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9936033,0.0025599306,0.0010711033,0.0005786377,0.0016187341,0.0005683337],"domain_scores_gemma":[0.9976681,0.0005457937,0.0006402208,0.00031622365,0.00037167888,0.0004579815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012137793,0.00029526305,0.0005156552,0.00013802468,0.0009190017,0.000040265757,0.0008295936,0.00053981325,0.00040134205],"category_scores_gemma":[0.0005739147,0.00023278713,0.00009365723,0.0011206853,0.00030081236,0.00054371206,0.00053894764,0.000836509,0.000037127124],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003990885,0.00036286635,0.911353,0.0006601219,0.00004460412,0.000020738837,0.07559253,0.0000130907265,0.000059591082,0.0015252046,0.008028167,0.0019409907],"study_design_scores_gemma":[0.0016549771,0.00067356374,0.7646784,0.0027415035,0.00010207679,0.0000017472662,0.22096914,0.0036845806,0.000047926875,0.00013219766,0.005031686,0.0002821696],"about_ca_topic_score_codex":0.004967033,"about_ca_topic_score_gemma":0.24462926,"teacher_disagreement_score":0.23966223,"about_ca_system_score_codex":0.00032639806,"about_ca_system_score_gemma":0.00045006722,"threshold_uncertainty_score":0.9492784},"labels":[],"label_agreement":null},{"id":"W7165075151","doi":"","title":"Factors influencing the recruitment and retention of primary health care nurses in rural and remote areas:An evidence- based approach","year":2025,"lang":"en","type":"article","venue":"Charles Sturt University Research Output (CRO)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Health care; Primary health care; Primary care; Quarter (Canadian coin); Population health; Presentation (obstetrics); Rural health; Rural area","score_opus":0.25607922116885856,"score_gpt":0.4597413439822393,"score_spread":0.20366212281338075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165075151","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832029,0.0065115187,0.000041221014,0.002441622,0.00016223137,0.0034965063,0.000053943968,0.000046949182,0.0040431498],"genre_scores_gemma":[0.99294114,0.0035492238,0.0002693812,0.00030586522,0.000030365087,0.000009586631,0.000047429443,0.000012159828,0.0028348267],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.994989,0.002814342,0.00038733415,0.00044966926,0.0005692388,0.0007904651],"domain_scores_gemma":[0.99747074,0.0011066427,0.00018753123,0.00047440446,0.00049798965,0.00026272322],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021608584,0.00018931621,0.00044135266,0.0005109424,0.0016232764,0.000023773035,0.00040737996,0.00020217916,0.000017370285],"category_scores_gemma":[0.00032170338,0.00014880268,0.000046846635,0.0008269965,0.00046574647,0.00037196546,0.0004999026,0.0010071953,0.0000012267321],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014203012,0.00015369397,0.8205595,0.0067953025,0.00005728326,0.000011608167,0.09649504,0.00002888566,0.00013529105,0.0022969851,0.004569663,0.06747647],"study_design_scores_gemma":[0.000978464,0.0002945057,0.63558567,0.0046985787,0.000017217128,3.2821765e-7,0.34494835,0.00024561465,0.00002181588,0.000109292734,0.012970828,0.00012933962],"about_ca_topic_score_codex":0.018273938,"about_ca_topic_score_gemma":0.003655362,"teacher_disagreement_score":0.24845332,"about_ca_system_score_codex":0.002187041,"about_ca_system_score_gemma":0.0017542919,"threshold_uncertainty_score":0.99967647},"labels":[],"label_agreement":null},{"id":"W7165229376","doi":"","title":"Utility of advanced training skills among GPs: a systematic review","year":2025,"lang":"","type":"article","venue":"ResearchOnline - JCU (James Cook University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian College of Rural and Remote Medicine","keywords":"Competence (human resources); Indigenous; Systematic review; MEDLINE; Work (physics); Needs assessment; Program evaluation; Quality (philosophy)","score_opus":0.054752778655804135,"score_gpt":0.41976093366704104,"score_spread":0.3650081550112369,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7165229376","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1448236,0.39370295,0.0017971358,0.026836723,0.0033571464,0.06482953,0.0022843657,0.0010651026,0.36130345],"genre_scores_gemma":[0.39461607,0.1947909,0.0023078239,0.002600853,0.00018546959,0.000057270372,0.00020857048,0.00012769007,0.40510538],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9838837,0.0077473666,0.0029087027,0.0013413255,0.0015562779,0.0025626519],"domain_scores_gemma":[0.98738426,0.005137423,0.0016276779,0.0024288306,0.0023230657,0.0010987606],"candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0043647066,0.00077788054,0.0036796522,0.0017137192,0.0018419224,0.000040096635,0.0022145768,0.0008198426,0.0024457648],"category_scores_gemma":[0.008617819,0.0008137881,0.00063808105,0.0068517877,0.0016328106,0.0006448193,0.0015674868,0.0029963802,0.00018156816],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00079854863,0.0008645871,0.0036419695,0.96698356,0.00047874608,0.00021908226,0.004713021,0.000023290811,0.000014372345,0.0062219445,0.010970984,0.005069889],"study_design_scores_gemma":[0.002872237,0.00044156637,0.0016345499,0.8596073,0.0010310318,0.0000025245824,0.045015417,0.0013836508,0.00002088315,0.000273108,0.087145254,0.00057250255],"about_ca_topic_score_codex":0.0008376786,"about_ca_topic_score_gemma":0.000938417,"teacher_disagreement_score":0.24979246,"about_ca_system_score_codex":0.0011138691,"about_ca_system_score_gemma":0.006698114,"threshold_uncertainty_score":0.99973303},"labels":[],"label_agreement":null},{"id":"W744475755","doi":"","title":"Physician labour supply in Canada [electronic resource]","year":2006,"lang":"en","type":"article","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Resource (disambiguation); Labour economics; Economics; Computer science","score_opus":0.010220053873954268,"score_gpt":0.25385713090184864,"score_spread":0.24363707702789436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W744475755","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30356756,0.00016420666,0.000015117313,0.0011856087,0.0001570722,0.00045006786,0.00003656054,0.00007323617,0.69435054],"genre_scores_gemma":[0.5922816,0.000013036406,0.00004854393,0.0015232549,0.00013615683,0.0000020995196,0.000022645112,0.000022772743,0.40594992],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971975,0.00043385057,0.00033732268,0.00038236403,0.0002792641,0.0013696791],"domain_scores_gemma":[0.9991585,0.00015736179,0.00016555705,0.00029352144,0.00006684192,0.00015821398],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013297141,0.00022484867,0.0003197567,0.00011251499,0.0004031012,0.000007300003,0.00039400277,0.00014615076,0.044563495],"category_scores_gemma":[0.0000073249307,0.000254854,0.000046169105,0.00098546,0.000036882775,0.00014967014,0.00016442961,0.00073675584,0.00021908217],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037850623,0.00010648991,0.76124096,0.00031021796,0.000028875686,0.0004392904,0.00070782047,0.0011087883,0.000058104866,0.06854588,0.08444142,0.082633644],"study_design_scores_gemma":[0.0011898681,0.00003258024,0.052679114,0.00020927729,0.000010031517,6.6252977e-7,0.010484818,0.00008250781,0.000016808712,0.00041804303,0.93465334,0.00022296517],"about_ca_topic_score_codex":0.96065176,"about_ca_topic_score_gemma":0.9956913,"teacher_disagreement_score":0.8502119,"about_ca_system_score_codex":0.0045807576,"about_ca_system_score_gemma":0.0022589702,"threshold_uncertainty_score":0.99999034},"labels":[],"label_agreement":null},{"id":"W746003975","doi":"","title":"International Migration and Occupational Integration of Skilled Health Professionals","year":2014,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Occupational therapy; Business; Occupational science; Labour economics; Psychology; Political science; Public relations; Medicine; Economics; Physical therapy","score_opus":0.02843639018932742,"score_gpt":0.3697299219186267,"score_spread":0.34129353172929927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W746003975","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09825559,0.00043731954,0.0010549804,0.003008229,0.0044939937,0.0028216557,0.00029030145,0.00019302119,0.8894449],"genre_scores_gemma":[0.07947748,0.0006065812,0.0024661254,0.0008871485,0.00040084735,0.000020401592,0.004909278,0.000060713213,0.91117144],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968328,0.00075942976,0.0008874514,0.00052467384,0.0005650878,0.000430566],"domain_scores_gemma":[0.99701035,0.00033750286,0.00151125,0.00025000118,0.0006762053,0.0002146791],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046576493,0.00035442566,0.0006430268,0.00040227,0.0005553573,0.0000137334855,0.00034662295,0.0006140281,0.046814308],"category_scores_gemma":[0.00012766299,0.00035814493,0.000110322784,0.00039378772,0.000056757828,0.00027540006,0.00010513767,0.0007201028,0.0000830108],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0043640663,0.0004597194,0.06258665,0.0047425204,0.0003698625,0.0000112513935,0.02610744,0.000037485777,0.00040583033,0.047842428,0.074607335,0.7784654],"study_design_scores_gemma":[0.0019038834,0.00020990966,0.043721564,0.004878948,0.00006950264,0.0000011503411,0.034726243,0.0004890088,0.00006790638,0.00030211397,0.91322833,0.00040144083],"about_ca_topic_score_codex":0.0019584193,"about_ca_topic_score_gemma":0.013566621,"teacher_disagreement_score":0.838621,"about_ca_system_score_codex":0.0005257106,"about_ca_system_score_gemma":0.0007911308,"threshold_uncertainty_score":0.99988705},"labels":[],"label_agreement":null},{"id":"W7657576","doi":"","title":"Impact of an interprofessional rural health care practice education experience on students and communities.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Interprofessional education; Nursing; Medical education; Health care; Program evaluation; Work (physics); Human services; Service (business); Rural health; Rural area; Medicine; Psychology; Political science; Business","score_opus":0.08346228122838575,"score_gpt":0.5214701822467802,"score_spread":0.4380079010183945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7657576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99190843,0.0008522139,0.0000015689317,0.00071448303,0.00072982075,0.0018844529,0.000028626851,0.000052518673,0.0038278566],"genre_scores_gemma":[0.99408823,0.00031262156,0.0002200636,0.0031002264,0.00013173165,0.0016302356,0.00008003582,0.000019011562,0.00041782207],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99705124,0.0012327856,0.0005267747,0.00015331013,0.00044270494,0.00059315836],"domain_scores_gemma":[0.9979167,0.00048630068,0.000445466,0.00041437973,0.00029425847,0.0004429199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050018594,0.00015561485,0.00028708676,0.000105873485,0.0009728072,0.0000070470396,0.0003047429,0.000111453584,0.00005962306],"category_scores_gemma":[0.00021198796,0.00012741712,0.000036580233,0.0001698636,0.00013805807,0.00040161068,0.0001692774,0.00053041935,0.000010422061],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007949812,0.0005594761,0.71418613,0.00016454946,0.000017169876,0.0000013504849,0.23257926,0.0000031786699,5.3556676e-7,0.00015709773,0.0023843134,0.049151972],"study_design_scores_gemma":[0.00044624726,0.000251689,0.7492765,0.00029290505,0.0000033463998,0.000008644878,0.24833325,0.0000032058497,0.0000014230712,0.00001323875,0.0012917109,0.000077809775],"about_ca_topic_score_codex":0.017830707,"about_ca_topic_score_gemma":0.0005041885,"teacher_disagreement_score":0.04907416,"about_ca_system_score_codex":0.00081581273,"about_ca_system_score_gemma":0.0011212183,"threshold_uncertainty_score":0.9887096},"labels":[],"label_agreement":null},{"id":"W77217147","doi":"10.1007/bf03404300","title":"The Role of the Health Sector in Addressing Poverty","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Health Canada","keywords":"Poverty; Economic growth; Health sector; Basic needs; Culture of poverty; Political science; Development economics; Socioeconomics; Environmental health; Health services; Medicine; Sociology; Economics; Population","score_opus":0.1170572221600764,"score_gpt":0.41608255584428777,"score_spread":0.29902533368421136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W77217147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52149063,0.03808226,0.000060307677,0.4206868,0.0038504107,0.0015391138,0.00007920434,0.000019129599,0.014192137],"genre_scores_gemma":[0.97621906,0.0011935815,0.000117389056,0.021205949,0.00046941038,0.000009192686,0.000002523527,0.000030178386,0.00075271766],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99217165,0.0030837301,0.0019612128,0.00016246819,0.0004926558,0.002128316],"domain_scores_gemma":[0.99378014,0.00068534067,0.0019074689,0.0004928309,0.00048543361,0.002648782],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00925334,0.00016969815,0.000557246,0.00032748218,0.0022020948,0.000037917434,0.00085717376,0.00016069792,0.00032335613],"category_scores_gemma":[0.0016315187,0.00010111583,0.000119751676,0.0011797651,0.00017851967,0.0002267044,0.00004662386,0.0015779034,0.000014320665],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000025951877,0.000031597792,0.8045719,0.00019204683,0.000018491262,0.000011171013,0.012800137,0.000015220757,0.0000017352941,0.008764335,0.07092609,0.102641284],"study_design_scores_gemma":[0.0005039469,0.0001565986,0.17756,0.0011970665,0.0000015829007,0.00004047406,0.018108318,0.000054853095,6.3587305e-7,0.001258463,0.8010455,0.000072594514],"about_ca_topic_score_codex":0.19590959,"about_ca_topic_score_gemma":0.750183,"teacher_disagreement_score":0.73011935,"about_ca_system_score_codex":0.003835785,"about_ca_system_score_gemma":0.05503524,"threshold_uncertainty_score":0.9999883},"labels":[],"label_agreement":null},{"id":"W80873575","doi":"","title":"Recruiting medical students to rural practice","year":2009,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Incentive; Altruism (biology); Medical education; Qualitative research; Physician supply; Rural area; Medicine; Competition (biology); Perception; Family medicine; Psychology; Sociology; Environmental health; Social psychology; Population","score_opus":0.04856238481842056,"score_gpt":0.4508691887435489,"score_spread":0.40230680392512835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W80873575","genre_codex":"other","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23549789,0.00036665352,0.000019240124,0.05022655,0.0013782692,0.0014318376,0.00003793975,0.00017921327,0.7108624],"genre_scores_gemma":[0.37662855,0.000024706549,0.000279442,0.6206597,0.0010348617,0.000048967435,0.000023687277,0.000024854047,0.0012752357],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9958931,0.00046508168,0.0005596239,0.00034150752,0.0010932069,0.0016474542],"domain_scores_gemma":[0.99584126,0.00037103405,0.00015166136,0.00046534685,0.00029337028,0.0028773353],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010219481,0.0002303489,0.00034372308,0.0001825458,0.0011057237,0.000040096562,0.0008768124,0.0002709551,0.00006408433],"category_scores_gemma":[0.00061882637,0.00024098772,0.000057128862,0.000662395,0.000033341526,0.00024331237,0.00008166263,0.00090988784,0.0041247588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069138,0.00010228918,0.0026668033,0.00004703449,0.000032302116,0.00024307195,0.0034381396,0.000011514367,0.00008715019,0.009144884,0.7435445,0.24061315],"study_design_scores_gemma":[0.00045560917,0.00015445518,0.032190427,0.0009924473,0.00001685473,7.8925626e-7,0.022403102,0.00002405109,0.0000028589095,0.00048746742,0.9429964,0.00027558033],"about_ca_topic_score_codex":0.060573023,"about_ca_topic_score_gemma":0.040914275,"teacher_disagreement_score":0.70958716,"about_ca_system_score_codex":0.001358805,"about_ca_system_score_gemma":0.0021173288,"threshold_uncertainty_score":0.99665064},"labels":[],"label_agreement":null},{"id":"W85705607","doi":"","title":"Impact of physician distribution policies on primary care practices in rural Quebec.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Economic shortage; Rural area; Distribution (mathematics); Primary care; Physician supply; Family medicine; Rural health; Health care; Primary health care; Medicine; Nursing; Business; Environmental health; Economic growth; Government (linguistics)","score_opus":0.0609280518701349,"score_gpt":0.4340853651954873,"score_spread":0.3731573133253524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W85705607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718392,0.0008916268,0.0000010526268,0.0004621432,0.0004181621,0.0015192729,0.0001562128,0.000053824508,0.024658535],"genre_scores_gemma":[0.9973718,0.00006833914,0.00000878454,0.0004429495,0.00046198402,0.00087295513,0.00030187413,0.000015436313,0.00045588956],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99768287,0.0004392886,0.0004225444,0.00011815666,0.00024774118,0.0010893703],"domain_scores_gemma":[0.99837726,0.00037231715,0.00065843796,0.00026113063,0.00011108073,0.0002197849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047178604,0.00014691374,0.00029372238,0.000074365395,0.00017019593,0.0000053089752,0.00013583634,0.00015393014,0.000019919155],"category_scores_gemma":[0.00032996963,0.00011741193,0.00007640993,0.00033637809,0.000048986138,0.0004019234,0.0000658431,0.00038290294,0.000056306082],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020285691,0.00015727874,0.94728565,0.00034440955,0.000012616391,3.6378708e-7,0.0047383048,0.000007534193,0.000008175769,0.0010682218,0.003708134,0.04246645],"study_design_scores_gemma":[0.00041996292,0.000040359428,0.98729897,0.0002107771,0.00001098697,1.9089326e-7,0.006550297,0.0000012516361,0.000023946097,0.000036416834,0.0053093494,0.000097471355],"about_ca_topic_score_codex":0.06589256,"about_ca_topic_score_gemma":0.004958766,"teacher_disagreement_score":0.0609338,"about_ca_system_score_codex":0.0021231174,"about_ca_system_score_gemma":0.00019408966,"threshold_uncertainty_score":0.94032776},"labels":[],"label_agreement":null},{"id":"W8597398","doi":"10.1111/j.1749-6632.1995.tb44667.x","title":"The struggle for community-based health care: A case study of the Rainbow Valley Community Health Centre (Ontario)","year":2002,"lang":"en","type":"article","venue":"Annals of the New York Academy of Sciences","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Community health; Health care; Public health; Nursing; Political science; Geography; Medicine","score_opus":0.29199792983784745,"score_gpt":0.47798078588521314,"score_spread":0.1859828560473657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W8597398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8614533,0.004663822,0.0000022262477,0.12879717,0.00036601577,0.004087425,0.000096830874,0.000028334516,0.0005049032],"genre_scores_gemma":[0.9823424,0.00014555553,0.000287299,0.016129294,0.00006357911,0.000041105126,0.000001775272,0.000016643582,0.0009722998],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.98645604,0.009532352,0.0016336463,0.00024955382,0.0009987608,0.0011296342],"domain_scores_gemma":[0.9909739,0.005011335,0.0025167998,0.00092155277,0.00025886224,0.00031756074],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.010602536,0.0002700772,0.0007443351,0.000087330045,0.014455102,0.000017833127,0.0035149588,0.00018281596,0.000037378355],"category_scores_gemma":[0.0004837829,0.00014115409,0.00025174403,0.0011672841,0.0013465943,0.00011253643,0.0006732034,0.0024468799,0.0000023143612],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019049586,0.0012003711,0.064468645,0.0016365123,0.00007925259,2.7979002e-7,0.505613,0.00095946173,0.0000069363077,0.0011280499,0.41491428,0.009802707],"study_design_scores_gemma":[0.002776525,0.0030054522,0.015833197,0.0030898852,0.00004490292,0.000009611017,0.8329865,0.00030112208,0.00023006924,0.003352081,0.1380917,0.00027895518],"about_ca_topic_score_codex":0.54074293,"about_ca_topic_score_gemma":0.4146274,"teacher_disagreement_score":0.32737347,"about_ca_system_score_codex":0.00023268597,"about_ca_system_score_gemma":0.0018181677,"threshold_uncertainty_score":0.9998545},"labels":[],"label_agreement":null},{"id":"W896741730","doi":"","title":"Pay, performance and pensions are global challenges in higher education","year":2012,"lang":"en","type":"article","venue":"City Research Online (City University London)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Labour economics; Higher education; Economics; Actuarial science; Economic growth; Public economics; Finance; Accounting","score_opus":0.3516650706602888,"score_gpt":0.4895973959004264,"score_spread":0.1379323252401376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W896741730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9500099,0.0020851486,9.965676e-7,0.023845486,0.000550294,0.0008371694,0.00013513176,0.00009169112,0.022444228],"genre_scores_gemma":[0.9745355,0.010557419,0.00039043056,0.00034086074,0.00049118255,0.000006045857,0.00007411735,0.0000129372975,0.013591456],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.995941,0.0013250967,0.0002873233,0.00043295644,0.00059640675,0.0014172514],"domain_scores_gemma":[0.9975419,0.0005080594,0.00012809788,0.00047529998,0.00059891306,0.0007477495],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0016739478,0.00019347336,0.00034359767,0.00028137869,0.0013740128,0.000010329152,0.00039533142,0.0003700477,0.0005762873],"category_scores_gemma":[0.0002945785,0.0001832588,0.000042092393,0.00093993556,0.000323284,0.00071665714,0.00079790485,0.0017471447,0.00014041092],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020106196,0.00062914705,0.97088265,0.0003902873,0.000008391486,0.0000074043896,0.00075486593,0.0000010869087,0.0000034480524,0.010811597,0.008035849,0.008274212],"study_design_scores_gemma":[0.0005475586,0.000056835437,0.6906546,0.00044367107,0.0000061154656,0.000002370237,0.006537522,0.000036646572,8.8428453e-7,0.00023497475,0.3013546,0.00012424088],"about_ca_topic_score_codex":0.0035350963,"about_ca_topic_score_gemma":0.013206665,"teacher_disagreement_score":0.29331875,"about_ca_system_score_codex":0.0015426166,"about_ca_system_score_gemma":0.0007959859,"threshold_uncertainty_score":0.9999261},"labels":[],"label_agreement":null},{"id":"W941322249","doi":"10.1097/01.naj.0000470382.49287.02","title":"A Diverse Workforce","year":2015,"lang":"en","type":"letter","venue":"AJN American Journal of Nursing","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AXYS Technologies (Canada)","funders":"","keywords":"Workforce; Scholarship; Coursework; Nursing; Reimbursement; Work (physics); Ethnic group; Health care; Medicine; Medical education; Political science","score_opus":0.1278100091797494,"score_gpt":0.48223663947433326,"score_spread":0.3544266302945839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W941322249","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009712645,0.0028347818,0.0003514934,0.92396647,0.010295098,0.00068953383,0.00004259207,0.000108404245,0.051999003],"genre_scores_gemma":[0.008026432,0.00040096077,0.0059285504,0.94747907,0.02657937,0.000010734463,0.000045932757,0.00020803389,0.011320923],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99351716,0.0016317865,0.0017040343,0.0003295814,0.0013442747,0.0014731672],"domain_scores_gemma":[0.9924092,0.0008286711,0.0043637874,0.0005417635,0.0012969739,0.0005595633],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0012322786,0.0004800859,0.0015636546,0.00048092884,0.00052702095,0.00002495338,0.0008138663,0.00066157733,0.00037941552],"category_scores_gemma":[0.00037469933,0.00041173262,0.00032492596,0.00076505606,0.00066170795,0.00022608951,0.000080286154,0.007960022,0.00038766125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015744368,0.00003085222,0.0006273625,0.00006956676,0.000053231506,0.0005671516,0.0049836664,0.000011009658,9.768576e-7,0.000012798462,0.88760734,0.10587862],"study_design_scores_gemma":[0.0006453098,0.0008115395,0.00011744867,0.0122815445,0.00022026016,0.00024708343,0.028301392,0.000010283146,4.2757995e-7,0.00063035113,0.95638543,0.00034891855],"about_ca_topic_score_codex":0.00021243037,"about_ca_topic_score_gemma":0.0000065493837,"teacher_disagreement_score":0.1055297,"about_ca_system_score_codex":0.002719807,"about_ca_system_score_gemma":0.0018099349,"threshold_uncertainty_score":0.99983346},"labels":[],"label_agreement":null},{"id":"W94337225","doi":"10.17483/2368-6669.1021","title":"Advancing Quality Nursing Education in Today’s World","year":2014,"lang":"fr","type":"article","venue":"Quality Advancement in Nursing Education - Avancées en formation infirmière","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta; Université de Montréal; Cegep de Saint Hyacinthe","funders":"Faculty of Nursing, University of Alberta; Université de Montréal; University of Alberta","keywords":"Nursing; Quality (philosophy); Sociology; Medicine; Philosophy; Epistemology","score_opus":0.04616839558778105,"score_gpt":0.5014583964564725,"score_spread":0.4552900008686914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W94337225","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45965046,0.021735026,0.029361464,0.18759222,0.06275346,0.009434433,0.0001213786,0.00057813415,0.22877344],"genre_scores_gemma":[0.9077512,0.0027757692,0.038534906,0.007845377,0.0028972302,0.0010906804,0.0015411527,0.00017744466,0.037386224],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.98251575,0.007750047,0.0053532934,0.0010921755,0.001159359,0.002129395],"domain_scores_gemma":[0.99230963,0.0023835814,0.0025738394,0.0012960334,0.0008131939,0.0006237114],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00858558,0.0008211685,0.0012208886,0.001620574,0.00094921474,0.00013164581,0.0005832995,0.0007418852,0.0009981757],"category_scores_gemma":[0.0023432195,0.0010508733,0.00018015751,0.0024520024,0.00039246527,0.004221687,0.000078875884,0.0020820599,0.00061287696],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000231871,0.0046316404,0.020157339,0.0033852756,0.00000760299,2.1340594e-7,0.039886694,0.0030313677,0.00004982744,0.27737105,0.016361581,0.63488555],"study_design_scores_gemma":[0.0023615875,0.00020261403,0.0846844,0.07175322,0.000055870678,0.000009495806,0.122431606,0.002820748,0.00016166508,0.095815614,0.6183194,0.0013837671],"about_ca_topic_score_codex":0.0034923444,"about_ca_topic_score_gemma":0.0087455,"teacher_disagreement_score":0.63350177,"about_ca_system_score_codex":0.0156537,"about_ca_system_score_gemma":0.0037366035,"threshold_uncertainty_score":0.99991506},"labels":[],"label_agreement":null},{"id":"W962267300","doi":"10.22605/rrh3245","title":"Rural health activism over two decades: the Wonca Working Party on Rural Practice 1992-2012","year":2015,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; NOSM University","funders":"","keywords":"Health care; Rural area; Economic growth; Rural health; Public relations; Front line; Political science; Medicine; Law","score_opus":0.08276430902711521,"score_gpt":0.47004461481444887,"score_spread":0.38728030578733363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W962267300","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44150826,0.02797402,0.00027155053,0.4958435,0.0063919043,0.0059995344,0.00006091536,0.00079618243,0.021154132],"genre_scores_gemma":[0.8893265,0.008503286,0.0014784101,0.09431171,0.002724811,0.000037248967,0.00007906409,0.000107039195,0.0034319381],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99075913,0.003567315,0.0014469093,0.0005091009,0.0010427561,0.002674793],"domain_scores_gemma":[0.9938404,0.0018391792,0.0013779985,0.0007866767,0.00019227956,0.0019634585],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00486346,0.0005845298,0.0009738119,0.00014487644,0.003455385,0.00007086806,0.00042592554,0.00034698437,0.00009647686],"category_scores_gemma":[0.00046478215,0.00036616,0.00012807308,0.0006683532,0.00022975117,0.00057695503,0.00030129877,0.0026432134,0.00041031945],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024546597,0.00029025972,0.00788929,0.0009410204,0.0001061388,0.000021169464,0.037777424,0.0000727477,0.000010829533,0.013190792,0.32206652,0.6151791],"study_design_scores_gemma":[0.004004748,0.0013645564,0.013928777,0.005504055,0.000033916833,0.00010294028,0.0623591,0.0011519936,0.0000033111578,0.0033962934,0.9075407,0.000609624],"about_ca_topic_score_codex":0.042730972,"about_ca_topic_score_gemma":0.0038098702,"teacher_disagreement_score":0.61456954,"about_ca_system_score_codex":0.0016269883,"about_ca_system_score_gemma":0.0022956138,"threshold_uncertainty_score":0.99987906},"labels":[],"label_agreement":null},{"id":"W99062329","doi":"","title":"Satisfaction with and perceived cultural competency of healthcare providers: the minority experience.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Access Alliance Multicultural Health and Community Services","funders":"","keywords":"Ethnic group; Vietnamese; Cultural competence; Health care; Affect (linguistics); Cultural diversity; Medicine; Family medicine; Language barrier; Nursing; Psychology; Sociology; Political science","score_opus":0.05458312232188708,"score_gpt":0.37149374792459694,"score_spread":0.3169106256027099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W99062329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9765124,0.0008195708,0.0000034492737,0.017041674,0.00017084042,0.0024835696,0.000009608829,0.00006615749,0.0028927806],"genre_scores_gemma":[0.9954386,0.0001854592,0.00046419713,0.0011539956,0.00021649955,0.0018835206,0.00000450561,0.000008722695,0.0006445001],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982241,0.0003210644,0.0003932399,0.0002253023,0.00025817347,0.00057813723],"domain_scores_gemma":[0.99897784,0.00016075562,0.00022782676,0.0002402949,0.0001992603,0.0001940277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002853567,0.00013070236,0.00022231546,0.000029083414,0.00071526616,0.000009979386,0.00010984684,0.00010395483,0.000058785787],"category_scores_gemma":[0.00008317219,0.000074366595,0.000022682394,0.0001607336,0.00022032273,0.00027048046,0.000048342696,0.00034526683,0.000008926876],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011913485,0.0000174769,0.89318657,0.00027543394,0.000009192982,4.6563747e-7,0.025753701,0.0000025955221,0.0000075531025,0.0012589413,0.0011095892,0.07825934],"study_design_scores_gemma":[0.00047192362,0.000042311105,0.95444125,0.000081787104,0.000010401729,0.0000043260097,0.03546453,0.000024996165,0.00000778381,0.00006437539,0.009302474,0.00008385616],"about_ca_topic_score_codex":0.012901218,"about_ca_topic_score_gemma":0.021642799,"teacher_disagreement_score":0.078175485,"about_ca_system_score_codex":0.00018714997,"about_ca_system_score_gemma":0.00010338947,"threshold_uncertainty_score":0.9962097},"labels":[],"label_agreement":null}]}